From 44e3c21c414cf7b843ed79b3cc3c76cadbd078da Mon Sep 17 00:00:00 2001
From: David Hensle <hensle93@gmail.com>
Date: Fri, 16 Aug 2024 17:33:51 -0700
Subject: [PATCH 01/56] multiprocess initial commit

---
 .../models/non_mandatory_tour_frequency.py    |  10 +-
 activitysim/abm/models/school_escorting.py    |   5 +-
 activitysim/abm/models/stop_frequency.py      |  12 +-
 activitysim/core/estimation.py                |  35 +++++-
 activitysim/core/steps/output.py              | 113 ++++++++++++++++++
 5 files changed, 165 insertions(+), 10 deletions(-)

diff --git a/activitysim/abm/models/non_mandatory_tour_frequency.py b/activitysim/abm/models/non_mandatory_tour_frequency.py
index e0fb4817ea..1189675973 100644
--- a/activitysim/abm/models/non_mandatory_tour_frequency.py
+++ b/activitysim/abm/models/non_mandatory_tour_frequency.py
@@ -288,14 +288,18 @@ def non_mandatory_tour_frequency(
         )
 
         if estimator:
-            estimator.write_spec(model_settings, bundle_directory=True)
+            bundle_directory = True
+            # writing to separte subdirectory for each segment if multiprocessing
+            if state.settings.multiprocess:
+                bundle_directory = False
+            estimator.write_spec(model_settings, bundle_directory=bundle_directory)
             estimator.write_model_settings(
-                model_settings, model_settings_file_name, bundle_directory=True
+                model_settings, model_settings_file_name, bundle_directory=bundle_directory
             )
             # preserving coefficients file name makes bringing back updated coefficients more straightforward
             estimator.write_coefficients(coefficients_df, segment_settings)
             estimator.write_choosers(chooser_segment)
-            estimator.write_alternatives(alternatives, bundle_directory=True)
+            estimator.write_alternatives(alternatives, bundle_directory=bundle_directory)
 
             # FIXME #interaction_simulate_estimation_requires_chooser_id_in_df_column
             #  shuold we do it here or have interaction_simulate do it?
diff --git a/activitysim/abm/models/school_escorting.py b/activitysim/abm/models/school_escorting.py
index 22fea9e520..d8305740af 100644
--- a/activitysim/abm/models/school_escorting.py
+++ b/activitysim/abm/models/school_escorting.py
@@ -493,7 +493,10 @@ def school_escorting(
                 coefficients_df, file_name=stage.upper() + "_COEFFICIENTS"
             )
             estimator.write_choosers(choosers)
-            estimator.write_alternatives(alts, bundle_directory=True)
+            if state.settings.multiprocess:
+                estimator.write_alternatives(alts, bundle_directory=False)
+            else:
+                estimator.write_alternatives(alts, bundle_directory=True)
 
             # FIXME #interaction_simulate_estimation_requires_chooser_id_in_df_column
             #  shuold we do it here or have interaction_simulate do it?
diff --git a/activitysim/abm/models/stop_frequency.py b/activitysim/abm/models/stop_frequency.py
index 2f0253f219..70755ff860 100644
--- a/activitysim/abm/models/stop_frequency.py
+++ b/activitysim/abm/models/stop_frequency.py
@@ -197,9 +197,15 @@ def stop_frequency(
 
         if estimator:
             estimator.write_spec(segment_settings, bundle_directory=False)
-            estimator.write_model_settings(
-                model_settings, model_settings_file_name, bundle_directory=True
-            )
+            # writing to separte subdirectory for each segment if multiprocessing
+            if state.settings.multiprocess:
+                estimator.write_model_settings(
+                    model_settings, model_settings_file_name, bundle_directory=False
+                )
+            else:
+                estimator.write_model_settings(
+                    model_settings, model_settings_file_name, bundle_directory=True
+                )
             estimator.write_coefficients(coefficients_df, segment_settings)
             estimator.write_choosers(chooser_segment)
 
diff --git a/activitysim/core/estimation.py b/activitysim/core/estimation.py
index 6e02aca76a..124b33bd57 100644
--- a/activitysim/core/estimation.py
+++ b/activitysim/core/estimation.py
@@ -19,7 +19,13 @@
 ESTIMATION_SETTINGS_FILE_NAME = "estimation.yaml"
 
 
-def unlink_files(directory_path, file_types=("csv", "yaml")):
+def unlink_files(directory_path, file_types=("csv", "yaml", "parquet")):
+    """
+    Deletes existing files in directory_path with file_types extensions.
+    """
+    if not os.path.exists(directory_path):
+        return
+
     for file_name in os.listdir(directory_path):
         if file_name.endswith(file_types):
             file_path = os.path.join(directory_path, file_name)
@@ -31,6 +37,16 @@ def unlink_files(directory_path, file_types=("csv", "yaml")):
                 print(e)
 
 
+def estimation_enabled(state):
+    """
+    Returns True if estimation.yaml exists in the configs directory.
+    """
+    settings = state.filesystem.read_model_settings(
+        ESTIMATION_SETTINGS_FILE_NAME, mandatory=False
+    )
+    return settings is not None
+
+
 class Estimator:
     def __init__(
         self, state: workflow.State, bundle_name, model_name, estimation_table_recipes
@@ -50,12 +66,12 @@ def __init__(
             os.makedirs(output_dir)  # make directory if needed
 
         # delete estimation files
-        unlink_files(self.output_directory(), file_types=("csv", "yaml"))
+        unlink_files(self.output_directory(), file_types=("csv", "yaml", "parquet"))
         if self.bundle_name != self.model_name:
             # kind of inelegant to always delete these, but ok as they are redundantly recreated for each sub model
             unlink_files(
                 self.output_directory(bundle_directory=True),
-                file_types=("csv", "yaml"),
+                file_types=("csv", "yaml", "parquet"),
             )
 
         # FIXME - not required?
@@ -139,6 +155,9 @@ def output_directory(self, bundle_directory=False):
         if self.bundle_name != self.model_name and not bundle_directory:
             dir = os.path.join(dir, self.model_name)
 
+        if self.state.settings.multiprocess:
+            dir = os.path.join(dir, self.state.get_injectable("pipeline_file_prefix"))
+
         return dir
 
     def output_file_path(self, table_name, file_type=None, bundle_directory=False):
@@ -546,6 +565,16 @@ def initialize_settings(self, state):
                     ), "Index col '%s' not in survey_table '%s' in file: %s % (index_col, table_name, file_path)"
                     df.set_index(index_col, inplace=True)
 
+                # if multiprocessing then only return the households that are in the pipeline
+                if state.settings.multiprocess:
+                    pipeline_hh_ids = state.get_table("households").index
+                    if table_name == "households":
+                        df = df[df.index.isin(pipeline_hh_ids)]
+                        assert pipeline_hh_ids.equals(df.index), "household_ids not equal between survey and pipeline"
+                    else:
+                        assert "household_id" in df.columns
+                        df = df[df.household_id.isin(pipeline_hh_ids)]
+
                 # add the table df to survey_tables
                 table_info["df"] = df
 
diff --git a/activitysim/core/steps/output.py b/activitysim/core/steps/output.py
index b9d7cc13d6..6116fda611 100644
--- a/activitysim/core/steps/output.py
+++ b/activitysim/core/steps/output.py
@@ -4,6 +4,9 @@
 
 import logging
 import sys
+import os
+import shutil
+from pathlib import Path
 
 import numpy as np
 import pandas as pd
@@ -13,6 +16,7 @@
 
 from activitysim.core import configuration, workflow
 from activitysim.core.workflow.checkpoint import CHECKPOINT_NAME
+from activitysim.core.estimation import estimation_enabled
 
 logger = logging.getLogger(__name__)
 
@@ -224,6 +228,111 @@ def write_data_dictionary(state: workflow.State) -> None:
                 print(f"{info}\n", file=output_file)
 
 
+def find_lowest_level_directories(starting_directory):
+    lowest_dirs = list()
+
+    for root, dirs, files in os.walk(starting_directory):
+        if not dirs:
+            lowest_dirs.append(root)
+
+    return lowest_dirs
+
+
+def concat_and_write_edb(df_concat_dict, write_dir):
+    # concatenate the dataframes and output final file
+    for table_name, df_array in df_concat_dict.items():
+        df = pd.concat(df_array)
+        if table_name.endswith(".csv"):
+            df.to_csv(os.path.join(write_dir, table_name), index=False)
+        elif table_name.endswith(".parquet"):
+            df.to_parquet(os.path.join(write_dir, table_name), index=True)
+        else:
+            raise ValueError(f"Unknown file type {table_name}")
+
+
+def coalesce_estimation_data_bundles(state):
+    """
+    In estimation mode, estimation data bundles are written to separate subdirectories for each subprocess.
+    This model will go through each subdirectory and move the files to the parent directory.
+    This will only occur if the lowest level directory contains the multiprocess step names.
+    """
+
+    logger.info("Coalescing Estimation Data Bundles")
+
+    edb_dir = state.filesystem.get_output_dir("estimation_data_bundle")
+
+    lowest_dirs = find_lowest_level_directories(edb_dir)
+
+    multiprocessing_step_names = [step.name for step in state.settings.multiprocess_steps]
+    lowest_dirs = [dir for dir in lowest_dirs if any(step in dir for step in multiprocessing_step_names)]
+
+    if len(lowest_dirs) == 0:
+        logger.info("No estimation data bundles to coalesce")
+        return
+    
+    prev_edb = None
+    df_concat_dict = {}
+
+    # loop through each lowest level directory
+    for dir in lowest_dirs:
+        logger.debug(f"Coalescing {dir}")
+        # get the parent directory
+        cur_edb = Path(dir).parent.absolute()
+
+        # check if we have moved onto a new EDB
+        is_same_edb = (cur_edb == prev_edb)
+
+        for file in os.listdir(dir):
+            # get the file path
+            file_path = os.path.join(dir, file)
+
+            # look for files that are duplicated across subprocesses
+            is_coefs_file = file.endswith(".csv") and "coef" in file
+            is_settings_file = file.endswith(".yaml")
+            is_spec_file = file.endswith(".csv") and "SPEC" in file
+            is_landuse_file = file.endswith("_landuse.csv")
+            is_size_terms_file = file.endswith("_size_terms.csv")
+            is_duplicate_file = (
+                is_coefs_file 
+                or is_spec_file 
+                or is_settings_file
+                or is_landuse_file
+                or is_size_terms_file
+            )
+
+            if is_duplicate_file and not is_same_edb:
+                # copy the file to the parent directory
+                shutil.copy(file_path, os.path.join(cur_edb, file))
+
+            if (not is_same_edb) and (len(df_concat_dict) > 0) and (len(df_concat_dict[list(df_concat_dict.keys())[0]]) > 1):
+                concat_and_write_edb(df_concat_dict, cur_edb)
+
+                # reset edb dir and dictionary
+                logger.info(f"Coalesced {cur_edb}")
+                prev_edb = cur_edb
+                df_concat_dict = {}
+
+            if not is_duplicate_file:
+                # read file and store in dictionary
+                if file.endswith(".csv"):
+                    df = pd.read_csv(file_path, low_memory=False)
+                elif file.endswith(".parquet"):
+                    df = pd.read_parquet(file_path)
+
+                if file in df_concat_dict.keys():
+                    df_concat_dict[file].append(df)
+                else:
+                    df_concat_dict[file] = [df]
+
+        # delete the directory now that we have gone through all the files
+        # os.rmdir(dir)
+
+    # need to concatenate the last set of dataframes
+    concat_and_write_edb(df_concat_dict, cur_edb)
+
+    return
+
+
 @workflow.step
 def write_tables(state: workflow.State) -> None:
     """
@@ -434,3 +543,7 @@ def map_func(x):
                 parquet.write_table(dt, file_path)
             else:
                 raise ValueError(f"unknown file_type {file_type}")
+            
+    is_estimation = estimation_enabled(state)
+    if state.settings.multiprocess and is_estimation:
+        coalesce_estimation_data_bundles(state)

From 9b29350b85e3f914d441a35ad946469c44ec1f2e Mon Sep 17 00:00:00 2001
From: David Hensle <hensle93@gmail.com>
Date: Fri, 16 Aug 2024 17:41:41 -0700
Subject: [PATCH 02/56] blacken

---
 .../models/non_mandatory_tour_frequency.py    |  8 ++++--
 activitysim/core/estimation.py                |  4 ++-
 activitysim/core/steps/output.py              | 26 +++++++++++++------
 3 files changed, 27 insertions(+), 11 deletions(-)

diff --git a/activitysim/abm/models/non_mandatory_tour_frequency.py b/activitysim/abm/models/non_mandatory_tour_frequency.py
index 1189675973..4d80c26baa 100644
--- a/activitysim/abm/models/non_mandatory_tour_frequency.py
+++ b/activitysim/abm/models/non_mandatory_tour_frequency.py
@@ -294,12 +294,16 @@ def non_mandatory_tour_frequency(
                 bundle_directory = False
             estimator.write_spec(model_settings, bundle_directory=bundle_directory)
             estimator.write_model_settings(
-                model_settings, model_settings_file_name, bundle_directory=bundle_directory
+                model_settings,
+                model_settings_file_name,
+                bundle_directory=bundle_directory,
             )
             # preserving coefficients file name makes bringing back updated coefficients more straightforward
             estimator.write_coefficients(coefficients_df, segment_settings)
             estimator.write_choosers(chooser_segment)
-            estimator.write_alternatives(alternatives, bundle_directory=bundle_directory)
+            estimator.write_alternatives(
+                alternatives, bundle_directory=bundle_directory
+            )
 
             # FIXME #interaction_simulate_estimation_requires_chooser_id_in_df_column
             #  shuold we do it here or have interaction_simulate do it?
diff --git a/activitysim/core/estimation.py b/activitysim/core/estimation.py
index 124b33bd57..0de69b3d9e 100644
--- a/activitysim/core/estimation.py
+++ b/activitysim/core/estimation.py
@@ -570,7 +570,9 @@ def initialize_settings(self, state):
                     pipeline_hh_ids = state.get_table("households").index
                     if table_name == "households":
                         df = df[df.index.isin(pipeline_hh_ids)]
-                        assert pipeline_hh_ids.equals(df.index), "household_ids not equal between survey and pipeline"
+                        assert pipeline_hh_ids.equals(
+                            df.index
+                        ), "household_ids not equal between survey and pipeline"
                     else:
                         assert "household_id" in df.columns
                         df = df[df.household_id.isin(pipeline_hh_ids)]
diff --git a/activitysim/core/steps/output.py b/activitysim/core/steps/output.py
index 6116fda611..39e2d9650d 100644
--- a/activitysim/core/steps/output.py
+++ b/activitysim/core/steps/output.py
@@ -263,13 +263,19 @@ def coalesce_estimation_data_bundles(state):
 
     lowest_dirs = find_lowest_level_directories(edb_dir)
 
-    multiprocessing_step_names = [step.name for step in state.settings.multiprocess_steps]
-    lowest_dirs = [dir for dir in lowest_dirs if any(step in dir for step in multiprocessing_step_names)]
+    multiprocessing_step_names = [
+        step.name for step in state.settings.multiprocess_steps
+    ]
+    lowest_dirs = [
+        dir
+        for dir in lowest_dirs
+        if any(step in dir for step in multiprocessing_step_names)
+    ]
 
     if len(lowest_dirs) == 0:
         logger.info("No estimation data bundles to coalesce")
         return
-    
+
     prev_edb = None
     df_concat_dict = {}
 
@@ -280,7 +286,7 @@ def coalesce_estimation_data_bundles(state):
         cur_edb = Path(dir).parent.absolute()
 
         # check if we have moved onto a new EDB
-        is_same_edb = (cur_edb == prev_edb)
+        is_same_edb = cur_edb == prev_edb
 
         for file in os.listdir(dir):
             # get the file path
@@ -293,8 +299,8 @@ def coalesce_estimation_data_bundles(state):
             is_landuse_file = file.endswith("_landuse.csv")
             is_size_terms_file = file.endswith("_size_terms.csv")
             is_duplicate_file = (
-                is_coefs_file 
-                or is_spec_file 
+                is_coefs_file
+                or is_spec_file
                 or is_settings_file
                 or is_landuse_file
                 or is_size_terms_file
@@ -304,7 +310,11 @@ def coalesce_estimation_data_bundles(state):
                 # copy the file to the parent directory
                 shutil.copy(file_path, os.path.join(cur_edb, file))
 
-            if (not is_same_edb) and (len(df_concat_dict) > 0) and (len(df_concat_dict[list(df_concat_dict.keys())[0]]) > 1):
+            if (
+                (not is_same_edb)
+                and (len(df_concat_dict) > 0)
+                and (len(df_concat_dict[list(df_concat_dict.keys())[0]]) > 1)
+            ):
                 concat_and_write_edb(df_concat_dict, cur_edb)
 
                 # reset edb dir and dictionary
@@ -543,7 +553,7 @@ def map_func(x):
                 parquet.write_table(dt, file_path)
             else:
                 raise ValueError(f"unknown file_type {file_type}")
-            
+
     is_estimation = estimation_enabled(state)
     if state.settings.multiprocess and is_estimation:
         coalesce_estimation_data_bundles(state)

From 3434c9540be1cea8f1c2623c049441ef6809b2d4 Mon Sep 17 00:00:00 2001
From: David Hensle <hensle93@gmail.com>
Date: Fri, 6 Sep 2024 09:18:32 -0700
Subject: [PATCH 03/56] parquet format for EDBs

---
 activitysim/core/estimation.py   | 162 +++++++++++++++++++++++--------
 activitysim/core/steps/output.py |   3 +-
 2 files changed, 124 insertions(+), 41 deletions(-)

diff --git a/activitysim/core/estimation.py b/activitysim/core/estimation.py
index 0de69b3d9e..5b815183e7 100644
--- a/activitysim/core/estimation.py
+++ b/activitysim/core/estimation.py
@@ -5,6 +5,7 @@
 import logging
 import os
 import shutil
+from pathlib import Path
 
 import pandas as pd
 import yaml
@@ -49,7 +50,12 @@ def estimation_enabled(state):
 
 class Estimator:
     def __init__(
-        self, state: workflow.State, bundle_name, model_name, estimation_table_recipes
+        self,
+        state: workflow.State,
+        bundle_name,
+        model_name,
+        estimation_table_recipes,
+        settings,
     ):
         logger.info("Initialize Estimator for'%s'" % (model_name,))
 
@@ -59,6 +65,7 @@ def __init__(
         self.settings_name = model_name
         self.estimation_table_recipes = estimation_table_recipes
         self.estimating = True
+        self.settings = settings
 
         # ensure the output data directory exists
         output_dir = self.output_directory()
@@ -179,8 +186,43 @@ def output_file_path(self, table_name, file_type=None, bundle_directory=False):
 
         return os.path.join(output_dir, file_name)
 
+    def write_parquet(self, df, file_path, append=False):
+        """Convert DF to be parquet compliant and write to disk"""
+        # Ensure column names are strings for parquet
+        df.columns = df.columns.astype(str)
+
+        assert (not os.path.isfile(file_path)) or (
+            append == True
+        ), f"file already exists: {file_path}"
+
+        # Explicitly set the data types of the columns
+        for col in df.columns:
+            if df[col].dtype == "object":
+                df[col] = df[col].astype(str)
+            elif df[col].dtype == "int":
+                df[col] = df[col].astype("int64")
+            elif df[col].dtype == "float":
+                df[col] = df[col].astype("float64")
+            elif df[col].dtype == "float16":  # Handle halffloat type
+                df[col] = df[col].astype("float32")
+            else:
+                # Convert any other unsupported types to string
+                df[col] = df[col].astype(str)
+
+        self.debug(f"writing table: {file_path}")
+        if append and os.path.isfile(file_path):
+            df.to_parquet(file_path, engine="fastparquet", append=True)
+        else:
+            df.to_parquet(file_path)
+
     def write_table(
-        self, df, table_name, index=True, append=True, bundle_directory=False
+        self,
+        df,
+        table_name,
+        index=True,
+        append=True,
+        bundle_directory=False,
+        filetype="csv",
     ):
         """
 
@@ -192,6 +234,8 @@ def write_table(
         index: booelan
         append: boolean
         bundle_directory: boolean
+        filetype: str
+            csv or parquet
 
         """
 
@@ -205,21 +249,23 @@ def cache_table(df, table_name, append):
             else:
                 self.tables[table_name] = df.copy()
 
-        def write_table(df, table_name, index, append, bundle_directory):
-            if table_name.endswith(".csv"):
-                # pass through filename without adding model or bundle name prefix
-                file_path = os.path.join(
-                    self.output_directory(bundle_directory), table_name
-                )
-            else:
-                file_path = self.output_file_path(table_name, "csv", bundle_directory)
+        def write_table(df, table_name, index, append, bundle_directory, filetype):
+            # remove file extension if present
+            table_name = Path(table_name).stem
+            # set new full file path with desired file type
+            file_path = self.output_file_path(table_name, filetype, bundle_directory)
+
+            # check if file exists
             file_exists = os.path.isfile(file_path)
             if file_exists and not append:
                 raise RuntimeError(
                     "write_table %s append=False and file exists: %s"
                     % (table_name, file_path)
                 )
-            df.to_csv(file_path, mode="a", index=index, header=(not file_exists))
+            if filetype == "csv":
+                df.to_csv(file_path, mode="a", index=index, header=(not file_exists))
+            else:
+                self.write_parquet(df, file_path, append)
 
         assert self.estimating
 
@@ -232,18 +278,14 @@ def write_table(df, table_name, index, append, bundle_directory):
             self.debug("write_table cache: %s" % table_name)
 
         if write:
-            write_table(df, table_name, index, append, bundle_directory)
+            write_table(df, table_name, index, append, bundle_directory, filetype)
             self.debug("write_table write: %s" % table_name)
 
     def write_omnibus_table(self):
         if len(self.omnibus_tables) == 0:
             return
 
-        settings = self.state.filesystem.read_model_settings(
-            ESTIMATION_SETTINGS_FILE_NAME, mandatory=False
-        )
-
-        edbs_to_skip = settings.get("SKIP_BUNDLE_WRITE_FOR", [])
+        edbs_to_skip = self.settings.get("SKIP_BUNDLE_WRITE_FOR", [])
         if self.bundle_name in edbs_to_skip:
             self.debug(f"Skipping write to disk for {self.bundle_name}")
             return
@@ -274,13 +316,20 @@ def write_omnibus_table(self):
             self.debug(f"sorting tables: {table_names}")
             df.sort_index(ascending=True, inplace=True, kind="mergesort")
 
-            file_path = self.output_file_path(omnibus_table, "csv")
-            assert not os.path.isfile(file_path)
+            filetype = self.settings.get("EDB_FILETYPE", "csv")
+            assert filetype in ["csv", "parquet"]
 
-            self.debug(f"writing table: {file_path}")
-            df.to_csv(file_path, mode="a", index=True, header=True)
+            if filetype == "csv":
+                file_path = self.output_file_path(omnibus_table, "csv")
+                assert not os.path.isfile(file_path)
+
+                self.debug(f"writing table: {file_path}")
+                df.to_csv(file_path, mode="a", index=True, header=True)
+            else:
+                file_path = self.output_file_path(omnibus_table, "parquet")
+                self.write_parquet(df, file_path, append=False)
 
-            self.debug("write_omnibus_choosers: %s" % file_path)
+            self.debug("wrote_omnibus_choosers: %s" % file_path)
 
     def write_dict(self, d, dict_name, bundle_directory):
         assert self.estimating
@@ -323,7 +372,7 @@ def write_coefficients(
         base_file_name = os.path.basename(file_name)
 
         assert self.estimating
-        self.write_table(coefficients_df, base_file_name, append=False)
+        self.write_table(coefficients_df, base_file_name, append=False, filetype="csv")
 
     def write_coefficients_template(self, model_settings):
         assert self.estimating
@@ -334,22 +383,37 @@ def write_coefficients_template(self, model_settings):
             self.state.filesystem, model_settings
         )
         tag = "coefficients_template"
-        self.write_table(coefficients_df, tag, append=False)
+        self.write_table(coefficients_df, tag, append=False, filetype="csv")
 
     def write_choosers(self, choosers_df):
-        self.write_table(choosers_df, "choosers", append=True)
+        self.write_table(
+            choosers_df,
+            "choosers",
+            append=True,
+            filetype=self.settings.get("EDB_FILETYPE", "csv"),
+        )
 
     def write_choices(self, choices):
         if isinstance(choices, pd.Series):
             choices = choices.to_frame(name="model_choice")
         assert list(choices.columns) == ["model_choice"]
-        self.write_table(choices, "choices", append=True)
+        self.write_table(
+            choices,
+            "choices",
+            append=True,
+            filetype=self.settings.get("EDB_FILETYPE", "csv"),
+        )
 
     def write_override_choices(self, choices):
         if isinstance(choices, pd.Series):
             choices = choices.to_frame(name="override_choice")
         assert list(choices.columns) == ["override_choice"]
-        self.write_table(choices, "override_choices", append=True)
+        self.write_table(
+            choices,
+            "override_choices",
+            append=True,
+            filetype=self.settings.get("EDB_FILETYPE", "csv"),
+        )
 
     def write_constants(self, constants):
         self.write_dict(self, constants, "model_constants")
@@ -463,10 +527,20 @@ def melt_alternatives(self, df):
 
     def write_interaction_expression_values(self, df):
         df = self.melt_alternatives(df)
-        self.write_table(df, "interaction_expression_values", append=True)
+        self.write_table(
+            df,
+            "interaction_expression_values",
+            append=True,
+            filetype=self.settings.get("EDB_FILETYPE", "csv"),
+        )
 
     def write_expression_values(self, df):
-        self.write_table(df, "expression_values", append=True)
+        self.write_table(
+            df,
+            "expression_values",
+            append=True,
+            filetype=self.settings.get("EDB_FILETYPE", "csv"),
+        )
 
     def write_alternatives(self, alternatives_df, bundle_directory=False):
         self.write_table(
@@ -479,13 +553,19 @@ def write_alternatives(self, alternatives_df, bundle_directory=False):
     def write_interaction_sample_alternatives(self, alternatives_df):
         alternatives_df = self.melt_alternatives(alternatives_df)
         self.write_table(
-            alternatives_df, "interaction_sample_alternatives", append=True
+            alternatives_df,
+            "interaction_sample_alternatives",
+            append=True,
+            filetype=self.settings.get("EDB_FILETYPE", "csv"),
         )
 
     def write_interaction_simulate_alternatives(self, interaction_df):
         interaction_df = self.melt_alternatives(interaction_df)
         self.write_table(
-            interaction_df, "interaction_simulate_alternatives", append=True
+            interaction_df,
+            "interaction_simulate_alternatives",
+            append=True,
+            filetype=self.settings.get("EDB_FILETYPE", "csv"),
         )
 
     def get_survey_values(self, model_values, table_name, column_names):
@@ -520,6 +600,7 @@ def __init__(self):
         self.estimation_table_recipes = {}
         self.model_estimation_table_types = {}
         self.estimating = {}
+        self.settings = None
 
     def initialize_settings(self, state):
         # FIXME - can't we just initialize in init and handle no-presence of settings file as not enabled
@@ -527,23 +608,25 @@ def initialize_settings(self, state):
             return
 
         assert not self.settings_initialized
-        settings = state.filesystem.read_model_settings(
+        self.settings = state.filesystem.read_model_settings(
             ESTIMATION_SETTINGS_FILE_NAME, mandatory=False
         )
-        if not settings:
-            # if the model settings file is not found, we are not in estimation mode.
+        if not self.settings:
+            # if the model self.settings file is not found, we are not in estimation mode.
             self.enabled = False
         else:
-            self.enabled = settings.get("enable", "True")
-        self.bundles = settings.get("bundles", [])
+            self.enabled = self.settings.get("enable", "True")
+        self.bundles = self.settings.get("bundles", [])
 
-        self.model_estimation_table_types = settings.get(
+        self.model_estimation_table_types = self.settings.get(
             "model_estimation_table_types", {}
         )
-        self.estimation_table_recipes = settings.get("estimation_table_recipes", {})
+        self.estimation_table_recipes = self.settings.get(
+            "estimation_table_recipes", {}
+        )
 
         if self.enabled:
-            self.survey_tables = settings.get("survey_tables", {})
+            self.survey_tables = self.settings.get("survey_tables", {})
             for table_name, table_info in self.survey_tables.items():
                 assert (
                     "file_name" in table_info
@@ -643,6 +726,7 @@ def begin_estimation(
             estimation_table_recipes=self.estimation_table_recipes[
                 model_estimation_table_type
             ],
+            settings=self.settings,
         )
 
         return self.estimating[model_name]
diff --git a/activitysim/core/steps/output.py b/activitysim/core/steps/output.py
index 39e2d9650d..0306fcff4a 100644
--- a/activitysim/core/steps/output.py
+++ b/activitysim/core/steps/output.py
@@ -318,7 +318,6 @@ def coalesce_estimation_data_bundles(state):
                 concat_and_write_edb(df_concat_dict, cur_edb)
 
                 # reset edb dir and dictionary
-                logger.info(f"Coalesced {cur_edb}")
                 prev_edb = cur_edb
                 df_concat_dict = {}
 
@@ -335,7 +334,7 @@ def coalesce_estimation_data_bundles(state):
                     df_concat_dict[file] = [df]
 
         # delete the directory now that we have gone through all the files
-        # os.rmdir(dir)
+        shutil.rmtree(dir)
 
     # need to concatenate the last set of dataframes
     concat_and_write_edb(df_concat_dict, cur_edb)

From 914b9ca7109cf478c29c2147df19baa2b6cfae02 Mon Sep 17 00:00:00 2001
From: David Hensle <hensle93@gmail.com>
Date: Fri, 20 Sep 2024 11:59:24 -0700
Subject: [PATCH 04/56] adding pkl, fixing edb concat and write

---
 activitysim/core/estimation.py   | 35 ++++++++++++++++++------
 activitysim/core/steps/output.py | 47 ++++++++++++++++++++++----------
 2 files changed, 60 insertions(+), 22 deletions(-)

diff --git a/activitysim/core/estimation.py b/activitysim/core/estimation.py
index 5b815183e7..24b5f3e532 100644
--- a/activitysim/core/estimation.py
+++ b/activitysim/core/estimation.py
@@ -186,7 +186,7 @@ def output_file_path(self, table_name, file_type=None, bundle_directory=False):
 
         return os.path.join(output_dir, file_name)
 
-    def write_parquet(self, df, file_path, append=False):
+    def write_parquet(self, df, file_path, index, append=False):
         """Convert DF to be parquet compliant and write to disk"""
         # Ensure column names are strings for parquet
         df.columns = df.columns.astype(str)
@@ -211,9 +211,9 @@ def write_parquet(self, df, file_path, append=False):
 
         self.debug(f"writing table: {file_path}")
         if append and os.path.isfile(file_path):
-            df.to_parquet(file_path, engine="fastparquet", append=True)
+            df.to_parquet(file_path, engine="fastparquet", append=True, index=index)
         else:
-            df.to_parquet(file_path)
+            df.to_parquet(file_path, index=index)
 
     def write_table(
         self,
@@ -235,7 +235,7 @@ def write_table(
         append: boolean
         bundle_directory: boolean
         filetype: str
-            csv or parquet
+            csv or parquet or pkl
 
         """
 
@@ -264,8 +264,20 @@ def write_table(df, table_name, index, append, bundle_directory, filetype):
                 )
             if filetype == "csv":
                 df.to_csv(file_path, mode="a", index=index, header=(not file_exists))
+            elif filetype == "parquet":
+                self.write_parquet(df, file_path, index, append)
+            elif filetype == "pkl":
+                if append:
+                    # read the previous df and concat
+                    prev_df = pd.read_pickle(file_path)
+                    df = pd.concat([prev_df, df])
+                if index == False:
+                    df.reset_index(drop=True, inplace=True)
+                df.to_pickle(file_path)
             else:
-                self.write_parquet(df, file_path, append)
+                raise RuntimeError(
+                    f"Unsupported filetype: {filetype}, allowed options are csv, parquet, pkl"
+                )
 
         assert self.estimating
 
@@ -317,7 +329,6 @@ def write_omnibus_table(self):
             df.sort_index(ascending=True, inplace=True, kind="mergesort")
 
             filetype = self.settings.get("EDB_FILETYPE", "csv")
-            assert filetype in ["csv", "parquet"]
 
             if filetype == "csv":
                 file_path = self.output_file_path(omnibus_table, "csv")
@@ -325,9 +336,17 @@ def write_omnibus_table(self):
 
                 self.debug(f"writing table: {file_path}")
                 df.to_csv(file_path, mode="a", index=True, header=True)
-            else:
+
+            elif filetype == "parquet":
                 file_path = self.output_file_path(omnibus_table, "parquet")
-                self.write_parquet(df, file_path, append=False)
+                self.write_parquet(df, file_path, index=True, append=False)
+
+            elif filetype == "pkl":
+                file_path = self.output_file_path(omnibus_table, "pkl")
+                df.to_pickle(file_path)
+
+            else:
+                raise RuntimeError(f"Unsupported filetype: {filetype}")
 
             self.debug("wrote_omnibus_choosers: %s" % file_path)
 
diff --git a/activitysim/core/steps/output.py b/activitysim/core/steps/output.py
index 0306fcff4a..d4ebccdb3b 100644
--- a/activitysim/core/steps/output.py
+++ b/activitysim/core/steps/output.py
@@ -242,10 +242,19 @@ def concat_and_write_edb(df_concat_dict, write_dir):
     # concatenate the dataframes and output final file
     for table_name, df_array in df_concat_dict.items():
         df = pd.concat(df_array)
+
+        # sort the dataframe by index
+        if df.index.name is not None:
+            df = df.sort_index()
+        else:
+            df = df.sort_values(by=df.columns[0])
+
         if table_name.endswith(".csv"):
             df.to_csv(os.path.join(write_dir, table_name), index=False)
         elif table_name.endswith(".parquet"):
             df.to_parquet(os.path.join(write_dir, table_name), index=True)
+        elif table_name.endswith(".pkl"):
+            df.to_pickle(os.path.join(write_dir, table_name))
         else:
             raise ValueError(f"Unknown file type {table_name}")
 
@@ -255,6 +264,7 @@ def coalesce_estimation_data_bundles(state):
     In estimation mode, estimation data bundles are written to separate subdirectories for each subprocess.
     This model will go through each subdirectory and move the files to the parent directory.
     This will only occur if the lowest level directory contains the multiprocess step names.
+    Only multiprocess step names are used because that's how EDBs are written in estimation mode.
     """
 
     logger.info("Coalescing Estimation Data Bundles")
@@ -284,18 +294,32 @@ def coalesce_estimation_data_bundles(state):
         logger.debug(f"Coalescing {dir}")
         # get the parent directory
         cur_edb = Path(dir).parent.absolute()
+        if prev_edb is None:
+            prev_edb = cur_edb
 
         # check if we have moved onto a new EDB
         is_same_edb = cur_edb == prev_edb
 
-        for file in os.listdir(dir):
+        # if we have moved onto a new EDB, concatenate the dataframes and write the final files
+        if (
+            (not is_same_edb)
+            and (len(df_concat_dict) > 0)
+            and (len(df_concat_dict[list(df_concat_dict.keys())[0]]) > 1)
+        ):
+            concat_and_write_edb(df_concat_dict, prev_edb)
+
+            # reset edb dir and dictionary
+            prev_edb = cur_edb
+            df_concat_dict = {}
+
+        for i, file in enumerate(os.listdir(dir)):
             # get the file path
             file_path = os.path.join(dir, file)
 
             # look for files that are duplicated across subprocesses
             is_coefs_file = file.endswith(".csv") and "coef" in file
             is_settings_file = file.endswith(".yaml")
-            is_spec_file = file.endswith(".csv") and "SPEC" in file
+            is_spec_file = file.endswith(".csv") and ("spec" in file.lower())
             is_landuse_file = file.endswith("_landuse.csv")
             is_size_terms_file = file.endswith("_size_terms.csv")
             is_duplicate_file = (
@@ -310,23 +334,18 @@ def coalesce_estimation_data_bundles(state):
                 # copy the file to the parent directory
                 shutil.copy(file_path, os.path.join(cur_edb, file))
 
-            if (
-                (not is_same_edb)
-                and (len(df_concat_dict) > 0)
-                and (len(df_concat_dict[list(df_concat_dict.keys())[0]]) > 1)
-            ):
-                concat_and_write_edb(df_concat_dict, cur_edb)
-
-                # reset edb dir and dictionary
-                prev_edb = cur_edb
-                df_concat_dict = {}
-
             if not is_duplicate_file:
                 # read file and store in dictionary
                 if file.endswith(".csv"):
                     df = pd.read_csv(file_path, low_memory=False)
                 elif file.endswith(".parquet"):
                     df = pd.read_parquet(file_path)
+                elif file.endswith(".pkl"):
+                    df = pd.read_pickle(file_path)
+                else:
+                    raise ValueError(
+                        f"Unknown file type found {file}, expect csv, parquet, or pkl"
+                    )
 
                 if file in df_concat_dict.keys():
                     df_concat_dict[file].append(df)
@@ -334,7 +353,7 @@ def coalesce_estimation_data_bundles(state):
                     df_concat_dict[file] = [df]
 
         # delete the directory now that we have gone through all the files
-        shutil.rmtree(dir)
+        # shutil.rmtree(dir)
 
     # need to concatenate the last set of dataframes
     concat_and_write_edb(df_concat_dict, cur_edb)

From d2e181f089a86f1db057db307bdbcb6ac0ad4989 Mon Sep 17 00:00:00 2001
From: David Hensle <hensle93@gmail.com>
Date: Mon, 23 Sep 2024 13:01:51 -0700
Subject: [PATCH 05/56] fixing double naming of coefficient files

---
 activitysim/core/estimation.py | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/activitysim/core/estimation.py b/activitysim/core/estimation.py
index 24b5f3e532..1fb21522ee 100644
--- a/activitysim/core/estimation.py
+++ b/activitysim/core/estimation.py
@@ -176,7 +176,9 @@ def output_file_path(self, table_name, file_type=None, bundle_directory=False):
         if bundle_directory:
             file_name = f"{self.bundle_name}_{table_name}"
         else:
-            if self.model_name == self.bundle_name:
+            if '_coefficients' in table_name:
+                file_name = f"{table_name}"
+            elif self.model_name == self.bundle_name:
                 file_name = f"{self.model_name}_{table_name}"
             else:
                 file_name = f"{self.bundle_name}_{table_name}"

From c138f0f1578e9111423a5e5aa451c3c150a7da63 Mon Sep 17 00:00:00 2001
From: David Hensle <hensle93@gmail.com>
Date: Mon, 23 Sep 2024 13:15:50 -0700
Subject: [PATCH 06/56] blacken

---
 activitysim/core/estimation.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/activitysim/core/estimation.py b/activitysim/core/estimation.py
index 1fb21522ee..aedb845103 100644
--- a/activitysim/core/estimation.py
+++ b/activitysim/core/estimation.py
@@ -176,7 +176,7 @@ def output_file_path(self, table_name, file_type=None, bundle_directory=False):
         if bundle_directory:
             file_name = f"{self.bundle_name}_{table_name}"
         else:
-            if '_coefficients' in table_name:
+            if "_coefficients" in table_name:
                 file_name = f"{table_name}"
             elif self.model_name == self.bundle_name:
                 file_name = f"{self.model_name}_{table_name}"

From 6d35f9fcfbf9193e9d5d751653fe6610130cbe9b Mon Sep 17 00:00:00 2001
From: David Hensle <hensle93@gmail.com>
Date: Mon, 23 Sep 2024 16:03:11 -0700
Subject: [PATCH 07/56] fixing missing cdap coefficients file, write pickle
 function

---
 activitysim/abm/models/cdap.py |  2 +-
 activitysim/core/estimation.py | 58 ++++++++++++++++++++++++++--------
 2 files changed, 45 insertions(+), 15 deletions(-)

diff --git a/activitysim/abm/models/cdap.py b/activitysim/abm/models/cdap.py
index 6776c06c7f..2b9a105a5b 100644
--- a/activitysim/abm/models/cdap.py
+++ b/activitysim/abm/models/cdap.py
@@ -180,7 +180,7 @@ def cdap_simulate(
         estimator.write_coefficients(coefficients_df, model_settings)
         estimator.write_table(
             cdap_interaction_coefficients,
-            "interaction_coefficients",
+            "cdap_interaction_coefficients",
             index=False,
             append=False,
         )
diff --git a/activitysim/core/estimation.py b/activitysim/core/estimation.py
index aedb845103..6c88dcccd5 100644
--- a/activitysim/core/estimation.py
+++ b/activitysim/core/estimation.py
@@ -20,7 +20,7 @@
 ESTIMATION_SETTINGS_FILE_NAME = "estimation.yaml"
 
 
-def unlink_files(directory_path, file_types=("csv", "yaml", "parquet")):
+def unlink_files(directory_path, file_types=("csv", "yaml", "parquet", "pkl")):
     """
     Deletes existing files in directory_path with file_types extensions.
     """
@@ -33,9 +33,9 @@ def unlink_files(directory_path, file_types=("csv", "yaml", "parquet")):
             try:
                 if os.path.isfile(file_path):
                     os.unlink(file_path)
-                    print(f"deleted {file_path}")
+                    logger.debug(f"deleted {file_path}")
             except Exception as e:
-                print(e)
+                logger.error(e)
 
 
 def estimation_enabled(state):
@@ -212,10 +212,40 @@ def write_parquet(self, df, file_path, index, append=False):
                 df[col] = df[col].astype(str)
 
         self.debug(f"writing table: {file_path}")
+        # want parquet file to be exactly the same as df read from csv
+        # therefore we are resetting the index into a column if we want to keep it
+        # if we don't want to keep it, we are dropping it on write with index=False
+        if index:
+            df = df.reset_index(drop=False)
+
         if append and os.path.isfile(file_path):
-            df.to_parquet(file_path, engine="fastparquet", append=True, index=index)
+            df.to_parquet(file_path, engine="fastparquet", append=True, index=False)
+        else:
+            df.to_parquet(file_path, index=False)
+
+    def write_pickle(self, df, file_path, index, append=False):
+        """Write DF to disk as pickle"""
+        file_path = file_path.replace(".csv", ".pkl").replace(".parquet", ".pkl")
+        assert file_path.endswith(".pkl")
+
+        # want pickle file to be exactly the same as df read from csv
+        # therefore we are resetting the index into a column if we want to keep it
+        # if we don't want to keep it, we are dropping it on write with index=False
+        if index:
+            df = df.reset_index(drop=False)
         else:
-            df.to_parquet(file_path, index=index)
+            df = df.reset_index(drop=True)
+
+        assert (not os.path.isfile(file_path)) or (
+            append == True
+        ), f"file already exists: {file_path}"
+
+        if append:
+            # read the previous df and concat
+            prev_df = pd.read_pickle(file_path)
+            df = pd.concat([prev_df, df])
+
+        df.to_pickle(file_path)
 
     def write_table(
         self,
@@ -267,15 +297,15 @@ def write_table(df, table_name, index, append, bundle_directory, filetype):
             if filetype == "csv":
                 df.to_csv(file_path, mode="a", index=index, header=(not file_exists))
             elif filetype == "parquet":
-                self.write_parquet(df, file_path, index, append)
+                try:
+                    self.write_parquet(df, file_path, index, append)
+                except Exception as e:
+                    logger.error(
+                        f"Error writing parquet: {file_path} because {e}, falling back to pickle"
+                    )
+                    self.write_pickle(df, file_path, index, append)
             elif filetype == "pkl":
-                if append:
-                    # read the previous df and concat
-                    prev_df = pd.read_pickle(file_path)
-                    df = pd.concat([prev_df, df])
-                if index == False:
-                    df.reset_index(drop=True, inplace=True)
-                df.to_pickle(file_path)
+                self.write_pickle(df, file_path, index, append)
             else:
                 raise RuntimeError(
                     f"Unsupported filetype: {filetype}, allowed options are csv, parquet, pkl"
@@ -345,7 +375,7 @@ def write_omnibus_table(self):
 
             elif filetype == "pkl":
                 file_path = self.output_file_path(omnibus_table, "pkl")
-                df.to_pickle(file_path)
+                self.write_pickle(df, file_path, index=True, append=False)
 
             else:
                 raise RuntimeError(f"Unsupported filetype: {filetype}")

From 27c4ce48adc780ad024149096e4604c1bd09eb3b Mon Sep 17 00:00:00 2001
From: David Hensle <hensle93@gmail.com>
Date: Tue, 24 Sep 2024 16:51:51 -0700
Subject: [PATCH 08/56] combact edb writing, index duplication, parquet
 datatypes

---
 activitysim/core/estimation.py | 43 ++++++++++++++++++++++++++++------
 1 file changed, 36 insertions(+), 7 deletions(-)

diff --git a/activitysim/core/estimation.py b/activitysim/core/estimation.py
index 6c88dcccd5..793f1e532b 100644
--- a/activitysim/core/estimation.py
+++ b/activitysim/core/estimation.py
@@ -199,14 +199,22 @@ def write_parquet(self, df, file_path, index, append=False):
 
         # Explicitly set the data types of the columns
         for col in df.columns:
-            if df[col].dtype == "object":
-                df[col] = df[col].astype(str)
-            elif df[col].dtype == "int":
-                df[col] = df[col].astype("int64")
-            elif df[col].dtype == "float":
-                df[col] = df[col].astype("float64")
-            elif df[col].dtype == "float16":  # Handle halffloat type
+            if "int" in str(df[col].dtype):
+                pass
+            elif (
+                df[col].dtype == "float16"
+            ):  # Handle halffloat type not allowed in parquet
                 df[col] = df[col].astype("float32")
+            elif "float" in str(df[col].dtype):
+                pass
+            elif df[col].dtype == "bool":
+                pass
+            elif df[col].dtype == "object":
+                # first try converting to numeric, if that fails, convert to string
+                try:
+                    df[col] = pd.to_numeric(df[col], errors="raise")
+                except ValueError:
+                    df[col] = df[col].astype(str)
             else:
                 # Convert any other unsupported types to string
                 df[col] = df[col].astype(str)
@@ -216,6 +224,9 @@ def write_parquet(self, df, file_path, index, append=False):
         # therefore we are resetting the index into a column if we want to keep it
         # if we don't want to keep it, we are dropping it on write with index=False
         if index:
+            if df.index.name in df.columns:
+                # replace old index with new one
+                df.drop(columns=[df.index.name], inplace=True)
             df = df.reset_index(drop=False)
 
         if append and os.path.isfile(file_path):
@@ -295,6 +306,9 @@ def write_table(df, table_name, index, append, bundle_directory, filetype):
                     % (table_name, file_path)
                 )
             if filetype == "csv":
+                # check if index is in columns and drop it if so
+                if index and (df.index.name in df.columns):
+                    df.drop(columns=df.index.name, inplace=True)
                 df.to_csv(file_path, mode="a", index=index, header=(not file_exists))
             elif filetype == "parquet":
                 try:
@@ -367,6 +381,9 @@ def write_omnibus_table(self):
                 assert not os.path.isfile(file_path)
 
                 self.debug(f"writing table: {file_path}")
+                # check if index is in columns and drop it if so
+                if df.index.name in df.columns:
+                    df.drop(columns=df.index.name, inplace=True)
                 df.to_csv(file_path, mode="a", index=True, header=True)
 
             elif filetype == "parquet":
@@ -563,6 +580,18 @@ def melt_alternatives(self, df):
         # 31153,2,util_dist_0_1,1.0
         # 31153,3,util_dist_0_1,1.0
 
+        output_format = self.settings.get("EDB_ALTS_FILE_FORMAT", "verbose")
+        assert output_format in ["verbose", "compact"]
+
+        if output_format == "compact":
+            # renumber the alt_id column to just count from 1 to n
+            # this loses the alt_id information, but drops all of the empty columns
+            # (can still get empty columns if not every chooser has same number of alts)
+            # (this can happen if the pick count > 1 and/or sampled alts are not included)
+            melt_df[alt_id_name] = melt_df.groupby([chooser_name, variable_column])[
+                alt_id_name
+            ].cumcount()
+
         melt_df = melt_df.set_index(
             [chooser_name, variable_column, alt_id_name]
         ).unstack(2)

From cd3d07ea4fdad4883716117cb3519b2d38274276 Mon Sep 17 00:00:00 2001
From: David Hensle <hensle93@gmail.com>
Date: Wed, 25 Sep 2024 16:17:38 -0700
Subject: [PATCH 09/56] sorting dest choice bundles

---
 activitysim/abm/models/location_choice.py | 11 +++++++----
 activitysim/core/estimation.py            |  2 +-
 2 files changed, 8 insertions(+), 5 deletions(-)

diff --git a/activitysim/abm/models/location_choice.py b/activitysim/abm/models/location_choice.py
index 83e794b2be..98c01288c7 100644
--- a/activitysim/abm/models/location_choice.py
+++ b/activitysim/abm/models/location_choice.py
@@ -517,10 +517,13 @@ def run_location_sample(
                 ["person_id", "alt_dest", "prob", "pick_count"]
             ].set_index("person_id")
             choices = choices.append(new_choices, ignore_index=False).sort_index()
-            # making probability the mean of all other sampled destinations by person
-            # FIXME is there a better way to do this? Does this even matter for estimation?
-            choices["prob"] = choices["prob"].fillna(
-                choices.groupby("person_id")["prob"].transform("mean")
+            # making prob 0 for missing rows so it does not influence model decision
+            choices["prob"] = choices["prob"].fillna(0)
+            # sort by person_id and alt_dest
+            choices = (
+                choices.reset_index()
+                .sort_values(by=["person_id", "alt_dest"])
+                .set_index("person_id")
             )
 
     return choices
diff --git a/activitysim/core/estimation.py b/activitysim/core/estimation.py
index 793f1e532b..84c9562ea8 100644
--- a/activitysim/core/estimation.py
+++ b/activitysim/core/estimation.py
@@ -571,7 +571,7 @@ def melt_alternatives(self, df):
         # mergesort is the only stable sort, and we want the expressions to appear in original df column order
         melt_df = (
             pd.melt(df, id_vars=[chooser_name, alt_id_name])
-            .sort_values(by=chooser_name, kind="mergesort")
+            .sort_values(by=[chooser_name, alt_id_name, "variable"], kind="mergesort")
             .rename(columns={"variable": variable_column})
         )
 

From 8a1fa3c808aff85432ca568b62bc24addb05c6ee Mon Sep 17 00:00:00 2001
From: David Hensle <hensle93@gmail.com>
Date: Wed, 25 Sep 2024 16:18:22 -0700
Subject: [PATCH 10/56] adding coalesce edbs as its own step

---
 activitysim/core/steps/output.py | 21 ++++++++++++++++++---
 1 file changed, 18 insertions(+), 3 deletions(-)

diff --git a/activitysim/core/steps/output.py b/activitysim/core/steps/output.py
index d4ebccdb3b..e8b5a4658d 100644
--- a/activitysim/core/steps/output.py
+++ b/activitysim/core/steps/output.py
@@ -259,7 +259,7 @@ def concat_and_write_edb(df_concat_dict, write_dir):
             raise ValueError(f"Unknown file type {table_name}")
 
 
-def coalesce_estimation_data_bundles(state):
+def _coalesce_estimation_data_bundles(state):
     """
     In estimation mode, estimation data bundles are written to separate subdirectories for each subprocess.
     This model will go through each subdirectory and move the files to the parent directory.
@@ -330,7 +330,7 @@ def coalesce_estimation_data_bundles(state):
                 or is_size_terms_file
             )
 
-            if is_duplicate_file and not is_same_edb:
+            if is_duplicate_file and not os.path.exists(os.path.join(cur_edb, file)):
                 # copy the file to the parent directory
                 shutil.copy(file_path, os.path.join(cur_edb, file))
 
@@ -572,6 +572,21 @@ def map_func(x):
             else:
                 raise ValueError(f"unknown file_type {file_type}")
 
+
+@workflow.step
+def coalesce_estimation_data_bundles(state: workflow.State) -> None:
+    """
+    In estimation mode, estimation data bundles are written to separate subdirectories for each subprocess.
+    This model will go through each subdirectory and concat / copy the files to the parent directory.
+    This will only occur if the lowest level directory contains the multiprocess step names.
+    Only multiprocess step names are used because that's how EDBs are written in estimation mode.
+
+    """
     is_estimation = estimation_enabled(state)
     if state.settings.multiprocess and is_estimation:
-        coalesce_estimation_data_bundles(state)
+        _coalesce_estimation_data_bundles(state)
+    else:
+        logger.info(
+            "Not in estimation mode or not using multiprocess. Nothing to coalesce."
+        )
+    return

From e8c03e6b6fc95a5762ca06f435a2affe35e8b6f1 Mon Sep 17 00:00:00 2001
From: David Hensle <hensle93@gmail.com>
Date: Fri, 27 Sep 2024 16:45:52 -0700
Subject: [PATCH 11/56] CI testing initial commit

---
 .github/workflows/core_tests.yml              |  53 ++++
 activitysim/core/estimation.py                |   8 +-
 activitysim/core/steps/output.py              |   5 +-
 .../configs_estimation/.gitignore             |   2 +
 .../estimation_template.yaml                  | 129 ++++++++
 .../configs_estimation/logging.yaml           |  67 +++++
 .../configs_estimation/settings_template.yaml | 165 +++++++++++
 .../test/test_edb_creation/outputs/.gitignore |   1 +
 .../survey_data/final_households.csv          |  51 ++++
 .../final_joint_tour_participants.csv         |   8 +
 .../survey_data/final_persons.csv             |  91 ++++++
 .../survey_data/final_tours.csv               | 118 ++++++++
 .../survey_data/final_trips.csv               | 278 ++++++++++++++++++
 .../survey_data/override_households.csv       |  51 ++++
 .../override_joint_tour_participants.csv      |   8 +
 .../survey_data/override_persons.csv          |  91 ++++++
 .../survey_data/override_tours.csv            | 118 ++++++++
 .../survey_data/override_trips.csv            | 278 ++++++++++++++++++
 .../survey_data/survey_households.csv         |  51 ++++
 .../survey_joint_tour_participants.csv        |   8 +
 .../survey_data/survey_persons.csv            |  91 ++++++
 .../survey_data/survey_tours.csv              | 118 ++++++++
 .../survey_data/survey_trips.csv              | 278 ++++++++++++++++++
 .../test_edb_creation/test_edb_formation.py   | 263 +++++++++++++++++
 .../example_estimation/scripts/infer.py       |  12 +-
 25 files changed, 2338 insertions(+), 5 deletions(-)
 create mode 100644 activitysim/estimation/test/test_edb_creation/configs_estimation/.gitignore
 create mode 100644 activitysim/estimation/test/test_edb_creation/configs_estimation/estimation_template.yaml
 create mode 100644 activitysim/estimation/test/test_edb_creation/configs_estimation/logging.yaml
 create mode 100644 activitysim/estimation/test/test_edb_creation/configs_estimation/settings_template.yaml
 create mode 100644 activitysim/estimation/test/test_edb_creation/outputs/.gitignore
 create mode 100644 activitysim/estimation/test/test_edb_creation/survey_data/final_households.csv
 create mode 100644 activitysim/estimation/test/test_edb_creation/survey_data/final_joint_tour_participants.csv
 create mode 100644 activitysim/estimation/test/test_edb_creation/survey_data/final_persons.csv
 create mode 100644 activitysim/estimation/test/test_edb_creation/survey_data/final_tours.csv
 create mode 100644 activitysim/estimation/test/test_edb_creation/survey_data/final_trips.csv
 create mode 100644 activitysim/estimation/test/test_edb_creation/survey_data/override_households.csv
 create mode 100644 activitysim/estimation/test/test_edb_creation/survey_data/override_joint_tour_participants.csv
 create mode 100644 activitysim/estimation/test/test_edb_creation/survey_data/override_persons.csv
 create mode 100644 activitysim/estimation/test/test_edb_creation/survey_data/override_tours.csv
 create mode 100644 activitysim/estimation/test/test_edb_creation/survey_data/override_trips.csv
 create mode 100644 activitysim/estimation/test/test_edb_creation/survey_data/survey_households.csv
 create mode 100644 activitysim/estimation/test/test_edb_creation/survey_data/survey_joint_tour_participants.csv
 create mode 100644 activitysim/estimation/test/test_edb_creation/survey_data/survey_persons.csv
 create mode 100644 activitysim/estimation/test/test_edb_creation/survey_data/survey_tours.csv
 create mode 100644 activitysim/estimation/test/test_edb_creation/survey_data/survey_trips.csv
 create mode 100644 activitysim/estimation/test/test_edb_creation/test_edb_formation.py

diff --git a/.github/workflows/core_tests.yml b/.github/workflows/core_tests.yml
index 134242cd67..6c95140e4e 100644
--- a/.github/workflows/core_tests.yml
+++ b/.github/workflows/core_tests.yml
@@ -438,6 +438,59 @@ jobs:
       - name: Test Estimation Mode
         run: |
           python -m pytest activitysim/estimation/test/test_larch_estimation.py --durations=0
+  
+  
+  estimation_edb_creation:
+    needs: foundation
+    env:
+      python-version: "3.10"
+      label: linux-64
+    defaults:
+      run:
+        shell: bash -l {0}
+    name: estimation_edb_creation_test
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v4
+
+      - name: Setup Mambaforge
+        uses: conda-incubator/setup-miniconda@v3
+        with:
+          miniforge-variant: Mambaforge
+          miniforge-version: latest
+          activate-environment: asim-test
+          use-mamba: true
+          python-version: ${{ env.python-version }}
+
+      - name: Set cache date for year and month
+        run: echo "DATE=$(date +'%Y%m')" >> $GITHUB_ENV
+
+      - uses: actions/cache@v4
+        with:
+          path: ${{ env.CONDA }}/envs
+          key: ${{ env.label }}-conda-${{ hashFiles('conda-environments/github-actions-tests.yml') }}-${{ env.DATE }}-${{ env.CACHE_NUMBER }}
+        id: cache
+
+      - name: Update environment
+        run: |
+          mamba env update -n asim-test -f conda-environments/github-actions-tests.yml
+        if: steps.cache.outputs.cache-hit != 'true'
+
+      - name: Install activitysim
+        # installing without dependencies is faster, we trust that all needed dependencies
+        # are in the conda environment defined above.  Also, this avoids pip getting
+        # confused and reinstalling tables (pytables).
+        run: |
+          python -m pip install -e . --no-deps
+
+      - name: Conda checkup
+        run: |
+          mamba info -a
+          mamba list
+
+      - name: Test Estimation EDB Creation
+        run: |
+          python -m pytest activitysim/estimation/test/test_edb_creation/test_edb_formation.py --durations=0
 
   develop-docbuild:
     needs: foundation
diff --git a/activitysim/core/estimation.py b/activitysim/core/estimation.py
index 84c9562ea8..b79618509b 100644
--- a/activitysim/core/estimation.py
+++ b/activitysim/core/estimation.py
@@ -73,12 +73,11 @@ def __init__(
             os.makedirs(output_dir)  # make directory if needed
 
         # delete estimation files
-        unlink_files(self.output_directory(), file_types=("csv", "yaml", "parquet"))
+        unlink_files(self.output_directory())
         if self.bundle_name != self.model_name:
             # kind of inelegant to always delete these, but ok as they are redundantly recreated for each sub model
             unlink_files(
                 self.output_directory(bundle_directory=True),
-                file_types=("csv", "yaml", "parquet"),
             )
 
         # FIXME - not required?
@@ -243,6 +242,9 @@ def write_pickle(self, df, file_path, index, append=False):
         # therefore we are resetting the index into a column if we want to keep it
         # if we don't want to keep it, we are dropping it on write with index=False
         if index:
+            if df.index.name in df.columns:
+                # replace old index with new one
+                df.drop(columns=[df.index.name], inplace=True)
             df = df.reset_index(drop=False)
         else:
             df = df.reset_index(drop=True)
@@ -251,7 +253,7 @@ def write_pickle(self, df, file_path, index, append=False):
             append == True
         ), f"file already exists: {file_path}"
 
-        if append:
+        if append and os.path.isfile(file_path):
             # read the previous df and concat
             prev_df = pd.read_pickle(file_path)
             df = pd.concat([prev_df, df])
diff --git a/activitysim/core/steps/output.py b/activitysim/core/steps/output.py
index e8b5a4658d..8875033472 100644
--- a/activitysim/core/steps/output.py
+++ b/activitysim/core/steps/output.py
@@ -304,7 +304,7 @@ def _coalesce_estimation_data_bundles(state):
         if (
             (not is_same_edb)
             and (len(df_concat_dict) > 0)
-            and (len(df_concat_dict[list(df_concat_dict.keys())[0]]) > 1)
+            # and (len(df_concat_dict[list(df_concat_dict.keys())[0]]) > 1)
         ):
             concat_and_write_edb(df_concat_dict, prev_edb)
 
@@ -313,6 +313,9 @@ def _coalesce_estimation_data_bundles(state):
             df_concat_dict = {}
 
         for i, file in enumerate(os.listdir(dir)):
+
+            if "stop_frequency" in file:
+                print("debugging")
             # get the file path
             file_path = os.path.join(dir, file)
 
diff --git a/activitysim/estimation/test/test_edb_creation/configs_estimation/.gitignore b/activitysim/estimation/test/test_edb_creation/configs_estimation/.gitignore
new file mode 100644
index 0000000000..e767d25cef
--- /dev/null
+++ b/activitysim/estimation/test/test_edb_creation/configs_estimation/.gitignore
@@ -0,0 +1,2 @@
+settings.yaml
+estimation.yaml
\ No newline at end of file
diff --git a/activitysim/estimation/test/test_edb_creation/configs_estimation/estimation_template.yaml b/activitysim/estimation/test/test_edb_creation/configs_estimation/estimation_template.yaml
new file mode 100644
index 0000000000..7bf21b93ba
--- /dev/null
+++ b/activitysim/estimation/test/test_edb_creation/configs_estimation/estimation_template.yaml
@@ -0,0 +1,129 @@
+EDB_ALTS_FILE_FORMAT: compact
+EDB_FILETYPE: csv
+
+enable: True
+
+bundles:
+  - school_location
+  - workplace_location
+  - auto_ownership
+  - vehicle_type_choice
+  - free_parking
+  - cdap
+  - mandatory_tour_frequency
+  - mandatory_tour_scheduling_work
+  - mandatory_tour_scheduling_school
+  - joint_tour_frequency
+  - joint_tour_composition
+  - joint_tour_participation
+  - joint_tour_destination
+  - joint_tour_scheduling
+  - non_mandatory_tour_frequency
+  - non_mandatory_tour_destination
+  - non_mandatory_tour_scheduling
+  - tour_mode_choice
+  - atwork_subtour_frequency
+  - atwork_subtour_destination
+  - atwork_subtour_scheduling
+  - atwork_subtour_mode_choice
+  - stop_frequency
+  - trip_purpose
+  - trip_destination
+  - trip_scheduling
+  - trip_mode_choice
+
+#  - atwork_subtour_mode_choice  subtours.tour_mode
+
+survey_tables:
+  households:
+    file_name: override_households.csv
+    index_col: household_id
+  persons:
+    file_name: override_persons.csv
+    index_col: person_id
+  tours:
+    file_name: override_tours.csv
+    index_col: tour_id
+  joint_tour_participants:
+    file_name: override_joint_tour_participants.csv
+    index_col: participant_id
+  trips:
+    file_name: override_trips.csv
+    index_col: trip_id
+
+estimation_table_recipes:
+
+  interaction_sample_simulate:
+    omnibus_tables:
+      choosers_combined:
+        - choices
+        - override_choices
+        - choosers
+      alternatives_combined:
+        - interaction_sample_alternatives
+        - interaction_expression_values
+    omnibus_tables_append_columns: [choosers_combined]
+
+  interaction_simulate:
+    omnibus_tables:
+      choosers_combined:
+        - choices
+        - override_choices
+        - choosers
+    omnibus_tables_append_columns: [choosers_combined]
+
+  simple_simulate:
+    omnibus_tables:
+      values_combined:
+        - choices
+        - override_choices
+        - expression_values
+        - choosers
+    omnibus_tables_append_columns: [values_combined]
+
+  cdap_simulate:
+    omnibus_tables:
+      values_combined:
+        - choices
+        - override_choices
+        - choosers
+    omnibus_tables_append_columns: [values_combined]
+
+  simple_probabilistic:
+    omnibus_tables:
+      values_combined:
+        - choices
+        - override_choices
+        - choosers
+        - probs
+    omnibus_tables_append_columns: [values_combined]
+
+
+model_estimation_table_types:
+  school_location: interaction_sample_simulate
+  workplace_location:  interaction_sample_simulate
+  auto_ownership: simple_simulate
+  vehicle_type_choice: interaction_simulate
+  free_parking: simple_simulate
+  cdap: cdap_simulate
+  mandatory_tour_frequency: simple_simulate
+  mandatory_tour_scheduling_work: interaction_sample_simulate
+  mandatory_tour_scheduling_school: interaction_sample_simulate
+  joint_tour_frequency: simple_simulate
+  joint_tour_composition: simple_simulate
+  joint_tour_participation: simple_simulate
+  joint_tour_destination: interaction_sample_simulate
+  joint_tour_scheduling: interaction_sample_simulate
+  non_mandatory_tour_frequency: interaction_simulate
+  non_mandatory_tour_destination: interaction_sample_simulate
+  non_mandatory_tour_scheduling: interaction_sample_simulate
+  tour_mode_choice: simple_simulate
+  atwork_subtour_frequency: simple_simulate
+  atwork_subtour_destination: interaction_sample_simulate
+  atwork_subtour_scheduling: interaction_sample_simulate
+  atwork_subtour_mode_choice: simple_simulate
+  stop_frequency: simple_simulate
+  trip_purpose: simple_probabilistic
+  trip_destination: interaction_sample_simulate
+  trip_scheduling: simple_probabilistic
+  trip_mode_choice: simple_simulate
diff --git a/activitysim/estimation/test/test_edb_creation/configs_estimation/logging.yaml b/activitysim/estimation/test/test_edb_creation/configs_estimation/logging.yaml
new file mode 100644
index 0000000000..f4902943d6
--- /dev/null
+++ b/activitysim/estimation/test/test_edb_creation/configs_estimation/logging.yaml
@@ -0,0 +1,67 @@
+# Config for logging
+# ------------------
+# See http://docs.python.org/2.7/library/logging.config.html#configuration-dictionary-schema
+
+logging:
+  version: 1
+  disable_existing_loggers: true
+
+
+  # Configuring the default (root) logger is highly recommended
+  root:
+    level: NOTSET
+    handlers: [console, logfile, elogfile]
+
+  loggers:
+
+    estimation:
+      level: DEBUG
+      handlers: [console, elogfile]
+      propagate: false
+
+    activitysim:
+      level: INFO
+      handlers: [console, logfile]
+      propagate: false
+
+    orca:
+      level: WARN
+      handlers: [console, logfile]
+      propagate: false
+
+  handlers:
+
+    elogfile:
+      class: logging.FileHandler
+      filename:
+        get_log_file_path: 'estimation.log'
+      mode: w
+      formatter: fileFormatter
+      level: NOTSET
+
+    logfile:
+      class: logging.FileHandler
+      filename:
+        get_log_file_path: 'activitysim.log'
+      mode: w
+      formatter: fileFormatter
+      level: NOTSET
+
+    console:
+      class: logging.StreamHandler
+      stream: ext://sys.stdout
+      formatter: simpleFormatter
+      level: NOTSET
+
+  formatters:
+
+    simpleFormatter:
+      class: logging.Formatter
+      # format: '%(levelname)s - %(name)s - %(message)s'
+      format: '%(levelname)s - %(message)s'
+      datefmt: '%d/%m/%Y %H:%M:%S'
+
+    fileFormatter:
+      class: logging.Formatter
+      format: '%(asctime)s - %(levelname)s - %(name)s - %(message)s'
+      datefmt: '%d/%m/%Y %H:%M:%S'
diff --git a/activitysim/estimation/test/test_edb_creation/configs_estimation/settings_template.yaml b/activitysim/estimation/test/test_edb_creation/configs_estimation/settings_template.yaml
new file mode 100644
index 0000000000..75b9720c75
--- /dev/null
+++ b/activitysim/estimation/test/test_edb_creation/configs_estimation/settings_template.yaml
@@ -0,0 +1,165 @@
+
+inherit_settings: True
+
+# assume enough RAM to not chunk
+chunk_training_mode: disabled
+
+# input tables
+input_table_list:
+  #
+  # households (table index 'household_id')
+  #
+  - tablename: households
+    filename: override_households.csv
+    index_col: household_id
+    keep_columns:
+      - home_zone_id
+      - income
+      - hhsize
+      - HHT
+      - auto_ownership
+      - num_workers
+  #
+  # persons (table index 'person_id')
+  #
+  - tablename: persons
+    filename: override_persons.csv
+    keep_columns:
+      - household_id
+      - age
+      - PNUM
+      - sex
+      - pemploy
+      - pstudent
+      - ptype
+  #
+  # land_use (table index 'zone_id')
+  #
+  - tablename: land_use
+    filename: land_use.csv
+    rename_columns:
+      # accept either TAZ or ZONE (but not both)
+      TAZ: zone_id
+      ZONE: zone_id
+      COUNTY: county_id
+    keep_columns:
+      - DISTRICT
+      - SD
+      - county_id
+      - TOTHH
+      - TOTPOP
+      - TOTACRE
+      - RESACRE
+      - CIACRE
+      - TOTEMP
+      - AGE0519
+      - RETEMPN
+      - FPSEMPN
+      - HEREMPN
+      - OTHEMPN
+      - AGREMPN
+      - MWTEMPN
+      - PRKCST
+      - OPRKCST
+      - area_type
+      - HSENROLL
+      - COLLFTE
+      - COLLPTE
+      - TOPOLOGY
+      - TERMINAL
+
+write_raw_tables: False
+rng_base_seed: 0
+
+fail_fast: True
+
+use_shadow_pricing: False
+
+# turn writing of sample_tables on and off for all models
+# (if True, tables will be written if DEST_CHOICE_SAMPLE_TABLE_NAME is specified in individual model settings)
+want_dest_choice_sample_tables: False
+
+# number of households to simulate
+households_sample_size: 0
+
+# to resume after last successful checkpoint, specify resume_after: _
+#resume_after: initialize_households
+
+trace_hh_id:
+
+multiprocess: false
+num_processes: 2
+
+
+output_tables:
+  h5_store: False
+  action: include
+  prefix: final_
+  sort: True
+  tables:
+    - checkpoints
+    - accessibility
+    - land_use
+    - households
+    - persons
+    - tours
+    - trips
+    - joint_tour_participants
+
+resume_after:
+
+models:
+  - initialize_landuse
+  - initialize_households
+  - compute_accessibility
+  - school_location
+  - workplace_location
+  - auto_ownership_simulate
+  - free_parking
+  - cdap_simulate
+  - mandatory_tour_frequency
+  - mandatory_tour_scheduling
+  - joint_tour_frequency
+  - joint_tour_composition
+  - joint_tour_participation
+  - joint_tour_destination
+  - joint_tour_scheduling
+  - non_mandatory_tour_frequency
+  - non_mandatory_tour_destination
+  - non_mandatory_tour_scheduling
+  - tour_mode_choice_simulate
+  - atwork_subtour_frequency
+  - atwork_subtour_destination
+  - atwork_subtour_scheduling
+  - atwork_subtour_mode_choice
+  - stop_frequency
+  - trip_purpose
+  - trip_destination
+#  - trip_purpose_and_destination
+  - trip_scheduling
+  - trip_mode_choice
+#  - write_data_dictionary
+#  - track_skim_usage
+#  - write_trip_matrices
+  - write_tables
+  - coalesce_estimation_data_bundles
+
+
+multiprocess_steps:
+  - name: mp_initialize
+    begin: initialize_landuse
+  - name: mp_accessibility
+    begin: compute_accessibility
+    slice:
+      tables:
+        - accessibility
+      # don't slice any tables not explicitly listed above in slice.tables
+      exclude: True
+  - name: mp_households
+    begin: school_location
+    slice:
+      tables:
+        - households
+        - persons
+  - name: mp_summarize
+    begin: write_tables
\ No newline at end of file
diff --git a/activitysim/estimation/test/test_edb_creation/outputs/.gitignore b/activitysim/estimation/test/test_edb_creation/outputs/.gitignore
new file mode 100644
index 0000000000..5ed517c37a
--- /dev/null
+++ b/activitysim/estimation/test/test_edb_creation/outputs/.gitignore
@@ -0,0 +1 @@
+/output*/
\ No newline at end of file
diff --git a/activitysim/estimation/test/test_edb_creation/survey_data/final_households.csv b/activitysim/estimation/test/test_edb_creation/survey_data/final_households.csv
new file mode 100644
index 0000000000..c91fceec9d
--- /dev/null
+++ b/activitysim/estimation/test/test_edb_creation/survey_data/final_households.csv
@@ -0,0 +1,51 @@
+"home_zone_id","income","hhsize","HHT","auto_ownership","num_workers","sample_rate","income_in_thousands","income_segment","median_value_of_time","hh_value_of_time","num_non_workers","num_drivers","num_adults","num_children","num_young_children","num_children_5_to_15","num_children_16_to_17","num_college_age","num_young_adults","non_family","family","home_is_urban","home_is_rural","hh_work_auto_savings_ratio","num_under16_not_at_school","num_travel_active","num_travel_active_adults","num_travel_active_preschoolers","num_travel_active_children","num_travel_active_non_preschoolers","participates_in_jtf_model","joint_tour_frequency","num_hh_joint_tours","household_id"
+16,30900,2,5,1,2,0.01,30.9,2,8.81,6.021274002645185,0,2,2,0,0,0,0,0,2,true,false,true,false,0.39972082,0,2,2,0,0,2,true,"0_tours",0,982875
+16,99700,9,2,1,4,0.01,99.7,3,10.44,3.705326363656352,5,8,8,1,1,0,0,3,3,false,true,true,false,0.71195495,0,7,6,1,1,6,true,"0_tours",0,1810015
+20,58160,3,1,1,1,0.01,58.16,2,8.81,10.708809147889093,2,2,2,1,1,0,0,0,0,false,true,true,false,0.2646,0,3,2,1,1,2,true,"0_tours",0,1099626
+6,59220,1,4,1,0,0.01,59.22,2,8.81,10.449019648473794,1,1,1,0,0,0,0,0,0,true,false,true,false,0,0,1,1,0,0,1,false,"0_tours",0,763879
+18,51000,1,4,0,1,0.01,51,2,8.81,17.13534609189038,0,1,1,0,0,0,0,0,1,true,false,true,false,0.18706083,0,1,1,0,0,1,false,"0_tours",0,824207
+8,0,1,0,0,1,0.01,0,1,6.01,7.558195608572484,0,1,1,0,0,0,0,1,0,false,false,true,false,0.20204751,0,1,1,0,0,1,false,"0_tours",0,2822230
+8,0,1,0,0,1,0.01,0,1,6.01,1,0,1,1,0,0,0,0,0,0,false,false,true,false,0.19095585,0,1,1,0,0,1,false,"0_tours",0,2821179
+25,31360,5,1,0,1,0.01,31.36,2,8.81,12.074894163110672,4,2,2,3,2,1,0,0,1,false,true,true,false,0.14576416,0,4,1,2,3,2,true,"0_tours",0,1196298
+24,58300,2,2,1,1,0.01,58.3,2,8.81,10.4823297442415,1,2,2,0,0,0,0,0,0,false,true,true,false,0.12962,0,2,2,0,0,2,true,"0_tours",0,1363467
+16,21000,3,1,1,2,0.01,21,1,6.01,5.098171219655474,1,2,2,1,0,1,0,0,0,false,true,true,false,0.28337085,0,3,2,0,1,3,true,"0_tours",0,386761
+9,133000,2,1,0,2,0.01,133,4,12.86,6.387619611064064,0,2,2,0,0,0,0,0,0,false,true,true,false,0.30083168,0,2,2,0,0,2,true,"0_tours",0,2223027
+7,0,1,0,0,0,0.01,0,1,6.01,3.0402011627479264,1,1,1,0,0,0,0,0,0,false,false,true,false,0,0,1,1,0,0,1,false,"0_tours",0,2832182
+20,118800,2,1,1,2,0.01,118.8,4,12.86,21.606392235487583,0,2,2,0,0,0,0,0,0,false,true,true,false,0.26,0,2,2,0,0,2,true,"0_tours",0,2727273
+14,60000,1,4,0,1,0.01,60,2,8.81,4.0074881716523025,0,1,1,0,0,0,0,0,0,true,false,true,false,0.13325916,0,0,0,0,0,0,false,"0_tours",0,1444715
+16,18000,1,6,1,1,0.01,18,1,6.01,2.647107057372401,0,1,1,0,0,0,0,0,0,true,false,true,false,0.23449998,0,1,1,0,0,1,false,"0_tours",0,112064
+14,61900,1,4,1,1,0.01,61.9,3,10.44,2.5980714149446418,0,1,1,0,0,0,0,0,0,true,false,true,false,0.08287584,0,1,1,0,0,1,false,"0_tours",0,1952792
+16,144100,2,1,0,2,0.01,144.1,4,12.86,7.408554295817758,0,2,2,0,0,0,0,0,2,false,true,true,false,0.4657992,0,2,2,0,0,2,true,"1_Eat",1,2223759
+8,0,1,0,0,1,0.01,0,1,6.01,2.467783203776223,0,1,1,0,0,0,0,1,0,false,false,true,false,0.11770582,0,0,0,0,0,0,false,"0_tours",0,2820538
+10,24000,1,4,0,0,0.01,24,1,6.01,5.584662029883316,1,1,1,0,0,0,0,0,0,true,false,true,false,0,0,1,1,0,0,1,false,"0_tours",0,27726
+21,1500,1,4,0,0,0.01,1.5,1,6.01,10.364201291815256,1,1,1,0,0,0,0,0,0,true,false,true,false,0,0,0,0,0,0,0,false,"0_tours",0,570454
+21,18000,3,2,0,1,0.01,18,1,6.01,4.005080218193281,2,2,2,1,0,1,0,1,0,false,true,true,false,0.1529925,0,1,0,0,1,1,false,"0_tours",0,370497
+8,45000,4,1,1,0,0.01,45,2,8.81,2.9767301704144296,4,2,2,2,0,2,0,0,0,false,true,true,false,0,0,4,2,0,2,4,true,"1_Shop",1,1173905
+11,30000,1,4,1,0,0.01,30,1,6.01,3.6040501851984663,1,1,1,0,0,0,0,0,0,true,false,true,false,0,0,1,1,0,0,1,false,"0_tours",0,1286557
+20,0,1,0,0,0,0.01,0,1,6.01,6.660210105218662,1,1,1,0,0,0,0,0,0,false,false,true,false,0,0,1,1,0,0,1,false,"0_tours",0,2762078
+16,0,1,0,1,0,0.01,0,1,6.01,7.951880936376377,1,1,1,0,0,0,0,0,0,false,false,true,false,0,0,0,0,0,0,0,false,"0_tours",0,2832429
+7,21000,3,1,0,2,0.01,21,1,6.01,4.590650730864872,1,2,2,1,0,1,0,0,0,false,true,true,false,0.2743725,0,3,2,0,1,3,true,"0_tours",0,386699
+8,0,1,0,1,1,0.01,0,1,6.01,10.786630771770398,0,1,1,0,0,0,0,0,0,false,false,true,false,0.10683333,0,1,1,0,0,1,false,"0_tours",0,2822097
+9,34630,1,4,1,0,0.01,34.63,2,8.81,7.593970066915795,1,1,1,0,0,0,0,0,0,true,false,true,false,0,0,1,1,0,0,1,false,"0_tours",0,764150
+8,0,1,0,1,1,0.01,0,1,6.01,1.8304507502262177,0,1,1,0,0,0,0,0,0,false,false,true,false,0.15995501,0,1,1,0,0,1,false,"0_tours",0,2820774
+10,69200,2,1,0,2,0.01,69.2,3,10.44,17.6624037989451,0,2,2,0,0,0,0,0,2,false,true,true,false,0.23833334,0,2,2,0,0,2,true,"0_tours",0,1594621
+16,12000,2,7,0,2,0.01,12,1,6.01,8.417809979092251,0,2,2,0,0,0,0,2,0,true,false,true,false,0.3178517,0,2,2,0,0,2,true,"0_tours",0,257531
+9,92700,2,3,0,0,0.01,92.7,3,10.44,11.518178930487295,2,1,1,1,0,1,0,0,0,false,true,true,false,0,1,2,1,0,1,2,true,"0_tours",0,1645132
+17,4200,1,4,0,0,0.01,4.2,1,6.01,4.768890669889258,1,1,1,0,0,0,0,0,0,true,false,true,false,0,0,1,1,0,0,1,false,"0_tours",0,29625
+25,37200,4,1,1,4,0.01,37.2,2,8.81,10.32100270756728,0,4,4,0,0,0,0,2,0,false,true,true,false,0.56286997,0,4,4,0,0,4,true,"1_Disc",1,1402945
+12,30000,1,4,0,1,0.01,30,1,6.01,4.360890352038947,0,1,1,0,0,0,0,0,0,true,false,true,false,0.06425,0,1,1,0,0,1,false,"0_tours",0,823501
+16,76000,3,1,0,2,0.01,76,3,10.44,15.5812014089547,1,2,2,1,0,1,0,0,0,false,true,true,false,0.3402317,0,3,2,0,1,3,true,"0_tours",0,1747467
+17,68000,1,6,0,1,0.01,68,3,10.44,7.595766438703255,0,1,1,0,0,0,0,0,0,true,false,true,false,0.31015667,0,1,1,0,0,1,false,"0_tours",0,1445222
+8,3500,1,4,0,0,0.01,3.5,1,6.01,41.95868930639066,1,1,1,0,0,0,0,0,0,true,false,true,false,0,0,1,1,0,0,1,false,"0_tours",0,26844
+8,0,1,0,0,1,0.01,0,1,6.01,2.9220038814547133,0,1,1,0,0,0,0,1,0,false,false,true,false,0.12387166,0,1,1,0,0,1,false,"0_tours",0,2822219
+16,5050,1,4,0,1,0.01,5.05,1,6.01,3.9205668642399836,0,1,1,0,0,0,0,0,1,true,false,true,false,0.35884497,0,0,0,0,0,0,false,"0_tours",0,110675
+5,388000,1,4,0,1,0.01,388,4,12.86,6.218529751813423,0,1,1,0,0,0,0,0,0,true,false,true,false,0.26293832,0,1,1,0,0,1,false,"0_tours",0,2048204
+8,34400,1,6,0,0,0.01,34.4,2,8.81,11.48239030277669,1,1,1,0,0,0,0,0,0,true,false,true,false,0,0,1,1,0,0,1,false,"0_tours",0,1286259
+17,8000,1,4,1,0,0.01,8,1,6.01,7.32202829064968,1,1,1,0,0,0,0,0,0,true,false,true,false,0,0,1,1,0,0,1,false,"0_tours",0,568785
+8,0,1,4,0,0,0.01,0,1,6.01,2.84310444200838,1,1,1,0,0,0,0,0,0,true,false,true,false,0,0,1,1,0,0,1,false,"0_tours",0,26686
+8,88600,2,1,0,1,0.01,88.6,3,10.44,4.2960940332239455,1,2,2,0,0,0,0,0,0,false,true,true,false,0.1417767,0,2,2,0,0,2,true,"0_tours",0,1511234
+7,195000,1,4,0,1,0.01,195,4,12.86,8.219354788406312,0,1,1,0,0,0,0,0,1,true,false,true,false,0.15494083,0,1,1,0,0,1,false,"0_tours",0,2048382
+10,27800,2,7,0,2,0.01,27.8,1,6.01,1.5416062020885206,0,2,2,0,0,0,0,2,0,true,false,true,false,0.29182667,0,1,1,0,0,1,false,"0_tours",0,256660
+25,17210,2,1,1,0,0.01,17.21,1,6.01,1.8372202530691708,2,2,2,0,0,0,0,0,0,false,true,true,false,0,0,2,2,0,0,2,true,"0_tours",0,703381
+9,4000,2,1,0,1,0.01,4,1,6.01,2.5758755480394475,1,2,2,0,0,0,0,0,2,false,true,true,false,0.23177332,0,2,2,0,0,2,true,"0_tours",0,226869
+11,50000,1,4,1,1,0.01,50,2,8.81,12.952762239760721,0,1,1,0,0,0,0,0,1,true,false,true,false,0.17517333,0,0,0,0,0,0,false,"0_tours",0,823426
diff --git a/activitysim/estimation/test/test_edb_creation/survey_data/final_joint_tour_participants.csv b/activitysim/estimation/test/test_edb_creation/survey_data/final_joint_tour_participants.csv
new file mode 100644
index 0000000000..7e7029f731
--- /dev/null
+++ b/activitysim/estimation/test/test_edb_creation/survey_data/final_joint_tour_participants.csv
@@ -0,0 +1,8 @@
+"tour_id","household_id","person_id","participant_num","participant_id"
+220958279,2223759,5389226,1,22095827901
+220958279,2223759,5389227,2,22095827902
+100798519,1173905,2458502,1,10079851903
+100798519,1173905,2458503,2,10079851904
+130727777,1402945,3188483,1,13072777702
+130727777,1402945,3188484,2,13072777703
+130727777,1402945,3188485,3,13072777704
diff --git a/activitysim/estimation/test/test_edb_creation/survey_data/final_persons.csv b/activitysim/estimation/test/test_edb_creation/survey_data/final_persons.csv
new file mode 100644
index 0000000000..edfe675874
--- /dev/null
+++ b/activitysim/estimation/test/test_edb_creation/survey_data/final_persons.csv
@@ -0,0 +1,91 @@
+"household_id","age","PNUM","sex","pemploy","pstudent","ptype","age_16_to_19","age_16_p","adult","male","female","has_non_worker","has_retiree","has_preschool_kid","has_driving_kid","has_school_kid","has_full_time","has_part_time","has_university","student_is_employed","nonstudent_to_school","is_student","is_gradeschool","is_highschool","is_university","school_segment","is_worker","home_zone_id","value_of_time","school_zone_id","school_location_logsum","distance_to_school","roundtrip_auto_time_to_school","workplace_zone_id","workplace_location_logsum","distance_to_work","workplace_in_cbd","work_zone_area_type","roundtrip_auto_time_to_work","work_auto_savings","work_auto_savings_ratio","free_parking_at_work","cdap_activity","travel_active","under16_not_at_school","has_preschool_kid_at_home","has_school_kid_at_home","mandatory_tour_frequency","work_and_school_and_worker","work_and_school_and_student","num_mand","num_work_tours","num_joint_tours","non_mandatory_tour_frequency","num_non_mand","num_escort_tours","num_eatout_tours","num_shop_tours","num_maint_tours","num_discr_tours","num_social_tours","num_non_escort_tours","person_id"
+26686,39,1,1,3,3,4,false,true,true,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,0,false,8,2.84310444200838,-1,,,0,-1,,,false,,0,0,0,false,"N",true,false,false,false,"",false,false,0,0,0,12,2,0,1,0,1,0,0,2,26686
+26844,51,1,1,3,3,4,false,true,true,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,0,false,8,41.95868930639066,-1,,,0,-1,,,false,,0,0,0,false,"N",true,false,false,false,"",false,false,0,0,0,2,1,0,0,0,0,0,1,1,26844
+27726,52,1,1,3,3,4,false,true,true,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,0,false,10,5.584662029883316,-1,,,0,-1,,,false,,0,0,0,false,"N",true,false,false,false,"",false,false,0,0,0,1,1,0,0,0,0,1,0,1,27726
+29625,61,1,1,3,3,4,false,true,true,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,0,false,17,4.768890669889258,-1,,,0,-1,,,false,,0,0,0,false,"N",true,false,false,false,"",false,false,0,0,0,16,1,0,0,1,0,0,0,1,29625
+110675,30,1,1,2,3,2,false,true,true,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,0,true,16,3.9205668642399836,-1,,,0,19,13.725626729995362,1.6,true,1,9.73,43.061398,0.35884497,false,"H",false,false,false,false,"",false,false,0,0,0,0,0,0,0,0,0,0,0,0,110675
+112064,48,1,2,2,3,2,false,true,true,false,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,0,true,16,2.647107057372401,-1,,,0,21,15.492083174049057,0.96,true,1,5.26,28.139997,0.23449998,false,"N",true,false,false,false,"",false,false,0,0,0,17,2,0,0,1,0,1,0,2,112064
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diff --git a/activitysim/estimation/test/test_edb_creation/survey_data/final_tours.csv b/activitysim/estimation/test/test_edb_creation/survey_data/final_tours.csv
new file mode 100644
index 0000000000..8dc5c1206a
--- /dev/null
+++ b/activitysim/estimation/test/test_edb_creation/survey_data/final_tours.csv
@@ -0,0 +1,118 @@
+"person_id","tour_type","tour_type_count","tour_type_num","tour_num","tour_count","tour_category","number_of_participants","destination","origin","household_id","tdd","start","end","duration","composition","destination_logsum","tour_mode","mode_choice_logsum","atwork_subtour_frequency","parent_tour_id","stop_frequency","primary_purpose","tour_id"
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diff --git a/activitysim/estimation/test/test_edb_creation/survey_data/final_trips.csv b/activitysim/estimation/test/test_edb_creation/survey_data/final_trips.csv
new file mode 100644
index 0000000000..e7075be5ec
--- /dev/null
+++ b/activitysim/estimation/test/test_edb_creation/survey_data/final_trips.csv
@@ -0,0 +1,278 @@
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diff --git a/activitysim/estimation/test/test_edb_creation/survey_data/override_households.csv b/activitysim/estimation/test/test_edb_creation/survey_data/override_households.csv
new file mode 100644
index 0000000000..b0910c7860
--- /dev/null
+++ b/activitysim/estimation/test/test_edb_creation/survey_data/override_households.csv
@@ -0,0 +1,51 @@
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diff --git a/activitysim/estimation/test/test_edb_creation/survey_data/override_joint_tour_participants.csv b/activitysim/estimation/test/test_edb_creation/survey_data/override_joint_tour_participants.csv
new file mode 100644
index 0000000000..a19d8616a2
--- /dev/null
+++ b/activitysim/estimation/test/test_edb_creation/survey_data/override_joint_tour_participants.csv
@@ -0,0 +1,8 @@
+survey_participant_id,survey_tour_id,household_id,person_id,participant_num,tour_id,participant_id
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diff --git a/activitysim/estimation/test/test_edb_creation/survey_data/override_persons.csv b/activitysim/estimation/test/test_edb_creation/survey_data/override_persons.csv
new file mode 100644
index 0000000000..030bcafa71
--- /dev/null
+++ b/activitysim/estimation/test/test_edb_creation/survey_data/override_persons.csv
@@ -0,0 +1,91 @@
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diff --git a/activitysim/estimation/test/test_edb_creation/survey_data/override_tours.csv b/activitysim/estimation/test/test_edb_creation/survey_data/override_tours.csv
new file mode 100644
index 0000000000..be63b500fc
--- /dev/null
+++ b/activitysim/estimation/test/test_edb_creation/survey_data/override_tours.csv
@@ -0,0 +1,118 @@
+tour_id,survey_tour_id,person_id,household_id,tour_type,tour_category,destination,origin,start,end,tour_mode,survey_parent_tour_id,parent_tour_id,composition,tdd,atwork_subtour_frequency,stop_frequency
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diff --git a/activitysim/estimation/test/test_edb_creation/survey_data/override_trips.csv b/activitysim/estimation/test/test_edb_creation/survey_data/override_trips.csv
new file mode 100644
index 0000000000..e2f36dab74
--- /dev/null
+++ b/activitysim/estimation/test/test_edb_creation/survey_data/override_trips.csv
@@ -0,0 +1,278 @@
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diff --git a/activitysim/estimation/test/test_edb_creation/survey_data/survey_households.csv b/activitysim/estimation/test/test_edb_creation/survey_data/survey_households.csv
new file mode 100644
index 0000000000..77ae6411db
--- /dev/null
+++ b/activitysim/estimation/test/test_edb_creation/survey_data/survey_households.csv
@@ -0,0 +1,51 @@
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diff --git a/activitysim/estimation/test/test_edb_creation/survey_data/survey_joint_tour_participants.csv b/activitysim/estimation/test/test_edb_creation/survey_data/survey_joint_tour_participants.csv
new file mode 100644
index 0000000000..c7c2f6128f
--- /dev/null
+++ b/activitysim/estimation/test/test_edb_creation/survey_data/survey_joint_tour_participants.csv
@@ -0,0 +1,8 @@
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diff --git a/activitysim/estimation/test/test_edb_creation/survey_data/survey_persons.csv b/activitysim/estimation/test/test_edb_creation/survey_data/survey_persons.csv
new file mode 100644
index 0000000000..e2f1c5c621
--- /dev/null
+++ b/activitysim/estimation/test/test_edb_creation/survey_data/survey_persons.csv
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+2936550,1286259,67,1,2,3,3,5,-1,-1,False
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+3495342,1594621,31,1,1,1,3,1,-1,11,False
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diff --git a/activitysim/estimation/test/test_edb_creation/survey_data/survey_tours.csv b/activitysim/estimation/test/test_edb_creation/survey_data/survey_tours.csv
new file mode 100644
index 0000000000..02a2a170f7
--- /dev/null
+++ b/activitysim/estimation/test/test_edb_creation/survey_data/survey_tours.csv
@@ -0,0 +1,118 @@
+tour_id,person_id,household_id,tour_type,tour_category,destination,origin,start,end,tour_mode,parent_tour_id
+10828426,264107,226869,work,mandatory,24,9,7,19,WALK_LRF,
+13271288,323689,256660,work,mandatory,1,10,11,18,WALK_LRF,
+13342710,325431,257531,work,mandatory,12,16,7,17,TNC_SINGLE,
+24423157,595686,370497,school,mandatory,8,21,7,16,WALK_LOC,
+26415929,644290,386699,work,mandatory,12,7,12,22,WALK_LOC,
+26415970,644291,386699,work,mandatory,2,7,7,17,WALK,
+26416003,644292,386699,school,mandatory,9,7,13,19,WALK_LRF,
+26423555,644476,386761,work,mandatory,4,16,7,17,SHARED3FREE,
+26423629,644478,386761,school,mandatory,20,16,11,19,WALK_LRF,
+66923560,1632281,823501,work,mandatory,13,12,7,19,TNC_SINGLE,
+66952506,1632987,824207,work,mandatory,4,18,15,21,WALK_LRF,
+76904600,1875721,982875,work,mandatory,10,16,8,18,WALK_LOC,
+88521376,2159057,1099626,work,mandatory,2,20,7,18,WALK_LRF,
+88521409,2159058,1099626,school,mandatory,9,20,15,18,TAXI,
+88521450,2159059,1099626,school,mandatory,20,20,8,13,WALK,
+100798613,2458502,1173905,school,mandatory,8,8,8,18,WALK,
+100798654,2458503,1173905,school,mandatory,8,8,8,14,WALK,
+105234657,2566698,1196298,work,mandatory,1,25,6,17,TNC_SINGLE,
+105234731,2566700,1196298,school,mandatory,25,25,7,15,WALK,
+105234772,2566701,1196298,school,mandatory,3,25,8,13,WALK,
+105234813,2566702,1196298,school,mandatory,6,25,12,20,WALK_LOC,
+125537734,3061895,1363467,work,mandatory,25,24,6,13,WALK,
+130727801,3188482,1402945,work,mandatory,24,25,8,17,WALK,
+130727842,3188483,1402945,work,mandatory,2,25,9,17,WALK_LOC,
+130727883,3188484,1402945,work,mandatory,2,25,9,12,WALK_LOC,
+130727875,3188484,1402945,school,mandatory,13,25,16,17,WALK,
+130727924,3188485,1402945,work,mandatory,2,25,10,21,BIKE,
+132571981,3233462,1445222,work,mandatory,22,17,7,23,TNC_SINGLE,
+136471327,3328568,1511234,work,mandatory,1,8,6,17,WALK_LRF,
+143309061,3495342,1594621,work,mandatory,11,10,7,16,WALK_LOC,
+143309102,3495343,1594621,work,mandatory,9,10,13,17,WALK,
+159535221,3891102,1747467,work,mandatory,11,16,7,16,WALK_LOC,
+159535295,3891104,1747467,school,mandatory,17,16,7,14,WALK_LRF,
+171036246,4171615,1810015,school,mandatory,12,16,13,13,WALK,
+171036336,4171617,1810015,work,mandatory,15,16,9,18,WALK,
+171036451,4171620,1810015,school,mandatory,8,16,7,15,WALK_LOC,
+171036582,4171623,1810015,work,mandatory,21,16,8,23,WALK,
+197775716,4823797,1952792,work,mandatory,12,14,11,15,BIKE,
+207343599,5057160,2048204,work,mandatory,23,5,7,13,TNC_SINGLE,
+207350897,5057338,2048382,work,mandatory,2,7,6,17,TNC_SINGLE,
+220898281,5387762,2223027,work,mandatory,4,9,7,17,WALK_HVY,
+220898322,5387763,2223027,work,mandatory,14,9,8,17,WALK_HVY,
+220958305,5389226,2223759,work,mandatory,1,16,9,18,WALK,
+220958346,5389227,2223759,work,mandatory,23,16,6,20,WALK,
+299527179,7305540,2727273,work,mandatory,20,20,11,15,DRIVEALONEFREE,
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+308055753,7513554,2822219,work,mandatory,9,8,5,16,WALK,
+308056204,7513565,2822230,work,mandatory,25,8,9,18,WALK,
+220958279,5389226,2223759,eatout,joint,13,16,20,20,WALK,
+100798519,2458502,1173905,shopping,joint,5,8,8,8,SHARED2FREE,
+130727777,3188483,1402945,othdiscr,joint,24,25,9,9,WALK,
+1094154,26686,26686,othmaint,non_mandatory,9,8,12,13,BIKE,
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+1100640,26844,26844,social,non_mandatory,7,8,8,12,WALK,
+1136791,27726,27726,othdiscr,non_mandatory,9,10,8,10,WALK,
+1214658,29625,29625,shopping,non_mandatory,17,17,15,15,WALK,
+4594657,112064,112064,shopping,non_mandatory,3,16,16,17,WALK,
+4594649,112064,112064,othdiscr,non_mandatory,21,16,12,14,DRIVEALONEFREE,
+10828453,264108,226869,othdiscr,non_mandatory,19,9,10,11,WALK,
+13342745,325432,257531,shopping,non_mandatory,14,16,12,13,TAXI,
+26415959,644291,386699,othmaint,non_mandatory,2,7,19,23,TNC_SINGLE,
+26423525,644476,386761,escort,non_mandatory,11,16,5,6,TNC_SINGLE,
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+26423590,644477,386761,shopping,non_mandatory,16,16,14,14,DRIVEALONEFREE,
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+58514946,1427193,703381,shopping,non_mandatory,14,25,13,19,WALK,
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+64479052,1572659,763879,shopping,non_mandatory,24,6,7,20,WALK,
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+125537687,3061894,1363467,shopping,non_mandatory,20,24,12,13,DRIVEALONEFREE,
+125537723,3061895,1363467,othmaint,non_mandatory,7,24,15,16,WALK,
+125537720,3061895,1363467,othdiscr,non_mandatory,9,24,17,19,WALK_HVY,
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+132571976,3233462,1445222,shopping,non_mandatory,13,17,7,7,WALK_LOC,
+132571967,3233462,1445222,othdiscr,non_mandatory,14,17,7,7,WALK_LRF,
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+143309047,3495342,1594621,othdiscr,non_mandatory,15,10,16,22,TNC_SINGLE,
+147450957,3596364,1645132,shopping,non_mandatory,22,9,19,20,WALK_LRF,
+147450930,3596364,1645132,eatout,non_mandatory,5,9,14,14,WALK,
+147451001,3596365,1645132,social,non_mandatory,9,9,7,18,TAXI,
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+207350891,5057338,2048382,shopping,non_mandatory,25,7,21,21,WALK_LOC,
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+308464222,7523517,2832182,othdiscr,non_mandatory,9,7,8,13,WALK_LOC,
+66923525,1632281,823501,eat,atwork,8,13,13,14,WALK,66923560.0
+143309067,3495343,1594621,eat,atwork,16,9,14,14,WALK,143309102.0
+171036547,4171623,1810015,eat,atwork,7,21,10,10,WALK,171036582.0
+220958270,5389226,2223759,eat,atwork,2,1,13,13,WALK,220958305.0
+307996473,7512109,2820774,eat,atwork,8,2,10,10,WALK,307996508.0
diff --git a/activitysim/estimation/test/test_edb_creation/survey_data/survey_trips.csv b/activitysim/estimation/test/test_edb_creation/survey_data/survey_trips.csv
new file mode 100644
index 0000000000..c8b2732479
--- /dev/null
+++ b/activitysim/estimation/test/test_edb_creation/survey_data/survey_trips.csv
@@ -0,0 +1,278 @@
+trip_id,person_id,household_id,tour_id,outbound,purpose,destination,origin,depart,trip_mode
+8753057,26686,26686,1094132,True,eatout,5,8,19,WALK
+8753061,26686,26686,1094132,False,home,8,5,19,WALK
+8753233,26686,26686,1094154,True,othmaint,9,8,12,BIKE
+8753237,26686,26686,1094154,False,home,8,9,13,WALK
+8805121,26844,26844,1100640,True,social,7,8,8,WALK
+8805125,26844,26844,1100640,False,othmaint,7,7,12,WALK
+8805126,26844,26844,1100640,False,home,8,7,12,WALK
+9094329,27726,27726,1136791,True,othdiscr,9,10,8,WALK
+9094333,27726,27726,1136791,False,home,10,9,10,WALK
+9717265,29625,29625,1214658,True,shopping,17,17,15,WALK
+9717269,29625,29625,1214658,False,home,17,17,15,WALK
+36757193,112064,112064,4594649,True,othdiscr,21,16,12,WALK
+36757197,112064,112064,4594649,False,home,16,21,14,TAXI
+36757257,112064,112064,4594657,True,shopping,3,16,16,WALK
+36757261,112064,112064,4594657,False,home,16,3,17,WALK
+86627409,264107,226869,10828426,True,work,24,9,7,WALK_LRF
+86627413,264107,226869,10828426,False,home,9,24,19,WALK_LRF
+86627625,264108,226869,10828453,True,othdiscr,19,9,10,WALK
+86627629,264108,226869,10828453,False,home,9,19,11,WALK
+106170305,323689,256660,13271288,True,work,1,10,11,WALK_LRF
+106170309,323689,256660,13271288,False,home,10,1,18,WALK_LRF
+106741681,325431,257531,13342710,True,shopping,25,16,7,WALK
+106741682,325431,257531,13342710,True,work,12,25,8,WALK
+106741685,325431,257531,13342710,False,eatout,7,12,17,WALK
+106741686,325431,257531,13342710,False,shopping,25,7,17,WALK_LOC
+106741687,325431,257531,13342710,False,escort,7,25,17,WALK_LOC
+106741688,325431,257531,13342710,False,home,16,7,17,WALK
+106741961,325432,257531,13342745,True,shopping,14,16,12,WALK_LOC
+106741965,325432,257531,13342745,False,home,16,14,13,WALK_LOC
+195385257,595686,370497,24423157,True,school,8,21,7,WALK_LOC
+195385261,595686,370497,24423157,False,home,21,8,16,WALK
+211327433,644290,386699,26415929,True,work,12,7,12,WALK_LOC
+211327437,644290,386699,26415929,False,home,7,12,22,WALK_LOC
+211327673,644291,386699,26415959,True,othmaint,2,7,19,WALK_LOC
+211327677,644291,386699,26415959,False,home,7,2,23,TNC_SINGLE
+211327761,644291,386699,26415970,True,work,2,7,7,WALK
+211327765,644291,386699,26415970,False,home,7,2,17,WALK
+211328025,644292,386699,26416003,True,school,9,7,13,WALK_LOC
+211328029,644292,386699,26416003,False,othdiscr,7,9,19,WALK_LRF
+211328030,644292,386699,26416003,False,home,7,7,19,WALK
+211388201,644476,386761,26423525,True,escort,11,16,5,WALK_LOC
+211388205,644476,386761,26423525,False,home,16,11,6,WALK_LOC
+211388329,644476,386761,26423541,True,othdiscr,16,16,18,WALK
+211388333,644476,386761,26423541,False,home,16,16,18,WALK
+211388353,644476,386761,26423544,True,othmaint,13,16,18,WALK
+211388357,644476,386761,26423544,False,home,16,13,19,WALK
+211388441,644476,386761,26423555,True,work,4,16,7,SHARED2FREE
+211388445,644476,386761,26423555,False,home,16,4,17,SHARED3FREE
+211388721,644477,386761,26423590,True,shopping,16,16,14,WALK
+211388725,644477,386761,26423590,False,home,16,16,14,WALK
+211389033,644478,386761,26423629,True,school,20,16,11,WALK_LOC
+211389037,644478,386761,26423629,False,home,16,20,19,WALK_LRF
+415214745,1265898,568785,51901843,True,othdiscr,20,17,9,WALK_LRF
+415214749,1265898,568785,51901843,False,home,17,20,20,WALK_LRF
+468119569,1427193,703381,58514946,True,shopping,14,25,13,WALK
+468119573,1427193,703381,58514946,False,home,25,14,19,WALK
+468119857,1427194,703381,58514982,True,othmaint,14,25,7,WALK
+468119861,1427194,703381,58514982,False,home,25,14,13,WALK
+468119921,1427194,703381,58514990,True,eatout,6,25,16,WALK
+468119922,1427194,703381,58514990,True,social,2,6,19,WALK
+468119925,1427194,703381,58514990,False,social,6,2,21,WALK
+468119926,1427194,703381,58514990,False,shopping,8,6,22,WALK
+468119927,1427194,703381,58514990,False,social,7,8,22,WALK
+468119928,1427194,703381,58514990,False,home,25,7,22,WALK
+515832417,1572659,763879,64479052,True,othmaint,25,6,7,WALK
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diff --git a/activitysim/estimation/test/test_edb_creation/test_edb_formation.py b/activitysim/estimation/test/test_edb_creation/test_edb_formation.py
new file mode 100644
index 0000000000..81a803647d
--- /dev/null
+++ b/activitysim/estimation/test/test_edb_creation/test_edb_formation.py
@@ -0,0 +1,263 @@
+import os
+import pandas as pd
+import numpy as np
+import pandas.testing as pdt
+import yaml
+
+
+configs_estimation_dir = (
+    "activitysim/estimation/test/test_edb_creation/configs_estimation"
+)
+configs_dir = "activitysim/examples/prototype_mtc/configs"
+survey_data_dir = "activitysim/estimation/test/test_edb_creation/survey_data"
+data_dir = "activitysim/examples/prototype_mtc/data"
+base_output_dir = "activitysim/estimation/test/test_edb_creation/outputs"
+
+
+def launch_est_example(output_dir, multiprocess, fileformat):
+
+    # setting multiprocess setting
+    settings_template_file = os.path.join(
+        configs_estimation_dir, "settings_template.yaml"
+    )
+    settings_file = os.path.join(configs_estimation_dir, "settings.yaml")
+    settings = yaml.safe_load(open(settings_template_file))
+    assert multiprocess in [True, False]
+    settings["multiprocess"] = multiprocess
+    yaml.dump(settings, open(settings_file, "w"))
+
+    # setting fileformat setting
+    settings_template_file = os.path.join(
+        configs_estimation_dir, "estimation_template.yaml"
+    )
+    est_settings_file = os.path.join(configs_estimation_dir, "estimation.yaml")
+    est_settings = yaml.safe_load(open(settings_template_file))
+    assert fileformat in ["csv", "parquet", "pkl"]
+    est_settings["EDB_FILETYPE"] = fileformat
+    yaml.dump(est_settings, open(est_settings_file, "w"))
+
+    run_cmd = f"activitysim run -c {configs_estimation_dir} -c {configs_dir} -d {survey_data_dir} -d {data_dir} -o {base_output_dir}/{output_dir}"
+    print(
+        f"launching with options output_dir={output_dir} multiprocess={multiprocess} fileformat={fileformat}"
+    )
+    print("launching from ", os.getcwd())
+    result = os.system(run_cmd)
+    assert result == 0, "ActivitySim run failed"
+
+
+def read_table(file_name):
+    if file_name.endswith(".csv"):
+        return pd.read_csv(file_name, low_memory=False)
+    elif file_name.endswith(".parquet"):
+        df = pd.read_parquet(file_name).reset_index(drop=True)
+        df.columns.name = None
+        return df
+    elif file_name.endswith(".pkl"):
+        df = pd.read_pickle(file_name).reset_index(drop=True)
+        df.columns = df.columns.astype(str)
+        df.columns.name = None
+        return df
+    else:
+        raise ValueError(f"Unsupported file format: {file_name}")
+
+
+def process_table(df):
+    if "variable" == df.columns[1]:
+        # need to sort variable column
+        df = df.sort_values(by=[df.columns[0], "variable"]).reset_index(drop=True)
+        df.columns.name = None
+
+    if "chunk_id" in df.columns:
+        # remove chunk_id column
+        df = df.drop(columns=["chunk_id"])
+
+    return df
+
+
+def find_lowest_level_directories(starting_directory):
+    lowest_dirs = list()
+
+    for root, dirs, files in os.walk(starting_directory):
+        if not dirs:
+            lowest_dirs.append(root)
+
+    return lowest_dirs
+
+
+def try_compare_with_same_dtypes(ser1, ser2, rtol, atol):
+    try:
+        concatenated = pd.concat([ser1, ser2])
+        common_type = concatenated.dtype
+        pdt.assert_series_equal(
+            ser1.astype(common_type),
+            ser2.astype(common_type),
+            check_dtype=False,
+            rtol=rtol,
+            atol=atol,
+        )
+    except (ValueError, AssertionError) as e:
+        return False
+    return True
+
+
+def try_compare_with_numeric(ser1, ser2, rtol, atol):
+    try:
+        ser1_num = pd.to_numeric(ser1, errors="coerce")
+        ser2_num = pd.to_numeric(ser2, errors="coerce")
+        pdt.assert_series_equal(
+            ser1_num, ser2_num, check_dtype=False, rtol=rtol, atol=atol
+        )
+    except AssertionError as e:
+        return False
+    return True
+
+
+def try_compare_with_strings(ser1, ser2):
+    try:
+        pdt.assert_series_equal(ser1.astype(str), ser2.astype(str), check_dtype=False)
+    except AssertionError as e:
+        return False
+    return True
+
+
+def try_compare_with_combination(ser1, ser2, rtol=1e-5, atol=1e-8):
+    """
+    This is necessary because we have columns like this:
+    [index]: [0, 1, 2, 3, 4, 5, ...]
+    [left]:  [False, False, 1, 6, AM, -1.3037984712857993, EA, ...]
+    [right]: [False, False, 1, 6, AM, -1.3037984712857994, EA, ...]
+    (notice the machine precision difference in the float)
+    """
+    # replace annoying string values of bools
+    ser1 = ser1.replace({"True": True, "False": False})
+    ser2 = ser2.replace({"True": True, "False": False})
+    # Separate numerical and non-numerical values
+    ser1_num = pd.to_numeric(ser1, errors="coerce")
+    ser2_num = pd.to_numeric(ser2, errors="coerce")
+    ser1_non_num = ser1[ser1_num.isna()]
+    ser2_non_num = ser2[ser2_num.isna()]
+    ser1_num = ser1_num.dropna()
+    ser2_num = ser2_num.dropna()
+    try:
+        pdt.assert_series_equal(
+            ser1_num, ser2_num, check_dtype=False, rtol=rtol, atol=atol
+        )
+        pdt.assert_series_equal(ser1_non_num, ser2_non_num, check_dtype=False)
+    except AssertionError as e:
+        return False
+    return True
+
+
+def compare_dataframes_with_tolerance(df1, df2, rtol=1e-3, atol=1e-3):
+    dfs_are_same = True
+    e_msg = ""
+    try:
+        pdt.assert_frame_equal(df1, df2, check_dtype=False, rtol=rtol, atol=atol)
+        return dfs_are_same, e_msg
+    except AssertionError as e:
+        print(e)
+        print("trying to compare columns individually")
+        for col in df1.columns:
+            try:
+                if try_compare_with_same_dtypes(df1[col], df2[col], rtol, atol):
+                    continue
+                elif try_compare_with_numeric(df1[col], df2[col], rtol, atol):
+                    continue
+                elif try_compare_with_strings(df1[col], df2[col]):
+                    continue
+                elif try_compare_with_combination(
+                    df1[col], df2[col], rtol=rtol, atol=atol
+                ):
+                    continue
+                else:
+                    dfs_are_same = False
+                    e_msg += f"Column '{col}' failed: {df1[col]} vs {df2[col]}\n"
+                    print(f"Column '{col}' failed:\n {df1[col]} vs {df2[col]}\n")
+            except Exception as e:
+                dfs_are_same = False
+                e_msg = e
+
+    return dfs_are_same, e_msg
+
+
+def regress_EDBs(regress_folder, output_folder, fileformat="csv"):
+    edb_file = os.path.join(base_output_dir, regress_folder, "estimation_data_bundle")
+
+    edb_dirs = find_lowest_level_directories(edb_file)
+
+    for dir in edb_dirs:
+        dir_basename = dir.split("estimation_data_bundle")[1][1:]
+        output_dir = os.path.join(
+            base_output_dir, output_folder, "estimation_data_bundle", dir_basename
+        )
+
+        for file in os.listdir(dir):
+            if file.endswith(".yaml"):
+                continue
+            print(f"Regressing {file}")
+
+            regress_path = os.path.join(dir, file)
+            output_path = os.path.join(output_dir, file)
+
+            # regress against csv for parquet, but regress against parquet for pkl (faster)
+            if not os.path.exists(output_path) and (fileformat == "parquet"):
+                output_path = output_path.replace(".csv", ".parquet")
+            if not os.path.exists(output_path) and (fileformat == "pkl"):
+                output_path = output_path.replace(".parquet", ".pkl")
+
+            try:
+                regress_df = read_table(regress_path)
+                output_df = read_table(output_path)
+            except FileNotFoundError as e:
+                assert False, f"File not found: {e}"
+
+            regress_df = process_table(regress_df)
+            output_df = process_table(output_df)
+
+            dfs_are_same, e = compare_dataframes_with_tolerance(regress_df, output_df)
+            if not dfs_are_same:
+                assert False, f"Regression test failed for {file} with error: {e}"
+    return
+
+
+def test_generating_sp_csv():
+    # first generate original tables
+    output_dir = "output_single_csv"
+    launch_est_example(output_dir, False, "csv")
+
+
+def test_sp_parquet():
+    # multiprocess = False, fileformat = "parquet"
+    output_dir = "output_single_parquet"
+    launch_est_example(output_dir, False, "parquet")
+    regress_EDBs("output_single_csv", output_dir, "parquet")
+
+
+def test_sp_pkl():
+    # multiprocess = False, fileformat = "pkl"
+    output_dir = "output_single_pkl"
+    launch_est_example(output_dir, False, "pkl")
+    regress_EDBs("output_single_parquet", output_dir, "pkl")
+
+
+def test_mp_parquet():
+    # multiprocess = True, fileformat = "parquet"
+    output_dir = "output_multiprocess_parquet"
+    launch_est_example(output_dir, True, "parquet")
+    regress_EDBs("output_single_parquet", output_dir, "parquet")
+
+
+# def test_mp_csv():
+#     # multiprocess = True, fileformat = "csv"
+#     output_dir = "output_multiprocess_csv"
+#     launch_est_example(output_dir, True, "csv")
+#     regress_EDBs("output_single_csv", output_dir, "csv")
+
+
+if __name__ == "__main__":
+
+    test_generating_sp_csv()
+    test_sp_parquet()
+    test_mp_parquet()
+    # test_mp_csv()
+    test_sp_pkl()
diff --git a/activitysim/examples/example_estimation/scripts/infer.py b/activitysim/examples/example_estimation/scripts/infer.py
index 6b6991992f..ab9def6429 100644
--- a/activitysim/examples/example_estimation/scripts/infer.py
+++ b/activitysim/examples/example_estimation/scripts/infer.py
@@ -165,6 +165,7 @@ def read_alts():
 
     alts = read_alts()
     tour_types = list(alts.columns.values)
+    tour_types.remove("tot_tours")
 
     # tour_frequency is index in alts table
     alts["alt_id"] = alts.index
@@ -806,7 +807,7 @@ def infer(state: workflow.State, configs_dir, input_dir, output_dir):
     assert skip_controls or check_controls("joint_tour_participants", "index")
 
     # patch_tour_ids
-    trips = patch_trip_ids(tours, trips)
+    trips = patch_trip_ids(state, tours, trips)
     survey_tables["trips"]["table"] = trips  # so we can check_controls
     assert skip_controls or check_controls("trips", "index")
 
@@ -860,4 +861,13 @@ def infer(state: workflow.State, configs_dir, input_dir, output_dir):
 if apply_controls:
     read_tables(input_dir, control_tables)
 
+state = (
+    workflow.State()
+    .initialize_filesystem(
+        configs_dir=(configs_dir,),
+        output_dir=output_dir,
+        data_dir=(data_dir,),
+    )
+    .load_settings()
+)
 infer(state, configs_dir, input_dir, output_dir)

From 8d80e2e92b5ce38cb7ca09d7b8425ad45a7de557 Mon Sep 17 00:00:00 2001
From: David Hensle <hensle93@gmail.com>
Date: Mon, 7 Oct 2024 14:14:47 -0700
Subject: [PATCH 12/56] infer.py CI testing

---
 .../test/test_edb_creation/outputs/.gitignore |  3 +-
 .../outputs/infer_output/.gitignore           |  1 +
 .../test_edb_creation/test_edb_formation.py   | 31 +++++++++++++------
 .../example_estimation/scripts/infer.py       |  4 +--
 4 files changed, 27 insertions(+), 12 deletions(-)
 create mode 100644 activitysim/estimation/test/test_edb_creation/outputs/infer_output/.gitignore

diff --git a/activitysim/estimation/test/test_edb_creation/outputs/.gitignore b/activitysim/estimation/test/test_edb_creation/outputs/.gitignore
index 5ed517c37a..08194de49b 100644
--- a/activitysim/estimation/test/test_edb_creation/outputs/.gitignore
+++ b/activitysim/estimation/test/test_edb_creation/outputs/.gitignore
@@ -1 +1,2 @@
-/output*/
\ No newline at end of file
+/output*/
+*.csv
\ No newline at end of file
diff --git a/activitysim/estimation/test/test_edb_creation/outputs/infer_output/.gitignore b/activitysim/estimation/test/test_edb_creation/outputs/infer_output/.gitignore
new file mode 100644
index 0000000000..16f2dc5fa9
--- /dev/null
+++ b/activitysim/estimation/test/test_edb_creation/outputs/infer_output/.gitignore
@@ -0,0 +1 @@
+*.csv
\ No newline at end of file
diff --git a/activitysim/estimation/test/test_edb_creation/test_edb_formation.py b/activitysim/estimation/test/test_edb_creation/test_edb_formation.py
index 81a803647d..9268ef41a2 100644
--- a/activitysim/estimation/test/test_edb_creation/test_edb_formation.py
+++ b/activitysim/estimation/test/test_edb_creation/test_edb_formation.py
@@ -220,6 +220,26 @@ def regress_EDBs(regress_folder, output_folder, fileformat="csv"):
     return
 
 
+def test_infer():
+    infer_file = r"activitysim/examples/example_estimation/scripts/infer.py"
+    data_dir = r"activitysim/estimation/test/test_edb_creation"
+    configs_dir = r"activitysim/examples/prototype_mtc/configs"
+    output_dir = r"activitysim/estimation/test/test_edb_creation/outputs/infer_output"
+    run_cmd = f"python {infer_file} {data_dir} {configs_dir} {output_dir}"
+    print(f"launching {run_cmd} from {os.getcwd()}")
+    result = os.system(run_cmd)
+    assert result == 0, "Infer.py run failed"
+
+    for file in os.listdir(output_dir):
+        if not file.endswith(".csv"):
+            continue
+        print("Regressing ", file)
+        regress_df = pd.read_csv(os.path.join(data_dir, "survey_data", file))
+        output_df = pd.read_csv(os.path.join(output_dir, file))
+
+        pdt.assert_frame_equal(regress_df, output_df)
+
+
 def test_generating_sp_csv():
     # first generate original tables
     output_dir = "output_single_csv"
@@ -247,17 +267,10 @@ def test_mp_parquet():
     regress_EDBs("output_single_parquet", output_dir, "parquet")
 
 
-# def test_mp_csv():
-#     # multiprocess = True, fileformat = "csv"
-#     output_dir = "output_multiprocess_csv"
-#     launch_est_example(output_dir, True, "csv")
-#     regress_EDBs("output_single_csv", output_dir, "csv")
-
-
 if __name__ == "__main__":
 
+    test_infer()
     test_generating_sp_csv()
+    test_sp_pkl()
     test_sp_parquet()
     test_mp_parquet()
-    # test_mp_csv()
-    test_sp_pkl()
diff --git a/activitysim/examples/example_estimation/scripts/infer.py b/activitysim/examples/example_estimation/scripts/infer.py
index ab9def6429..02fbd97d8f 100644
--- a/activitysim/examples/example_estimation/scripts/infer.py
+++ b/activitysim/examples/example_estimation/scripts/infer.py
@@ -847,16 +847,16 @@ def infer(state: workflow.State, configs_dir, input_dir, output_dir):
 
 # python infer.py data
 args = sys.argv[1:]
-assert len(args) == 2, "usage: python infer.py <data_dir> <configs_dir>"
+assert len(args) == 3, "usage: python infer.py <data_dir> <configs_dir> <output_dir>"
 
 data_dir = args[0]
 configs_dir = args[1]
+output_dir = args[2]
 
 with open(os.path.join(configs_dir, "constants.yaml")) as stream:
     CONSTANTS = yaml.load(stream, Loader=yaml.SafeLoader)
 
 input_dir = os.path.join(data_dir, "survey_data/")
-output_dir = input_dir
 
 if apply_controls:
     read_tables(input_dir, control_tables)

From 1459e485dc54995a18d7769102d97cdf7b78c4c5 Mon Sep 17 00:00:00 2001
From: David Hensle <hensle93@gmail.com>
Date: Tue, 8 Oct 2024 11:00:15 -0700
Subject: [PATCH 13/56] estimation sampling for non-mandatory and joint tours

---
 .../abm/models/util/tour_destination.py       | 49 ++++++++++++++++---
 .../estimation_template.yaml                  |  4 +-
 2 files changed, 44 insertions(+), 9 deletions(-)

diff --git a/activitysim/abm/models/util/tour_destination.py b/activitysim/abm/models/util/tour_destination.py
index 0891b8d216..8feb6d55d8 100644
--- a/activitysim/abm/models/util/tour_destination.py
+++ b/activitysim/abm/models/util/tour_destination.py
@@ -9,7 +9,7 @@
 
 from activitysim.abm.models.util import logsums as logsum
 from activitysim.abm.tables.size_terms import tour_destination_size_terms
-from activitysim.core import config, los, simulate, tracing, workflow
+from activitysim.core import estimation, config, los, simulate, tracing, workflow
 from activitysim.core.configuration.logit import TourLocationComponentSettings
 from activitysim.core.interaction_sample import interaction_sample
 from activitysim.core.interaction_sample_simulate import interaction_sample_simulate
@@ -87,15 +87,17 @@ def _destination_sample(
     logger.info("running %s with %d tours", trace_label, len(choosers))
 
     sample_size = model_settings.SAMPLE_SIZE
-    if state.settings.disable_destination_sampling or (
-        estimator and estimator.want_unsampled_alternatives
-    ):
-        # FIXME interaction_sample will return unsampled complete alternatives with probs and pick_count
+    if estimator:
+        sample_size = model_settings.ESTIMATION_SAMPLE_SIZE
         logger.info(
-            "Estimation mode for %s using unsampled alternatives short_circuit_choices"
-            % (trace_label,)
+            f"Estimation mode for {trace_label} using sample size of {sample_size}"
         )
+
+    if state.settings.disable_destination_sampling:
         sample_size = 0
+        logger.info(
+            f"SAMPLE_SIZE set to 0 for {trace_label} because disable_destination_sampling is set"
+        )
 
     locals_d = {
         "skims": skims,
@@ -179,6 +181,39 @@ def destination_sample(
         trace_label=trace_label,
     )
 
+    # adding observed choice to alt set when running in estimation mode
+    if estimator:
+        # grabbing survey values
+        survey_tours = estimation.manager.get_survey_table("tours")
+        survey_choices = survey_tours[["destination", "person_id"]].reset_index()
+        survey_choices.columns = ["tour_id", alt_dest_col_name, "person_id"]
+        survey_choices = survey_choices[
+            survey_choices["tour_id"].isin(choices.index)
+            & (survey_choices[alt_dest_col_name] > 0)
+        ]
+        # merging survey destination into table if not available
+        joined_data = survey_choices.merge(
+            choices,
+            on=["tour_id", alt_dest_col_name, "person_id"],
+            how="left",
+            indicator=True,
+        )
+        missing_rows = joined_data[joined_data["_merge"] == "left_only"]
+        missing_rows["pick_count"] = 1
+        if len(missing_rows) > 0:
+            new_choices = missing_rows[
+                ["tour_id", alt_dest_col_name, "prob", "pick_count", "person_id"]
+            ].set_index("tour_id")
+            choices = choices.append(new_choices, ignore_index=False).sort_index()
+            # making prob 0 for missing rows so it does not influence model decision
+            choices["prob"] = choices["prob"].fillna(0)
+            # sort by tour_id and alt_dest
+            choices = (
+                choices.reset_index()
+                .sort_values(by=["tour_id", alt_dest_col_name])
+                .set_index("tour_id")
+            )
+
     return choices
 
 
diff --git a/activitysim/estimation/test/test_edb_creation/configs_estimation/estimation_template.yaml b/activitysim/estimation/test/test_edb_creation/configs_estimation/estimation_template.yaml
index 7bf21b93ba..78b8e41590 100644
--- a/activitysim/estimation/test/test_edb_creation/configs_estimation/estimation_template.yaml
+++ b/activitysim/estimation/test/test_edb_creation/configs_estimation/estimation_template.yaml
@@ -1,5 +1,5 @@
-EDB_ALTS_FILE_FORMAT: compact
-EDB_FILETYPE: csv
+EDB_ALTS_FILE_FORMAT: compact   # options: compact, verbose
+EDB_FILETYPE: csv            # options: csv, parquet, pkl
 
 enable: True
 

From 3fd7851708623e16fae6b1875a8e0a1d64d725b9 Mon Sep 17 00:00:00 2001
From: David Hensle <hensle93@gmail.com>
Date: Fri, 11 Oct 2024 17:10:01 -0700
Subject: [PATCH 14/56] adding survey choice to choices_df in
 interaction_sample

---
 activitysim/abm/models/location_choice.py     | 35 -----------
 activitysim/abm/models/trip_destination.py    | 14 +++--
 .../abm/models/util/tour_destination.py       | 33 -----------
 activitysim/core/configuration/logit.py       | 18 +++---
 activitysim/core/estimation.py                | 58 +++++++++++++++++++
 activitysim/core/interaction_sample.py        | 46 +++++++++++++++
 6 files changed, 121 insertions(+), 83 deletions(-)

diff --git a/activitysim/abm/models/location_choice.py b/activitysim/abm/models/location_choice.py
index 98c01288c7..26fa42187b 100644
--- a/activitysim/abm/models/location_choice.py
+++ b/activitysim/abm/models/location_choice.py
@@ -491,41 +491,6 @@ def run_location_sample(
             trace_label=trace_label,
         )
 
-    # adding observed choice to alt set when running in estimation mode
-    if estimator:
-        # grabbing survey values
-        survey_persons = estimation.manager.get_survey_table("persons")
-        if "school_location" in trace_label:
-            survey_choices = survey_persons["school_zone_id"].reset_index()
-        elif ("workplace_location" in trace_label) and ("external" not in trace_label):
-            survey_choices = survey_persons["workplace_zone_id"].reset_index()
-        else:
-            return choices
-        survey_choices.columns = ["person_id", "alt_dest"]
-        survey_choices = survey_choices[
-            survey_choices["person_id"].isin(choices.index)
-            & (survey_choices.alt_dest > 0)
-        ]
-        # merging survey destination into table if not available
-        joined_data = survey_choices.merge(
-            choices, on=["person_id", "alt_dest"], how="left", indicator=True
-        )
-        missing_rows = joined_data[joined_data["_merge"] == "left_only"]
-        missing_rows["pick_count"] = 1
-        if len(missing_rows) > 0:
-            new_choices = missing_rows[
-                ["person_id", "alt_dest", "prob", "pick_count"]
-            ].set_index("person_id")
-            choices = choices.append(new_choices, ignore_index=False).sort_index()
-            # making prob 0 for missing rows so it does not influence model decision
-            choices["prob"] = choices["prob"].fillna(0)
-            # sort by person_id and alt_dest
-            choices = (
-                choices.reset_index()
-                .sort_values(by=["person_id", "alt_dest"])
-                .set_index("person_id")
-            )
-
     return choices
 
 
diff --git a/activitysim/abm/models/trip_destination.py b/activitysim/abm/models/trip_destination.py
index 2b6b5a2ff2..95b6ccde27 100644
--- a/activitysim/abm/models/trip_destination.py
+++ b/activitysim/abm/models/trip_destination.py
@@ -173,15 +173,17 @@ def _destination_sample(
     )
 
     sample_size = model_settings.SAMPLE_SIZE
-    if state.settings.disable_destination_sampling or (
-        estimator and estimator.want_unsampled_alternatives
-    ):
-        # FIXME interaction_sample will return unsampled complete alternatives with probs and pick_count
+    if estimator:
+        sample_size = model_settings.ESTIMATION_SAMPLE_SIZE
         logger.info(
-            f"Estimation mode for {trace_label} using "
-            f"unsampled alternatives short_circuit_choices"
+            f"Estimation mode for {trace_label} using sample size of {sample_size}"
         )
+
+    if state.settings.disable_destination_sampling:
         sample_size = 0
+        logger.info(
+            f"SAMPLE_SIZE set to 0 for {trace_label} because disable_destination_sampling is set"
+        )
 
     locals_dict = state.get_global_constants().copy()
     locals_dict.update(model_settings.CONSTANTS)
diff --git a/activitysim/abm/models/util/tour_destination.py b/activitysim/abm/models/util/tour_destination.py
index 8feb6d55d8..d07f27e4e2 100644
--- a/activitysim/abm/models/util/tour_destination.py
+++ b/activitysim/abm/models/util/tour_destination.py
@@ -181,39 +181,6 @@ def destination_sample(
         trace_label=trace_label,
     )
 
-    # adding observed choice to alt set when running in estimation mode
-    if estimator:
-        # grabbing survey values
-        survey_tours = estimation.manager.get_survey_table("tours")
-        survey_choices = survey_tours[["destination", "person_id"]].reset_index()
-        survey_choices.columns = ["tour_id", alt_dest_col_name, "person_id"]
-        survey_choices = survey_choices[
-            survey_choices["tour_id"].isin(choices.index)
-            & (survey_choices[alt_dest_col_name] > 0)
-        ]
-        # merging survey destination into table if not available
-        joined_data = survey_choices.merge(
-            choices,
-            on=["tour_id", alt_dest_col_name, "person_id"],
-            how="left",
-            indicator=True,
-        )
-        missing_rows = joined_data[joined_data["_merge"] == "left_only"]
-        missing_rows["pick_count"] = 1
-        if len(missing_rows) > 0:
-            new_choices = missing_rows[
-                ["tour_id", alt_dest_col_name, "prob", "pick_count", "person_id"]
-            ].set_index("tour_id")
-            choices = choices.append(new_choices, ignore_index=False).sort_index()
-            # making prob 0 for missing rows so it does not influence model decision
-            choices["prob"] = choices["prob"].fillna(0)
-            # sort by tour_id and alt_dest
-            choices = (
-                choices.reset_index()
-                .sort_values(by=["tour_id", alt_dest_col_name])
-                .set_index("tour_id")
-            )
-
     return choices
 
 
diff --git a/activitysim/core/configuration/logit.py b/activitysim/core/configuration/logit.py
index d03bcab778..94233db262 100644
--- a/activitysim/core/configuration/logit.py
+++ b/activitysim/core/configuration/logit.py
@@ -187,6 +187,15 @@ class LocationComponentSettings(BaseLogitComponentSettings):
     SAMPLE_SIZE: int
     """This many candidate alternatives will be sampled for each choice."""
 
+    ESTIMATION_SAMPLE_SIZE: int = 0
+    """
+    The number of alternatives to sample for estimation mode.
+    If zero, then all alternatives are used.
+    Truth alternative will be included in the sample.
+    Larch does not yet support sampling alternatives for estimation,
+    but this setting is still helpful for estimation mode runtime.
+    """
+
     LOGSUM_SETTINGS: Path
     """Settings for the logsum computation."""
 
@@ -233,15 +242,6 @@ class TourLocationComponentSettings(LocationComponentSettings, extra="forbid"):
     ORIG_ZONE_ID: str | None = None
     """This setting appears to do nothing..."""
 
-    ESTIMATION_SAMPLE_SIZE: int = 0
-    """
-    The number of alternatives to sample for estimation mode.
-    If zero, then all alternatives are used.
-    Truth alternative will be included in the sample.
-    Larch does not yet support sampling alternatives for estimation,
-    but this setting is still helpful for estimation mode runtime.
-    """
-
 
 class TourModeComponentSettings(TemplatedLogitComponentSettings, extra="forbid"):
     MODE_CHOICE_LOGSUM_COLUMN_NAME: str | None = None
diff --git a/activitysim/core/estimation.py b/activitysim/core/estimation.py
index b79618509b..73c65087c2 100644
--- a/activitysim/core/estimation.py
+++ b/activitysim/core/estimation.py
@@ -933,5 +933,63 @@ def get_survey_values(self, model_values, table_name, column_names):
 
         return values[column_name] if column_name else values
 
+    def get_survey_destination_chocies(self, state, choosers, trace_label):
+        """
+        Returning the survey choices for the destination choice model.
+        This gets called from inside interaction_sample and is used to
+        ensure the choices include the override choices when sampling alternatives.
+
+        Parameters
+        ----------
+        state : workflow.State
+        trace_label : str
+            The model name.
+
+        Returns
+        -------
+        pd.Series : The survey choices for the destination choice model.
+        """
+        model = trace_label.split(".")[0]
+        if model == "school_location":
+            survey_choices = manager.get_survey_values(
+                choosers.index, "persons", "school_zone_id"
+            )
+        elif model == "workplace_location":
+            survey_choices = manager.get_survey_values(
+                choosers.index, "persons", "workplace_zone_id"
+            )
+        elif model in [
+            "joint_tour_destination",
+            "atwork_subtour_destination",
+            "non_mandatory_tour_destination",
+        ]:
+            survey_choices = manager.get_survey_values(
+                choosers.index, "tours", "destination"
+            )
+        elif model == "trip_destination":
+            survey_choices = manager.get_survey_values(
+                choosers.index, "trips", "destination"
+            )
+        elif model == "parking_location":
+            # need to grab parking location column name from its settings
+            from activitysim.abm.models.parking_location_choice import (
+                ParkingLocationSettings,
+            )
+
+            model_settings = ParkingLocationSettings.read_settings_file(
+                state.filesystem,
+                "parking_location_choice.yaml",
+            )
+            survey_choices = manager.get_survey_values(
+                choosers.index, "trips", model_settings.ALT_DEST_COL_NAME
+            )
+        else:
+            # since this fucntion is called from inside interaction_sample,
+            # we don't want to return anything for other models that aren't destination choice
+            # not implemented models include scheduling models and tour_od_choice
+            logger.debug(f"Not grabbing survey choices for {model}.")
+            return None
+        return survey_choices
+
 
 manager = EstimationManager()
diff --git a/activitysim/core/interaction_sample.py b/activitysim/core/interaction_sample.py
index cabcbeb64c..83ed39480b 100644
--- a/activitysim/core/interaction_sample.py
+++ b/activitysim/core/interaction_sample.py
@@ -8,6 +8,7 @@
 import pandas as pd
 
 from activitysim.core import (
+    estimation,
     chunk,
     interaction_simulate,
     logit,
@@ -501,6 +502,51 @@ def _interaction_sample(
 
     chunk_sizer.log_df(trace_label, "choices_df", choices_df)
 
+    if estimation.manager.enabled and sample_size > 0:
+        # we need to ensure chosen alternative is included in the sample
+        survey_choices = estimation.manager.get_survey_destination_chocies(
+            state, choosers, trace_label
+        )
+        if survey_choices is not None:
+            survey_choices.name = alt_col_name
+            survey_choices = survey_choices.dropna().astype(
+                choices_df[alt_col_name].dtype
+            )
+            comparison = pd.merge(
+                survey_choices,
+                choices_df,
+                on=[choosers.index.name, alt_col_name],
+                how="left",
+                indicator=True,
+            )
+            missing_choices = comparison[comparison["_merge"] == "left_only"]
+            # need to get prob of missing choices and add them to choices_df
+            if not missing_choices.empty:
+                probs_df = probs.reset_index().melt(
+                    id_vars=[choosers.index.name],
+                    var_name=alt_col_name,
+                    value_name="prob",
+                )
+                # probs are numbered 0..n-1 so we need to map back to alt ids
+                zone_map = pd.Series(alternatives.index).to_dict()
+                probs_df[alt_col_name] = probs_df[alt_col_name].map(zone_map)
+                # merge the probs onto the missing chocies
+                missing_choices = pd.merge(
+                    missing_choices.drop(columns=["prob", "_merge"]),
+                    probs_df,
+                    on=[choosers.index.name, alt_col_name],
+                    how="left",
+                )
+                assert (
+                    missing_choices.prob.isna().sum() == 0
+                ), f"survey choices with no probs: {missing_choices[missing_choices.prob.isna()]}"
+                del probs_df
+                # random number is not important, filling with 0
+                missing_choices["rand"] = 0
+                # merge survey choices back into choices_df and sort by chooser
+                choices_df = pd.concat([choices_df, missing_choices], ignore_index=True)
+                choices_df.sort_values(by=[choosers.index.name], inplace=True)
+
     del probs
     chunk_sizer.log_df(trace_label, "probs", None)
 

From 23ba66209a0dbbb3dd016c44781d208858d317f0 Mon Sep 17 00:00:00 2001
From: David Hensle <51132108+dhensle@users.noreply.github.com>
Date: Tue, 15 Oct 2024 08:46:45 -0700
Subject: [PATCH 15/56] adding option to delete the mp edb subdirs

---
 activitysim/core/steps/output.py | 8 +++++---
 1 file changed, 5 insertions(+), 3 deletions(-)

diff --git a/activitysim/core/steps/output.py b/activitysim/core/steps/output.py
index 8875033472..b7f10a21dd 100644
--- a/activitysim/core/steps/output.py
+++ b/activitysim/core/steps/output.py
@@ -270,6 +270,9 @@ def _coalesce_estimation_data_bundles(state):
     logger.info("Coalescing Estimation Data Bundles")
 
     edb_dir = state.filesystem.get_output_dir("estimation_data_bundle")
+    estimation_settings = state.filesystem.read_model_settings(
+        "estimation.yaml", mandatory=False
+    )
 
     lowest_dirs = find_lowest_level_directories(edb_dir)
 
@@ -314,8 +317,6 @@ def _coalesce_estimation_data_bundles(state):
 
         for i, file in enumerate(os.listdir(dir)):
 
-            if "stop_frequency" in file:
-                print("debugging")
             # get the file path
             file_path = os.path.join(dir, file)
 
@@ -356,7 +357,8 @@ def _coalesce_estimation_data_bundles(state):
                     df_concat_dict[file] = [df]
 
         # delete the directory now that we have gone through all the files
-        # shutil.rmtree(dir)
+        if estimation_settings.get("DELETE_MP_SUBDIRS", True):
+            shutil.rmtree(dir)
 
     # need to concatenate the last set of dataframes
     concat_and_write_edb(df_concat_dict, cur_edb)

From 0a1bd5c83c9baa220897a2b830511e65fa5972bc Mon Sep 17 00:00:00 2001
From: David Hensle <51132108+dhensle@users.noreply.github.com>
Date: Mon, 21 Oct 2024 09:54:18 -0700
Subject: [PATCH 16/56] changes supporting sandag abm3 estimation mode

---
 activitysim/abm/models/cdap.py                       |  2 +-
 activitysim/abm/models/disaggregate_accessibility.py | 11 ++++++-----
 activitysim/abm/models/util/tour_destination.py      |  4 +++-
 activitysim/core/estimation.py                       |  5 +++++
 activitysim/core/interaction_sample.py               |  6 +++---
 5 files changed, 18 insertions(+), 10 deletions(-)

diff --git a/activitysim/abm/models/cdap.py b/activitysim/abm/models/cdap.py
index 2b9a105a5b..120c01a30e 100644
--- a/activitysim/abm/models/cdap.py
+++ b/activitysim/abm/models/cdap.py
@@ -189,7 +189,7 @@ def cdap_simulate(
             spec = cdap.get_cached_spec(state, hhsize)
             estimator.write_table(spec, "spec_%s" % hhsize, append=False)
             if add_joint_tour_utility:
-                joint_spec = cdap.get_cached_joint_spec(hhsize)
+                joint_spec = cdap.get_cached_joint_spec(state, hhsize)
                 estimator.write_table(
                     joint_spec, "joint_spec_%s" % hhsize, append=False
                 )
diff --git a/activitysim/abm/models/disaggregate_accessibility.py b/activitysim/abm/models/disaggregate_accessibility.py
index 40265b798f..c5c723f920 100644
--- a/activitysim/abm/models/disaggregate_accessibility.py
+++ b/activitysim/abm/models/disaggregate_accessibility.py
@@ -753,11 +753,12 @@ def get_disaggregate_logsums(
             state.filesystem, model_name + ".yaml"
         )
         model_settings.SAMPLE_SIZE = disagg_model_settings.DESTINATION_SAMPLE_SIZE
-        estimator = estimation.manager.begin_estimation(state, trace_label)
-        if estimator:
-            location_choice.write_estimation_specs(
-                state, estimator, model_settings, model_name + ".yaml"
-            )
+        # estimator = estimation.manager.begin_estimation(state, trace_label)
+        # if estimator:
+        #     location_choice.write_estimation_specs(
+        #         state, estimator, model_settings, model_name + ".yaml"
+        #     )
+        estimator = None
 
         # Append table references in settings with "proto_"
         # This avoids having to make duplicate copies of config files for disagg accessibilities
diff --git a/activitysim/abm/models/util/tour_destination.py b/activitysim/abm/models/util/tour_destination.py
index d07f27e4e2..4709a99264 100644
--- a/activitysim/abm/models/util/tour_destination.py
+++ b/activitysim/abm/models/util/tour_destination.py
@@ -310,7 +310,9 @@ def choose_MAZ_for_TAZ(state: workflow.State, taz_sample, MAZ_size_terms, trace_
 
     # taz_choices index values should be contiguous
     assert (
-        taz_choices[chooser_id_col] == np.repeat(chooser_df.index, taz_sample_size)
+        (taz_choices[chooser_id_col] == np.repeat(chooser_df.index, taz_sample_size))
+        # can get one extra if sampling in estimation mode
+        | (taz_choices[chooser_id_col] == np.repeat(chooser_df.index, taz_sample_size + 1))
     ).all()
 
     # we need to choose a MAZ for each DEST_TAZ choice
diff --git a/activitysim/core/estimation.py b/activitysim/core/estimation.py
index 73c65087c2..f08f6de4ec 100644
--- a/activitysim/core/estimation.py
+++ b/activitysim/core/estimation.py
@@ -683,6 +683,7 @@ def __init__(self):
         self.model_estimation_table_types = {}
         self.estimating = {}
         self.settings = None
+        self.enabled = False
 
     def initialize_settings(self, state):
         # FIXME - can't we just initialize in init and handle no-presence of settings file as not enabled
@@ -949,6 +950,10 @@ def get_survey_destination_chocies(self, state, choosers, trace_label):
         -------
         pd.Series : The survey choices for the destination choice model.
         """
+        if "accessibilities" in trace_label:
+            # accessibilities models to not have survey values
+            return None
+        
         model = trace_label.split(".")[0]
         if model == "school_location":
             survey_choices = manager.get_survey_values(
diff --git a/activitysim/core/interaction_sample.py b/activitysim/core/interaction_sample.py
index 83ed39480b..c6f0a29247 100644
--- a/activitysim/core/interaction_sample.py
+++ b/activitysim/core/interaction_sample.py
@@ -537,10 +537,10 @@ def _interaction_sample(
                     on=[choosers.index.name, alt_col_name],
                     how="left",
                 )
-                assert (
-                    missing_choices.prob.isna().sum() == 0
-                ), f"survey choices with no probs: {missing_choices[missing_choices.prob.isna()]}"
+                if missing_choices.prob.isna().sum() > 0:
+                    logger.warning(f"Survey choices with no probs:\n {missing_choices[missing_choices.prob.isna()]}")
                 del probs_df
+                missing_choices['prob'].fillna(0, inplace=True)
                 # random number is not important, filling with 0
                 missing_choices["rand"] = 0
                 # merge survey choices back into choices_df and sort by chooser

From 8a4b2816510a0db02320969eb427957323316001 Mon Sep 17 00:00:00 2001
From: David Hensle <51132108+dhensle@users.noreply.github.com>
Date: Thu, 7 Nov 2024 14:55:21 -0800
Subject: [PATCH 17/56] running test sandag example through trip dest sample

---
 activitysim/abm/models/location_choice.py     |  2 +-
 activitysim/abm/models/trip_destination.py    | 48 +++++++++++++++
 activitysim/abm/models/util/cdap.py           |  6 +-
 .../abm/models/util/tour_destination.py       | 58 +++++++++++++++++--
 activitysim/core/estimation.py                | 18 +++++-
 activitysim/core/interaction_sample.py        | 52 +++++++----------
 6 files changed, 144 insertions(+), 40 deletions(-)

diff --git a/activitysim/abm/models/location_choice.py b/activitysim/abm/models/location_choice.py
index 26fa42187b..4d034db0ff 100644
--- a/activitysim/abm/models/location_choice.py
+++ b/activitysim/abm/models/location_choice.py
@@ -402,7 +402,7 @@ def location_presample(
 
     # choose a MAZ for each DEST_TAZ choice, choice probability based on MAZ size_term fraction of TAZ total
     maz_choices = tour_destination.choose_MAZ_for_TAZ(
-        state, taz_sample, MAZ_size_terms, trace_label
+        state, taz_sample, MAZ_size_terms, trace_label, model_settings
     )
 
     assert DEST_MAZ in maz_choices
diff --git a/activitysim/abm/models/trip_destination.py b/activitysim/abm/models/trip_destination.py
index 95b6ccde27..6e49e5c79b 100644
--- a/activitysim/abm/models/trip_destination.py
+++ b/activitysim/abm/models/trip_destination.py
@@ -293,6 +293,7 @@ def choose_MAZ_for_TAZ(
     network_los,
     alt_dest_col_name,
     trace_label,
+    model_settings,
 ):
     """
     Convert taz_sample table with TAZ zone sample choices to a table with a MAZ zone chosen for each TAZ
@@ -532,6 +533,52 @@ def choose_MAZ_for_TAZ(
             transpose=False,
         )
 
+    if estimation.manager.enabled and (model_settings.ESTIMATION_SAMPLE_SIZE > 0):
+        # want to ensure the override choice is in the choice set
+        survey_choices = estimation.manager.get_survey_destination_choices(
+            state, chooser_df, trace_label
+        )
+        if survey_choices is not None:
+            assert (
+                chooser_df.index == survey_choices.index
+            ).all(), "survey_choices index should match chooser_df index"
+            survey_choices.name = DEST_MAZ
+            survey_choices = survey_choices.dropna().astype(taz_choices[DEST_MAZ].dtype)
+            # merge maz_sizes onto survey choices
+            maz_sizes["MAZ_prob"] = maz_sizes.groupby(DEST_TAZ)["size_term"].transform(
+                lambda x: x / x.sum()
+            )
+            survey_choices = pd.merge(
+                survey_choices.reset_index(),
+                maz_sizes[[DEST_MAZ, DEST_TAZ, "MAZ_prob"]],
+                on=[DEST_MAZ],
+                how="left",
+            )
+            # merge TAZ_prob from taz_choices onto survey choices
+            survey_choices = pd.merge(
+                survey_choices,
+                # dropping duplicates to avoid duplicate rows as the same TAZ can be chosen multiple times
+                taz_choices[[chooser_id_col, DEST_TAZ, "TAZ_prob"]].drop_duplicates(
+                    subset=[chooser_id_col, DEST_TAZ]
+                ),
+                on=[chooser_id_col, DEST_TAZ],
+                how="left",
+            )
+            survey_choices["prob"] = (
+                survey_choices["TAZ_prob"] * survey_choices["MAZ_prob"]
+            )
+
+            # Don't care about getting dest_TAZ correct as it gets dropped later
+            survey_choices.fillna(0, inplace=True)
+
+            # merge survey choices back into choices_df and sort by chooser
+            taz_choices = pd.concat(
+                [taz_choices, survey_choices[taz_choices.columns]], ignore_index=True
+            )
+            taz_choices.sort_values(
+                by=[chooser_id_col, DEST_TAZ], inplace=True, ignore_index=True
+            )
+
     taz_choices = taz_choices.drop(columns=["TAZ_prob", "MAZ_prob"])
     taz_choices = taz_choices.groupby([chooser_id_col, DEST_MAZ]).agg(
         prob=("prob", "max"), pick_count=("prob", "count")
@@ -605,6 +652,7 @@ def destination_presample(
         network_los,
         alt_dest_col_name,
         trace_label,
+        model_settings,
     )
 
     assert alt_dest_col_name in maz_sample
diff --git a/activitysim/abm/models/util/cdap.py b/activitysim/abm/models/util/cdap.py
index f52713ebf6..f7d1d8c062 100644
--- a/activitysim/abm/models/util/cdap.py
+++ b/activitysim/abm/models/util/cdap.py
@@ -969,6 +969,7 @@ def household_activity_choices(
             spec,
             choosers,
             trace_label=trace_label,
+            have_trace_targets=(trace_hh_id in choosers.index),
             chunk_sizer=chunk_sizer,
             compute_settings=compute_settings,
         )
@@ -984,14 +985,15 @@ def household_activity_choices(
             interaction_coefficients,
             hhsize,
             trace_spec=(trace_hh_id in choosers.index),
-            trace_label=trace_label,
+            trace_label=tracing.extend_trace_label(trace_label, "joint"),
         )
 
         joint_tour_utils = simulate.eval_utilities(
             state,
             joint_tour_spec,
             choosers,
-            trace_label=trace_label,
+            trace_label=tracing.extend_trace_label(trace_label, "joint"),
+            have_trace_targets=(trace_hh_id in choosers.index),
             chunk_sizer=chunk_sizer,
             compute_settings=compute_settings,
         )
diff --git a/activitysim/abm/models/util/tour_destination.py b/activitysim/abm/models/util/tour_destination.py
index 4709a99264..5cfb02b342 100644
--- a/activitysim/abm/models/util/tour_destination.py
+++ b/activitysim/abm/models/util/tour_destination.py
@@ -234,7 +234,9 @@ def aggregate_size_terms(dest_size_terms, network_los):
     return MAZ_size_terms, TAZ_size_terms
 
 
-def choose_MAZ_for_TAZ(state: workflow.State, taz_sample, MAZ_size_terms, trace_label):
+def choose_MAZ_for_TAZ(
+    state: workflow.State, taz_sample, MAZ_size_terms, trace_label, model_settings
+):
     """
     Convert taz_sample table with TAZ zone sample choices to a table with a MAZ zone chosen for each TAZ
     choose MAZ probabilistically (proportionally by size_term) from set of MAZ zones in parent TAZ
@@ -311,8 +313,6 @@ def choose_MAZ_for_TAZ(state: workflow.State, taz_sample, MAZ_size_terms, trace_
     # taz_choices index values should be contiguous
     assert (
         (taz_choices[chooser_id_col] == np.repeat(chooser_df.index, taz_sample_size))
-        # can get one extra if sampling in estimation mode
-        | (taz_choices[chooser_id_col] == np.repeat(chooser_df.index, taz_sample_size + 1))
     ).all()
 
     # we need to choose a MAZ for each DEST_TAZ choice
@@ -457,6 +457,54 @@ def choose_MAZ_for_TAZ(state: workflow.State, taz_sample, MAZ_size_terms, trace_
             transpose=False,
         )
 
+    if estimation.manager.enabled and (model_settings.ESTIMATION_SAMPLE_SIZE > 0):
+        # want to ensure the override choice is in the choice set
+        survey_choices = estimation.manager.get_survey_destination_choices(
+            state, chooser_df, trace_label
+        )
+
+        if survey_choices is not None:
+            assert (
+                chooser_df.index == survey_choices.index
+            ).all(), "survey_choices index should match chooser_df index"
+            survey_choices.name = DEST_MAZ
+            survey_choices = survey_choices.dropna().astype(taz_choices[DEST_MAZ].dtype)
+            # merge maz_sizes onto survey choices
+            MAZ_size_terms["MAZ_prob"] = MAZ_size_terms.groupby("dest_TAZ")[
+                "size_term"
+            ].transform(lambda x: x / x.sum())
+            survey_choices = pd.merge(
+                survey_choices.reset_index(),
+                MAZ_size_terms.rename(columns={"zone_id": DEST_MAZ}),
+                on=[DEST_MAZ],
+                how="left",
+            )
+            # merge TAZ_prob from taz_choices onto survey choices
+            survey_choices = pd.merge(
+                survey_choices,
+                # dropping duplicates to avoid duplicate rows as the same TAZ can be chosen multiple times
+                taz_choices[[chooser_id_col, "dest_TAZ", "TAZ_prob"]].drop_duplicates(
+                    subset=[chooser_id_col, "dest_TAZ"]
+                ),
+                on=[chooser_id_col, "dest_TAZ"],
+                how="left",
+            )
+
+            survey_choices["prob"] = (
+                survey_choices["TAZ_prob"] * survey_choices["MAZ_prob"]
+            )
+
+            # Don't care about getting dest_TAZ correct as it gets dropped later
+            survey_choices.fillna(0, inplace=True)
+
+            # merge survey choices back into choices_df and sort by chooser
+            taz_choices = pd.concat(
+                [taz_choices, survey_choices[taz_choices.columns]], ignore_index=True
+            )
+            taz_choices.sort_values(
+                by=[chooser_id_col, "dest_TAZ"], inplace=True, ignore_index=True
+            )
+
     taz_choices = taz_choices.drop(columns=["TAZ_prob", "MAZ_prob"])
     taz_choices = taz_choices.groupby([chooser_id_col, DEST_MAZ]).agg(
         prob=("prob", "max"), pick_count=("prob", "count")
@@ -515,7 +563,9 @@ def destination_presample(
     )
 
     # choose a MAZ for each DEST_TAZ choice, choice probability based on MAZ size_term fraction of TAZ total
-    maz_choices = choose_MAZ_for_TAZ(state, taz_sample, MAZ_size_terms, trace_label)
+    maz_choices = choose_MAZ_for_TAZ(
+        state, taz_sample, MAZ_size_terms, trace_label, model_settings
+    )
 
     assert DEST_MAZ in maz_choices
     maz_choices = maz_choices.rename(columns={DEST_MAZ: alt_dest_col_name})
diff --git a/activitysim/core/estimation.py b/activitysim/core/estimation.py
index f08f6de4ec..43b677986a 100644
--- a/activitysim/core/estimation.py
+++ b/activitysim/core/estimation.py
@@ -934,7 +934,7 @@ def get_survey_values(self, model_values, table_name, column_names):
 
         return values[column_name] if column_name else values
 
-    def get_survey_destination_chocies(self, state, choosers, trace_label):
+    def get_survey_destination_choices(self, state, choosers, trace_label):
         """
         Returning the survey choices for the destination choice model.
         This gets called from inside interaction_sample and is used to
@@ -953,7 +953,7 @@ def get_survey_destination_chocies(self, state, choosers, trace_label):
         if "accessibilities" in trace_label:
             # accessibilities models to not have survey values
             return None
-        
+
         model = trace_label.split(".")[0]
         if model == "school_location":
             survey_choices = manager.get_survey_values(
@@ -994,6 +994,20 @@ def get_survey_destination_chocies(self, state, choosers, trace_label):
             # not implemented models include scheduling models and tour_od_choice
             logger.debug(f"Not grabbing survey choices for {model}.")
             return None
+
+        if "presample.interaction_sample" in trace_label:
+            # presampling happens for destination choice of two-zone systems.
+            # They are pre-sampling TAZs but the survey value destination is MAZs.
+            land_use = state.get_table("land_use")
+            TAZ_col = "TAZ" if "TAZ" in land_use.columns else "taz"
+            assert (
+                TAZ_col in land_use.columns
+            ), "Cannot find TAZ column in land_use table."
+            maz_to_taz_map = land_use[TAZ_col].to_dict()
+            # allow for unmapped TAZs
+            maz_to_taz_map[-1] = -1
+            survey_choices = survey_choices.map(maz_to_taz_map)
+
         return survey_choices
 
 
diff --git a/activitysim/core/interaction_sample.py b/activitysim/core/interaction_sample.py
index c6f0a29247..6d80e5a8c9 100644
--- a/activitysim/core/interaction_sample.py
+++ b/activitysim/core/interaction_sample.py
@@ -504,48 +504,38 @@ def _interaction_sample(
 
     if estimation.manager.enabled and sample_size > 0:
         # we need to ensure chosen alternative is included in the sample
-        survey_choices = estimation.manager.get_survey_destination_chocies(
+        survey_choices = estimation.manager.get_survey_destination_choices(
             state, choosers, trace_label
         )
         if survey_choices is not None:
+            assert (
+                survey_choices.index == choosers.index
+            ).all(), "survey_choices and choosers must have the same index"
             survey_choices.name = alt_col_name
             survey_choices = survey_choices.dropna().astype(
                 choices_df[alt_col_name].dtype
             )
-            comparison = pd.merge(
+
+            # merge all survey choices onto choices_df
+            probs_df = probs.reset_index().melt(
+                id_vars=[choosers.index.name],
+                var_name=alt_col_name,
+                value_name="prob",
+            )
+            # probs are numbered 0..n-1 so we need to map back to alt ids
+            zone_map = pd.Series(alternatives.index).to_dict()
+            probs_df[alt_col_name] = probs_df[alt_col_name].map(zone_map)
+
+            survey_choices = pd.merge(
                 survey_choices,
-                choices_df,
+                probs_df,
                 on=[choosers.index.name, alt_col_name],
                 how="left",
-                indicator=True,
             )
-            missing_choices = comparison[comparison["_merge"] == "left_only"]
-            # need to get prob of missing choices and add them to choices_df
-            if not missing_choices.empty:
-                probs_df = probs.reset_index().melt(
-                    id_vars=[choosers.index.name],
-                    var_name=alt_col_name,
-                    value_name="prob",
-                )
-                # probs are numbered 0..n-1 so we need to map back to alt ids
-                zone_map = pd.Series(alternatives.index).to_dict()
-                probs_df[alt_col_name] = probs_df[alt_col_name].map(zone_map)
-                # merge the probs onto the missing chocies
-                missing_choices = pd.merge(
-                    missing_choices.drop(columns=["prob", "_merge"]),
-                    probs_df,
-                    on=[choosers.index.name, alt_col_name],
-                    how="left",
-                )
-                if missing_choices.prob.isna().sum() > 0:
-                    logger.warning(f"Survey choices with no probs:\n {missing_choices[missing_choices.prob.isna()]}")
-                del probs_df
-                missing_choices['prob'].fillna(0, inplace=True)
-                # random number is not important, filling with 0
-                missing_choices["rand"] = 0
-                # merge survey choices back into choices_df and sort by chooser
-                choices_df = pd.concat([choices_df, missing_choices], ignore_index=True)
-                choices_df.sort_values(by=[choosers.index.name], inplace=True)
+            survey_choices["rand"] = 0
+            survey_choices["prob"].fillna(0, inplace=True)
+            choices_df = pd.concat([choices_df, survey_choices], ignore_index=True)
+            choices_df.sort_values(by=[choosers.index.name], inplace=True)
 
     del probs
     chunk_sizer.log_df(trace_label, "probs", None)

From 6a50abb23eab38c70c9cdb049f2b6b6abbad66a4 Mon Sep 17 00:00:00 2001
From: Jeffrey Newman <jeff@driftless.xyz>
Date: Thu, 7 Nov 2024 17:22:46 -0600
Subject: [PATCH 18/56] Estimation Pydantic (#2)

* pydantic for estimation settings

* allow df as type in config

* fix table_info

* repair for Pydantic

* df is attribute
---
 activitysim/core/estimation.py | 148 +++++++++++++++++++++++----------
 1 file changed, 103 insertions(+), 45 deletions(-)

diff --git a/activitysim/core/estimation.py b/activitysim/core/estimation.py
index 43b677986a..bb1f069e41 100644
--- a/activitysim/core/estimation.py
+++ b/activitysim/core/estimation.py
@@ -6,11 +6,13 @@
 import os
 import shutil
 from pathlib import Path
+from typing import Literal
 
 import pandas as pd
-import yaml
+from pydantic import model_validator
 
 from activitysim.core import simulate, workflow
+from activitysim.core.configuration import PydanticReadable
 from activitysim.core.configuration.base import PydanticBase
 from activitysim.core.util import reindex
 from activitysim.core.yaml_tools import safe_dump
@@ -48,14 +50,77 @@ def estimation_enabled(state):
     return settings is not None
 
 
+class SurveyTableConfig(PydanticBase):
+    file_name: str
+    index_col: str
+
+    # The dataframe is stored in the loaded config dynamically but not given
+    # directly in the config file, as it's not a simple serializable object that
+    # can be written in a YAML file.
+    class Config:
+        arbitrary_types_allowed = True
+
+    df: pd.DataFrame | None = None
+
+
+class EstimationTableRecipeConfig(PydanticBase):
+    omnibus_tables: dict[str, list[str]]
+    omnibus_tables_append_columns: list[str]
+
+
+class EstimationConfig(PydanticReadable):
+    SKIP_BUNDLE_WRITE_FOR: list[str] = []
+    EDB_FILETYPE: Literal["csv", "parquet", "pkl"] = "csv"
+    EDB_ALTS_FILE_FORMAT: Literal["verbose", "compact"] = "verbose"
+
+    enable: bool = False
+    """Flag to enable estimation."""
+
+    bundles: list[str] = []
+    """List of component names to create EDBs for."""
+
+    model_estimation_table_types: dict[str, str] = {}
+    """Mapping of component names to estimation table types.
+
+    The keys of this mapping are the model component names, and the values are the
+    names of the estimation table recipes that should be used to generate the
+    estimation tables for the model component.  The recipes are generally related
+    to the generic model types, such as 'simple_simulate', 'interaction_simulate',
+    'interaction_sample_simulate', etc.
+    """
+
+    estimation_table_recipes: dict[str, EstimationTableRecipeConfig] = {}
+    """Mapping of estimation table recipe names to their configurations.
+
+    The keys of this mapping are the names of the estimation table recipes.
+    The recipes are generally related to the generic model types, such as
+    'simple_simulate', 'interaction_simulate', 'interaction_sample_simulate',
+    etc. The values are the configurations for the estimation table recipes.
+    """
+
+    survey_tables: dict[str, SurveyTableConfig] = {}
+
+    # pydantic class validator to ensure that the model_estimation_table_types
+    # dictionary is a valid dictionary with string keys and string values, and
+    # that all the values are in the estimation_table_recipes dictionary
+    @model_validator(mode="after")
+    def validate_model_estimation_table_types(self):
+        for key, value in self.model_estimation_table_types.items():
+            if value not in self.estimation_table_recipes:
+                raise ValueError(
+                    f"model_estimation_table_types value '{value}' not in estimation_table_recipes"
+                )
+        return self
+
+
 class Estimator:
     def __init__(
         self,
         state: workflow.State,
-        bundle_name,
-        model_name,
-        estimation_table_recipes,
-        settings,
+        bundle_name: str,
+        model_name: str,
+        estimation_table_recipe: EstimationTableRecipeConfig,
+        settings: EstimationConfig,
     ):
         logger.info("Initialize Estimator for'%s'" % (model_name,))
 
@@ -63,7 +128,7 @@ def __init__(
         self.bundle_name = bundle_name
         self.model_name = model_name
         self.settings_name = model_name
-        self.estimation_table_recipes = estimation_table_recipes
+        self.estimation_table_recipe = estimation_table_recipe
         self.estimating = True
         self.settings = settings
 
@@ -84,10 +149,10 @@ def __init__(
         # assert 'override_choices' in self.model_settings, \
         #     "override_choices not found for %s in %s." % (model_name, ESTIMATION_SETTINGS_FILE_NAME)
 
-        self.omnibus_tables = self.estimation_table_recipes["omnibus_tables"]
-        self.omnibus_tables_append_columns = self.estimation_table_recipes[
-            "omnibus_tables_append_columns"
-        ]
+        self.omnibus_tables = self.estimation_table_recipe.omnibus_tables
+        self.omnibus_tables_append_columns = (
+            self.estimation_table_recipe.omnibus_tables_append_columns
+        )
         self.tables = {}
         self.tables_to_cache = [
             table_name
@@ -345,7 +410,7 @@ def write_omnibus_table(self):
         if len(self.omnibus_tables) == 0:
             return
 
-        edbs_to_skip = self.settings.get("SKIP_BUNDLE_WRITE_FOR", [])
+        edbs_to_skip = self.settings.SKIP_BUNDLE_WRITE_FOR
         if self.bundle_name in edbs_to_skip:
             self.debug(f"Skipping write to disk for {self.bundle_name}")
             return
@@ -376,7 +441,7 @@ def write_omnibus_table(self):
             self.debug(f"sorting tables: {table_names}")
             df.sort_index(ascending=True, inplace=True, kind="mergesort")
 
-            filetype = self.settings.get("EDB_FILETYPE", "csv")
+            filetype = self.settings.EDB_FILETYPE
 
             if filetype == "csv":
                 file_path = self.output_file_path(omnibus_table, "csv")
@@ -448,7 +513,7 @@ def write_coefficients_template(self, model_settings):
         assert self.estimating
 
         if isinstance(model_settings, PydanticBase):
-            model_settings = model_settings.dict()
+            model_settings = model_settings.model_dump()
         coefficients_df = simulate.read_model_coefficient_template(
             self.state.filesystem, model_settings
         )
@@ -460,7 +525,7 @@ def write_choosers(self, choosers_df):
             choosers_df,
             "choosers",
             append=True,
-            filetype=self.settings.get("EDB_FILETYPE", "csv"),
+            filetype=self.settings.EDB_FILETYPE,
         )
 
     def write_choices(self, choices):
@@ -471,7 +536,7 @@ def write_choices(self, choices):
             choices,
             "choices",
             append=True,
-            filetype=self.settings.get("EDB_FILETYPE", "csv"),
+            filetype=self.settings.EDB_FILETYPE,
         )
 
     def write_override_choices(self, choices):
@@ -482,7 +547,7 @@ def write_override_choices(self, choices):
             choices,
             "override_choices",
             append=True,
-            filetype=self.settings.get("EDB_FILETYPE", "csv"),
+            filetype=self.settings.EDB_FILETYPE,
         )
 
     def write_constants(self, constants):
@@ -521,7 +586,7 @@ def write_model_settings(
             )
             assert not os.path.isfile(file_path)
             with open(file_path, "w") as f:
-                safe_dump(model_settings.dict(), f)
+                safe_dump(model_settings.model_dump(), f)
         else:
             if "include_settings" in model_settings:
                 file_path = self.output_file_path(
@@ -582,7 +647,7 @@ def melt_alternatives(self, df):
         # 31153,2,util_dist_0_1,1.0
         # 31153,3,util_dist_0_1,1.0
 
-        output_format = self.settings.get("EDB_ALTS_FILE_FORMAT", "verbose")
+        output_format = self.settings.EDB_ALTS_FILE_FORMAT
         assert output_format in ["verbose", "compact"]
 
         if output_format == "compact":
@@ -613,7 +678,7 @@ def write_interaction_expression_values(self, df):
             df,
             "interaction_expression_values",
             append=True,
-            filetype=self.settings.get("EDB_FILETYPE", "csv"),
+            filetype=self.settings.EDB_FILETYPE,
         )
 
     def write_expression_values(self, df):
@@ -621,7 +686,7 @@ def write_expression_values(self, df):
             df,
             "expression_values",
             append=True,
-            filetype=self.settings.get("EDB_FILETYPE", "csv"),
+            filetype=self.settings.EDB_FILETYPE,
         )
 
     def write_alternatives(self, alternatives_df, bundle_directory=False):
@@ -638,7 +703,7 @@ def write_interaction_sample_alternatives(self, alternatives_df):
             alternatives_df,
             "interaction_sample_alternatives",
             append=True,
-            filetype=self.settings.get("EDB_FILETYPE", "csv"),
+            filetype=self.settings.EDB_FILETYPE,
         )
 
     def write_interaction_simulate_alternatives(self, interaction_df):
@@ -647,7 +712,7 @@ def write_interaction_simulate_alternatives(self, interaction_df):
             interaction_df,
             "interaction_simulate_alternatives",
             append=True,
-            filetype=self.settings.get("EDB_FILETYPE", "csv"),
+            filetype=self.settings.EDB_FILETYPE,
         )
 
     def get_survey_values(self, model_values, table_name, column_names):
@@ -679,8 +744,8 @@ class EstimationManager(object):
     def __init__(self):
         self.settings_initialized = False
         self.bundles = []
-        self.estimation_table_recipes = {}
-        self.model_estimation_table_types = {}
+        self.estimation_table_recipes: dict[str, EstimationTableRecipeConfig] = {}
+        self.model_estimation_table_types: dict[str, str] = {}
         self.estimating = {}
         self.settings = None
         self.enabled = False
@@ -691,40 +756,33 @@ def initialize_settings(self, state):
             return
 
         assert not self.settings_initialized
-        self.settings = state.filesystem.read_model_settings(
-            ESTIMATION_SETTINGS_FILE_NAME, mandatory=False
+        self.settings = EstimationConfig.read_settings_file(
+            state.filesystem, ESTIMATION_SETTINGS_FILE_NAME, mandatory=False
         )
         if not self.settings:
             # if the model self.settings file is not found, we are not in estimation mode.
             self.enabled = False
         else:
-            self.enabled = self.settings.get("enable", "True")
-        self.bundles = self.settings.get("bundles", [])
+            self.enabled = self.settings.enable
+        self.bundles = self.settings.bundles
 
-        self.model_estimation_table_types = self.settings.get(
-            "model_estimation_table_types", {}
-        )
-        self.estimation_table_recipes = self.settings.get(
-            "estimation_table_recipes", {}
-        )
+        self.model_estimation_table_types = self.settings.model_estimation_table_types
+        self.estimation_table_recipes = self.settings.estimation_table_recipes
 
         if self.enabled:
-            self.survey_tables = self.settings.get("survey_tables", {})
+            self.survey_tables = self.settings.survey_tables
             for table_name, table_info in self.survey_tables.items():
                 assert (
-                    "file_name" in table_info
-                ), "No file name specified for survey_table '%s' in %s" % (
-                    table_name,
-                    ESTIMATION_SETTINGS_FILE_NAME,
-                )
+                    table_info.file_name
+                ), f"No file name specified for survey_table '{table_name}' in {ESTIMATION_SETTINGS_FILE_NAME}"
                 file_path = state.filesystem.get_data_file_path(
-                    table_info["file_name"], mandatory=True
+                    table_info.file_name, mandatory=True
                 )
                 assert os.path.exists(
                     file_path
                 ), "File for survey table '%s' not found: %s" % (table_name, file_path)
                 df = pd.read_csv(file_path)
-                index_col = table_info.get("index_col")
+                index_col = table_info.index_col
                 if index_col is not None:
                     assert (
                         index_col in df.columns
@@ -744,7 +802,7 @@ def initialize_settings(self, state):
                         df = df[df.household_id.isin(pipeline_hh_ids)]
 
                 # add the table df to survey_tables
-                table_info["df"] = df
+                table_info.df = df
 
         self.settings_initialized = True
 
@@ -806,7 +864,7 @@ def begin_estimation(
             state,
             bundle_name,
             model_name,
-            estimation_table_recipes=self.estimation_table_recipes[
+            estimation_table_recipe=self.estimation_table_recipes[
                 model_estimation_table_type
             ],
             settings=self.settings,
@@ -824,7 +882,7 @@ def get_survey_table(self, table_name):
                 "EstimationManager. get_survey_table: survey table '%s' not in survey_tables"
                 % table_name
             )
-        df = self.survey_tables[table_name].get("df")
+        df = self.survey_tables[table_name].df
         return df
 
     def get_survey_values(self, model_values, table_name, column_names):

From 45ee4e88bd70217e3b2dfae0079bcd0d92034cab Mon Sep 17 00:00:00 2001
From: David Hensle <51132108+dhensle@users.noreply.github.com>
Date: Thu, 7 Nov 2024 16:11:21 -0800
Subject: [PATCH 19/56] Estimation settings pydantic update

---
 activitysim/core/estimation.py   | 15 +++++++++++++++
 activitysim/core/steps/output.py |  8 ++++----
 2 files changed, 19 insertions(+), 4 deletions(-)

diff --git a/activitysim/core/estimation.py b/activitysim/core/estimation.py
index bb1f069e41..c4a25c7a98 100644
--- a/activitysim/core/estimation.py
+++ b/activitysim/core/estimation.py
@@ -70,8 +70,23 @@ class EstimationTableRecipeConfig(PydanticBase):
 
 class EstimationConfig(PydanticReadable):
     SKIP_BUNDLE_WRITE_FOR: list[str] = []
+    """List of bundle names to skip writing to disk.
+
+    This is useful for saving disk space and decreasing runtime 
+    if you do not care about the estimation output for all models.
+    """
     EDB_FILETYPE: Literal["csv", "parquet", "pkl"] = "csv"
     EDB_ALTS_FILE_FORMAT: Literal["verbose", "compact"] = "verbose"
+    """Format of the alternatives table in the estimation data bundle.
+    
+    verbose: every possible alternative is listed in the table
+    compact: alternatives are renumbered from 1 to sample_size
+    """
+    DELETE_MP_SUBDIRS: bool = True
+    """Flag to delete the multiprocessing subdirectories after coalescing the results.
+    
+    Typically only used for debugging purposes.
+    """
 
     enable: bool = False
     """Flag to enable estimation."""
diff --git a/activitysim/core/steps/output.py b/activitysim/core/steps/output.py
index b7f10a21dd..bc92732969 100644
--- a/activitysim/core/steps/output.py
+++ b/activitysim/core/steps/output.py
@@ -16,7 +16,7 @@
 
 from activitysim.core import configuration, workflow
 from activitysim.core.workflow.checkpoint import CHECKPOINT_NAME
-from activitysim.core.estimation import estimation_enabled
+from activitysim.core.estimation import estimation_enabled, EstimationConfig
 
 logger = logging.getLogger(__name__)
 
@@ -270,8 +270,8 @@ def _coalesce_estimation_data_bundles(state):
     logger.info("Coalescing Estimation Data Bundles")
 
     edb_dir = state.filesystem.get_output_dir("estimation_data_bundle")
-    estimation_settings = state.filesystem.read_model_settings(
-        "estimation.yaml", mandatory=False
+    estimation_settings = EstimationConfig.read_settings_file(
+        state.filesystem, "estimation.yaml", mandatory=True
     )
 
     lowest_dirs = find_lowest_level_directories(edb_dir)
@@ -357,7 +357,7 @@ def _coalesce_estimation_data_bundles(state):
                     df_concat_dict[file] = [df]
 
         # delete the directory now that we have gone through all the files
-        if estimation_settings.get("DELETE_MP_SUBDIRS", True):
+        if estimation_settings.DELETE_MP_SUBDIRS:
             shutil.rmtree(dir)
 
     # need to concatenate the last set of dataframes

From 4af3fa971ac86ac5ff37e4db430825b1b74ca937 Mon Sep 17 00:00:00 2001
From: David Hensle <hensle93@gmail.com>
Date: Mon, 11 Nov 2024 18:18:18 -0800
Subject: [PATCH 20/56] new compact formatting

---
 activitysim/core/estimation.py                | 25 +++++++++++--------
 .../estimation_template.yaml                  |  4 +--
 2 files changed, 16 insertions(+), 13 deletions(-)

diff --git a/activitysim/core/estimation.py b/activitysim/core/estimation.py
index c4a25c7a98..36e760eced 100644
--- a/activitysim/core/estimation.py
+++ b/activitysim/core/estimation.py
@@ -665,14 +665,14 @@ def melt_alternatives(self, df):
         output_format = self.settings.EDB_ALTS_FILE_FORMAT
         assert output_format in ["verbose", "compact"]
 
-        if output_format == "compact":
-            # renumber the alt_id column to just count from 1 to n
-            # this loses the alt_id information, but drops all of the empty columns
-            # (can still get empty columns if not every chooser has same number of alts)
-            # (this can happen if the pick count > 1 and/or sampled alts are not included)
-            melt_df[alt_id_name] = melt_df.groupby([chooser_name, variable_column])[
-                alt_id_name
-            ].cumcount()
+        # if output_format == "compact":
+        #     # renumber the alt_id column to just count from 1 to n
+        #     # this loses the alt_id information, but drops all of the empty columns
+        #     # (can still get empty columns if not every chooser has same number of alts)
+        #     # (this can happen if the pick count > 1 and/or sampled alts are not included)
+        #     melt_df[alt_id_name] = melt_df.groupby([chooser_name, variable_column])[
+        #         alt_id_name
+        #     ].cumcount()
 
         melt_df = melt_df.set_index(
             [chooser_name, variable_column, alt_id_name]
@@ -688,7 +688,8 @@ def melt_alternatives(self, df):
         return melt_df
 
     def write_interaction_expression_values(self, df):
-        df = self.melt_alternatives(df)
+        if self.settings.EDB_ALTS_FILE_FORMAT == "verbose":
+            df = self.melt_alternatives(df)
         self.write_table(
             df,
             "interaction_expression_values",
@@ -713,7 +714,8 @@ def write_alternatives(self, alternatives_df, bundle_directory=False):
         )
 
     def write_interaction_sample_alternatives(self, alternatives_df):
-        alternatives_df = self.melt_alternatives(alternatives_df)
+        if self.settings.EDB_ALTS_FILE_FORMAT == "verbose":
+            alternatives_df = self.melt_alternatives(alternatives_df)
         self.write_table(
             alternatives_df,
             "interaction_sample_alternatives",
@@ -722,7 +724,8 @@ def write_interaction_sample_alternatives(self, alternatives_df):
         )
 
     def write_interaction_simulate_alternatives(self, interaction_df):
-        interaction_df = self.melt_alternatives(interaction_df)
+        if self.settings.EDB_ALTS_FILE_FORMAT == "verbose":
+            interaction_df = self.melt_alternatives(interaction_df)
         self.write_table(
             interaction_df,
             "interaction_simulate_alternatives",
diff --git a/activitysim/estimation/test/test_edb_creation/configs_estimation/estimation_template.yaml b/activitysim/estimation/test/test_edb_creation/configs_estimation/estimation_template.yaml
index 78b8e41590..c5cf709257 100644
--- a/activitysim/estimation/test/test_edb_creation/configs_estimation/estimation_template.yaml
+++ b/activitysim/estimation/test/test_edb_creation/configs_estimation/estimation_template.yaml
@@ -62,7 +62,7 @@ estimation_table_recipes:
       alternatives_combined:
         - interaction_sample_alternatives
         - interaction_expression_values
-    omnibus_tables_append_columns: [choosers_combined]
+    omnibus_tables_append_columns: [choosers_combined, alternatives_combined]
 
   interaction_simulate:
     omnibus_tables:
@@ -70,7 +70,7 @@ estimation_table_recipes:
         - choices
         - override_choices
         - choosers
-    omnibus_tables_append_columns: [choosers_combined]
+    omnibus_tables_append_columns: [choosers_combined, alternatives_combined]
 
   simple_simulate:
     omnibus_tables:

From 36dfb455b9d3d9dae4d262319de36e79f7586a4b Mon Sep 17 00:00:00 2001
From: David Hensle <hensle93@gmail.com>
Date: Mon, 11 Nov 2024 18:47:34 -0800
Subject: [PATCH 21/56] handling multiple columns for parquet write

---
 activitysim/core/estimation.py | 20 ++++++++++----------
 1 file changed, 10 insertions(+), 10 deletions(-)

diff --git a/activitysim/core/estimation.py b/activitysim/core/estimation.py
index 36e760eced..213fbc44f4 100644
--- a/activitysim/core/estimation.py
+++ b/activitysim/core/estimation.py
@@ -277,26 +277,26 @@ def write_parquet(self, df, file_path, index, append=False):
         ), f"file already exists: {file_path}"
 
         # Explicitly set the data types of the columns
-        for col in df.columns:
-            if "int" in str(df[col].dtype):
+        for col_name, col_data in df.iteritems():
+            if "int" in str(col_data.dtype):
                 pass
             elif (
-                df[col].dtype == "float16"
+                col_data.dtype == "float16"
             ):  # Handle halffloat type not allowed in parquet
-                df[col] = df[col].astype("float32")
-            elif "float" in str(df[col].dtype):
+                df[col_name] = col_data.astype("float32")
+            elif "float" in str(col_data.dtype):
                 pass
-            elif df[col].dtype == "bool":
+            elif col_data.dtype == "bool":
                 pass
-            elif df[col].dtype == "object":
+            elif col_data.dtype == "object":
                 # first try converting to numeric, if that fails, convert to string
                 try:
-                    df[col] = pd.to_numeric(df[col], errors="raise")
+                    df[col_name] = pd.to_numeric(col_data, errors="raise")
                 except ValueError:
-                    df[col] = df[col].astype(str)
+                    df[col_name] = col_data.astype(str)
             else:
                 # Convert any other unsupported types to string
-                df[col] = df[col].astype(str)
+                df[col_name] = col_data.astype(str)
 
         self.debug(f"writing table: {file_path}")
         # want parquet file to be exactly the same as df read from csv

From e4eb045d7fa47b881694a0dc173524b41f338a08 Mon Sep 17 00:00:00 2001
From: David Hensle <hensle93@gmail.com>
Date: Thu, 21 Nov 2024 16:40:28 -0800
Subject: [PATCH 22/56] dropping duplicate columns

---
 activitysim/core/estimation.py | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/activitysim/core/estimation.py b/activitysim/core/estimation.py
index 213fbc44f4..2a57980ea1 100644
--- a/activitysim/core/estimation.py
+++ b/activitysim/core/estimation.py
@@ -453,6 +453,9 @@ def write_omnibus_table(self):
             else:
                 df = pd.concat([self.tables[t] for t in table_names], axis=concat_axis)
 
+            # remove duplicated columns, keeping the first instance
+            df = df[df.columns.drop_duplicates()]
+
             self.debug(f"sorting tables: {table_names}")
             df.sort_index(ascending=True, inplace=True, kind="mergesort")
 

From b2972ccf69b42302bb70003f2ad3919751a80b8f Mon Sep 17 00:00:00 2001
From: David Hensle <hensle93@gmail.com>
Date: Fri, 22 Nov 2024 09:42:45 -0800
Subject: [PATCH 23/56] actually removing duplicate columns

---
 activitysim/core/estimation.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/activitysim/core/estimation.py b/activitysim/core/estimation.py
index 2a57980ea1..dfb6a766a9 100644
--- a/activitysim/core/estimation.py
+++ b/activitysim/core/estimation.py
@@ -454,7 +454,7 @@ def write_omnibus_table(self):
                 df = pd.concat([self.tables[t] for t in table_names], axis=concat_axis)
 
             # remove duplicated columns, keeping the first instance
-            df = df[df.columns.drop_duplicates()]
+            df = df.loc[:, ~df.columns.duplicated()]
 
             self.debug(f"sorting tables: {table_names}")
             df.sort_index(ascending=True, inplace=True, kind="mergesort")

From 8d4dd37c365bf91c2f581b882e029a42047268ad Mon Sep 17 00:00:00 2001
From: David Hensle <hensle93@gmail.com>
Date: Fri, 22 Nov 2024 17:22:18 -0800
Subject: [PATCH 24/56] dfs with correct indexes and correct mp sorting

---
 activitysim/core/estimation.py                  | 17 +++++++++++++++++
 activitysim/core/steps/output.py                |  2 +-
 .../configs_estimation/estimation_template.yaml |  3 +++
 3 files changed, 21 insertions(+), 1 deletion(-)

diff --git a/activitysim/core/estimation.py b/activitysim/core/estimation.py
index dfb6a766a9..8f2443bed5 100644
--- a/activitysim/core/estimation.py
+++ b/activitysim/core/estimation.py
@@ -456,6 +456,23 @@ def write_omnibus_table(self):
             # remove duplicated columns, keeping the first instance
             df = df.loc[:, ~df.columns.duplicated()]
 
+            # set index if not already set according to lowest level heirarchy
+            # df missing index is typically coming from interaction_simulate expression values
+            # important for sorting and thus for multiprocessing to be consistent with single
+            if df.index.name is None:
+                if "trip_id" in df.columns:
+                    df.set_index("trip_id", inplace=True)
+                elif "tour_id" in df.columns:
+                    df.set_index("tour_id", inplace=True)
+                elif "person_id" in df.columns:
+                    df.set_index("person_id", inplace=True)
+                elif "household_id" in df.columns:
+                    df.set_index("household_id", inplace=True)
+                else:
+                    RuntimeError(
+                        f"No index column found in omnibus table {omnibus_table}: {df}"
+                    )
+
             self.debug(f"sorting tables: {table_names}")
             df.sort_index(ascending=True, inplace=True, kind="mergesort")
 
diff --git a/activitysim/core/steps/output.py b/activitysim/core/steps/output.py
index bc92732969..70c0612ac1 100644
--- a/activitysim/core/steps/output.py
+++ b/activitysim/core/steps/output.py
@@ -247,7 +247,7 @@ def concat_and_write_edb(df_concat_dict, write_dir):
         if df.index.name is not None:
             df = df.sort_index()
         else:
-            df = df.sort_values(by=df.columns[0])
+            df = df.sort_values(by=df.columns[0], kind="mergesort")
 
         if table_name.endswith(".csv"):
             df.to_csv(os.path.join(write_dir, table_name), index=False)
diff --git a/activitysim/estimation/test/test_edb_creation/configs_estimation/estimation_template.yaml b/activitysim/estimation/test/test_edb_creation/configs_estimation/estimation_template.yaml
index c5cf709257..34b612c4ce 100644
--- a/activitysim/estimation/test/test_edb_creation/configs_estimation/estimation_template.yaml
+++ b/activitysim/estimation/test/test_edb_creation/configs_estimation/estimation_template.yaml
@@ -1,5 +1,6 @@
 EDB_ALTS_FILE_FORMAT: compact   # options: compact, verbose
 EDB_FILETYPE: csv            # options: csv, parquet, pkl
+DELETE_MP_SUBDIRS: True
 
 enable: True
 
@@ -70,6 +71,8 @@ estimation_table_recipes:
         - choices
         - override_choices
         - choosers
+      alternatives_combined:
+        - interaction_expression_values
     omnibus_tables_append_columns: [choosers_combined, alternatives_combined]
 
   simple_simulate:

From 1fb41a8a63a077fdc935e99b817c0d78eada12f2 Mon Sep 17 00:00:00 2001
From: David Hensle <hensle93@gmail.com>
Date: Sat, 23 Nov 2024 15:01:57 -0800
Subject: [PATCH 25/56] ignore index on sort for mp coalesce edbs

---
 activitysim/core/steps/output.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/activitysim/core/steps/output.py b/activitysim/core/steps/output.py
index 70c0612ac1..ea543c8aaf 100644
--- a/activitysim/core/steps/output.py
+++ b/activitysim/core/steps/output.py
@@ -247,7 +247,7 @@ def concat_and_write_edb(df_concat_dict, write_dir):
         if df.index.name is not None:
             df = df.sort_index()
         else:
-            df = df.sort_values(by=df.columns[0], kind="mergesort")
+            df = df.sort_values(by=df.columns[0], kind="mergesort", ignore_index=True)
 
         if table_name.endswith(".csv"):
             df.to_csv(os.path.join(write_dir, table_name), index=False)

From 87b414f099e8ccc669287324d66b902c7406dc6f Mon Sep 17 00:00:00 2001
From: David Hensle <hensle93@gmail.com>
Date: Thu, 5 Dec 2024 11:59:43 -0800
Subject: [PATCH 26/56] updating estimation checks to allow for non-zero
 household_sample_size

---
 activitysim/abm/models/joint_tour_frequency.py         | 5 ++++-
 activitysim/abm/models/non_mandatory_tour_frequency.py | 4 +++-
 activitysim/abm/models/stop_frequency.py               | 6 +++++-
 activitysim/abm/models/trip_destination.py             | 2 ++
 activitysim/core/estimation.py                         | 2 +-
 5 files changed, 15 insertions(+), 4 deletions(-)

diff --git a/activitysim/abm/models/joint_tour_frequency.py b/activitysim/abm/models/joint_tour_frequency.py
index 1700c143b0..9d918c9558 100644
--- a/activitysim/abm/models/joint_tour_frequency.py
+++ b/activitysim/abm/models/joint_tour_frequency.py
@@ -192,8 +192,11 @@ def joint_tour_frequency(
         print(f"len(joint_tours) {len(joint_tours)}")
 
         different = False
+        # need to check households as well because the full survey sample may not be used
+        # (e.g. if we set household_sample_size in settings.yaml)
         survey_tours_not_in_tours = survey_tours[
             ~survey_tours.index.isin(joint_tours.index)
+            & survey_tours.household_id.isin(households.index)
         ]
         if len(survey_tours_not_in_tours) > 0:
             print(f"survey_tours_not_in_tours\n{survey_tours_not_in_tours}")
@@ -201,7 +204,7 @@ def joint_tour_frequency(
         tours_not_in_survey_tours = joint_tours[
             ~joint_tours.index.isin(survey_tours.index)
         ]
-        if len(survey_tours_not_in_tours) > 0:
+        if len(tours_not_in_survey_tours) > 0:
             print(f"tours_not_in_survey_tours\n{tours_not_in_survey_tours}")
             different = True
         assert not different
diff --git a/activitysim/abm/models/non_mandatory_tour_frequency.py b/activitysim/abm/models/non_mandatory_tour_frequency.py
index 4d80c26baa..f656840e11 100644
--- a/activitysim/abm/models/non_mandatory_tour_frequency.py
+++ b/activitysim/abm/models/non_mandatory_tour_frequency.py
@@ -442,8 +442,10 @@ def non_mandatory_tour_frequency(
     if estimator:
         # make sure they created the right tours
         survey_tours = estimation.manager.get_survey_table("tours").sort_index()
+        # need the household_id check below incase household_sample_size != 0
         non_mandatory_survey_tours = survey_tours[
-            survey_tours.tour_category == "non_mandatory"
+            (survey_tours.tour_category == "non_mandatory")
+            & survey_tours.household_id.isin(persons.household_id)
         ]
         # need to remove the pure-escort tours from the survey tours table for comparison below
         if state.is_table("school_escort_tours"):
diff --git a/activitysim/abm/models/stop_frequency.py b/activitysim/abm/models/stop_frequency.py
index 70755ff860..6d24e3e468 100644
--- a/activitysim/abm/models/stop_frequency.py
+++ b/activitysim/abm/models/stop_frequency.py
@@ -277,7 +277,11 @@ def stop_frequency(
 
         survey_trips = estimation.manager.get_survey_table(table_name="trips")
         different = False
-        survey_trips_not_in_trips = survey_trips[~survey_trips.index.isin(trips.index)]
+        # need the check below on household_id incase household_sample_size != 0
+        survey_trips_not_in_trips = survey_trips[
+            ~survey_trips.index.isin(trips.index)
+            & survey_trips.household_id.isin(trips.household_id)
+        ]
         if len(survey_trips_not_in_trips) > 0:
             print(f"survey_trips_not_in_trips\n{survey_trips_not_in_trips}")
             different = True
diff --git a/activitysim/abm/models/trip_destination.py b/activitysim/abm/models/trip_destination.py
index 6e49e5c79b..c831faac19 100644
--- a/activitysim/abm/models/trip_destination.py
+++ b/activitysim/abm/models/trip_destination.py
@@ -1362,6 +1362,8 @@ def run_trip_destination(
 
         # expect all the same trips
         survey_trips = estimator.get_survey_table("trips").sort_index()
+        # need to check household_id incase household_sample_size != 0
+        survey_trips = survey_trips[survey_trips.household_id.isin(trips.household_id)]
         assert survey_trips.index.equals(trips.index)
 
         first = survey_trips.trip_num == 1
diff --git a/activitysim/core/estimation.py b/activitysim/core/estimation.py
index 8f2443bed5..143f36f62d 100644
--- a/activitysim/core/estimation.py
+++ b/activitysim/core/estimation.py
@@ -831,7 +831,7 @@ def initialize_settings(self, state):
                 if state.settings.multiprocess:
                     pipeline_hh_ids = state.get_table("households").index
                     if table_name == "households":
-                        df = df[df.index.isin(pipeline_hh_ids)]
+                        df = df.reindex(pipeline_hh_ids)
                         assert pipeline_hh_ids.equals(
                             df.index
                         ), "household_ids not equal between survey and pipeline"

From 3b4974c782e36141a4f8c2392f82f0514bb5979d Mon Sep 17 00:00:00 2001
From: Jeffrey Newman <jeff@driftless.xyz>
Date: Mon, 9 Dec 2024 15:39:47 -0600
Subject: [PATCH 27/56] Re-estimation (#3)

* pydantic for estimation settings

* allow df as type in config

* fix table_info

* auto ownership

* repair for pydantic

* update for ruff

* updated for simple models

* repair for Pydantic

* simple simulate and location choice

* df is attribute

* scheduling

* stop freq

* test locations

* cdap

* nonmand_and_joint_tour_dest_choice

* nonmand_tour_freq

* fix ci to stop using mamba

* test updates

* use larch6 from pip

* use numba for stop freq

* fix for pandas 1.5

* fix stop freq test for numba

* Sharrow Cache Dir Setting (#893)

* setting necessary filesystem changes from settings file

* set for multiprocessing

* repair github actions

* github action updates (#903)

* script to make data

* unified script for making data

* remove older

* bug

* doc note

* load from parquet if available

* add original alt ids to EDB output when using compact

* fix MP race

* script arg to skip to EDB

* clean up CDAP and blacken

* refactor model_estimation_table_types

change to estimation_table_types, to avoid pydantic namespace clash

* repair drop_dupes

* blacken

* location choice with compact

* choice_def for compact

* spec changes for simple-simulate

* re-estimation demo for auto ownership

* clean up status messages

* change name to stop pydantic warnings

* edit configs

* default estimation sample size is same as regular sample size

* allow location alts not in cv format

* dummy zones for location choice

* update scheduling model estimation

* various cleanup

* stop freq

* tidy build script

* update 02 school location for larger example

* update notebook 04

* editable model re-estimation for location choice

* fix test names

* update notebooks

* cdap print filenames as loading

* notebook 07

* tests thru 07

* notebooks 08 09

* build the data first

* runnable script

* change larch version dependency

* keep pandas<2

* notebooks 10 11

* notebook 12

* remove odd print

* add matplotlib

* notebook 13 14

* test all the notebooks

* add xlsxwriter to tests

* notebook 15

* CDAP revise model spec demo

* notebook 16

* notebook 17

* longer timeout

* notebook 18

* notebook 19

* notebook 20

* smaller notebook 15

* configurable est mode setup

* notebook 21

* notebook 22

* config sample size in GA

* notebook 23

* updates for larch and graphviz

* change default to compact

* compare model 03

* test updates

* rename test targets

* repair_av_zq

* move doctor up

* add another repair

* oops

---------

Co-authored-by: David Hensle <51132108+dhensle@users.noreply.github.com>
---
 .github/workflows/branch-docs.yml             |     2 +-
 .github/workflows/build_installer.yml         |     4 +-
 .github/workflows/core_tests.yml              |   145 +-
 .github/workflows/deployment.yml              |    18 +-
 .github/workflows/test-deploy.yml             |    10 +-
 activitysim/abm/models/location_choice.py     |     3 +-
 activitysim/abm/models/trip_destination.py    |     9 +-
 .../abm/models/util/tour_destination.py       |    11 +-
 activitysim/cli/run.py                        |     5 +-
 activitysim/core/configuration/filesystem.py  |    15 +-
 activitysim/core/configuration/logit.py       |     7 +-
 activitysim/core/estimation.py                |    51 +-
 activitysim/core/interaction_sample.py        |     4 +-
 activitysim/core/mp_tasks.py                  |     1 +
 activitysim/core/workflow/state.py            |     9 +-
 activitysim/estimation/larch/__init__.py      |    15 +-
 .../estimation/larch/auto_ownership.py        |    80 -
 activitysim/estimation/larch/cdap.py          |    56 +-
 activitysim/estimation/larch/general.py       |    97 +-
 .../estimation/larch/location_choice.py       |   210 +-
 activitysim/estimation/larch/mode_choice.py   |    25 +-
 .../estimation/larch/nonmand_tour_freq.py     |    96 +-
 activitysim/estimation/larch/scheduling.py    |    93 +-
 .../estimation/larch/simple_simulate.py       |   100 +-
 .../estimation/larch/stop_frequency.py        |    82 +-
 .../estimation_template.yaml                  |     2 +-
 .../estimation/test/test_larch_estimation.py  |    24 +-
 .../test_larch_estimation/test_cdap_model.csv |   324 +-
 .../test_cdap_model_loglike.csv               |     2 +-
 .../test_joint_tour_scheduling_loglike.csv    |     2 +-
 ...twork_subtour_destination_BHHH_loglike.csv |     2 +
 ...rk_subtour_destination_BHHH_size_spec.csv} |     2 +-
 ...loc_atwork_subtour_destination_loglike.csv |     2 -
 ..._loc_atwork_subtour_scheduling_loglike.csv |     2 -
 ...ndatory_tour_destination_SLSQP_loglike.csv |     2 +
 ...tory_tour_destination_SLSQP_size_spec.csv} |    20 +-
 ...non_mandatory_tour_destination_loglike.csv |     2 -
 ..._non_mandatory_tour_scheduling_loglike.csv |     2 -
 .../test_loc_school_location_BHHH_loglike.csv |     2 +
 ...est_loc_school_location_BHHH_size_spec.csv |    23 +
 ...test_loc_school_location_SLSQP_loglike.csv |     2 +
 ...st_loc_school_location_SLSQP_size_spec.csv |    23 +
 .../test_loc_school_location_loglike.csv      |     2 +-
 .../test_loc_school_location_size_spec.csv    |    10 +-
 ...test_loc_trip_destination_BHHH_loglike.csv |     2 +
 ...t_loc_trip_destination_BHHH_size_spec.csv} |    16 +-
 .../test_loc_trip_destination_loglike.csv     |     2 -
 ...t_loc_workplace_location_SLSQP_loglike.csv |     2 +
 ...oc_workplace_location_SLSQP_size_spec.csv} |     8 +-
 .../test_loc_workplace_location_loglike.csv   |     2 -
 ..._atwork_subtour_destination_BHHH_None_.csv |    22 +-
 ...mandatory_tour_destination_SLSQP_None_.csv |    72 +-
 ...ation_model_school_location_BHHH_None_.csv |    21 +
 ...tion_model_school_location_SLSQP_None_.csv |    42 +-
 ...tion_model_trip_destination_BHHH_None_.csv |    48 +
 ...ion_model_trip_destination_SLSQP_0_12_.csv |    48 -
 ...n_model_workplace_location_SLSQP_None_.csv |    70 +-
 ...ndatory_tour_scheduling_school_loglike.csv |     2 +-
 ...mandatory_tour_scheduling_work_loglike.csv |     2 +-
 ..._non_mandatory_tour_scheduling_loglike.csv |     2 +-
 ...est_nonmand_and_joint_tour_dest_choice.csv |    72 +-
 ...and_and_joint_tour_dest_choice_loglike.csv |     2 +-
 .../test_nonmand_tour_freq.csv                |   852 +-
 .../test_nonmand_tour_freq_loglike.csv        |    16 +-
 ...model_atwork_subtour_scheduling_SLSQP_.csv |    50 -
 ...ing_model_joint_tour_scheduling_SLSQP_.csv |   120 +-
 ...andatory_tour_scheduling_school_SLSQP_.csv |   112 +-
 ..._mandatory_tour_scheduling_work_SLSQP_.csv |   128 +-
 ...l_non_mandatory_tour_scheduling_SLSQP_.csv |   180 +-
 .../test_school_location.csv                  |    42 +-
 .../test_school_location_loglike.csv          |     2 +-
 .../test_school_location_size_spec.csv        |    10 +-
 ...mulate_atwork_subtour_frequency_SLSQP_.csv |   222 +-
 ...atwork_subtour_frequency_SLSQP_loglike.csv |     2 +-
 ...t_simple_simulate_auto_ownership_BHHH_.csv |     2 +-
 ...est_simple_simulate_free_parking_BHHH_.csv |     2 +-
 ...simulate_joint_tour_composition_SLSQP_.csv |    64 +-
 ...e_joint_tour_composition_SLSQP_loglike.csv |     2 +-
 ...e_simulate_joint_tour_frequency_SLSQP_.csv |   154 +-
 ...mulate_joint_tour_participation_SLSQP_.csv |   120 +-
 ...imulate_mandatory_tour_frequency_BHHH_.csv |   108 +-
 ...mulate_mandatory_tour_frequency_SLSQP_.csv |   108 +-
 ...mandatory_tour_frequency_SLSQP_loglike.csv |     2 +-
 ...imple_simulate_trip_mode_choice_SLSQP_.csv |   546 +-
 .../test_stop_freq_model.csv                  |   378 +-
 .../test_stop_frequency_loglike.csv           |     2 +-
 .../test_tour_and_subtour_mode_choice.csv     |   604 +-
 .../test_workplace_location.csv               |    70 +-
 .../test_workplace_location_loglike.csv       |     2 +-
 .../test_workplace_location_size_spec.csv     |     8 +-
 .../build_full_mtc_example.py                 |   195 +
 .../configs/estimation.yaml                   |     4 +-
 .../configs_estimation/estimation.yaml        |   129 +
 .../configs_estimation/logging.yaml           |    67 +
 .../configs_estimation/settings.yaml          |   165 +
 .../notebooks/02_school_location.ipynb        |  2156 +--
 .../notebooks/03_work_location.ipynb          |  5631 ++++----
 .../notebooks/04_auto_ownership.ipynb         |  5670 ++++++--
 .../notebooks/05_free_parking.ipynb           |  1003 +-
 .../notebooks/06_cdap.ipynb                   |  7651 +++++++---
 .../notebooks/07_mand_tour_freq.ipynb         |  3057 ++--
 .../notebooks/08_work_tour_scheduling.ipynb   |  2732 ++--
 .../notebooks/09_school_tour_scheduling.ipynb |  3694 ++---
 .../notebooks/10_joint_tour_freq.ipynb        |  2543 ++--
 .../notebooks/11_joint_tour_composition.ipynb |  2003 +--
 .../12_joint_tour_participation.ipynb         |  3320 +++--
 .../13_joint_nonmand_tour_dest.ipynb          |  3323 ++---
 .../notebooks/14_joint_tour_scheduling.ipynb  |  3824 ++---
 .../notebooks/15_non_mand_tour_freq.ipynb     | 11795 +++++++++++-----
 .../16_nonmand_tour_scheduling.ipynb          |  3410 ++---
 .../notebooks/17_tour_mode_choice.ipynb       |  6278 ++++----
 .../notebooks/18_atwork_subtour_freq.ipynb    |  3380 +++--
 .../notebooks/19_atwork_subtour_dest.ipynb    |  1864 +--
 .../20_atwork_subtour_scheduling.ipynb        |  3425 ++---
 .../notebooks/21_stop_frequency.ipynb         |  5693 ++++----
 .../notebooks/22_trip_dest.ipynb              |  3497 +++--
 .../notebooks/23_trip_mode_choice.ipynb       |  5809 ++++----
 .../notebooks/est_mode_setup.py               |    83 +
 .../example_estimation/scripts/infer.py       |     5 +-
 .../configs/tour_scheduling_school.csv        |     2 +-
 .../configs/tour_scheduling_school.csv        |     2 +-
 .../configs/estimation.yaml                   |     4 +-
 conda-environments/activitysim-dev-base.yml   |     2 +-
 conda-environments/activitysim-dev.yml        |     2 +-
 conda-environments/docbuild.yml               |     2 +-
 conda-environments/github-actions-tests.yml   |     2 +
 pyproject.toml                                |    10 +-
 127 files changed, 56077 insertions(+), 42296 deletions(-)
 delete mode 100644 activitysim/estimation/larch/auto_ownership.py
 create mode 100644 activitysim/estimation/test/test_larch_estimation/test_loc_atwork_subtour_destination_BHHH_loglike.csv
 rename activitysim/estimation/test/test_larch_estimation/{test_loc_atwork_subtour_destination_size_spec.csv => test_loc_atwork_subtour_destination_BHHH_size_spec.csv} (97%)
 delete mode 100644 activitysim/estimation/test/test_larch_estimation/test_loc_atwork_subtour_destination_loglike.csv
 delete mode 100644 activitysim/estimation/test/test_larch_estimation/test_loc_atwork_subtour_scheduling_loglike.csv
 create mode 100644 activitysim/estimation/test/test_larch_estimation/test_loc_non_mandatory_tour_destination_SLSQP_loglike.csv
 rename activitysim/estimation/test/test_larch_estimation/{test_loc_non_mandatory_tour_destination_size_spec.csv => test_loc_non_mandatory_tour_destination_SLSQP_size_spec.csv} (51%)
 delete mode 100644 activitysim/estimation/test/test_larch_estimation/test_loc_non_mandatory_tour_destination_loglike.csv
 delete mode 100644 activitysim/estimation/test/test_larch_estimation/test_loc_non_mandatory_tour_scheduling_loglike.csv
 create mode 100644 activitysim/estimation/test/test_larch_estimation/test_loc_school_location_BHHH_loglike.csv
 create mode 100644 activitysim/estimation/test/test_larch_estimation/test_loc_school_location_BHHH_size_spec.csv
 create mode 100644 activitysim/estimation/test/test_larch_estimation/test_loc_school_location_SLSQP_loglike.csv
 create mode 100644 activitysim/estimation/test/test_larch_estimation/test_loc_school_location_SLSQP_size_spec.csv
 create mode 100644 activitysim/estimation/test/test_larch_estimation/test_loc_trip_destination_BHHH_loglike.csv
 rename activitysim/estimation/test/test_larch_estimation/{test_loc_trip_destination_size_spec.csv => test_loc_trip_destination_BHHH_size_spec.csv} (63%)
 delete mode 100644 activitysim/estimation/test/test_larch_estimation/test_loc_trip_destination_loglike.csv
 create mode 100644 activitysim/estimation/test/test_larch_estimation/test_loc_workplace_location_SLSQP_loglike.csv
 rename activitysim/estimation/test/test_larch_estimation/{test_loc_workplace_location_size_spec.csv => test_loc_workplace_location_SLSQP_size_spec.csv} (72%)
 delete mode 100644 activitysim/estimation/test/test_larch_estimation/test_loc_workplace_location_loglike.csv
 create mode 100644 activitysim/estimation/test/test_larch_estimation/test_location_model_school_location_BHHH_None_.csv
 create mode 100644 activitysim/estimation/test/test_larch_estimation/test_location_model_trip_destination_BHHH_None_.csv
 delete mode 100644 activitysim/estimation/test/test_larch_estimation/test_location_model_trip_destination_SLSQP_0_12_.csv
 delete mode 100644 activitysim/estimation/test/test_larch_estimation/test_scheduling_model_atwork_subtour_scheduling_SLSQP_.csv
 create mode 100644 activitysim/examples/example_estimation/build_full_mtc_example.py
 create mode 100644 activitysim/examples/example_estimation/configs_estimation/estimation.yaml
 create mode 100644 activitysim/examples/example_estimation/configs_estimation/logging.yaml
 create mode 100644 activitysim/examples/example_estimation/configs_estimation/settings.yaml
 create mode 100644 activitysim/examples/example_estimation/notebooks/est_mode_setup.py

diff --git a/.github/workflows/branch-docs.yml b/.github/workflows/branch-docs.yml
index 7a4ab1f1ca..6447d047d1 100644
--- a/.github/workflows/branch-docs.yml
+++ b/.github/workflows/branch-docs.yml
@@ -15,7 +15,7 @@ jobs:
       run:
         shell: bash -l {0}
     steps:
-      - uses: actions/checkout@v3
+      - uses: actions/checkout@v4
         with:
           fetch-depth: 0  # get all tags, lets setuptools_scm do its thing
 
diff --git a/.github/workflows/build_installer.yml b/.github/workflows/build_installer.yml
index e6efa48145..cea4feca66 100644
--- a/.github/workflows/build_installer.yml
+++ b/.github/workflows/build_installer.yml
@@ -26,7 +26,7 @@ jobs:
 
     steps:
     - name: Checkout code
-      uses: actions/checkout@v3
+      uses: actions/checkout@v4
 
     - uses: conda-incubator/setup-miniconda@v3
       with:
@@ -47,7 +47,7 @@ jobs:
       shell: bash
 
     - name: Upload installer to Github artifact
-      uses: actions/upload-artifact@v3
+      uses: actions/upload-artifact@v4
       with:
         path: build/Activitysim-${{ inputs.version }}-${{ matrix.OS_NAME }}-${{ matrix.ARCH }}*
         name: Activitysim-${{ inputs.version }}-${{ matrix.OS_NAME }}-${{ matrix.ARCH }}
diff --git a/.github/workflows/core_tests.yml b/.github/workflows/core_tests.yml
index 6c95140e4e..3b1a03b9ed 100644
--- a/.github/workflows/core_tests.yml
+++ b/.github/workflows/core_tests.yml
@@ -26,13 +26,11 @@ jobs:
     steps:
       - uses: actions/checkout@v4
 
-      - name: Setup Mambaforge
+      - name: Setup Miniforge
         uses: conda-incubator/setup-miniconda@v3
         with:
-            miniforge-variant: Mambaforge
             miniforge-version: latest
             activate-environment: asim-test
-            use-mamba: true
             python-version: ${{ matrix.python-version }}
 
       - name: Set cache date for year and month
@@ -46,7 +44,7 @@ jobs:
 
       - name: Update environment
         run: |
-          mamba env update -n asim-test -f conda-environments/github-actions-tests.yml
+          conda env update -n asim-test -f conda-environments/github-actions-tests.yml
         if: steps.cache.outputs.cache-hit != 'true'
 
       - name: Install activitysim
@@ -58,8 +56,8 @@ jobs:
 
       - name: Conda checkup
         run: |
-          mamba info -a
-          mamba list
+          conda info -a
+          conda list
 
       - name: Lint with Black
         run: |
@@ -111,13 +109,11 @@ jobs:
     steps:
       - uses: actions/checkout@v4
 
-      - name: Setup Mambaforge
+      - name: Setup Miniforge
         uses: conda-incubator/setup-miniconda@v3
         with:
-            miniforge-variant: Mambaforge
             miniforge-version: latest
             activate-environment: asim-test
-            use-mamba: true
             python-version: ${{ matrix.python-version }}
 
       - name: Set cache date for year and month
@@ -131,7 +127,7 @@ jobs:
 
       - name: Update environment
         run: |
-          mamba env update -n asim-test -f conda-environments/github-actions-tests.yml
+          conda env update -n asim-test -f conda-environments/github-actions-tests.yml
         if: steps.cache.outputs.cache-hit != 'true'
 
       - name: Install activitysim
@@ -143,8 +139,8 @@ jobs:
 
       - name: Conda checkup
         run: |
-          mamba info -a
-          mamba list
+          conda info -a
+          conda list
 
       - name: Lint with Black
         run: |
@@ -194,13 +190,11 @@ jobs:
     steps:
       - uses: actions/checkout@v4
 
-      - name: Setup Mambaforge
+      - name: Setup Miniforge
         uses: conda-incubator/setup-miniconda@v3
         with:
-          miniforge-variant: Mambaforge
           miniforge-version: latest
           activate-environment: asim-test
-          use-mamba: true
           python-version: ${{ env.python-version }}
 
       - name: Set cache date for year and month
@@ -214,7 +208,7 @@ jobs:
 
       - name: Update environment
         run: |
-          mamba env update -n asim-test -f conda-environments/github-actions-tests.yml
+          conda env update -n asim-test -f conda-environments/github-actions-tests.yml
         if: steps.cache.outputs.cache-hit != 'true'
 
       - name: Install activitysim
@@ -226,8 +220,8 @@ jobs:
 
       - name: Conda checkup
         run: |
-          mamba info -a
-          mamba list
+          conda info -a
+          conda list
 
       # TODO: Cache sharrow compiled flows?  The contents of __pycache__ appear to
       #       be ignored, so this is not working as expected right now
@@ -282,13 +276,11 @@ jobs:
       - name: Checkout ActivitySim
         uses: actions/checkout@v4
 
-      - name: Setup Mambaforge
+      - name: Setup Miniforge
         uses: conda-incubator/setup-miniconda@v3
         with:
-          miniforge-variant: Mambaforge
           miniforge-version: latest
           activate-environment: asim-test
-          use-mamba: true
           python-version: ${{ env.python-version }}
 
       - name: Set cache date for year and month
@@ -304,7 +296,7 @@ jobs:
 
       - name: Update environment
         run: |
-          mamba env update -n asim-test -f conda-environments/github-actions-tests.yml
+          conda env update -n asim-test -f conda-environments/github-actions-tests.yml
         if: steps.cache.outputs.cache-hit != 'true'
 
       - name: Install activitysim
@@ -316,8 +308,8 @@ jobs:
 
       - name: Conda checkup
         run: |
-          mamba info -a
-          mamba list
+          conda info -a
+          conda list
 
       - name: Checkout Example
         uses: actions/checkout@v4
@@ -345,13 +337,11 @@ jobs:
     steps:
       - uses: actions/checkout@v4
 
-      - name: Setup Mambaforge
+      - name: Setup Miniforge
         uses: conda-incubator/setup-miniconda@v3
         with:
-          miniforge-variant: Mambaforge
           miniforge-version: latest
           activate-environment: asim-test
-          use-mamba: true
           python-version: ${{ env.python-version }}
 
       - name: Set cache date for year and month
@@ -365,7 +355,7 @@ jobs:
 
       - name: Update environment
         run: |
-          mamba env update -n asim-test -f conda-environments/github-actions-tests.yml
+          conda env update -n asim-test -f conda-environments/github-actions-tests.yml
         if: steps.cache.outputs.cache-hit != 'true'
 
       - name: Install activitysim
@@ -377,8 +367,8 @@ jobs:
 
       - name: Conda checkup
         run: |
-          mamba info -a
-          mamba list
+          conda info -a
+          conda list
 
       - name: Test Random Seed Generation
         run: |
@@ -392,18 +382,16 @@ jobs:
     defaults:
       run:
         shell: bash -l {0}
-    name: estimation_mode_test
+    name: Estimation Mode Unit Tests
     runs-on: ubuntu-latest
     steps:
       - uses: actions/checkout@v4
 
-      - name: Setup Mambaforge
+      - name: Setup Miniforge
         uses: conda-incubator/setup-miniconda@v3
         with:
-          miniforge-variant: Mambaforge
           miniforge-version: latest
           activate-environment: asim-test
-          use-mamba: true
           python-version: ${{ env.python-version }}
 
       - name: Set cache date for year and month
@@ -417,11 +405,11 @@ jobs:
 
       - name: Update environment
         run: |
-          mamba env update -n asim-test -f conda-environments/github-actions-tests.yml
+          conda env update -n asim-test -f conda-environments/github-actions-tests.yml
         if: steps.cache.outputs.cache-hit != 'true'
 
-      - name: Install Larch
-        run: mamba install "larch>=5.7.1"
+      - name: Install Larch v6
+        run: python -m pip install larch6
 
       - name: Install activitysim
         # installing without dependencies is faster, we trust that all needed dependencies
@@ -432,14 +420,75 @@ jobs:
 
       - name: Conda checkup
         run: |
-          mamba info -a
-          mamba list
+          conda info -a
+          conda list
 
       - name: Test Estimation Mode
         run: |
           python -m pytest activitysim/estimation/test/test_larch_estimation.py --durations=0
-  
-  
+
+  estimation_notebooks:
+    needs: foundation
+    env:
+      python-version: "3.10"
+      label: linux-64
+    defaults:
+      run:
+        shell: bash -l {0}
+    name: Estimation Notebooks Test
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v4
+
+      - name: Setup Miniforge
+        uses: conda-incubator/setup-miniconda@v3
+        with:
+          miniforge-version: latest
+          activate-environment: asim-test
+          python-version: ${{ env.python-version }}
+
+      - name: Set cache date for year and month
+        run: echo "DATE=$(date +'%Y%m')" >> $GITHUB_ENV
+
+      - uses: actions/cache@v4
+        with:
+          path: ${{ env.CONDA }}/envs
+          key: ${{ env.label }}-conda-${{ hashFiles('conda-environments/github-actions-tests.yml') }}-${{ env.DATE }}-${{ env.CACHE_NUMBER }}
+        id: cache
+
+      - name: Update environment
+        run: |
+          conda env update -n asim-test -f conda-environments/github-actions-tests.yml
+        if: steps.cache.outputs.cache-hit != 'true'
+
+      - name: Install Graphviz
+        uses: ts-graphviz/setup-graphviz@v2
+
+      - name: Install Larch v6
+        run: python -m pip install larch6 "pandas<2" pydot
+
+      - name: Install activitysim
+        # installing without dependencies is faster, we trust that all needed dependencies
+        # are in the conda environment defined above.  Also, this avoids pip getting
+        # confused and reinstalling tables (pytables).
+        run: |
+          python -m pip install -e . --no-deps
+
+      - name: Conda checkup
+        run: |
+          conda info -a
+          conda list
+
+      - name: Create Estimation Data
+        run: |
+          python activitysim/examples/example_estimation/notebooks/est_mode_setup.py --household_sample_size 5000
+
+      - name: Test Estimation Notebooks
+        run: |
+          python -m pytest activitysim/examples/example_estimation/notebooks/*.ipynb \
+            --nbmake-timeout=3000 \
+            --ignore=activitysim/examples/example_estimation/notebooks/01_estimation_mode.ipynb
+
   estimation_edb_creation:
     needs: foundation
     env:
@@ -453,13 +502,11 @@ jobs:
     steps:
       - uses: actions/checkout@v4
 
-      - name: Setup Mambaforge
+      - name: Setup Miniforge
         uses: conda-incubator/setup-miniconda@v3
         with:
-          miniforge-variant: Mambaforge
           miniforge-version: latest
           activate-environment: asim-test
-          use-mamba: true
           python-version: ${{ env.python-version }}
 
       - name: Set cache date for year and month
@@ -473,7 +520,7 @@ jobs:
 
       - name: Update environment
         run: |
-          mamba env update -n asim-test -f conda-environments/github-actions-tests.yml
+          conda env update -n asim-test -f conda-environments/github-actions-tests.yml
         if: steps.cache.outputs.cache-hit != 'true'
 
       - name: Install activitysim
@@ -485,8 +532,8 @@ jobs:
 
       - name: Conda checkup
         run: |
-          mamba info -a
-          mamba list
+          conda info -a
+          conda list
 
       - name: Test Estimation EDB Creation
         run: |
@@ -505,15 +552,13 @@ jobs:
         with:
           fetch-depth: 0  # get all tags, lets setuptools_scm do its thing
       - name: Set up Python 3.10
-        uses: actions/setup-python@v2
+        uses: actions/setup-python@v5
         with:
           python-version: "3.10"
       - name: Install dependencies
         uses: conda-incubator/setup-miniconda@v3
         with:
-          miniforge-variant: Mambaforge
           miniforge-version: latest
-          use-mamba: true
           environment-file: conda-environments/docbuild.yml
           python-version: "3.10"
           activate-environment: docbuild
diff --git a/.github/workflows/deployment.yml b/.github/workflows/deployment.yml
index 2a0ef70c31..10652bba4d 100644
--- a/.github/workflows/deployment.yml
+++ b/.github/workflows/deployment.yml
@@ -13,10 +13,10 @@ jobs:
     runs-on: ubuntu-latest
     if: github.repository == 'ActivitySim/activitysim'
     steps:
-      - uses: actions/checkout@v3
+      - uses: actions/checkout@v4
         with:
           fetch-depth: 0
-      - uses: actions/setup-python@v4
+      - uses: actions/setup-python@v5
         name: Install Python
         with:
           python-version: "3.10"
@@ -39,7 +39,7 @@ jobs:
           else
             echo "✅ Looks good"
           fi
-      - uses: actions/upload-artifact@v3
+      - uses: actions/upload-artifact@v4
         with:
           name: releases
           path: dist
@@ -48,11 +48,11 @@ jobs:
     needs: build-artifacts
     runs-on: ubuntu-latest
     steps:
-      - uses: actions/setup-python@v4
+      - uses: actions/setup-python@v5
         name: Install Python
         with:
           python-version: "3.10"
-      - uses: actions/download-artifact@v4.1.7
+      - uses: actions/download-artifact@v4
         with:
           name: releases
           path: dist
@@ -84,13 +84,13 @@ jobs:
       run:
         shell: bash -l {0}
     steps:
-      - uses: actions/checkout@v3
-      - uses: actions/download-artifact@v4.1.7
+      - uses: actions/checkout@v4
+      - uses: actions/download-artifact@v4
         with:
           name: releases
           path: dist
       - name: Set up Python 3.10
-        uses: actions/setup-python@v2
+        uses: actions/setup-python@v5
         with:
           python-version: "3.10"
       - name: Install dependencies
@@ -132,7 +132,7 @@ jobs:
     if: github.event_name == 'release'
     runs-on: ubuntu-latest
     steps:
-      - uses: actions/download-artifact@v4.1.7
+      - uses: actions/download-artifact@v4
         with:
           name: releases
           path: dist
diff --git a/.github/workflows/test-deploy.yml b/.github/workflows/test-deploy.yml
index b4dbced254..bbcd938b35 100644
--- a/.github/workflows/test-deploy.yml
+++ b/.github/workflows/test-deploy.yml
@@ -12,10 +12,10 @@ jobs:
   build-artifacts:
     runs-on: ubuntu-latest
     steps:
-      - uses: actions/checkout@v3
+      - uses: actions/checkout@v4
         with:
           fetch-depth: 0
-      - uses: actions/setup-python@v4
+      - uses: actions/setup-python@v5
         name: Install Python
         with:
           python-version: "3.10"
@@ -43,7 +43,7 @@ jobs:
           else
             echo "✅ Looks good"
           fi
-      - uses: actions/upload-artifact@v3
+      - uses: actions/upload-artifact@v4
         with:
           name: releases
           path: dist
@@ -52,11 +52,11 @@ jobs:
     needs: build-artifacts
     runs-on: ubuntu-latest
     steps:
-      - uses: actions/setup-python@v4
+      - uses: actions/setup-python@v5
         name: Install Python
         with:
           python-version: "3.10"
-      - uses: actions/download-artifact@v4.1.7
+      - uses: actions/download-artifact@v4
         with:
           name: releases
           path: dist
diff --git a/activitysim/abm/models/location_choice.py b/activitysim/abm/models/location_choice.py
index 4d034db0ff..bf36fa4cca 100644
--- a/activitysim/abm/models/location_choice.py
+++ b/activitysim/abm/models/location_choice.py
@@ -19,7 +19,6 @@
 from activitysim.core.interaction_sample_simulate import interaction_sample_simulate
 from activitysim.core.util import reindex
 
-
 """
 The school/workplace location model predicts the zones in which various people will
 work or attend school.
@@ -140,7 +139,7 @@ def _location_sample(
 
     sample_size = model_settings.SAMPLE_SIZE
 
-    if estimator:
+    if estimator and model_settings.ESTIMATION_SAMPLE_SIZE >= 0:
         sample_size = model_settings.ESTIMATION_SAMPLE_SIZE
         logger.info(
             f"Estimation mode for {trace_label} using sample size of {sample_size}"
diff --git a/activitysim/abm/models/trip_destination.py b/activitysim/abm/models/trip_destination.py
index c831faac19..30cb37e2ad 100644
--- a/activitysim/abm/models/trip_destination.py
+++ b/activitysim/abm/models/trip_destination.py
@@ -173,7 +173,7 @@ def _destination_sample(
     )
 
     sample_size = model_settings.SAMPLE_SIZE
-    if estimator:
+    if estimator and model_settings.ESTIMATION_SAMPLE_SIZE >= 0:
         sample_size = model_settings.ESTIMATION_SAMPLE_SIZE
         logger.info(
             f"Estimation mode for {trace_label} using sample size of {sample_size}"
@@ -533,7 +533,12 @@ def choose_MAZ_for_TAZ(
             transpose=False,
         )
 
-    if estimation.manager.enabled and (model_settings.ESTIMATION_SAMPLE_SIZE > 0):
+    if estimation.manager.enabled and (
+        model_settings.ESTIMATION_SAMPLE_SIZE > 0
+        or (
+            model_settings.ESTIMATION_SAMPLE_SIZE < 0 and model_settings.SAMPLE_SIZE > 0
+        )
+    ):
         # want to ensure the override choice is in the choice set
         survey_choices = estimation.manager.get_survey_destination_choices(
             state, chooser_df, trace_label
diff --git a/activitysim/abm/models/util/tour_destination.py b/activitysim/abm/models/util/tour_destination.py
index 5cfb02b342..4bbcb1cff4 100644
--- a/activitysim/abm/models/util/tour_destination.py
+++ b/activitysim/abm/models/util/tour_destination.py
@@ -9,7 +9,7 @@
 
 from activitysim.abm.models.util import logsums as logsum
 from activitysim.abm.tables.size_terms import tour_destination_size_terms
-from activitysim.core import estimation, config, los, simulate, tracing, workflow
+from activitysim.core import config, estimation, los, simulate, tracing, workflow
 from activitysim.core.configuration.logit import TourLocationComponentSettings
 from activitysim.core.interaction_sample import interaction_sample
 from activitysim.core.interaction_sample_simulate import interaction_sample_simulate
@@ -87,7 +87,7 @@ def _destination_sample(
     logger.info("running %s with %d tours", trace_label, len(choosers))
 
     sample_size = model_settings.SAMPLE_SIZE
-    if estimator:
+    if estimator and model_settings.ESTIMATION_SAMPLE_SIZE >= 0:
         sample_size = model_settings.ESTIMATION_SAMPLE_SIZE
         logger.info(
             f"Estimation mode for {trace_label} using sample size of {sample_size}"
@@ -457,7 +457,12 @@ def choose_MAZ_for_TAZ(
             transpose=False,
         )
 
-    if estimation.manager.enabled and (model_settings.ESTIMATION_SAMPLE_SIZE > 0):
+    if estimation.manager.enabled and (
+        model_settings.ESTIMATION_SAMPLE_SIZE > 0
+        or (
+            model_settings.ESTIMATION_SAMPLE_SIZE < 0 and model_settings.SAMPLE_SIZE > 0
+        )
+    ):
         # want to ensure the override choice is in the choice set
         survey_choices = estimation.manager.get_survey_destination_choices(
             state, chooser_df, trace_label
diff --git a/activitysim/cli/run.py b/activitysim/cli/run.py
index 03258be4b5..f54fb3b95d 100644
--- a/activitysim/cli/run.py
+++ b/activitysim/cli/run.py
@@ -362,7 +362,10 @@ def run(args):
     ]
 
     for cfg_key in np_info_keys:
-        info = np.__config__.get_info(cfg_key)
+        try:
+            info = np.__config__.get_info(cfg_key)
+        except AttributeError:
+            info = np.show_config("dicts").get(cfg_key, "MISSING")
         if info:
             for info_key in ["libraries"]:
                 if info_key in info:
diff --git a/activitysim/core/configuration/filesystem.py b/activitysim/core/configuration/filesystem.py
index b55f0c4961..ba2049e31c 100644
--- a/activitysim/core/configuration/filesystem.py
+++ b/activitysim/core/configuration/filesystem.py
@@ -134,6 +134,18 @@ def _parse_arg(name, x):
 
         return self
 
+    def parse_settings(self, settings):
+        def _parse_setting(name, x):
+            v = getattr(settings, x, None)
+            if v is not None:
+                setattr(self, name, v)
+
+        _parse_setting("cache_dir", "cache_dir")
+        _parse_setting("sharrow_cache_dir", "sharrow_cache_dir")
+        _parse_setting("profile_dir", "profile_dir")
+        _parse_setting("pipeline_file_name", "pipeline_file_name")
+        return
+
     def get_working_subdir(self, subdir) -> Path:
         if self.working_dir:
             return self.working_dir.joinpath(subdir)
@@ -157,7 +169,8 @@ def get_output_dir(self, subdir=None) -> Path:
         if subdir is not None:
             out = out.joinpath(subdir)
         if not out.exists():
-            out.mkdir(parents=True)
+            out.mkdir(parents=True, exist_ok=True)
+            # we set exist_ok=True so we avoid multiprocess race conditions
         return out
 
     def get_output_file_path(self, file_name) -> Path:
diff --git a/activitysim/core/configuration/logit.py b/activitysim/core/configuration/logit.py
index 94233db262..594ecf353a 100644
--- a/activitysim/core/configuration/logit.py
+++ b/activitysim/core/configuration/logit.py
@@ -187,13 +187,12 @@ class LocationComponentSettings(BaseLogitComponentSettings):
     SAMPLE_SIZE: int
     """This many candidate alternatives will be sampled for each choice."""
 
-    ESTIMATION_SAMPLE_SIZE: int = 0
+    ESTIMATION_SAMPLE_SIZE: int = -1
     """
     The number of alternatives to sample for estimation mode.
-    If zero, then all alternatives are used.
+    If zero, then all alternatives are used. If negative, then the regular
+    `SAMPLE_SIZE` is used.
     Truth alternative will be included in the sample.
-    Larch does not yet support sampling alternatives for estimation,
-    but this setting is still helpful for estimation mode runtime.
     """
 
     LOGSUM_SETTINGS: Path
diff --git a/activitysim/core/estimation.py b/activitysim/core/estimation.py
index 143f36f62d..98bbb73f7c 100644
--- a/activitysim/core/estimation.py
+++ b/activitysim/core/estimation.py
@@ -72,19 +72,19 @@ class EstimationConfig(PydanticReadable):
     SKIP_BUNDLE_WRITE_FOR: list[str] = []
     """List of bundle names to skip writing to disk.
 
-    This is useful for saving disk space and decreasing runtime 
+    This is useful for saving disk space and decreasing runtime
     if you do not care about the estimation output for all models.
     """
     EDB_FILETYPE: Literal["csv", "parquet", "pkl"] = "csv"
-    EDB_ALTS_FILE_FORMAT: Literal["verbose", "compact"] = "verbose"
+    EDB_ALTS_FILE_FORMAT: Literal["verbose", "compact"] = "compact"
     """Format of the alternatives table in the estimation data bundle.
-    
+
     verbose: every possible alternative is listed in the table
     compact: alternatives are renumbered from 1 to sample_size
     """
     DELETE_MP_SUBDIRS: bool = True
     """Flag to delete the multiprocessing subdirectories after coalescing the results.
-    
+
     Typically only used for debugging purposes.
     """
 
@@ -94,7 +94,7 @@ class EstimationConfig(PydanticReadable):
     bundles: list[str] = []
     """List of component names to create EDBs for."""
 
-    model_estimation_table_types: dict[str, str] = {}
+    estimation_table_types: dict[str, str] = {}
     """Mapping of component names to estimation table types.
 
     The keys of this mapping are the model component names, and the values are the
@@ -115,15 +115,15 @@ class EstimationConfig(PydanticReadable):
 
     survey_tables: dict[str, SurveyTableConfig] = {}
 
-    # pydantic class validator to ensure that the model_estimation_table_types
+    # pydantic class validator to ensure that the estimation_table_types
     # dictionary is a valid dictionary with string keys and string values, and
     # that all the values are in the estimation_table_recipes dictionary
     @model_validator(mode="after")
-    def validate_model_estimation_table_types(self):
-        for key, value in self.model_estimation_table_types.items():
+    def validate_estimation_table_types(self):
+        for key, value in self.estimation_table_types.items():
             if value not in self.estimation_table_recipes:
                 raise ValueError(
-                    f"model_estimation_table_types value '{value}' not in estimation_table_recipes"
+                    f"estimation_table_types value '{value}' not in estimation_table_recipes"
                 )
         return self
 
@@ -685,7 +685,24 @@ def melt_alternatives(self, df):
         output_format = self.settings.EDB_ALTS_FILE_FORMAT
         assert output_format in ["verbose", "compact"]
 
+        # original_alt_ids = None
         # if output_format == "compact":
+        #     # preserve the original alt_ids in the EDB output
+        #     original_alt_ids = melt_df[[chooser_name, alt_id_name]].drop_duplicates(
+        #         ignore_index=True
+        #     )
+        #     original_alt_ids = original_alt_ids.set_index(
+        #         [chooser_name, alt_id_name], drop=False
+        #     )[alt_id_name]
+        #     original_alt_ids.index = pd.MultiIndex.from_arrays(
+        #         [
+        #             original_alt_ids.index.get_level_values(0),
+        #             original_alt_ids.groupby(level=0).cumcount(),
+        #         ],
+        #         names=[chooser_name, alt_id_name],
+        #     )
+        #     original_alt_ids = original_alt_ids.unstack(1, fill_value=-1)
+        #
         #     # renumber the alt_id column to just count from 1 to n
         #     # this loses the alt_id information, but drops all of the empty columns
         #     # (can still get empty columns if not every chooser has same number of alts)
@@ -698,7 +715,13 @@ def melt_alternatives(self, df):
             [chooser_name, variable_column, alt_id_name]
         ).unstack(2)
         melt_df.columns = melt_df.columns.droplevel(0)
-        melt_df = melt_df.reset_index(1)
+        # if original_alt_ids is not None:
+        #     original_alt_ids.index = pd.MultiIndex.from_arrays(
+        #         [original_alt_ids.index, pd.Index(["alt_id"] * len(original_alt_ids))],
+        #         names=melt_df.index.names,
+        #     )
+        #     melt_df = pd.concat([melt_df, original_alt_ids], axis=0)
+        melt_df = melt_df.sort_index().reset_index(1)
 
         # person_id,expression,1,2,3,4,5,...
         # 31153,util_dist_0_1,0.75,0.46,0.27,0.63,0.48,...
@@ -783,7 +806,7 @@ def __init__(self):
         self.settings_initialized = False
         self.bundles = []
         self.estimation_table_recipes: dict[str, EstimationTableRecipeConfig] = {}
-        self.model_estimation_table_types: dict[str, str] = {}
+        self.estimation_table_types: dict[str, str] = {}
         self.estimating = {}
         self.settings = None
         self.enabled = False
@@ -804,7 +827,7 @@ def initialize_settings(self, state):
             self.enabled = self.settings.enable
         self.bundles = self.settings.bundles
 
-        self.model_estimation_table_types = self.settings.model_estimation_table_types
+        self.estimation_table_types = self.settings.estimation_table_types
         self.estimation_table_recipes = self.settings.estimation_table_recipes
 
         if self.enabled:
@@ -882,13 +905,13 @@ def begin_estimation(
         ), "Cant begin estimating %s - already estimating that model." % (model_name,)
 
         assert (
-            bundle_name in self.model_estimation_table_types
+            bundle_name in self.estimation_table_types
         ), "No estimation_table_type for %s in %s." % (
             bundle_name,
             ESTIMATION_SETTINGS_FILE_NAME,
         )
 
-        model_estimation_table_type = self.model_estimation_table_types[bundle_name]
+        model_estimation_table_type = self.estimation_table_types[bundle_name]
 
         assert (
             model_estimation_table_type in self.estimation_table_recipes
diff --git a/activitysim/core/interaction_sample.py b/activitysim/core/interaction_sample.py
index 6d80e5a8c9..a43f414106 100644
--- a/activitysim/core/interaction_sample.py
+++ b/activitysim/core/interaction_sample.py
@@ -8,14 +8,14 @@
 import pandas as pd
 
 from activitysim.core import (
-    estimation,
     chunk,
+    estimation,
     interaction_simulate,
     logit,
     simulate,
     tracing,
-    workflow,
     util,
+    workflow,
 )
 from activitysim.core.configuration.base import ComputeSettings
 from activitysim.core.skim_dataset import DatasetWrapper
diff --git a/activitysim/core/mp_tasks.py b/activitysim/core/mp_tasks.py
index db92be1dad..7d31134bc0 100644
--- a/activitysim/core/mp_tasks.py
+++ b/activitysim/core/mp_tasks.py
@@ -887,6 +887,7 @@ def setup_injectables_and_logging(injectables, locutor: bool = True) -> workflow
     state = workflow.State()
     state = state.initialize_filesystem(**injectables)
     state.settings = injectables.get("settings", Settings())
+    state.filesystem.parse_settings(state.settings)
 
     # register abm steps and other abm-specific injectables
     # by default, assume we are running activitysim.abm
diff --git a/activitysim/core/workflow/state.py b/activitysim/core/workflow/state.py
index f21810bb5f..dd81534605 100644
--- a/activitysim/core/workflow/state.py
+++ b/activitysim/core/workflow/state.py
@@ -478,15 +478,12 @@ def load_settings(self) -> State:
             include_stack=False,
         )
 
-        # the settings can redefine the cache directories.
-        cache_dir = raw_settings.pop("cache_dir", None)
-        if cache_dir:
-            if self.filesystem.cache_dir != cache_dir:
-                logger.warning(f"settings file changes cache_dir to {cache_dir}")
-                self.filesystem.cache_dir = cache_dir
         settings_class = self.__class__.settings.member_type
         self.settings: Settings = settings_class.model_validate(raw_settings)
 
+        # need to parse any filesystem settings set in the settings file itself
+        self.filesystem.parse_settings(self.settings)
+
         extra_settings = set(self.settings.__dict__) - set(settings_class.__fields__)
 
         if extra_settings:
diff --git a/activitysim/estimation/larch/__init__.py b/activitysim/estimation/larch/__init__.py
index 1d87e1ce12..76d1cb8e9c 100644
--- a/activitysim/estimation/larch/__init__.py
+++ b/activitysim/estimation/larch/__init__.py
@@ -1,4 +1,7 @@
-import larch
+from __future__ import annotations
+
+import larch as lx
+from packaging.version import Version
 
 from .cdap import *
 from .data_maker import *
@@ -10,6 +13,12 @@
 from .simple_simulate import *
 from .stop_frequency import *
 
+# require larch version 6.0.0 or later
+if Version(larch.__version__) < Version("6.0.0"):
+    raise ImportError(
+        f"activitysim estimation mode requires larch version 6.0.0 or later. Found {larch.__version__}"
+    )
+
 
 def component_model(name, *args, **kwargs):
     if isinstance(name, str):
@@ -25,6 +34,6 @@ def component_model(name, *args, **kwargs):
             models.append(model)
             all_data.extend(data)
         if all_data:
-            return ModelGroup(models), all_data
+            return lx.ModelGroup(models), all_data
         else:
-            return ModelGroup(models)
+            return lx.ModelGroup(models)
diff --git a/activitysim/estimation/larch/auto_ownership.py b/activitysim/estimation/larch/auto_ownership.py
deleted file mode 100644
index b008683bec..0000000000
--- a/activitysim/estimation/larch/auto_ownership.py
+++ /dev/null
@@ -1,80 +0,0 @@
-import os
-from typing import Collection
-
-import numpy as np
-import pandas as pd
-import yaml
-from larch import DataFrames, Model, P, X
-from larch.util import Dict
-
-from .general import (
-    apply_coefficients,
-    dict_of_linear_utility_from_spec,
-    remove_apostrophes,
-)
-from .simple_simulate import simple_simulate_data
-
-
-def auto_ownership_model(
-    name="auto_ownership",
-    edb_directory="output/estimation_data_bundle/{name}/",
-    return_data=False,
-):
-    data = simple_simulate_data(
-        name=name,
-        edb_directory=edb_directory,
-        values_index_col="household_id",
-    )
-    coefficients = data.coefficients
-    # coef_template = data.coef_template # not used
-    spec = data.spec
-    chooser_data = data.chooser_data
-    settings = data.settings
-
-    altnames = list(spec.columns[3:])
-    altcodes = range(len(altnames))
-
-    chooser_data = remove_apostrophes(chooser_data)
-    chooser_data.fillna(0, inplace=True)
-
-    # Remove choosers with invalid observed choice
-    chooser_data = chooser_data[chooser_data["override_choice"] >= 0]
-
-    m = Model()
-    # One of the alternatives is coded as 0, so
-    # we need to explicitly initialize the MNL nesting graph
-    # and set to root_id to a value other than zero.
-    m.initialize_graph(alternative_codes=altcodes, root_id=99)
-
-    m.utility_co = dict_of_linear_utility_from_spec(
-        spec,
-        "Label",
-        dict(zip(altnames, altcodes)),
-    )
-
-    apply_coefficients(coefficients, m)
-
-    d = DataFrames(
-        co=chooser_data,
-        av=True,
-        alt_codes=altcodes,
-        alt_names=altnames,
-    )
-
-    m.dataservice = d
-    m.choice_co_code = "override_choice"
-
-    if return_data:
-        return (
-            m,
-            Dict(
-                edb_directory=data.edb_directory,
-                chooser_data=chooser_data,
-                coefficients=coefficients,
-                spec=spec,
-                altnames=altnames,
-                altcodes=altcodes,
-            ),
-        )
-
-    return m
diff --git a/activitysim/estimation/larch/cdap.py b/activitysim/estimation/larch/cdap.py
index 0f0f41218a..018c6976da 100644
--- a/activitysim/estimation/larch/cdap.py
+++ b/activitysim/estimation/larch/cdap.py
@@ -10,16 +10,16 @@
 import larch
 import numpy as np
 import pandas as pd
+import xarray as xr
 import yaml
-from larch import DataFrames, Model, P, X
-from larch.log import logger_name
+from larch import Dataset, Model, P, X
 from larch.model.model_group import ModelGroup
 from larch.util import Dict
 
 from ...abm.models.util import cdap
 from .general import apply_coefficients, explicit_value_parameters
 
-_logger = logging.getLogger(logger_name)
+_logger = logging.getLogger("larch")
 
 MAX_HHSIZE = 5
 
@@ -275,7 +275,7 @@ def cdap_joint_tour_utility(model, n_persons, alts, joint_coef, values):
 
                         expression_value = "&".join(expression_list)
                         # FIXME only apply to alternative if dependency satisfied
-                        bug
+                        raise NotImplementedError("bug")
                         model.utility_co[anum] += X(expression_value) * P(coefficient)
 
                 elif "_px" in expression:
@@ -283,7 +283,7 @@ def cdap_joint_tour_utility(model, n_persons, alts, joint_coef, values):
                         dependency_name = row.dependency.replace("x", str(pnum))
                         expression = row.Expression.replace("x", str(pnum))
                         # FIXME only apply to alternative if dependency satisfied
-                        bug
+                        raise NotImplementedError("bug")
                         model.utility_co[anum] += X(expression) * P(coefficient)
 
             else:
@@ -329,18 +329,29 @@ def cdap_split_data(households, values, add_joint):
     return cdap_data
 
 
-def cdap_dataframes(households, values, add_joint):
+def cdap_dataframes(households, values, add_joint) -> dict[int, Dataset]:
     data = cdap_split_data(households, values, add_joint)
     dfs = {}
     for hhsize in data.keys():
         alts = generate_alternatives(hhsize, add_joint)
-        dfs[hhsize] = DataFrames(
-            co=data[hhsize],
-            alt_names=alts.keys(),
-            alt_codes=alts.values(),
-            av=1,
-            ch=data[hhsize].override_choice.map(alts),
+        dfs[hhsize] = Dataset.construct.from_idco(
+            data[hhsize],
+            alts=dict(zip(alts.values(), alts.keys())),
         )
+        # convert override_choice to alternative code from alternative name
+        dfs[hhsize]["override_choice"] = xr.DataArray(
+            np.vectorize(alts.get)(dfs[hhsize].override_choice.data),
+            coords=dfs[hhsize].override_choice.coords,
+            dims=dfs[hhsize].override_choice.dims,
+            name="override_choice",
+        )
+        # dfs[hhsize] = DataFrames(
+        #     co=data[hhsize],
+        #     alt_names=alts.keys(),
+        #     alt_codes=alts.values(),
+        #     av=1,
+        #     ch=data[hhsize].override_choice.map(alts),
+        # )
     return dfs
 
 
@@ -388,11 +399,18 @@ def cdap_data(
         raise FileNotFoundError(edb_directory)
 
     def read_csv(filename, **kwargs):
-        filename = filename.format(name=name)
-        return pd.read_csv(os.path.join(edb_directory, filename), **kwargs)
+        filename = Path(edb_directory).joinpath(filename.format(name=name)).resolve()
+        if filename.with_suffix(".parquet").exists():
+            if "comment" in kwargs:
+                del kwargs["comment"]
+            print(f"Reading {filename.with_suffix('.parquet')}")
+            return pd.read_parquet(filename.with_suffix(".parquet"), **kwargs)
+        print(f"Reading {filename}")
+        return pd.read_csv(filename, **kwargs)
 
     def read_yaml(filename, **kwargs):
         filename = filename.format(name=name)
+        print(f"Reading {os.path.join(edb_directory, filename)}")
         with open(os.path.join(edb_directory, filename), "rt") as f:
             return yaml.load(f, Loader=yaml.SafeLoader, **kwargs)
 
@@ -436,7 +454,7 @@ def read_yaml(filename, **kwargs):
     except FileNotFoundError:
         joint_coef = None
         add_joint = False
-    print("Including joint tour utiltiy?:", add_joint)
+    print("Including joint tour utility?:", add_joint)
 
     spec1 = read_csv(spec1_file, comment="#")
     values = read_csv(chooser_data_file, comment="#")
@@ -497,9 +515,9 @@ def cdap_model(
     cdap_dfs = cdap_dataframes(households, values, add_joint)
     m = {}
     _logger.info(f"building for model 1")
-    m[1] = Model(dataservice=cdap_dfs[1])
+    m[1] = Model(datatree=cdap_dfs[1], compute_engine="numba")
     cdap_base_utility_by_person(m[1], n_persons=1, spec=spec1)
-    m[1].choice_any = True
+    m[1].choice_co_code = "override_choice"
     m[1].availability_any = True
 
     # Add cardinality into interaction_coef if not present
@@ -510,13 +528,13 @@ def cdap_model(
     for s in range(2, MAX_HHSIZE + 1):
         # for s in [2, 3, 4, 5]:
         _logger.info(f"building for model {s}")
-        m[s] = Model(dataservice=cdap_dfs[s])
+        m[s] = Model(datatree=cdap_dfs[s])
         alts = generate_alternatives(s, add_joint)
         cdap_base_utility_by_person(m[s], s, spec1, alts, values.columns)
         cdap_interaction_utility(m[s], s, alts, interaction_coef, coefficients)
         # if add_joint:
         #     cdap_joint_tour_utility(m[s], s, alts, d.joint_coef, values)
-        m[s].choice_any = True
+        m[s].choice_co_code = "override_choice"
         m[s].availability_any = True
 
     model = ModelGroup(m.values())
diff --git a/activitysim/estimation/larch/general.py b/activitysim/estimation/larch/general.py
index 4e4fc3adfa..19fb76e18a 100644
--- a/activitysim/estimation/larch/general.py
+++ b/activitysim/estimation/larch/general.py
@@ -1,3 +1,5 @@
+from __future__ import annotations
+
 import logging
 import os
 from pathlib import Path
@@ -5,13 +7,14 @@
 
 import numpy as np
 import pandas as pd
-from larch import DataFrames, Model, P, X  # noqa: F401
-from larch.log import logger_name
-from larch.model.abstract_model import AbstractChoiceModel
+from larch import Model, P, X  # noqa: F401
+
+# from larch.log import logger_name
+# from larch.model.abstract_model import AbstractChoiceModel
 from larch.model.tree import NestingTree
 from larch.util import Dict  # noqa: F401
 
-_logger = logging.getLogger(logger_name)
+_logger = logging.getLogger("larch")
 
 
 def cv_to_ca(alt_values, dtype="float64", required_labels=None):
@@ -67,7 +70,12 @@ def cv_to_ca(alt_values, dtype="float64", required_labels=None):
             x_ca_tall = x_ca_tall.astype(dtype)
 
     # Unstack the variables dimension
-    x_ca = x_ca_tall.unstack(1)
+    x_ca = (
+        x_ca_tall.reset_index()
+        .drop_duplicates()
+        .set_index(x_ca_tall.index.names)
+        .unstack(1)
+    )
 
     # Code above added a dummy top level to columns, remove it here.
     x_ca.columns = x_ca.columns.droplevel(0)
@@ -104,7 +112,9 @@ def str_repr(x):
     return x
 
 
-def linear_utility_from_spec(spec, x_col, p_col, ignore_x=(), segment_id=None):
+def linear_utility_from_spec(
+    spec, x_col, p_col, ignore_x=(), segment_id=None, x_validator=None, expr_col=None
+):
     """
     Create a linear function from a spec DataFrame.
 
@@ -129,6 +139,13 @@ def linear_utility_from_spec(spec, x_col, p_col, ignore_x=(), segment_id=None):
         The CHOOSER_SEGMENT_COLUMN_NAME identified for ActivitySim.
         This value is ignored if `p_col` is a string, and required
         if `p_col` is a dict.
+    x_validator : Container, optional
+        A container of valid values for the x_col.  If given, the
+        x_col values will be used if they are `in` the x_validator,
+        otherwise the value from `expr_col` will be used.
+    expr_col : str, optional
+        The name of the column to use when the x_col value is not
+        in the x_validator.
 
     Returns
     -------
@@ -144,6 +161,8 @@ def linear_utility_from_spec(spec, x_col, p_col, ignore_x=(), segment_id=None):
                 x_col,
                 seg_p_col,
                 ignore_x,
+                x_validator=x_validator,
+                expr_col=expr_col,
             ) * X(f"{segment_id}=={str_repr(segval)}")
         return sum(partial_utility.values())
     parts = []
@@ -156,6 +175,16 @@ def linear_utility_from_spec(spec, x_col, p_col, ignore_x=(), segment_id=None):
                 _x = None
             else:
                 raise
+
+        # when a validator is given, use the expression column if the original
+        # x value is not in the validator
+        if _x is not None and _x not in ignore_x:
+            if x_validator is not None and _x not in x_validator:
+                _x = spec.loc[i, expr_col]
+                if _x.startswith("@"):
+                    _x = _x[1:]
+
+        # handle the parameter...
         _p = spec.loc[i, p_col]
 
         if _x is not None and (_x not in ignore_x) and not pd.isna(_p):
@@ -194,7 +223,9 @@ def linear_utility_from_spec(spec, x_col, p_col, ignore_x=(), segment_id=None):
     return sum(parts)
 
 
-def dict_of_linear_utility_from_spec(spec, x_col, p_col, ignore_x=()):
+def dict_of_linear_utility_from_spec(
+    spec, x_col, p_col, ignore_x=(), x_validator=None, expr_col=None
+):
     """
     Create a linear function from a spec DataFrame.
 
@@ -216,6 +247,13 @@ def dict_of_linear_utility_from_spec(spec, x_col, p_col, ignore_x=()):
         The CHOOSER_SEGMENT_COLUMN_NAME identified for ActivitySim.
         This value is ignored if `p_col` is a string, and required
         if `p_col` is a dict.
+    x_validator : Container, optional
+        A container of valid values for the x_col.  If given, the
+        x_col values will be used if they are `in` the x_validator,
+        otherwise the value from `expr_col` will be used.
+    expr_col : str, optional
+        The name of the column to use when the x_col value is not
+        in the x_validator.
 
     Returns
     -------
@@ -224,7 +262,12 @@ def dict_of_linear_utility_from_spec(spec, x_col, p_col, ignore_x=()):
     utils = {}
     for altname, altcode in p_col.items():
         utils[altcode] = linear_utility_from_spec(
-            spec, x_col, altname, ignore_x=ignore_x
+            spec,
+            x_col,
+            altname,
+            ignore_x=ignore_x,
+            x_validator=x_validator,
+            expr_col=expr_col,
         )
     return utils
 
@@ -288,15 +331,7 @@ def explicit_value_parameters(model):
         except Exception:
             pass
         else:
-            model.set_value(
-                i,
-                value=j,
-                initvalue=j,
-                nullvalue=j,
-                minimum=j,
-                maximum=j,
-                holdfast=True,
-            )
+            model.lock_value(i, value=j)
 
 
 def apply_coefficients(coefficients, model, minimum=None, maximum=None):
@@ -326,25 +361,22 @@ def apply_coefficients(coefficients, model, minimum=None, maximum=None):
             )
             coefficients["constrain"] = "F"
         assert coefficients.index.name == "coefficient_name"
-        assert isinstance(model, AbstractChoiceModel)
+        # assert isinstance(model, AbstractChoiceModel)
         explicit_value_parameters(model)
         for i in coefficients.itertuples():
-            if i.Index in model:
+            if i.Index in model.pnames:
                 holdfast = i.constrain == "T"
                 if holdfast:
-                    minimum_ = i.value
-                    maximum_ = i.value
+                    model.lock_value(i.Index, value=i.value)
                 else:
-                    minimum_ = minimum
-                    maximum_ = maximum
-                model.set_value(
-                    i.Index,
-                    value=i.value,
-                    initvalue=i.value,
-                    holdfast=holdfast,
-                    minimum=minimum_,
-                    maximum=maximum_,
-                )
+                    model.set_value(
+                        i.Index,
+                        value=i.value,
+                        initvalue=i.value,
+                        holdfast=holdfast,
+                        minimum=minimum,
+                        maximum=maximum,
+                    )
 
 
 def apply_coef_template(linear_utility, template_col, condition=None):
@@ -419,7 +451,8 @@ def make_nest(cfg, parent_code=0):
             else:
                 make_nest(a, parent_code=nest_names_to_codes[cfg["name"]])
 
-    make_nest(nesting_settings)
+    if nesting_settings:
+        make_nest(nesting_settings)
 
     return tree
 
diff --git a/activitysim/estimation/larch/location_choice.py b/activitysim/estimation/larch/location_choice.py
index dca1e9ea4a..7d797a754e 100644
--- a/activitysim/estimation/larch/location_choice.py
+++ b/activitysim/estimation/larch/location_choice.py
@@ -1,15 +1,17 @@
 from __future__ import annotations
 
+import collections
 import os
-from pathlib import Path
-from typing import Collection
 import pickle
+import warnings
 from datetime import datetime
+from pathlib import Path
+from typing import Collection
 
 import numpy as np
 import pandas as pd
 import yaml
-from larch import DataFrames, Model, P, X
+from larch import Dataset, Model, P, X
 from larch.util import Dict
 
 from .general import (
@@ -37,6 +39,23 @@ def size_coefficients_from_spec(size_spec):
     return size_coef
 
 
+LocationChoiceData = collections.namedtuple(
+    "LocationChoiceData",
+    field_names=[
+        "edb_directory",
+        "alt_values",
+        "chooser_data",
+        "coefficients",
+        "landuse",
+        "spec",
+        "size_spec",
+        "master_size_spec",
+        "model_selector",
+        "settings",
+    ],
+)
+
+
 def location_choice_model(
     name="workplace_location",
     edb_directory="output/estimation_data_bundle/{name}/",
@@ -50,7 +69,9 @@ def location_choice_model(
     return_data=False,
     alt_values_to_feather=False,
     chunking_size=None,
-):
+    *,
+    alts_in_cv_format=False,
+) -> Model | tuple[Model, LocationChoiceData]:
     model_selector = name.replace("_location", "")
     model_selector = model_selector.replace("_destination", "")
     model_selector = model_selector.replace("_subtour", "")
@@ -60,8 +81,12 @@ def location_choice_model(
     edb_directory = edb_directory.format(name=name)
 
     def _read_csv(filename, **kwargs):
-        filename = filename.format(name=name)
-        return pd.read_csv(os.path.join(edb_directory, filename), **kwargs)
+        filename = Path(edb_directory).joinpath(filename.format(name=name))
+        if filename.with_suffix(".parquet").exists():
+            print("loading from", filename.with_suffix(".parquet"))
+            return pd.read_parquet(filename.with_suffix(".parquet"), **kwargs)
+        print("loading from", filename)
+        return pd.read_csv(filename, **kwargs)
 
     def _read_feather(filename, **kwargs):
         filename = filename.format(name=name)
@@ -179,7 +204,10 @@ def _file_exists(filename):
 
     if label_column_name == "Expression":
         spec.insert(0, "Label", spec["Expression"].map(expression_labels))
-        alt_values["variable"] = alt_values["variable"].map(expression_labels)
+        if alts_in_cv_format:
+            alt_values["variable"] = alt_values["variable"].map(expression_labels)
+        else:
+            alt_values = alt_values.rename(columns=expression_labels)
         label_column_name = "Label"
 
     if name == "trip_destination":
@@ -194,44 +222,58 @@ def split(a, n):
         k, m = divmod(len(a), n)
         return (a[i * k + min(i, m) : (i + 1) * k + min(i + 1, m)] for i in range(n))
 
-    # process x_ca with cv_to_ca with or without chunking
-    x_ca_pickle_file = "{name}_x_ca.pkl"
-    if chunking_size == None:
-        x_ca = cv_to_ca(
-            alt_values.set_index([chooser_index_name, alt_values.columns[1]])
-        )
-    elif _file_exists(x_ca_pickle_file):
-        # if pickle file from previous x_ca processing exist, load it to save time
-        time_start = datetime.now()
-        x_ca = _read_pickle(x_ca_pickle_file)
-        print(
-            f"x_ca data loaded from {name}_x_ca.fea - time elapsed {(datetime.now() - time_start).total_seconds()}"
-        )
-    else:
-        time_start = datetime.now()
-        # calculate num_chunks based on chunking_size (or max number of rows per chunk)
-        num_chunks = int(len(alt_values) / chunking_size)
-        id_col_name = alt_values.columns[0]
-        all_ids = list(alt_values[id_col_name].unique())
-        split_ids = list(split(all_ids, num_chunks))
-        x_ca_list = []
-        i = 0
-        for chunk_ids in split_ids:
-            alt_values_i = alt_values[alt_values[id_col_name].isin(chunk_ids)]
-            x_ca_i = cv_to_ca(
-                alt_values_i.set_index([chooser_index_name, alt_values_i.columns[1]])
+    if alts_in_cv_format:
+        # if alternatives are in CV format, convert them to CA format.
+        # The CV format has the chooser index as the first column and the variable name
+        # as the second column, with values for each alternative in the remaining columns.
+        # This format is inefficient and deprecated as of ActivitySim version 1.4.
+
+        # process x_ca with cv_to_ca with or without chunking
+        x_ca_pickle_file = "{name}_x_ca.pkl"
+        if chunking_size == None:
+            x_ca = cv_to_ca(
+                alt_values.set_index([chooser_index_name, alt_values.columns[1]])
             )
-            x_ca_list.append(x_ca_i)
+        elif _file_exists(x_ca_pickle_file):
+            # if pickle file from previous x_ca processing exist, load it to save time
+            time_start = datetime.now()
+            x_ca = _read_pickle(x_ca_pickle_file)
             print(
-                f"\rx_ca_i compute done for chunk {i}/{num_chunks} - time elapsed {(datetime.now() - time_start).total_seconds()}"
+                f"x_ca data loaded from {name}_x_ca.fea - time elapsed {(datetime.now() - time_start).total_seconds()}"
             )
-            i = i + 1
-        x_ca = pd.concat(x_ca_list, axis=0)
-        # save final x_ca result as pickle file to save time for future data loading
-        _to_pickle(df=x_ca, filename=x_ca_pickle_file)
-        print(
-            f"x_ca compute done - time elapsed {(datetime.now() - time_start).total_seconds()}"
-        )
+        else:
+            time_start = datetime.now()
+            # calculate num_chunks based on chunking_size (or max number of rows per chunk)
+            num_chunks = int(len(alt_values) / chunking_size)
+            id_col_name = alt_values.columns[0]
+            all_ids = list(alt_values[id_col_name].unique())
+            split_ids = list(split(all_ids, num_chunks))
+            x_ca_list = []
+            i = 0
+            for chunk_ids in split_ids:
+                alt_values_i = alt_values[alt_values[id_col_name].isin(chunk_ids)]
+                x_ca_i = cv_to_ca(
+                    alt_values_i.set_index(
+                        [chooser_index_name, alt_values_i.columns[1]]
+                    )
+                )
+                x_ca_list.append(x_ca_i)
+                print(
+                    f"\rx_ca_i compute done for chunk {i}/{num_chunks} - time elapsed {(datetime.now() - time_start).total_seconds()}"
+                )
+                i = i + 1
+            x_ca = pd.concat(x_ca_list, axis=0)
+            # save final x_ca result as pickle file to save time for future data loading
+            _to_pickle(df=x_ca, filename=x_ca_pickle_file)
+            print(
+                f"x_ca compute done - time elapsed {(datetime.now() - time_start).total_seconds()}"
+            )
+    else:
+        # otherwise, we assume that the alternatives are already in the correct IDCA format with
+        # the cases and alternatives as the first two columns, and the variables as the
+        # remaining columns.  This is a much more efficient format for the data.
+        assert alt_values.columns[0] == chooser_index_name
+        x_ca = alt_values.set_index([chooser_index_name, alt_values.columns[1]])
 
     if CHOOSER_SEGMENT_COLUMN_NAME is not None:
         # label segments with names
@@ -263,23 +305,39 @@ def split(a, n):
 
     # Remove choosers with invalid observed choice (appropriate total size value = 0)
     valid_observed_zone = x_co["total_size_segment"] > 0
+    prior_n_cases = len(x_co)
     x_co = x_co[valid_observed_zone]
     x_ca = x_ca[x_ca.index.get_level_values(chooser_index_name).isin(x_co.index)]
+    after_n_cases = len(x_co)
+    if prior_n_cases != after_n_cases:
+        warnings.warn(
+            f"Removed {prior_n_cases - after_n_cases} choosers with invalid (zero-sized) observed choice",
+            stacklevel=2,
+        )
 
     # Merge land use characteristics into CA data
-    try:
-        x_ca_1 = pd.merge(x_ca, landuse, on="zone_id", how="left")
-    except KeyError:
-        # Missing the zone_id variable?
-        # Use the alternative id's instead, which assumes no sampling of alternatives
-        x_ca_1 = pd.merge(
-            x_ca,
-            landuse,
-            left_on=x_ca.index.get_level_values(1),
-            right_index=True,
-            how="left",
-        )
-    x_ca_1.index = x_ca.index
+    x_ca_1 = pd.merge(
+        x_ca, landuse, left_on=x_ca.index.get_level_values(1), right_index=True
+    )
+    x_ca_1 = x_ca_1.sort_index()
+
+    # relabel zones to reduce memory usage.
+    # We will core the original zone ids in a new column _original_zone_id,
+    # and create a new index with a dummy zone id.  This way, if we have sampled
+    # only a subset of 30 zones, then we only need 30 unique alternatives in the
+    # data structure.
+    original_zone_ids = x_ca_1.index.get_level_values(1)
+
+    dummy_zone_ids_index = pd.MultiIndex.from_arrays(
+        [
+            x_ca_1.index.get_level_values(0),
+            x_ca_1.groupby(level=0).cumcount() + 1,
+        ],
+        names=[x_ca_1.index.names[0], "dummy_zone_id"],
+    )
+    x_ca_1.index = dummy_zone_ids_index
+    x_ca_1["_original_zone_id"] = original_zone_ids
+    choice_def = {"choice_ca_var": "override_choice == _original_zone_id"}
 
     # Availability of choice zones
     if "util_no_attractions" in x_ca_1:
@@ -287,22 +345,44 @@ def split(a, n):
             x_ca_1["util_no_attractions"]
             .apply(lambda x: False if x == 1 else True)
             .astype(np.int8)
+            .to_xarray()
         )
     elif "@df['size_term']==0" in x_ca_1:
         av = (
             x_ca_1["@df['size_term']==0"]
             .apply(lambda x: False if x == 1 else True)
             .astype(np.int8)
+            .to_xarray()
+        )
+    elif expression_labels is not None and "@df['size_term']==0" in expression_labels:
+        av = (
+            x_ca_1[expression_labels["@df['size_term']==0"]]
+            .apply(lambda x: False if x == 1 else True)
+            .astype(np.int8)
+            .to_xarray()
         )
     else:
-        av = 1
+        av = None
 
     assert len(x_co) > 0, "Empty chooser dataframe"
     assert len(x_ca_1) > 0, "Empty alternatives dataframe"
 
-    d = DataFrames(co=x_co, ca=x_ca_1, av=av)
+    d_ca = Dataset.construct.from_idca(x_ca_1)
+    d_co = Dataset.construct.from_idco(x_co)
+    d = d_ca.merge(d_co)
+    if av is not None:
+        d["_avail_"] = av
+
+    m = Model(datatree=d, compute_engine="numba")
+
+    # One of the alternatives might be coded as 0, so
+    # we need to explicitly initialize the MNL nesting graph
+    # and set to root_id to a value other than zero.
+    root_id = 0
+    if root_id in d.dc.altids():
+        root_id = -1
+    m.initialize_graph(alternative_codes=d.dc.altids(), root_id=root_id)
 
-    m = Model(dataservice=d)
     if len(spec.columns) == 4 and all(
         spec.columns == ["Label", "Description", "Expression", "coefficient"]
     ):
@@ -311,6 +391,8 @@ def split(a, n):
             x_col="Label",
             p_col=spec.columns[-1],
             ignore_x=("local_dist",),
+            x_validator=d,
+            expr_col="Expression",
         )
     elif (
         len(spec.columns) == 4
@@ -323,6 +405,8 @@ def split(a, n):
             x_col="Label",
             p_col=spec.columns[-1],
             ignore_x=("local_dist",),
+            x_validator=d,
+            expr_col="Expression",
         )
     else:
         m.utility_ca = linear_utility_from_spec(
@@ -331,6 +415,8 @@ def split(a, n):
             p_col=SEGMENT_IDS,
             ignore_x=("local_dist",),
             segment_id=CHOOSER_SEGMENT_COLUMN_NAME,
+            x_validator=d,
+            expr_col="Expression",
         )
 
     if CHOOSER_SEGMENT_COLUMN_NAME is None:
@@ -354,12 +440,16 @@ def split(a, n):
     apply_coefficients(coefficients, m, minimum=-25, maximum=25)
     apply_coefficients(size_coef, m, minimum=-6, maximum=6)
 
-    m.choice_co_code = "override_choice"
+    m.choice_def(choice_def)
+    if av is not None:
+        m.availability_ca_var = "_avail_"
+    else:
+        m.availability_any = True
 
     if return_data:
         return (
             m,
-            Dict(
+            LocationChoiceData(
                 edb_directory=Path(edb_directory),
                 alt_values=alt_values,
                 chooser_data=chooser_data,
diff --git a/activitysim/estimation/larch/mode_choice.py b/activitysim/estimation/larch/mode_choice.py
index a790075e14..5e15fd0e0a 100644
--- a/activitysim/estimation/larch/mode_choice.py
+++ b/activitysim/estimation/larch/mode_choice.py
@@ -1,11 +1,14 @@
+from __future__ import annotations
+
 import os
 from pathlib import Path
 from typing import Collection
 
 import numpy as np
 import pandas as pd
+import xarray as xr
 import yaml
-from larch import DataFrames, Model, P, X
+from larch import Dataset, Model, P, X
 from larch.util import Dict
 
 from .general import (
@@ -54,7 +57,10 @@ def mode_choice_model(
         purposes.remove("atwork")
 
     # Setup purpose specific models
-    m = {purpose: Model(graph=tree, title=purpose) for purpose in purposes}
+    m = {
+        purpose: Model(graph=tree, title=purpose, compute_engine="numba")
+        for purpose in purposes
+    }
     for alt_code, alt_name in tree.elemental_names().items():
         # Read in base utility function for this alt_name
         u = linear_utility_from_spec(
@@ -73,31 +79,32 @@ def mode_choice_model(
 
     for model in m.values():
         explicit_value_parameters(model)
+        model.availability_ca_var = "_avail_"
     apply_coefficients(coefficients, m)
 
     avail = construct_availability(
         m[purposes[0]], chooser_data, data.alt_codes_to_names
     )
 
-    d = DataFrames(
-        co=chooser_data,
-        av=avail,
-        alt_codes=data.alt_codes,
-        alt_names=data.alt_names,
+    d = Dataset.construct.from_idco(
+        chooser_data, alts=dict(zip(data.alt_codes, data.alt_names))
     )
+    d["_avail_"] = xr.DataArray(avail, dims=(d.dc.CASEID, d.dc.ALTID))
 
     if "atwork" not in name:
         for purpose, model in m.items():
-            model.dataservice = d.selector_co(f"tour_type=='{purpose}'")
+            model.datatree = d.dc.query_cases(f"tour_type=='{purpose}'")
             model.choice_co_code = "override_choice_code"
     else:
         for purpose, model in m.items():
-            model.dataservice = d
+            model.datatree = d
             model.choice_co_code = "override_choice_code"
 
     from larch.model.model_group import ModelGroup
 
     mg = ModelGroup(m.values())
+    explicit_value_parameters(mg)
+    apply_coefficients(coefficients, mg)
 
     if return_data:
         return (
diff --git a/activitysim/estimation/larch/nonmand_tour_freq.py b/activitysim/estimation/larch/nonmand_tour_freq.py
index c0db830e26..ff6835c410 100644
--- a/activitysim/estimation/larch/nonmand_tour_freq.py
+++ b/activitysim/estimation/larch/nonmand_tour_freq.py
@@ -1,14 +1,16 @@
+from __future__ import annotations
+
+import glob
 import logging
 import os
+import pickle
+from datetime import datetime
 from pathlib import Path
 
 import pandas as pd
 import yaml
-from larch import DataFrames, Model
-from larch.log import logger_name
+from larch import Dataset, Model
 from larch.util import Dict
-import pickle
-from datetime import datetime
 
 from .general import (
     apply_coefficients,
@@ -17,7 +19,7 @@
     remove_apostrophes,
 )
 
-_logger = logging.getLogger(logger_name)
+_logger = logging.getLogger("larch")
 
 
 def interaction_simulate_data(
@@ -29,16 +31,47 @@ def interaction_simulate_data(
     coefficients_files="{segment_name}/{name}_coefficients_{segment_name}.csv",
     chooser_data_files="{segment_name}/{name}_choosers_combined.csv",
     alt_values_files="{segment_name}/{name}_interaction_expression_values.csv",
-    segment_subset=[],
+    segment_subset=(),
 ):
     edb_directory = edb_directory.format(name=name)
 
     def _read_csv(filename, **kwargs):
-        filename = filename.format(name=name)
-        return pd.read_csv(os.path.join(edb_directory, filename), **kwargs)
+        filename = Path(edb_directory).joinpath(filename.format(name=name))
+        if filename.with_suffix(".parquet").exists():
+            print("loading from", filename.with_suffix(".parquet"))
+            if "comment" in kwargs:
+                kwargs.pop("comment")
+            return pd.read_parquet(filename.with_suffix(".parquet"), **kwargs)
+        if filename.exists():
+            print("loading from", filename)
+            return pd.read_csv(filename, **kwargs)
+        # if the file does not exist, try to load parquet from a subdirectory
+        search_glob = os.path.join(
+            edb_directory, "*", filename.with_suffix(".parquet").name
+        )
+        files = glob.glob(search_glob)
+        if files:
+            print("loading from", files[0])
+            return pd.read_parquet(files[0], **kwargs)
+        # otherwise try to load csv from a subdirectory
+        search_glob = os.path.join(edb_directory, "*", filename.name)
+        files = glob.glob(search_glob)
+        if files:
+            print("loading from", files[0])
+            return pd.read_csv(files[0], **kwargs)
+        raise FileNotFoundError(f"File {filename} not found")
 
     settings_file = settings_file.format(name=name)
-    with open(os.path.join(edb_directory, settings_file), "r") as yf:
+    settings_file_resolved = os.path.join(edb_directory, settings_file)
+    if not os.path.exists(settings_file_resolved):
+        search_glob = os.path.join(edb_directory, "*", settings_file)
+        settings_files = glob.glob(search_glob)
+        if not settings_files:
+            raise FileNotFoundError(f"Settings file {settings_file} not found")
+        else:
+            settings_file_resolved = settings_files[0]
+
+    with open(settings_file_resolved) as yf:
         settings = yaml.load(
             yf,
             Loader=yaml.SafeLoader,
@@ -113,7 +146,7 @@ def link_same_value_coefficients(segment_names, coefficients, spec):
 
 
 def unavail_parameters(model):
-    return model.pf.index[(model.pf.value < -900) & (model.pf.holdfast != 0)]
+    return model.pnames[(model.pvals < -900) & (model.pholdfast != 0)]
 
 
 def unavail_data_cols(model):
@@ -202,8 +235,10 @@ def nonmand_tour_freq_model(
     edb_directory="output/estimation_data_bundle/{name}/",
     return_data=False,
     condense_parameters=False,
-    segment_subset=[],
+    segment_subset=(),
     num_chunks=1,
+    *,
+    alts_in_cv_format=False,
 ):
     """
     Prepare nonmandatory tour frequency models for estimation.
@@ -243,10 +278,13 @@ def nonmand_tour_freq_model(
     alt_values = data.alt_values
     alt_def = data.alt_def
 
+    # deduplicate rows in alt_def
+    alt_def = alt_def[~alt_def.index.duplicated(keep="first")]
+
     m = {}
     for segment_name in segment_names:
         print(f"Creating larch model for {segment_name}")
-        segment_model = m[segment_name] = Model()
+        segment_model = m[segment_name] = Model(compute_engine="numba")
         # One of the alternatives is coded as 0, so
         # we need to explicitly initialize the MNL nesting graph
         # and set to root_id to a value other than zero.
@@ -267,21 +305,29 @@ def nonmand_tour_freq_model(
             .set_index("person_id")
             .rename(columns={"TAZ": "HOMETAZ"})
         )
-        print("\t performing cv to ca step")
-        # x_ca = cv_to_ca(alt_values[segment_name].set_index(["person_id", "variable"]))
-        x_ca = get_x_ca_df(
-            alt_values=alt_values[segment_name].set_index(["person_id", "variable"]),
-            name=segment_name,
-            edb_directory=edb_directory.format(name="non_mandatory_tour_frequency"),
-            num_chunks=num_chunks,
-        )
+        if alts_in_cv_format:
+            print("\t performing cv to ca step")
+            x_ca = get_x_ca_df(
+                alt_values=alt_values[segment_name].set_index(
+                    ["person_id", "variable"]
+                ),
+                name=segment_name,
+                edb_directory=edb_directory.format(name="non_mandatory_tour_frequency"),
+                num_chunks=num_chunks,
+            )
+        else:
+            x_ca = alt_values[segment_name].set_index(["person_id", "alt_id"])
 
-        d = DataFrames(
-            co=x_co,
-            ca=x_ca,
-            av=~unavail(segment_model, x_ca),
+        d_co = Dataset.construct.from_idco(
+            x_co,
+            alts=alt_def.index.rename("alt_id"),
         )
-        m[segment_name].dataservice = d
+        x_ca["_avail_"] = ~unavail(segment_model, x_ca)
+        # we set crack to False here so that we do not dissolve zero variance IDCAs
+        d_ca = Dataset.construct.from_idca(x_ca, crack=False)
+        d = d_ca.merge(d_co)
+        m[segment_name].datatree = d
+        m[segment_name].availability_ca_var = "_avail_"
 
     if return_data:
         return m, data
diff --git a/activitysim/estimation/larch/scheduling.py b/activitysim/estimation/larch/scheduling.py
index ea2aef1b2b..74d87e8af5 100644
--- a/activitysim/estimation/larch/scheduling.py
+++ b/activitysim/estimation/larch/scheduling.py
@@ -1,3 +1,5 @@
+from __future__ import annotations
+
 import os
 from pathlib import Path
 from typing import Collection
@@ -5,7 +7,7 @@
 import numpy as np
 import pandas as pd
 import yaml
-from larch import DataFrames, Model, P, X
+from larch import Dataset, Model, P, X
 from larch.util import Dict
 
 from .general import (
@@ -28,6 +30,8 @@ def schedule_choice_model(
     chooser_file="{name}_choosers_combined.csv",
     settings_file="{name}_model_settings.yaml",
     return_data=False,
+    *,
+    alts_in_cv_format=False,
 ):
     model_selector = name.replace("_location", "")
     model_selector = model_selector.replace("_destination", "")
@@ -36,14 +40,16 @@ def schedule_choice_model(
     edb_directory = edb_directory.format(name=name)
 
     def _read_csv(filename, optional=False, **kwargs):
-        filename = filename.format(name=name)
-        try:
-            return pd.read_csv(os.path.join(edb_directory, filename), **kwargs)
-        except FileNotFoundError:
-            if optional:
-                return None
-            else:
-                raise
+        filename = Path(edb_directory).joinpath(filename.format(name=name))
+        if filename.with_suffix(".parquet").exists():
+            print("loading from", filename.with_suffix(".parquet"))
+            return pd.read_parquet(filename.with_suffix(".parquet"), **kwargs)
+        if filename.exists():
+            print("loading from", filename)
+            return pd.read_csv(filename, **kwargs)
+        if optional:
+            return None
+        raise FileNotFoundError(filename)
 
     settings_file = settings_file.format(name=name)
     with open(os.path.join(edb_directory, settings_file), "r") as yf:
@@ -96,7 +102,7 @@ def _read_csv(filename, optional=False, **kwargs):
     else:
         raise ValueError("cannot find Label or Expression in spec file")
 
-    m = Model()
+    m = Model(compute_engine="numba")
     if len(spec.columns) == 4 and (
         [c.lower() for c in spec.columns]
         == ["label", "description", "expression", "coefficient"]
@@ -131,12 +137,16 @@ def _read_csv(filename, optional=False, **kwargs):
     apply_coefficients(coefficients, m, minimum=-25, maximum=25)
 
     chooser_index_name = chooser_data.columns[0]
-    x_co = chooser_data.set_index(chooser_index_name)
+    x_co = chooser_data.set_index(chooser_index_name).dropna(axis=1, how="all")
     alt_values.fillna(0, inplace=True)
-    x_ca = cv_to_ca(
-        alt_values.set_index([chooser_index_name, alt_values.columns[1]]),
-        required_labels=spec[label_column_name],
-    )
+    if alts_in_cv_format:
+        x_ca = cv_to_ca(
+            alt_values.set_index([chooser_index_name, alt_values.columns[1]]),
+            required_labels=spec[label_column_name],
+        )
+    else:
+        # the alternative code is "tdd"
+        x_ca = alt_values.set_index([chooser_index_name, "tdd"])
 
     # if CHOOSER_SEGMENT_COLUMN_NAME is not None:
     #     # label segments with names
@@ -148,22 +158,36 @@ def _read_csv(filename, optional=False, **kwargs):
     #     x_co["_segment_label"] = size_spec.index[0]
 
     alt_codes = np.arange(len(x_ca.index.levels[1])) + 1
-    x_ca.index = x_ca.index.set_levels(alt_codes, 1)
+    x_ca.index = x_ca.index.set_levels(alt_codes, level=1)
     x_co["override_choice_plus1"] = x_co["override_choice"] + 1
     x_co["model_choice_plus1"] = x_co["model_choice"] + 1
 
     unavail_coefs = coefficients.query("(constrain == 'T') & (value < -900)").index
     unavail_data = [i.data for i in m.utility_ca if i.param in unavail_coefs]
-    if len(unavail_data):
+
+    if "mode_choice_logsum" in x_ca and not len(unavail_data):
+        joint_avail = "~(mode_choice_logsum_missing)"
+    elif len(unavail_data):
         joint_unavail = "|".join(f"({i}>0)" for i in unavail_data)
         joint_avail = f"~({joint_unavail})"
     else:
-        joint_avail = 1
-
-    d = DataFrames(co=x_co, ca=x_ca, av=joint_avail)
-    m.dataservice = d
+        joint_avail = None
+
+    # d = DataFrames(co=x_co, ca=x_ca, av=joint_avail)  # larch 5.7
+    d_ca = Dataset.construct.from_idca(x_ca)
+    if joint_avail == "~(mode_choice_logsum_missing)":
+        tmp = np.isnan(d_ca["mode_choice_logsum"])
+        tmp = tmp.drop_vars(tmp.coords)
+        d_ca = d_ca.assign(mode_choice_logsum_missing=tmp)
+    d_co = Dataset.construct.from_idco(x_co)
+    d = d_ca.merge(d_co)
+    # if joint_avail is not None:
+    #     d["_avail_"] = joint_avail
+
+    m.datatree = d
     m.choice_co_code = "override_choice_plus1"
-    # m.choice_co_code = "model_choice_plus1"
+    if joint_avail is not None:
+        m.availability_ca_var = joint_avail
 
     if return_data:
         return (
@@ -216,38 +240,53 @@ def construct_availability_ca(model, chooser_data, alt_codes_to_names):
     return avail
 
 
-def mandatory_tour_scheduling_work_model(return_data=False):
+def mandatory_tour_scheduling_work_model(
+    edb_directory="output/estimation_data_bundle/{name}/", return_data=False
+):
     return schedule_choice_model(
         name="mandatory_tour_scheduling_work",
+        edb_directory=edb_directory,
         return_data=return_data,
         coefficients_file="tour_scheduling_work_coefficients.csv",
     )
 
 
-def mandatory_tour_scheduling_school_model(return_data=False):
+def mandatory_tour_scheduling_school_model(
+    edb_directory="output/estimation_data_bundle/{name}/", return_data=False
+):
     return schedule_choice_model(
         name="mandatory_tour_scheduling_school",
+        edb_directory=edb_directory,
         return_data=return_data,
         coefficients_file="tour_scheduling_school_coefficients.csv",
     )
 
 
-def non_mandatory_tour_scheduling_model(return_data=False):
+def non_mandatory_tour_scheduling_model(
+    edb_directory="output/estimation_data_bundle/{name}/", return_data=False
+):
     return schedule_choice_model(
         name="non_mandatory_tour_scheduling",
+        edb_directory=edb_directory,
         return_data=return_data,
     )
 
 
-def joint_tour_scheduling_model(return_data=False):
+def joint_tour_scheduling_model(
+    edb_directory="output/estimation_data_bundle/{name}/", return_data=False
+):
     return schedule_choice_model(
         name="joint_tour_scheduling",
+        edb_directory=edb_directory,
         return_data=return_data,
     )
 
 
-def atwork_subtour_scheduling_model(return_data=False):
+def atwork_subtour_scheduling_model(
+    edb_directory="output/estimation_data_bundle/{name}/", return_data=False
+):
     return schedule_choice_model(
         name="atwork_subtour_scheduling",
+        edb_directory=edb_directory,
         return_data=return_data,
     )
diff --git a/activitysim/estimation/larch/simple_simulate.py b/activitysim/estimation/larch/simple_simulate.py
index e7c5d07cdc..f75d9642cb 100644
--- a/activitysim/estimation/larch/simple_simulate.py
+++ b/activitysim/estimation/larch/simple_simulate.py
@@ -1,10 +1,14 @@
+from __future__ import annotations
+
+import collections
 import os
 from pathlib import Path
 
+import larch
 import numpy as np
 import pandas as pd
 import yaml
-from larch import DataFrames, Model
+from larch import Model
 from larch.util import Dict
 
 from .general import (
@@ -30,7 +34,7 @@ def construct_availability(model, chooser_data, alt_codes_to_names):
     pandas.DataFrame
     """
     avail = {}
-    for acode, aname in alt_codes_to_names.items():
+    for acode, _aname in alt_codes_to_names.items():
         unavail_cols = list(
             (
                 chooser_data[i.data]
@@ -49,6 +53,37 @@ def construct_availability(model, chooser_data, alt_codes_to_names):
     return avail
 
 
+SimpleSimulateData = collections.namedtuple(
+    "SimpleSimulateData",
+    field_names=[
+        "edb_directory",
+        "settings",
+        "chooser_data",
+        "coefficients",
+        "coef_template",
+        "spec",
+        "alt_names",
+        "alt_codes",
+        "alt_names_to_codes",
+        "alt_codes_to_names",
+    ],
+)
+
+
+def read_spec(filename: str | os.PathLike) -> pd.DataFrame:
+    """Read a simple simulate spec file"""
+    print("loading spec from", filename)
+    spec = pd.read_csv(filename, comment="#")
+    spec = remove_apostrophes(spec, ["Label"])
+
+    # remove temp rows from spec, ASim uses them to calculate the other values written
+    # to the EDB, but they are not actually part of the utility function themselves.
+    spec = spec.loc[~spec.Expression.isna()]
+    spec = spec.loc[~spec.Expression.str.startswith("_")].copy()
+
+    return spec
+
+
 def simple_simulate_data(
     name="tour_mode_choice",
     edb_directory="output/estimation_data_bundle/{name}/",
@@ -58,15 +93,20 @@ def simple_simulate_data(
     settings_file="{name}_model_settings.yaml",
     chooser_data_file="{name}_values_combined.csv",
     values_index_col="tour_id",
-):
-    edb_directory = edb_directory.format(name=name)
+) -> SimpleSimulateData:
+    edb_directory = str(edb_directory).format(name=name)
 
     def _read_csv(filename, **kwargs):
-        filename = filename.format(name=name)
-        return pd.read_csv(os.path.join(edb_directory, filename), **kwargs)
+        filename = Path(edb_directory).joinpath(filename.format(name=name))
+        if filename.with_suffix(".parquet").exists():
+            print("loading from", filename.with_suffix(".parquet"))
+            return pd.read_parquet(filename.with_suffix(".parquet"), **kwargs)
+        if filename.exists():
+            print("loading from", filename)
+        return pd.read_csv(filename, **kwargs)
 
     settings_file = settings_file.format(name=name)
-    with open(os.path.join(edb_directory, settings_file), "r") as yf:
+    with open(os.path.join(edb_directory, settings_file)) as yf:
         settings = yaml.load(
             yf,
             Loader=yaml.SafeLoader,
@@ -86,23 +126,16 @@ def _read_csv(filename, **kwargs):
         except FileNotFoundError:
             coef_template = None
 
-        spec = _read_csv(spec_file, comment="#")
-        spec = remove_apostrophes(spec, ["Label"])
-
-        # remove temp rows from spec, ASim uses them to calculate the other values written
-        # to the EDB, but they are not actually part of the utility function themselves.
-        spec = spec.loc[~spec.Expression.isna()]
-        spec = spec.loc[~spec.Expression.str.startswith("_")].copy()
+        spec = read_spec(Path(edb_directory).joinpath(spec_file.format(name=name)))
 
         alt_names = list(spec.columns[3:])
         alt_codes = np.arange(1, len(alt_names) + 1)
-        alt_names_to_codes = dict(zip(alt_names, alt_codes))
-        alt_codes_to_names = dict(zip(alt_codes, alt_names))
+        alt_names_to_codes = dict(zip(alt_names, alt_codes, strict=False))
+        alt_codes_to_names = dict(zip(alt_codes, alt_names, strict=False))
 
         chooser_data = _read_csv(
             chooser_data_file,
-            index_col=values_index_col,
-        )
+        ).set_index(values_index_col)
 
     except Exception:
         # when an error happens in reading anything other than settings, print settings
@@ -111,7 +144,7 @@ def _read_csv(filename, **kwargs):
         pprint(settings)
         raise
 
-    return Dict(
+    return SimpleSimulateData(
         edb_directory=Path(edb_directory),
         settings=settings,
         chooser_data=chooser_data,
@@ -157,33 +190,40 @@ def simple_simulate_model(
 
     if settings.get("LOGIT_TYPE") == "NL":
         tree = construct_nesting_tree(data.alt_names, settings["NESTS"])
-        m = Model(graph=tree)
     else:
-        m = Model(alts=data.alt_codes_to_names)
+        tree = construct_nesting_tree(data.alt_names_to_codes, {})
 
+    m = Model(compute_engine="numba")
     m.utility_co = dict_of_linear_utility_from_spec(
         spec,
         "Label",
-        dict(zip(alt_names, alt_codes)),
+        dict(zip(alt_names, alt_codes, strict=False)),
+        x_validator=chooser_data,
+        expr_col="Expression",
     )
 
     apply_coefficients(coefficients, m)
 
     if construct_avail:
         avail = construct_availability(m, chooser_data, data.alt_codes_to_names)
+        d = larch.Dataset.construct.from_idco(
+            pd.concat([chooser_data, avail], axis=1),
+            alts=dict(zip(alt_codes, alt_names, strict=False)),
+        )
     else:
         avail = True
+        d = larch.Dataset.construct.from_idco(
+            chooser_data, alts=dict(zip(alt_codes, alt_names, strict=False))
+        )
 
-    d = DataFrames(
-        co=chooser_data,
-        av=avail,
-        alt_codes=alt_codes,
-        alt_names=alt_names,
-    )
-
-    m.dataservice = d
+    m.datatree = d.dc.as_tree("df")
+    m.graph = tree
     m.choice_co_code = "override_choice_code"
 
+    # set bounds on unbounded coefficients, so that they don't get big
+    # and cause numerical errors which some optimizers can't handle
+    m.set_cap(50)
+
     if return_data:
         return (
             m,
diff --git a/activitysim/estimation/larch/stop_frequency.py b/activitysim/estimation/larch/stop_frequency.py
index e580491e02..17c8bd5050 100644
--- a/activitysim/estimation/larch/stop_frequency.py
+++ b/activitysim/estimation/larch/stop_frequency.py
@@ -1,10 +1,12 @@
+from __future__ import annotations
+
 import os
 from pathlib import Path
 
 import numpy as np
 import pandas as pd
 import yaml
-from larch import DataFrames, Model
+from larch import Dataset, Model
 from larch.util import Dict
 
 from .general import (
@@ -25,11 +27,29 @@ def stop_frequency_data(
     edb_directory = edb_directory.format(name=name)
 
     settings_file = settings_file.format(name=name)
-    with open(os.path.join(edb_directory, settings_file), "r") as yf:
-        settings = yaml.load(
-            yf,
-            Loader=yaml.SafeLoader,
-        )
+    try:
+        with open(os.path.join(edb_directory, settings_file), "r") as yf:
+            settings = yaml.load(
+                yf,
+                Loader=yaml.SafeLoader,
+            )
+    except FileNotFoundError:
+        # search in all first level subdirectories for the settings file
+        for subdir in os.listdir(edb_directory):
+            if os.path.isdir(os.path.join(edb_directory, subdir)):
+                try:
+                    with open(
+                        os.path.join(edb_directory, subdir, settings_file), "r"
+                    ) as yf:
+                        settings = yaml.load(
+                            yf,
+                            Loader=yaml.SafeLoader,
+                        )
+                        break
+                except FileNotFoundError:
+                    pass
+        else:
+            raise
 
     segments = [i["primary_purpose"] for i in settings["SPEC_SEGMENTS"]]
 
@@ -109,10 +129,30 @@ def stop_frequency_data(
         seg_alt_names_to_codes.append(alt_names_to_codes)
         seg_alt_codes_to_names.append(alt_codes_to_names)
 
-        chooser_data = pd.read_csv(
-            seg_subdir / chooser_data_file.format(name=name),
-            index_col=values_index_col,
-        )
+        # load parquet if available, otherwise pickle, or if all else fails csv
+        if (
+            (seg_subdir / chooser_data_file.format(name=name))
+            .with_suffix(".parquet")
+            .exists()
+        ):
+            chooser_data = pd.read_parquet(
+                (seg_subdir / chooser_data_file.format(name=name)).with_suffix(
+                    ".parquet"
+                ),
+            ).set_index(values_index_col)
+        elif (
+            (seg_subdir / chooser_data_file.format(name=name))
+            .with_suffix(".pkl")
+            .exists()
+        ):
+            chooser_data = pd.read_pickle(
+                (seg_subdir / chooser_data_file.format(name=name)).with_suffix(".pkl"),
+            ).set_index(values_index_col)
+        else:
+            chooser_data = pd.read_csv(
+                seg_subdir / chooser_data_file.format(name=name),
+                index_col=values_index_col,
+            )
         seg_chooser_data.append(chooser_data)
 
     return Dict(
@@ -163,9 +203,9 @@ def stop_frequency_model(
 
         if settings.get("LOGIT_TYPE") == "NL":
             tree = construct_nesting_tree(data.alt_names[n], settings["NESTS"])
-            m = Model(graph=tree)
+            m = Model(graph=tree, compute_engine="numba")
         else:
-            m = Model()
+            m = Model(compute_engine="numba")
 
         m.utility_co = dict_of_linear_utility_from_spec(
             spec,
@@ -177,15 +217,19 @@ def stop_frequency_model(
 
         avail = True
 
-        d = DataFrames(
-            co=chooser_data,
-            av=avail,
-            alt_codes=alt_codes,
-            alt_names=alt_names,
+        d = Dataset.construct.from_idco(
+            chooser_data, alts=dict(zip(alt_codes, alt_names))
         )
-
-        m.dataservice = d
+        # d = DataFrames(
+        #     co=chooser_data,
+        #     av=avail,
+        #     alt_codes=alt_codes,
+        #     alt_names=alt_names,
+        # )
+
+        m.datatree = d
         m.choice_co_code = "override_choice_code"
+        m.availability_any = True
         models.append(m)
 
     from larch.model.model_group import ModelGroup
diff --git a/activitysim/estimation/test/test_edb_creation/configs_estimation/estimation_template.yaml b/activitysim/estimation/test/test_edb_creation/configs_estimation/estimation_template.yaml
index 34b612c4ce..ff50c99ab5 100644
--- a/activitysim/estimation/test/test_edb_creation/configs_estimation/estimation_template.yaml
+++ b/activitysim/estimation/test/test_edb_creation/configs_estimation/estimation_template.yaml
@@ -102,7 +102,7 @@ estimation_table_recipes:
     omnibus_tables_append_columns: [values_combined]
 
 
-model_estimation_table_types:
+estimation_table_types:
   school_location: interaction_sample_simulate
   workplace_location:  interaction_sample_simulate
   auto_ownership: simple_simulate
diff --git a/activitysim/estimation/test/test_larch_estimation.py b/activitysim/estimation/test/test_larch_estimation.py
index 09355f8469..c0ed4a44d3 100644
--- a/activitysim/estimation/test/test_larch_estimation.py
+++ b/activitysim/estimation/test/test_larch_estimation.py
@@ -39,7 +39,7 @@ def _regression_check(dataframe_regression, df, basename=None, rtol=None):
         rtol = 0.1
     dataframe_regression.check(
         df.select_dtypes("number")
-        .drop(columns=["holdfast"], errors="ignore")
+        .drop(columns=["holdfast", "minimum", "maximum"], errors="ignore")
         .clip(-9e9, 9e9),
         # pandas 1.3 handles int8 dtypes as actual numbers, so holdfast needs to be dropped manually
         # we're dropping it not adding to the regression check so older pandas will also work.
@@ -73,7 +73,7 @@ def test_simple_simulate(est_data, num_regression, dataframe_regression, name, m
     m.load_data()
     m.doctor(repair_ch_av="-")
     loglike_prior = m.loglike()
-    r = m.maximize_loglike(method=method, options={"maxiter": 1000})
+    r = m.maximize_loglike(method=method, options={"maxiter": 1000, "ftol": 1e-9})
     num_regression.check(
         {"loglike_prior": loglike_prior, "loglike_converge": r.loglike},
         basename=f"test_simple_simulate_{name}_{method}_loglike",
@@ -87,9 +87,11 @@ def test_simple_simulate(est_data, num_regression, dataframe_regression, name, m
     [
         ("workplace_location", "SLSQP", None),
         ("school_location", "SLSQP", None),
+        ("school_location", "BHHH", None),
         ("non_mandatory_tour_destination", "SLSQP", None),
         ("atwork_subtour_destination", "BHHH", None),
-        ("trip_destination", "SLSQP", 0.12),
+        ("trip_destination", "BHHH", None),
+        # ("trip_destination", "SLSQP", 0.12),
         # trip_destination model has unusual parameter variance on a couple
         # parameters when switching platforms, possibly related to default data
         # types and high standard errors.  Most parameters and the overall
@@ -103,12 +105,12 @@ def test_location_model(
     from activitysim.estimation.larch import component_model, update_size_spec
 
     m, data = component_model(name, return_data=True)
-    m.load_data()
+    m.doctor(repair_av_zq="-", repair_nan_utility=True)
     loglike_prior = m.loglike()
-    r = m.maximize_loglike(method=method, options={"maxiter": 1000})
+    r = m.maximize_loglike(method=method, options={"maxiter": 1000, "ftol": 1.0e-8})
     num_regression.check(
         {"loglike_prior": loglike_prior, "loglike_converge": r.loglike},
-        basename=f"test_loc_{name}_loglike",
+        basename=f"test_loc_{name}_{method}_loglike",
     )
     _regression_check(dataframe_regression, m.pf, rtol=rtol)
     size_spec = update_size_spec(
@@ -119,7 +121,7 @@ def test_location_model(
     )
     dataframe_regression.check(
         size_spec,
-        basename=f"test_loc_{name}_size_spec",
+        basename=f"test_loc_{name}_{method}_size_spec",
         default_tolerance=dict(atol=1e-6, rtol=5e-2)
         # set a little loose, as there is sometimes a little variance in these
         # results when switching backend implementations.
@@ -143,7 +145,7 @@ def test_scheduling_model(est_data, num_regression, dataframe_regression, name,
     m.load_data()
     m.doctor(repair_ch_av="-")
     loglike_prior = m.loglike()
-    r = m.maximize_loglike(method=method)
+    r = m.maximize_loglike(method=method, options={"maxiter": 1000, "ftol": 1.0e-9})
     num_regression.check(
         {"loglike_prior": loglike_prior, "loglike_converge": r.loglike},
         basename=f"test_{name}_loglike",
@@ -158,7 +160,7 @@ def test_stop_freq_model(est_data, num_regression, dataframe_regression):
     m, data = component_model(name, return_data=True)
     m.load_data()
     loglike_prior = m.loglike()
-    r = m.maximize_loglike()
+    r = m.maximize_loglike(method="SLSQP", options={"maxiter": 1000, "ftol": 1.0e-9})
     num_regression.check(
         {"loglike_prior": loglike_prior, "loglike_converge": r.loglike},
         basename=f"test_{name}_loglike",
@@ -222,7 +224,7 @@ def test_cdap_model(est_data, num_regression, dataframe_regression):
     m = cdap_model()
     m.load_data()
     loglike_prior = m.loglike()
-    r = m.maximize_loglike(method="SLSQP", options={"maxiter": 1000})
+    r = m.maximize_loglike(method="SLSQP", options={"maxiter": 1000, "ftol": 1.0e-7})
     num_regression.check(
         {"loglike_prior": loglike_prior, "loglike_converge": r.loglike},
         basename="test_cdap_model_loglike",
@@ -260,7 +262,7 @@ def test_tour_and_subtour_mode_choice(est_data, num_regression, dataframe_regres
     m.load_data()
     m.doctor(repair_ch_av="-")
     loglike_prior = m.loglike()
-    r = m.maximize_loglike(method="SLSQP", options={"maxiter": 1000})
+    r = m.maximize_loglike(method="SLSQP", options={"maxiter": 1000, "ftol": 1.0e-9})
     num_regression.check(
         {"loglike_prior": loglike_prior, "loglike_converge": r.loglike},
         basename="test_tour_mode_choice_loglike",
diff --git a/activitysim/estimation/test/test_larch_estimation/test_cdap_model.csv b/activitysim/estimation/test/test_larch_estimation/test_cdap_model.csv
index a9e237b235..400eb2fb9c 100644
--- a/activitysim/estimation/test/test_larch_estimation/test_cdap_model.csv
+++ b/activitysim/estimation/test/test_larch_estimation/test_cdap_model.csv
@@ -1,162 +1,162 @@
-,value,initvalue,nullvalue,minimum,maximum,best
-coef_UNAVAILABLE,-999,-999,0,-999,-999,-999
-coef_child_who_is_in_school_or_too_young_for_school_interaction_with_off_peak_accessibility_to_retail_N,0.87159546592932291,0.08233,0,,,0.87159546592932291
-coef_driving_age_child_who_is_in_school_asc_M,0.74815228797618816,2.3309186849999999,0,,,0.74815228797618816
-coef_driving_age_child_who_is_in_school_asc_N,-9.0640177490324412,-0.59911911200000001,0,,,-9.0640177490324412
-coef_driving_age_child_who_is_in_school_interaction_income_between_50k_and_100k_H,-0.90601686275009163,-0.50309999999999999,0,,,-0.90601686275009163
-coef_driving_age_child_who_is_in_school_interaction_with_fewer_cars_than_workers_H,0.42727506400961712,0.64749999999999996,0,,,0.42727506400961712
-coef_driving_age_child_who_is_in_school_interaction_with_income_more_than_100k_H,-1.7272824609972235,-2.0459999999999998,0,,,-1.7272824609972235
-coef_driving_age_child_who_is_in_school_interaction_with_less_than_20k_H,0.45396678614268526,1.3069999999999999,0,,,0.45396678614268526
-coef_full_time_worker_asc_M,0.98435866822120488,1.3787345790000001,0,,,0.98435866822120488
-coef_full_time_worker_asc_N,0.73324510331920412,0.62266239099999998,0,,,0.73324510331920412
-coef_full_time_worker_interaction_with_age_less_than_40_M,0.44443952843908197,0.20910000000000001,0,,,0.44443952843908197
-coef_full_time_worker_interaction_with_female_gender_M,0.038410812572387439,-0.12590000000000001,0,,,0.038410812572387439
-coef_full_time_worker_interaction_with_fewer_cars_than_workers_H,0.41538570763618882,0.50390000000000001,0,,,0.41538570763618882
-coef_full_time_worker_interaction_with_income_less_than_20k_H,0.44991051165021323,0.53129999999999999,0,,,0.44991051165021323
-coef_full_time_worker_intraction_with_peak_accessibility_to_all_employment_M,0.15132046128679377,0.1212,0,,,0.15132046128679377
-coef_non_working_adult_asc_N,0.61315184259117572,0.59464538600000005,0,,,0.61315184259117572
-coef_non_working_adult_interaction_with_female_gender_M,-0.74299999999999999,-0.74299999999999999,0,,,-0.74299999999999999
-coef_non_working_adult_interaction_with_fewer_cars_than_workers_H,0.80008083982324651,0.89649999999999996,0,,,0.80008083982324651
-coef_non_working_adult_interaction_with_income_between_50k_and_100k_H,-1.135877229516298,-0.56020000000000003,0,,,-1.135877229516298
-coef_non_working_adult_interaction_with_income_more_than_100k_H,-0.53695636446511075,-0.71879999999999999,0,,,-0.53695636446511075
-coef_non_working_adult_interaction_with_more_cars_than_workers_M,0.65149999999999997,0.65149999999999997,0,,,0.65149999999999997
-coef_non_working_adult_interaction_with_more_cars_than_workers_N,1.4756696612117433,0.81679999999999997,0,,,1.4756696612117433
-coef_non_working_adult_interaction_with_peak_accessibility_to_all_employment_M,0.23139999999999999,0.23139999999999999,0,,,0.23139999999999999
-coef_non_working_adult_retired_or_univ_student_interaction_with_off_peak_accessibility_to_all_employment_N,0.05369614335005668,0.072069999999999995,0,,,0.05369614335005668
-coef_part_time_worker_asc_M,4.6632375293425374,-0.71882373799999999,0,,,4.6632375293425374
-coef_part_time_worker_asc_N,0.63327669200378511,0.63603246700000005,0,,,0.63327669200378511
-coef_part_time_worker_interaction_with_income_between_50k_and_100k_H,0.084764438455744495,-0.4032,0,,,0.084764438455744495
-coef_part_time_worker_interaction_with_income_less_than_20k_H,0.38471102017852971,0.32319999999999999,0,,,0.38471102017852971
-coef_part_time_worker_interaction_with_income_more_than_100k_H,-1.3396802216835464,-0.35339999999999999,0,,,-1.3396802216835464
-coef_part_time_worker_interaction_with_income_more_than_100k_N,0.57320315896108665,0.42070000000000002,0,,,0.57320315896108665
-coef_part_time_worker_interaction_with_peak_accessibility_to_all_employment_M,-0.22927275954114743,0.20039999999999999,0,,,-0.22927275954114743
-coef_pre_driving_age_child_who_is_in_school_asc_M,3.9697740814213565,3.295863529,0,,,3.9697740814213565
-coef_pre_driving_age_child_who_is_in_school_asc_N,-6.9669814176755258,0.57142433999999998,0,,,-6.9669814176755258
-coef_pre_driving_age_child_who_is_in_school_interaction_with_age_13_to_15_M,-1.5862536567965162,-0.71409999999999996,0,,,-1.5862536567965162
-coef_pre_driving_age_child_who_is_in_school_interaction_with_age_13_to_15_N,-1.1444471156694567,-0.67200000000000004,0,,,-1.1444471156694567
-coef_pre_driving_age_child_who_is_in_school_interaction_with_age_6_to_9_M,-0.71694326641444928,-0.29430000000000001,0,,,-0.71694326641444928
-coef_pre_driving_age_child_who_is_in_school_interaction_with_fewer_cars_than_workers_H,1.0962667615224149,0.58620000000000005,0,,,1.0962667615224149
-coef_pre_driving_age_child_who_is_too_young_for_school_asc_M,0.92486435043901694,1.052531189,0,,,0.92486435043901694
-coef_pre_driving_age_child_who_is_too_young_for_school_asc_N,-8.6130259294995177,-0.83756777599999999,0,,,-8.6130259294995177
-coef_pre_driving_age_child_who_is_too_young_for_school_interaction_with_age_0_to_1_M,-0.94468281293415513,-0.45150000000000001,0,,,-0.94468281293415513
-coef_pre_driving_age_child_who_is_too_young_for_school_interaction_with_age_4_to_5_M,0.23268035055770159,0.61070000000000002,0,,,0.23268035055770159
-coef_pre_driving_age_child_who_is_too_young_for_school_interaction_with_fewer_cars_than_workers_H,-0.056007934757943807,0.50609999999999999,0,,,-0.056007934757943807
-coef_pre_driving_age_child_who_is_too_young_for_school_interaction_with_income_between_50k_and_100k_H,-0.71502868941234388,-0.57079999999999997,0,,,-0.71502868941234388
-coef_pre_driving_age_child_who_is_too_young_for_school_interaction_with_income_more_than_100k_H,-0.7760438496909059,-0.61860000000000004,0,,,-0.7760438496909059
-coef_pre_driving_age_child_who_is_too_young_for_school_interaction_with_more_cars_than_workers_N,0.77447196962877585,0.29909999999999998,0,,,0.77447196962877585
-coef_retired_asc_N,1.1425900456454805,0.408202071,0,,,1.1425900456454805
-coef_retired_interaction_with_age_more_than_80_H,1.1363693439466673,0.76659999999999995,0,,,1.1363693439466673
-coef_retired_interaction_with_female_M,0.47689999999999999,0.47689999999999999,0,,,0.47689999999999999
-coef_retired_interaction_with_fewer_cars_than_workers_H,1.1295952477348739,0.54959999999999998,0,,,1.1295952477348739
-coef_retired_interaction_with_income_less_than_20k_H,0.65398902348188781,0.53300000000000003,0,,,0.65398902348188781
-coef_retired_interaction_with_more_cars_than_workers_M,2.992,2.992,0,,,2.992
-coef_retired_interaction_with_more_cars_than_workers_N,0.76262176538305015,1.056,0,,,0.76262176538305015
-coef_retired_interaction_with_peak_accessibility_to_all_employment_M,0.2792,0.2792,0,,,0.2792
-coef_university_student_asc_M,2.1206612172447477,2.3535951759999998,0,,,2.1206612172447477
-coef_university_student_asc_N,0.47323909115586493,0.609709846,0,,,0.47323909115586493
--999.0,-999,-999,-999,-999,-999,-999
-coef_H_11,1.5446242163709172,1.6259999999999999,0,,,1.5446242163709172
-coef_H_12,0.15833568776463425,0.74070000000000003,0,,,0.15833568776463425
-coef_H_13,1.5389002358533881,1.1830000000000001,0,,,1.5389002358533881
-coef_H_14,1.3436422025992563,0.94359999999999999,0,,,1.3436422025992563
-coef_H_15,0.62460727406650574,1.298,0,,,0.62460727406650574
-coef_H_16,1.521735383660767,2.0640000000000001,0,,,1.521735383660767
-coef_H_17,1.4606474415665514,1.5009999999999999,0,,,1.4606474415665514
-coef_H_18,1.2139109701831139,0.99119999999999997,0,,,1.2139109701831139
-coef_H_22,-15.923116744497655,0.8911,0,,,-15.923116744497655
-coef_H_23,0.73052600611455265,1.6419999999999999,0,,,0.73052600611455265
-coef_H_24,1.0651655384578942,0.70569999999999999,0,,,1.0651655384578942
-coef_H_25,-16.202420121437097,0.46300000000000002,0,,,-16.202420121437097
-coef_H_26,4.156194778954351,3.0569999999999999,0,,,4.156194778954351
-coef_H_27,0.40222213291144671,0.76849999999999996,0,,,0.40222213291144671
-coef_H_28,-15.469749038901073,1.0700000000000001,0,,,-15.469749038901073
-coef_H_33,0.99710939823398292,1.018,0,,,0.99710939823398292
-coef_H_34,1.6743259141961955,1.7809999999999999,0,,,1.6743259141961955
-coef_H_35,-17.763631508602064,0.48349999999999999,0,,,-17.763631508602064
-coef_H_36,1.546,1.546,0,,,1.546
-coef_H_37,1.552,1.552,0,,,1.552
-coef_H_38,1.3400000000000001,1.3400000000000001,0,,,1.3400000000000001
-coef_H_44,1.7326164145508278,1.3520000000000001,0,,,1.7326164145508278
-coef_H_45,2.1749474138597793,1.2090000000000001,0,,,2.1749474138597793
-coef_H_46,0.52429999999999999,0.52429999999999999,0,,,0.52429999999999999
-coef_H_47,0.81120000000000003,0.81120000000000003,0,,,0.81120000000000003
-coef_H_48,1.167,1.167,0,,,1.167
-coef_H_55,0.98410006600474542,1.407,0,,,0.98410006600474542
-coef_H_56_57_58,0.86319999999999997,0.86319999999999997,0,,,0.86319999999999997
-coef_H_66,18.485095476410191,2.198,0,,,18.485095476410191
-coef_H_67,-18.838145375909068,0.97699999999999998,0,,,-18.838145375909068
-coef_H_68,1.4670000000000001,1.4670000000000001,0,,,1.4670000000000001
-coef_H_77,2.4644108765258532,2.7999999999999998,0,,,2.4644108765258532
-coef_H_78,16.353710938881033,1.4339999999999999,0,,,16.353710938881033
-coef_H_88,1.189203293091496,1.3779999999999999,0,,,1.189203293091496
-coef_M_11,-0.069163059806229873,0.14099999999999999,0,,,-0.069163059806229873
-coef_M_12,0.27916204731988919,0.088450000000000001,0,,,0.27916204731988919
-coef_M_13,0.29314801601836593,0.42730000000000001,0,,,0.29314801601836593
-coef_M_16,0.39262282583718466,0.38419999999999999,0,,,0.39262282583718466
-coef_M_17,-0.10503260073739486,0.26229999999999998,0,,,-0.10503260073739486
-coef_M_18,0.28872595185423811,0.51180000000000003,0,,,0.28872595185423811
-coef_M_22,0.94589050141866338,1.135,0,,,0.94589050141866338
-coef_M_23,0.1879379616749213,0.17299999999999999,0,,,0.1879379616749213
-coef_M_26,1.9267776692819061,1.103,0,,,1.9267776692819061
-coef_M_27,0.1161255949291411,0.30790000000000001,0,,,0.1161255949291411
-coef_M_28,0.40930716183312305,0.50739999999999996,0,,,0.40930716183312305
-coef_M_33,0.42731234923519629,0.87260000000000004,0,,,0.42731234923519629
-coef_M_36,-0.0020999999999999999,-0.0020999999999999999,0,,,-0.0020999999999999999
-coef_M_37,0.29749999999999999,0.29749999999999999,0,,,0.29749999999999999
-coef_M_38,0.22539999999999999,0.22539999999999999,0,,,0.22539999999999999
-coef_M_66,16.866971034774586,0.47939999999999999,0,,,16.866971034774586
-coef_M_67,-18.934085377461077,0.5151,0,,,-18.934085377461077
-coef_M_68,0.55159999999999998,0.55159999999999998,0,,,0.55159999999999998
-coef_M_77,1.1689185377597398,0.97309999999999997,0,,,1.1689185377597398
-coef_M_78,-1.5331233891804061,0.59609999999999996,0,,,-1.5331233891804061
-coef_M_88,1.1505839302746146,1.651,0,,,1.1505839302746146
-coef_N_11,0.87318887937108214,1.123,0,,,0.87318887937108214
-coef_N_12,0.24183915201361481,0.49469999999999997,0,,,0.24183915201361481
-coef_N_13,0.59192245194065063,0.55230000000000001,0,,,0.59192245194065063
-coef_N_14,-0.11520399026943709,0.021860000000000001,0,,,-0.11520399026943709
-coef_N_15,0.35837177201195769,0.3115,0,,,0.35837177201195769
-coef_N_16,0.87560206874032775,0.40949999999999998,0,,,0.87560206874032775
-coef_N_17,-0.12677865514794309,0.6008,0,,,-0.12677865514794309
-coef_N_18,0.10704226969734577,0.751,0,,,0.10704226969734577
-coef_N_22,0.72707556913323979,1.032,0,,,0.72707556913323979
-coef_N_23,0.54094331873208856,0.33550000000000002,0,,,0.54094331873208856
-coef_N_24,1.2778673813277723,0.74770000000000003,0,,,1.2778673813277723
-coef_N_25,-0.44876565834828996,0.098309999999999995,0,,,-0.44876565834828996
-coef_N_26,-14.897952319514477,0.495,0,,,-14.897952319514477
-coef_N_27,0.3031034553268101,0.89839999999999998,0,,,0.3031034553268101
-coef_N_28,0.90141537238007852,1.452,0,,,0.90141537238007852
-coef_N_33,0.94126692083673891,1.054,0,,,0.94126692083673891
-coef_N_34,-0.17640412257232874,0.193,0,,,-0.17640412257232874
-coef_N_35,0.10306375422257623,0.40649999999999997,0,,,0.10306375422257623
-coef_N_36,1.6200000000000001,1.6200000000000001,0,,,1.6200000000000001
-coef_N_37,0.51649999999999996,0.51649999999999996,0,,,0.51649999999999996
-coef_N_38,0.89729999999999999,0.89729999999999999,0,,,0.89729999999999999
-coef_N_44,0.18753988004006014,0.69840000000000002,0,,,0.18753988004006014
-coef_N_45,0.10139966319988514,0.18640000000000001,0,,,0.10139966319988514
-coef_N_46,0.68010000000000004,0.68010000000000004,0,,,0.68010000000000004
-coef_N_47,0.56459999999999999,0.56459999999999999,0,,,0.56459999999999999
-coef_N_48,1.1639999999999999,1.1639999999999999,0,,,1.1639999999999999
-coef_N_55,0.71481848079980614,0.72909999999999997,0,,,0.71481848079980614
-coef_N_56_57_58,0.29189999999999999,0.29189999999999999,0,,,0.29189999999999999
-coef_N_66,-2.4730624946698345,1.512,0,,,-2.4730624946698345
-coef_N_67,-14.740556739194025,1.4219999999999999,0,,,-14.740556739194025
-coef_N_68,1.2729999999999999,1.2729999999999999,0,,,1.2729999999999999
-coef_N_77,2.3130640609159334,1.5529999999999999,0,,,2.3130640609159334
-coef_N_78,-0.30407334622872023,0.61839999999999995,0,,,-0.30407334622872023
-coef_N_88,-0.15881741099470906,0.87709999999999999,0,,,-0.15881741099470906
-coef_H_124_122_144,0.33133065098679593,0.95730000000000004,0,,,0.33133065098679593
-coef_H_126_146,1.5514557242593745,0.29389999999999999,0,,,1.5514557242593745
-coef_H_222_224_244,-9.203498518007823,0.98809999999999998,0,,,-9.203498518007823
-coef_H_226_246_446,34.311085923988777,0.43740000000000001,0,,,34.311085923988777
-coef_H_266_466,0.47470000000000001,0.47470000000000001,0,,,0.47470000000000001
-coef_H_xxxxx,-4.3950349906415909,-8.6210000000000004,0,,,-4.3950349906415909
-coef_M_111,0.22029613237472445,0.31330000000000002,0,,,0.22029613237472445
-coef_M_112_114,-0.0040326112064052802,0.34949999999999998,0,,,-0.0040326112064052802
-coef_M_666,-0.3906,-0.3906,0,,,-0.3906
-coef_M_xxxxx,-0.094419014924773184,-1.528,0,,,-0.094419014924773184
-coef_N_112_114,0.38961790319791489,0.4637,0,,,0.38961790319791489
-coef_N_124_122_144,0.58723976265654321,0.34910000000000002,0,,,0.58723976265654321
-coef_N_166,-1.6454258220246625,0.3553,0,,,-1.6454258220246625
-coef_N_222_224_444,-0.73749437161692599,-1.3859999999999999,0,,,-0.73749437161692599
-coef_N_246_226_446,-0.85860667485009734,-0.85709999999999997,0,,,-0.85860667485009734
-coef_N_xxxxx,-1.0332955358547824,-3.4529999999999998,0,,,-1.0332955358547824
+param_name,value,best,initvalue,nullvalue
+-999.0,-999,-999,-999,0
+coef_H_11,1.5419336578228711,1.5419336578228711,1.6259999999999999,0
+coef_H_12,0.1568571252329849,0.1568571252329849,0.74070000000000003,0
+coef_H_124_122_144,0.32986113267128092,0.32986113267128092,0.95730000000000004,0
+coef_H_126_146,1.4938156680605212,1.4938156680605212,0.29389999999999999,0
+coef_H_13,1.530278002377929,1.530278002377929,1.1830000000000001,0
+coef_H_14,1.3497694853851858,1.3497694853851858,0.94359999999999999,0
+coef_H_15,0.62685358911701483,0.62685358911701483,1.298,0
+coef_H_16,1.5291894067209522,1.5291894067209522,2.0640000000000001,0
+coef_H_17,1.4687422769805925,1.4687422769805925,1.5009999999999999,0
+coef_H_18,1.216086235948181,1.216086235948181,0.99119999999999997,0
+coef_H_22,-4.3063697707024655,-4.3063697707024655,0.8911,0
+coef_H_222_224_244,-1.6197321462997589,-1.6197321462997589,0.98809999999999998,0
+coef_H_226_246_446,12.098686405137819,12.098686405137819,0.43740000000000001,0
+coef_H_23,0.68825135369938106,0.68825135369938106,1.6419999999999999,0
+coef_H_24,1.0820165622653497,1.0820165622653497,0.70569999999999999,0
+coef_H_25,-6.6250196452915038,-6.6250196452915038,0.46300000000000002,0
+coef_H_26,4.3850586248092194,4.3850586248092194,3.0569999999999999,0
+coef_H_266_466,0.47470000000000001,0.47470000000000001,0.47470000000000001,0
+coef_H_27,0.37427672206710327,0.37427672206710327,0.76849999999999996,0
+coef_H_28,-6.5629206600849752,-6.5629206600849752,1.0700000000000001,0
+coef_H_33,0.97934875367483343,0.97934875367483343,1.018,0
+coef_H_34,1.6682416041299686,1.6682416041299686,1.7809999999999999,0
+coef_H_35,-7.6611808359029645,-7.6611808359029645,0.48349999999999999,0
+coef_H_36,1.546,1.546,1.546,0
+coef_H_37,1.552,1.552,1.552,0
+coef_H_38,1.3400000000000001,1.3400000000000001,1.3400000000000001,0
+coef_H_44,1.7216206652798149,1.7216206652798149,1.3520000000000001,0
+coef_H_45,2.1809912215370213,2.1809912215370213,1.2090000000000001,0
+coef_H_46,0.52429999999999999,0.52429999999999999,0.52429999999999999,0
+coef_H_47,0.81120000000000003,0.81120000000000003,0.81120000000000003,0
+coef_H_48,1.167,1.167,1.167,0
+coef_H_55,0.9809722526114516,0.9809722526114516,1.407,0
+coef_H_56_57_58,0.86319999999999997,0.86319999999999997,0.86319999999999997,0
+coef_H_66,8.4167262944706192,8.4167262944706192,2.198,0
+coef_H_67,0.44723071774676276,0.44723071774676276,0.97699999999999998,0
+coef_H_68,1.4670000000000001,1.4670000000000001,1.4670000000000001,0
+coef_H_77,2.4634580374961481,2.4634580374961481,2.7999999999999998,0
+coef_H_78,8.0627613298133163,8.0627613298133163,1.4339999999999999,0
+coef_H_88,1.1936498396775894,1.1936498396775894,1.3779999999999999,0
+coef_H_xxxxx,-4.438201822964726,-4.438201822964726,-8.6210000000000004,0
+coef_M_11,-0.066577852130294796,-0.066577852130294796,0.14099999999999999,0
+coef_M_111,0.21817216396215119,0.21817216396215119,0.31330000000000002,0
+coef_M_112_114,-0.0091511592429970364,-0.0091511592429970364,0.34949999999999998,0
+coef_M_12,0.27663650974688847,0.27663650974688847,0.088450000000000001,0
+coef_M_13,0.29518704763231096,0.29518704763231096,0.42730000000000001,0
+coef_M_16,0.39054012521608994,0.39054012521608994,0.38419999999999999,0
+coef_M_17,-0.10374731614605871,-0.10374731614605871,0.26229999999999998,0
+coef_M_18,0.29351743522965396,0.29351743522965396,0.51180000000000003,0
+coef_M_22,0.94258669894424363,0.94258669894424363,1.135,0
+coef_M_23,0.17645116723622598,0.17645116723622598,0.17299999999999999,0
+coef_M_26,2.0567045575983358,2.0567045575983358,1.103,0
+coef_M_27,0.11181263755365198,0.11181263755365198,0.30790000000000001,0
+coef_M_28,0.40977163391205312,0.40977163391205312,0.50739999999999996,0
+coef_M_33,0.42794992530878012,0.42794992530878012,0.87260000000000004,0
+coef_M_36,-0.0020999999999999999,-0.0020999999999999999,-0.0020999999999999999,0
+coef_M_37,0.29749999999999999,0.29749999999999999,0.29749999999999999,0
+coef_M_38,0.22539999999999999,0.22539999999999999,0.22539999999999999,0
+coef_M_66,6.8123948779490693,6.8123948779490693,0.47939999999999999,0
+coef_M_666,-0.3906,-0.3906,-0.3906,0
+coef_M_67,-7.3937041904113867,-7.3937041904113867,0.5151,0
+coef_M_68,0.55159999999999998,0.55159999999999998,0.55159999999999998,0
+coef_M_77,1.1962631870344373,1.1962631870344373,0.97309999999999997,0
+coef_M_78,-1.3923814874344116,-1.3923814874344116,0.59609999999999996,0
+coef_M_88,1.1525357532203755,1.1525357532203755,1.651,0
+coef_M_xxxxx,-0.096518689430947144,-0.096518689430947144,-1.528,0
+coef_N_11,0.86795864199959616,0.86795864199959616,1.123,0
+coef_N_112_114,0.39065522090321092,0.39065522090321092,0.4637,0
+coef_N_12,0.2480617301094909,0.2480617301094909,0.49469999999999997,0
+coef_N_124_122_144,0.5961328376142746,0.5961328376142746,0.34910000000000002,0
+coef_N_13,0.59999100559434859,0.59999100559434859,0.55230000000000001,0
+coef_N_14,-0.11674049556223835,-0.11674049556223835,0.021860000000000001,0
+coef_N_15,0.35040961065342302,0.35040961065342302,0.3115,0
+coef_N_16,0.86792547139565934,0.86792547139565934,0.40949999999999998,0
+coef_N_166,-0.60592696880184027,-0.60592696880184027,0.3553,0
+coef_N_17,-0.12905710747041996,-0.12905710747041996,0.6008,0
+coef_N_18,0.099608274686980441,0.099608274686980441,0.751,0
+coef_N_22,0.72885783855767394,0.72885783855767394,1.032,0
+coef_N_222_224_444,-0.71444624999906414,-0.71444624999906414,-1.3859999999999999,0
+coef_N_23,0.52825961143137423,0.52825961143137423,0.33550000000000002,0
+coef_N_24,1.2980868785793294,1.2980868785793294,0.74770000000000003,0
+coef_N_246_226_446,-0.85788521935923545,-0.85788521935923545,-0.85709999999999997,0
+coef_N_25,-0.43179604185147774,-0.43179604185147774,0.098309999999999995,0
+coef_N_26,-1.6215850575786785,-1.6215850575786785,0.495,0
+coef_N_27,0.30168716118388883,0.30168716118388883,0.89839999999999998,0
+coef_N_28,0.90407599542690464,0.90407599542690464,1.452,0
+coef_N_33,0.94281968773235403,0.94281968773235403,1.054,0
+coef_N_34,-0.1808606095370153,-0.1808606095370153,0.193,0
+coef_N_35,0.097592142619067943,0.097592142619067943,0.40649999999999997,0
+coef_N_36,1.6200000000000001,1.6200000000000001,1.6200000000000001,0
+coef_N_37,0.51649999999999996,0.51649999999999996,0.51649999999999996,0
+coef_N_38,0.89729999999999999,0.89729999999999999,0.89729999999999999,0
+coef_N_44,0.17090119236816009,0.17090119236816009,0.69840000000000002,0
+coef_N_45,0.10502837410928217,0.10502837410928217,0.18640000000000001,0
+coef_N_46,0.68010000000000004,0.68010000000000004,0.68010000000000004,0
+coef_N_47,0.56459999999999999,0.56459999999999999,0.56459999999999999,0
+coef_N_48,1.1639999999999999,1.1639999999999999,1.1639999999999999,0
+coef_N_55,0.71685424802473707,0.71685424802473707,0.72909999999999997,0
+coef_N_56_57_58,0.29189999999999999,0.29189999999999999,0.29189999999999999,0
+coef_N_66,-0.33771670602573539,-0.33771670602573539,1.512,0
+coef_N_67,-0.51003034698548388,-0.51003034698548388,1.4219999999999999,0
+coef_N_68,1.2729999999999999,1.2729999999999999,1.2729999999999999,0
+coef_N_77,2.3038032526813228,2.3038032526813228,1.5529999999999999,0
+coef_N_78,-0.050192112434025701,-0.050192112434025701,0.61839999999999995,0
+coef_N_88,-0.12160277921446122,-0.12160277921446122,0.87709999999999999,0
+coef_N_xxxxx,-1.0454032140665002,-1.0454032140665002,-3.4529999999999998,0
+coef_UNAVAILABLE,-999,-999,-999,0
+coef_child_who_is_in_school_or_too_young_for_school_interaction_with_off_peak_accessibility_to_retail_N,0.31817765512188612,0.31817765512188612,0.08233,0
+coef_driving_age_child_who_is_in_school_asc_M,0.76528459302162444,0.76528459302162444,2.3309186849999999,0
+coef_driving_age_child_who_is_in_school_asc_N,-3.5523769241342968,-3.5523769241342968,-0.59911911200000001,0
+coef_driving_age_child_who_is_in_school_interaction_income_between_50k_and_100k_H,-0.94575683546498501,-0.94575683546498501,-0.50309999999999999,0
+coef_driving_age_child_who_is_in_school_interaction_with_fewer_cars_than_workers_H,0.45457650403543642,0.45457650403543642,0.64749999999999996,0
+coef_driving_age_child_who_is_in_school_interaction_with_income_more_than_100k_H,-1.7469955117343503,-1.7469955117343503,-2.0459999999999998,0
+coef_driving_age_child_who_is_in_school_interaction_with_less_than_20k_H,0.45063485271679943,0.45063485271679943,1.3069999999999999,0
+coef_full_time_worker_asc_M,0.74125913107999808,0.74125913107999808,1.3787345790000001,0
+coef_full_time_worker_asc_N,0.73554763956044567,0.73554763956044567,0.62266239099999998,0
+coef_full_time_worker_interaction_with_age_less_than_40_M,0.44384674710175359,0.44384674710175359,0.20910000000000001,0
+coef_full_time_worker_interaction_with_female_gender_M,0.038779513853859825,0.038779513853859825,-0.12590000000000001,0
+coef_full_time_worker_interaction_with_fewer_cars_than_workers_H,0.41683751563975829,0.41683751563975829,0.50390000000000001,0
+coef_full_time_worker_interaction_with_income_less_than_20k_H,0.4546699336623663,0.4546699336623663,0.53129999999999999,0
+coef_full_time_worker_intraction_with_peak_accessibility_to_all_employment_M,0.17061134225870994,0.17061134225870994,0.1212,0
+coef_non_working_adult_asc_N,0.5032527423546157,0.5032527423546157,0.59464538600000005,0
+coef_non_working_adult_interaction_with_female_gender_M,-0.74299999999999999,-0.74299999999999999,-0.74299999999999999,0
+coef_non_working_adult_interaction_with_fewer_cars_than_workers_H,0.79550405235037291,0.79550405235037291,0.89649999999999996,0
+coef_non_working_adult_interaction_with_income_between_50k_and_100k_H,-1.1335473989478433,-1.1335473989478433,-0.56020000000000003,0
+coef_non_working_adult_interaction_with_income_more_than_100k_H,-0.52876095625819419,-0.52876095625819419,-0.71879999999999999,0
+coef_non_working_adult_interaction_with_more_cars_than_workers_M,0.65149999999999997,0.65149999999999997,0.65149999999999997,0
+coef_non_working_adult_interaction_with_more_cars_than_workers_N,1.4789652448709654,1.4789652448709654,0.81679999999999997,0
+coef_non_working_adult_interaction_with_peak_accessibility_to_all_employment_M,0.23139999999999999,0.23139999999999999,0.23139999999999999,0
+coef_non_working_adult_retired_or_univ_student_interaction_with_off_peak_accessibility_to_all_employment_N,0.064939130822218152,0.064939130822218152,0.072069999999999995,0
+coef_part_time_worker_asc_M,6.3592603940417298,6.3592603940417298,-0.71882373799999999,0
+coef_part_time_worker_asc_N,0.62900096289821572,0.62900096289821572,0.63603246700000005,0
+coef_part_time_worker_interaction_with_income_between_50k_and_100k_H,0.083715416192307907,0.083715416192307907,-0.4032,0
+coef_part_time_worker_interaction_with_income_less_than_20k_H,0.37591205189659627,0.37591205189659627,0.32319999999999999,0
+coef_part_time_worker_interaction_with_income_more_than_100k_H,-1.344577739113451,-1.344577739113451,-0.35339999999999999,0
+coef_part_time_worker_interaction_with_income_more_than_100k_N,0.57926282447447563,0.57926282447447563,0.42070000000000002,0
+coef_part_time_worker_interaction_with_peak_accessibility_to_all_employment_M,-0.36291295851748201,-0.36291295851748201,0.20039999999999999,0
+coef_pre_driving_age_child_who_is_in_school_asc_M,3.9364917022114958,3.9364917022114958,3.295863529,0
+coef_pre_driving_age_child_who_is_in_school_asc_N,-1.4901825824862984,-1.4901825824862984,0.57142433999999998,0
+coef_pre_driving_age_child_who_is_in_school_interaction_with_age_13_to_15_M,-1.560760489357776,-1.560760489357776,-0.71409999999999996,0
+coef_pre_driving_age_child_who_is_in_school_interaction_with_age_13_to_15_N,-1.1582880792288159,-1.1582880792288159,-0.67200000000000004,0
+coef_pre_driving_age_child_who_is_in_school_interaction_with_age_6_to_9_M,-0.69702865509680834,-0.69702865509680834,-0.29430000000000001,0
+coef_pre_driving_age_child_who_is_in_school_interaction_with_fewer_cars_than_workers_H,1.0807804461266468,1.0807804461266468,0.58620000000000005,0
+coef_pre_driving_age_child_who_is_too_young_for_school_asc_M,0.93791299554872232,0.93791299554872232,1.052531189,0
+coef_pre_driving_age_child_who_is_too_young_for_school_asc_N,-3.1168217219705499,-3.1168217219705499,-0.83756777599999999,0
+coef_pre_driving_age_child_who_is_too_young_for_school_interaction_with_age_0_to_1_M,-0.97840886625486712,-0.97840886625486712,-0.45150000000000001,0
+coef_pre_driving_age_child_who_is_too_young_for_school_interaction_with_age_4_to_5_M,0.22680433121070148,0.22680433121070148,0.61070000000000002,0
+coef_pre_driving_age_child_who_is_too_young_for_school_interaction_with_fewer_cars_than_workers_H,-0.064351049344718039,-0.064351049344718039,0.50609999999999999,0
+coef_pre_driving_age_child_who_is_too_young_for_school_interaction_with_income_between_50k_and_100k_H,-0.70378572103967652,-0.70378572103967652,-0.57079999999999997,0
+coef_pre_driving_age_child_who_is_too_young_for_school_interaction_with_income_more_than_100k_H,-0.77304583320350251,-0.77304583320350251,-0.61860000000000004,0
+coef_pre_driving_age_child_who_is_too_young_for_school_interaction_with_more_cars_than_workers_N,0.69633632402948109,0.69633632402948109,0.29909999999999998,0
+coef_retired_asc_N,1.0264990433635548,1.0264990433635548,0.408202071,0
+coef_retired_interaction_with_age_more_than_80_H,1.1355402656793447,1.1355402656793447,0.76659999999999995,0
+coef_retired_interaction_with_female_M,0.47689999999999999,0.47689999999999999,0.47689999999999999,0
+coef_retired_interaction_with_fewer_cars_than_workers_H,1.1284456224788169,1.1284456224788169,0.54959999999999998,0
+coef_retired_interaction_with_income_less_than_20k_H,0.65094671152574535,0.65094671152574535,0.53300000000000003,0
+coef_retired_interaction_with_more_cars_than_workers_M,2.992,2.992,2.992,0
+coef_retired_interaction_with_more_cars_than_workers_N,0.76654574573265821,0.76654574573265821,1.056,0
+coef_retired_interaction_with_peak_accessibility_to_all_employment_M,0.2792,0.2792,0.2792,0
+coef_university_student_asc_M,2.1131909971292351,2.1131909971292351,2.3535951759999998,0
+coef_university_student_asc_N,0.35532700566947006,0.35532700566947006,0.609709846,0
diff --git a/activitysim/estimation/test/test_larch_estimation/test_cdap_model_loglike.csv b/activitysim/estimation/test/test_larch_estimation/test_cdap_model_loglike.csv
index dcd755572e..cf7fc482c4 100644
--- a/activitysim/estimation/test/test_larch_estimation/test_cdap_model_loglike.csv
+++ b/activitysim/estimation/test/test_larch_estimation/test_cdap_model_loglike.csv
@@ -1,2 +1,2 @@
 ,loglike_prior,loglike_converge
-0,-2460.72797581254872057,-2335.77494762967762654
+0,-2460.7280651590818,-2336.352120296393
diff --git a/activitysim/estimation/test/test_larch_estimation/test_joint_tour_scheduling_loglike.csv b/activitysim/estimation/test/test_larch_estimation/test_joint_tour_scheduling_loglike.csv
index a8e60cc389..c5a6e449eb 100644
--- a/activitysim/estimation/test/test_larch_estimation/test_joint_tour_scheduling_loglike.csv
+++ b/activitysim/estimation/test/test_larch_estimation/test_joint_tour_scheduling_loglike.csv
@@ -1,2 +1,2 @@
 ,loglike_prior,loglike_converge
-0,-1295.3015770898169,-175.64109886722656
+0,-185.1805538740314,-163.38981780168791
diff --git a/activitysim/estimation/test/test_larch_estimation/test_loc_atwork_subtour_destination_BHHH_loglike.csv b/activitysim/estimation/test/test_larch_estimation/test_loc_atwork_subtour_destination_BHHH_loglike.csv
new file mode 100644
index 0000000000..90f36e10ea
--- /dev/null
+++ b/activitysim/estimation/test/test_larch_estimation/test_loc_atwork_subtour_destination_BHHH_loglike.csv
@@ -0,0 +1,2 @@
+,loglike_prior,loglike_converge
+0,-1604.7051182769926,-1393.2868770044743
diff --git a/activitysim/estimation/test/test_larch_estimation/test_loc_atwork_subtour_destination_size_spec.csv b/activitysim/estimation/test/test_larch_estimation/test_loc_atwork_subtour_destination_BHHH_size_spec.csv
similarity index 97%
rename from activitysim/estimation/test/test_larch_estimation/test_loc_atwork_subtour_destination_size_spec.csv
rename to activitysim/estimation/test/test_larch_estimation/test_loc_atwork_subtour_destination_BHHH_size_spec.csv
index 55915d90aa..1472d05ed2 100644
--- a/activitysim/estimation/test/test_larch_estimation/test_loc_atwork_subtour_destination_size_spec.csv
+++ b/activitysim/estimation/test/test_larch_estimation/test_loc_atwork_subtour_destination_BHHH_size_spec.csv
@@ -12,7 +12,7 @@
 10,othmaint,non_mandatory,0,0.48199999999999998,0,0.51800000000000002,0,0,0,0,0,0,0
 11,social,non_mandatory,0,0.52200000000000002,0,0.47799999999999998,0,0,0,0,0,0,0
 12,othdiscr,non_mandatory,0.25225225225225223,0.2122122122122122,0,0.2722722722722723,0.16516516516516516,0,0,0,0.098098098098098108,0,0
-13,atwork,atwork,0,0.80359528369795752,0,0.19640471630204245,0,0,0,0,0,0,0
+13,atwork,atwork,0,0.9565182592635646,0,0.043481740736435397,0,0,0,0,0,0,0
 14,work,trip,0,0.16666666666666666,0.16666666666666666,0.16666666666666666,0.16666666666666666,0.16666666666666666,0.16666666666666666,0,0,0,0
 15,escort,trip,0.001,0.22500000000000001,0,0.14399999999999999,0,0,0,0.46400000000000002,0.16600000000000001,0,0
 16,shopping,trip,0.001,0.999,0,0,0,0,0,0,0,0,0
diff --git a/activitysim/estimation/test/test_larch_estimation/test_loc_atwork_subtour_destination_loglike.csv b/activitysim/estimation/test/test_larch_estimation/test_loc_atwork_subtour_destination_loglike.csv
deleted file mode 100644
index eb025e263b..0000000000
--- a/activitysim/estimation/test/test_larch_estimation/test_loc_atwork_subtour_destination_loglike.csv
+++ /dev/null
@@ -1,2 +0,0 @@
-,loglike_prior,loglike_converge
-0,-2334.2258751965092,-2329.8700459477177
diff --git a/activitysim/estimation/test/test_larch_estimation/test_loc_atwork_subtour_scheduling_loglike.csv b/activitysim/estimation/test/test_larch_estimation/test_loc_atwork_subtour_scheduling_loglike.csv
deleted file mode 100644
index 65489ba050..0000000000
--- a/activitysim/estimation/test/test_larch_estimation/test_loc_atwork_subtour_scheduling_loglike.csv
+++ /dev/null
@@ -1,2 +0,0 @@
-,loglike_prior,loglike_converge
-0,-6685.5153616099333,-1437.800794640111
diff --git a/activitysim/estimation/test/test_larch_estimation/test_loc_non_mandatory_tour_destination_SLSQP_loglike.csv b/activitysim/estimation/test/test_larch_estimation/test_loc_non_mandatory_tour_destination_SLSQP_loglike.csv
new file mode 100644
index 0000000000..77c3090874
--- /dev/null
+++ b/activitysim/estimation/test/test_larch_estimation/test_loc_non_mandatory_tour_destination_SLSQP_loglike.csv
@@ -0,0 +1,2 @@
+,loglike_prior,loglike_converge
+0,-8511.5032542114423,-7720.5833427253137
diff --git a/activitysim/estimation/test/test_larch_estimation/test_loc_non_mandatory_tour_destination_size_spec.csv b/activitysim/estimation/test/test_larch_estimation/test_loc_non_mandatory_tour_destination_SLSQP_size_spec.csv
similarity index 51%
rename from activitysim/estimation/test/test_larch_estimation/test_loc_non_mandatory_tour_destination_size_spec.csv
rename to activitysim/estimation/test/test_larch_estimation/test_loc_non_mandatory_tour_destination_SLSQP_size_spec.csv
index af3285fe26..9aee2eecc1 100644
--- a/activitysim/estimation/test/test_larch_estimation/test_loc_non_mandatory_tour_destination_size_spec.csv
+++ b/activitysim/estimation/test/test_larch_estimation/test_loc_non_mandatory_tour_destination_SLSQP_size_spec.csv
@@ -1,23 +1,23 @@
 ,segment,model_selector,TOTHH,RETEMPN,FPSEMPN,HEREMPN,OTHEMPN,AGREMPN,MWTEMPN,AGE0519,HSENROLL,COLLFTE,COLLPTE
-0,work_low,workplace,0,0.12912912912912916,0.19319319319319325,0.38338338338338335,0.12012012012012015,0.010010010010010012,0.1641641641641641,0,0,0,0
-1,work_med,workplace,0,0.12012012012012013,0.19719719719719711,0.32532532532532538,0.13913913913913917,0.0080080080080080097,0.21021021021021022,0,0,0,0
+0,work_low,workplace,0,0.12912912912912911,0.19319319319319317,0.38338338338338335,0.12012012012012011,0.01001001001001001,0.16416416416416416,0,0,0,0
+1,work_med,workplace,0,0.12012012012012012,0.19719719719719719,0.32532532532532532,0.13913913913913914,0.0080080080080080079,0.21021021021021019,0,0,0,0
 2,work_high,workplace,0,0.11,0.20699999999999999,0.28399999999999997,0.154,0.0060000000000000001,0.23899999999999999,0,0,0,0
 3,work_veryhigh,workplace,0,0.092999999999999999,0.27000000000000002,0.24099999999999999,0.14599999999999999,0.0040000000000000001,0.246,0,0,0,0
-4,university,school,0,0,0,0,0,0,0,0,0,0.59200000000000008,0.40799999999999997
+4,university,school,0,0,0,0,0,0,0,0,0,0.59199999999999997,0.40799999999999997
 5,gradeschool,school,0,0,0,0,0,0,0,1,0,0,0
 6,highschool,school,0,0,0,0,0,0,0,0,1,0,0
-7,escort,non_mandatory,0,0.34195879720614686,0,0.13084293500721081,0,0,0,0.47127943957016599,0.055918828216476292,0,0
+7,escort,non_mandatory,0,0.46217099216294472,0,0.076417211673566368,0,0,0,0.45632020794852418,0.0050915882149647294,0,0
 8,shopping,non_mandatory,0,1,0,0,0,0,0,0,0,0,0
-9,eatout,non_mandatory,0,0.65324866493964562,0,0.34675133506035422,0,0,0,0,0,0,0
-10,othmaint,non_mandatory,0,0.4233662207110353,0,0.57663377928896464,0,0,0,0,0,0,0
-11,social,non_mandatory,0,0.41656965799658413,0,0.58343034200341592,0,0,0,0,0,0,0
-12,othdiscr,non_mandatory,0.29737723981663911,0.27581414711676105,0,0.23370128672645701,0.12262191040591303,0,0,0,0.070485415934229814,0,0
+9,eatout,non_mandatory,0,0.90706301951236668,0,0.092936980487633311,0,0,0,0,0,0,0
+10,othmaint,non_mandatory,0,0.93116571483751687,0,0.068834285162483244,0,0,0,0,0,0,0
+11,social,non_mandatory,0,0.92391195421170202,0,0.076088045788297989,0,0,0,0,0,0,0
+12,othdiscr,non_mandatory,0.52511273726308272,0.27498108262234988,0,0.023448766399240456,0.15609458779050345,0,0,0,0.020362825924823438,0,0
 13,atwork,atwork,0,0.74199999999999999,0,0.25800000000000001,0,0,0,0,0,0,0
 14,work,trip,0,0.16666666666666666,0.16666666666666666,0.16666666666666666,0.16666666666666666,0.16666666666666666,0.16666666666666666,0,0,0,0
-15,escort,trip,0.0010000000000000002,0.22500000000000003,0,0.14400000000000002,0,0,0,0.46399999999999997,0.16600000000000004,0,0
+15,escort,trip,0.001,0.22500000000000001,0,0.14399999999999999,0,0,0,0.46400000000000002,0.16600000000000001,0,0
 16,shopping,trip,0.001,0.999,0,0,0,0,0,0,0,0,0
 17,eatout,trip,0,0.74199999999999999,0,0.25800000000000001,0,0,0,0,0,0,0
 18,othmaint,trip,0.001,0.48099999999999998,0,0.51800000000000002,0,0,0,0,0,0,0
 19,social,trip,0.001,0.52100000000000002,0,0.47799999999999998,0,0,0,0,0,0,0
 20,othdiscr,trip,0.25225225225225223,0.2122122122122122,0,0.2722722722722723,0.16516516516516516,0,0,0,0.098098098098098108,0,0
-21,univ,trip,0.000999000999000999,0,0,0,0,0,0,0,0,0.59140859140859148,0.4075924075924075
+21,univ,trip,0.00099900099900099922,0,0,0,0,0,0,0,0,0.59140859140859148,0.40759240759240761
diff --git a/activitysim/estimation/test/test_larch_estimation/test_loc_non_mandatory_tour_destination_loglike.csv b/activitysim/estimation/test/test_larch_estimation/test_loc_non_mandatory_tour_destination_loglike.csv
deleted file mode 100644
index c5df93cabd..0000000000
--- a/activitysim/estimation/test/test_larch_estimation/test_loc_non_mandatory_tour_destination_loglike.csv
+++ /dev/null
@@ -1,2 +0,0 @@
-,loglike_prior,loglike_converge
-0,-12819.670044726949,-12802.203974292237
diff --git a/activitysim/estimation/test/test_larch_estimation/test_loc_non_mandatory_tour_scheduling_loglike.csv b/activitysim/estimation/test/test_larch_estimation/test_loc_non_mandatory_tour_scheduling_loglike.csv
deleted file mode 100644
index d774c94c68..0000000000
--- a/activitysim/estimation/test/test_larch_estimation/test_loc_non_mandatory_tour_scheduling_loglike.csv
+++ /dev/null
@@ -1,2 +0,0 @@
-,loglike_prior,loglike_converge
-0,-12689.271731526222,-9843.6723572271876
diff --git a/activitysim/estimation/test/test_larch_estimation/test_loc_school_location_BHHH_loglike.csv b/activitysim/estimation/test/test_larch_estimation/test_loc_school_location_BHHH_loglike.csv
new file mode 100644
index 0000000000..61faa0892d
--- /dev/null
+++ b/activitysim/estimation/test/test_larch_estimation/test_loc_school_location_BHHH_loglike.csv
@@ -0,0 +1,2 @@
+,loglike_prior,loglike_converge
+0,-3150.9027927232128,-2472.1256126886806
diff --git a/activitysim/estimation/test/test_larch_estimation/test_loc_school_location_BHHH_size_spec.csv b/activitysim/estimation/test/test_larch_estimation/test_loc_school_location_BHHH_size_spec.csv
new file mode 100644
index 0000000000..b5a4700325
--- /dev/null
+++ b/activitysim/estimation/test/test_larch_estimation/test_loc_school_location_BHHH_size_spec.csv
@@ -0,0 +1,23 @@
+,segment,model_selector,TOTHH,RETEMPN,FPSEMPN,HEREMPN,OTHEMPN,AGREMPN,MWTEMPN,AGE0519,HSENROLL,COLLFTE,COLLPTE
+0,work_low,workplace,0,0.12912912912912911,0.19319319319319317,0.38338338338338335,0.12012012012012011,0.01001001001001001,0.16416416416416416,0,0,0,0
+1,work_med,workplace,0,0.12012012012012012,0.19719719719719719,0.32532532532532532,0.13913913913913914,0.0080080080080080079,0.21021021021021019,0,0,0,0
+2,work_high,workplace,0,0.11,0.20699999999999999,0.28399999999999997,0.154,0.0060000000000000001,0.23899999999999999,0,0,0,0
+3,work_veryhigh,workplace,0,0.092999999999999999,0.27000000000000002,0.24099999999999999,0.14599999999999999,0.0040000000000000001,0.246,0,0,0,0
+4,university,school,0,0,0,0,0,0,0,0,0,1,0
+5,gradeschool,school,0,0,0,0,0,0,0,1,0,0,0
+6,highschool,school,0,0,0,0,0,0,0,0,1,0,0
+7,escort,non_mandatory,0,0.22500000000000001,0,0.14399999999999999,0,0,0,0.46500000000000002,0.16600000000000001,0,0
+8,shopping,non_mandatory,0,1,0,0,0,0,0,0,0,0,0
+9,eatout,non_mandatory,0,0.74199999999999999,0,0.25800000000000001,0,0,0,0,0,0,0
+10,othmaint,non_mandatory,0,0.48199999999999998,0,0.51800000000000002,0,0,0,0,0,0,0
+11,social,non_mandatory,0,0.52200000000000002,0,0.47799999999999998,0,0,0,0,0,0,0
+12,othdiscr,non_mandatory,0.25225225225225223,0.2122122122122122,0,0.2722722722722723,0.16516516516516516,0,0,0,0.098098098098098108,0,0
+13,atwork,atwork,0,0.74199999999999999,0,0.25800000000000001,0,0,0,0,0,0,0
+14,work,trip,0,0.16666666666666666,0.16666666666666666,0.16666666666666666,0.16666666666666666,0.16666666666666666,0.16666666666666666,0,0,0,0
+15,escort,trip,0.001,0.22500000000000001,0,0.14399999999999999,0,0,0,0.46400000000000002,0.16600000000000001,0,0
+16,shopping,trip,0.001,0.999,0,0,0,0,0,0,0,0,0
+17,eatout,trip,0,0.74199999999999999,0,0.25800000000000001,0,0,0,0,0,0,0
+18,othmaint,trip,0.001,0.48099999999999998,0,0.51800000000000002,0,0,0,0,0,0,0
+19,social,trip,0.001,0.52100000000000002,0,0.47799999999999998,0,0,0,0,0,0,0
+20,othdiscr,trip,0.25225225225225223,0.2122122122122122,0,0.2722722722722723,0.16516516516516516,0,0,0,0.098098098098098108,0,0
+21,univ,trip,0.00099900099900099922,0,0,0,0,0,0,0,0,0.59140859140859148,0.40759240759240761
diff --git a/activitysim/estimation/test/test_larch_estimation/test_loc_school_location_SLSQP_loglike.csv b/activitysim/estimation/test/test_larch_estimation/test_loc_school_location_SLSQP_loglike.csv
new file mode 100644
index 0000000000..11f796f1c2
--- /dev/null
+++ b/activitysim/estimation/test/test_larch_estimation/test_loc_school_location_SLSQP_loglike.csv
@@ -0,0 +1,2 @@
+,loglike_prior,loglike_converge
+0,-3150.9027927232128,-2472.5944704127669
diff --git a/activitysim/estimation/test/test_larch_estimation/test_loc_school_location_SLSQP_size_spec.csv b/activitysim/estimation/test/test_larch_estimation/test_loc_school_location_SLSQP_size_spec.csv
new file mode 100644
index 0000000000..569194ef5e
--- /dev/null
+++ b/activitysim/estimation/test/test_larch_estimation/test_loc_school_location_SLSQP_size_spec.csv
@@ -0,0 +1,23 @@
+,segment,model_selector,TOTHH,RETEMPN,FPSEMPN,HEREMPN,OTHEMPN,AGREMPN,MWTEMPN,AGE0519,HSENROLL,COLLFTE,COLLPTE
+0,work_low,workplace,0,0.12912912912912911,0.19319319319319317,0.38338338338338335,0.12012012012012011,0.01001001001001001,0.16416416416416416,0,0,0,0
+1,work_med,workplace,0,0.12012012012012012,0.19719719719719719,0.32532532532532532,0.13913913913913914,0.0080080080080080079,0.21021021021021019,0,0,0,0
+2,work_high,workplace,0,0.11,0.20699999999999999,0.28399999999999997,0.154,0.0060000000000000001,0.23899999999999999,0,0,0,0
+3,work_veryhigh,workplace,0,0.092999999999999999,0.27000000000000002,0.24099999999999999,0.14599999999999999,0.0040000000000000001,0.246,0,0,0,0
+4,university,school,0,0,0,0,0,0,0,0,0,0.99583037710619249,0.004169622893807531
+5,gradeschool,school,0,0,0,0,0,0,0,1,0,0,0
+6,highschool,school,0,0,0,0,0,0,0,0,1,0,0
+7,escort,non_mandatory,0,0.22500000000000001,0,0.14399999999999999,0,0,0,0.46500000000000002,0.16600000000000001,0,0
+8,shopping,non_mandatory,0,1,0,0,0,0,0,0,0,0,0
+9,eatout,non_mandatory,0,0.74199999999999999,0,0.25800000000000001,0,0,0,0,0,0,0
+10,othmaint,non_mandatory,0,0.48199999999999998,0,0.51800000000000002,0,0,0,0,0,0,0
+11,social,non_mandatory,0,0.52200000000000002,0,0.47799999999999998,0,0,0,0,0,0,0
+12,othdiscr,non_mandatory,0.25225225225225223,0.2122122122122122,0,0.2722722722722723,0.16516516516516516,0,0,0,0.098098098098098108,0,0
+13,atwork,atwork,0,0.74199999999999999,0,0.25800000000000001,0,0,0,0,0,0,0
+14,work,trip,0,0.16666666666666666,0.16666666666666666,0.16666666666666666,0.16666666666666666,0.16666666666666666,0.16666666666666666,0,0,0,0
+15,escort,trip,0.001,0.22500000000000001,0,0.14399999999999999,0,0,0,0.46400000000000002,0.16600000000000001,0,0
+16,shopping,trip,0.001,0.999,0,0,0,0,0,0,0,0,0
+17,eatout,trip,0,0.74199999999999999,0,0.25800000000000001,0,0,0,0,0,0,0
+18,othmaint,trip,0.001,0.48099999999999998,0,0.51800000000000002,0,0,0,0,0,0,0
+19,social,trip,0.001,0.52100000000000002,0,0.47799999999999998,0,0,0,0,0,0,0
+20,othdiscr,trip,0.25225225225225223,0.2122122122122122,0,0.2722722722722723,0.16516516516516516,0,0,0,0.098098098098098108,0,0
+21,univ,trip,0.00099900099900099922,0,0,0,0,0,0,0,0,0.59140859140859148,0.40759240759240761
diff --git a/activitysim/estimation/test/test_larch_estimation/test_loc_school_location_loglike.csv b/activitysim/estimation/test/test_larch_estimation/test_loc_school_location_loglike.csv
index 645ce49776..2e9a9a9bb2 100644
--- a/activitysim/estimation/test/test_larch_estimation/test_loc_school_location_loglike.csv
+++ b/activitysim/estimation/test/test_larch_estimation/test_loc_school_location_loglike.csv
@@ -1,2 +1,2 @@
 ,loglike_prior,loglike_converge
-0,-4070.349038545839,-4058.2217927321499
+0,-3150.9027927232128,-2472.12561268868057596
diff --git a/activitysim/estimation/test/test_larch_estimation/test_loc_school_location_size_spec.csv b/activitysim/estimation/test/test_larch_estimation/test_loc_school_location_size_spec.csv
index 06a6f09b3b..569194ef5e 100644
--- a/activitysim/estimation/test/test_larch_estimation/test_loc_school_location_size_spec.csv
+++ b/activitysim/estimation/test/test_larch_estimation/test_loc_school_location_size_spec.csv
@@ -1,9 +1,9 @@
 ,segment,model_selector,TOTHH,RETEMPN,FPSEMPN,HEREMPN,OTHEMPN,AGREMPN,MWTEMPN,AGE0519,HSENROLL,COLLFTE,COLLPTE
-0,work_low,workplace,0,0.12912912912912916,0.19319319319319325,0.38338338338338335,0.12012012012012015,0.010010010010010012,0.1641641641641641,0,0,0,0
-1,work_med,workplace,0,0.12012012012012013,0.19719719719719711,0.32532532532532538,0.13913913913913917,0.0080080080080080097,0.21021021021021022,0,0,0,0
+0,work_low,workplace,0,0.12912912912912911,0.19319319319319317,0.38338338338338335,0.12012012012012011,0.01001001001001001,0.16416416416416416,0,0,0,0
+1,work_med,workplace,0,0.12012012012012012,0.19719719719719719,0.32532532532532532,0.13913913913913914,0.0080080080080080079,0.21021021021021019,0,0,0,0
 2,work_high,workplace,0,0.11,0.20699999999999999,0.28399999999999997,0.154,0.0060000000000000001,0.23899999999999999,0,0,0,0
 3,work_veryhigh,workplace,0,0.092999999999999999,0.27000000000000002,0.24099999999999999,0.14599999999999999,0.0040000000000000001,0.246,0,0,0,0
-4,university,school,0,0,0,0,0,0,0,0,0,0.66488586546020301,0.33511413453979705
+4,university,school,0,0,0,0,0,0,0,0,0,0.99583037710619249,0.004169622893807531
 5,gradeschool,school,0,0,0,0,0,0,0,1,0,0,0
 6,highschool,school,0,0,0,0,0,0,0,0,1,0,0
 7,escort,non_mandatory,0,0.22500000000000001,0,0.14399999999999999,0,0,0,0.46500000000000002,0.16600000000000001,0,0
@@ -14,10 +14,10 @@
 12,othdiscr,non_mandatory,0.25225225225225223,0.2122122122122122,0,0.2722722722722723,0.16516516516516516,0,0,0,0.098098098098098108,0,0
 13,atwork,atwork,0,0.74199999999999999,0,0.25800000000000001,0,0,0,0,0,0,0
 14,work,trip,0,0.16666666666666666,0.16666666666666666,0.16666666666666666,0.16666666666666666,0.16666666666666666,0.16666666666666666,0,0,0,0
-15,escort,trip,0.0010000000000000002,0.22500000000000003,0,0.14400000000000002,0,0,0,0.46399999999999997,0.16600000000000004,0,0
+15,escort,trip,0.001,0.22500000000000001,0,0.14399999999999999,0,0,0,0.46400000000000002,0.16600000000000001,0,0
 16,shopping,trip,0.001,0.999,0,0,0,0,0,0,0,0,0
 17,eatout,trip,0,0.74199999999999999,0,0.25800000000000001,0,0,0,0,0,0,0
 18,othmaint,trip,0.001,0.48099999999999998,0,0.51800000000000002,0,0,0,0,0,0,0
 19,social,trip,0.001,0.52100000000000002,0,0.47799999999999998,0,0,0,0,0,0,0
 20,othdiscr,trip,0.25225225225225223,0.2122122122122122,0,0.2722722722722723,0.16516516516516516,0,0,0,0.098098098098098108,0,0
-21,univ,trip,0.000999000999000999,0,0,0,0,0,0,0,0,0.59140859140859148,0.4075924075924075
+21,univ,trip,0.00099900099900099922,0,0,0,0,0,0,0,0,0.59140859140859148,0.40759240759240761
diff --git a/activitysim/estimation/test/test_larch_estimation/test_loc_trip_destination_BHHH_loglike.csv b/activitysim/estimation/test/test_larch_estimation/test_loc_trip_destination_BHHH_loglike.csv
new file mode 100644
index 0000000000..b6a4640e0d
--- /dev/null
+++ b/activitysim/estimation/test/test_larch_estimation/test_loc_trip_destination_BHHH_loglike.csv
@@ -0,0 +1,2 @@
+,loglike_prior,loglike_converge
+0,-21837.014551855944,-8695.4742987000536
diff --git a/activitysim/estimation/test/test_larch_estimation/test_loc_trip_destination_size_spec.csv b/activitysim/estimation/test/test_larch_estimation/test_loc_trip_destination_BHHH_size_spec.csv
similarity index 63%
rename from activitysim/estimation/test/test_larch_estimation/test_loc_trip_destination_size_spec.csv
rename to activitysim/estimation/test/test_larch_estimation/test_loc_trip_destination_BHHH_size_spec.csv
index 04abb0cc9c..ebfe3d5b78 100644
--- a/activitysim/estimation/test/test_larch_estimation/test_loc_trip_destination_size_spec.csv
+++ b/activitysim/estimation/test/test_larch_estimation/test_loc_trip_destination_BHHH_size_spec.csv
@@ -13,11 +13,11 @@
 11,social,non_mandatory,0,0.52200000000000002,0,0.47799999999999998,0,0,0,0,0,0,0
 12,othdiscr,non_mandatory,0.25225225225225223,0.2122122122122122,0,0.2722722722722723,0.16516516516516516,0,0,0,0.098098098098098108,0,0
 13,atwork,atwork,0,0.74199999999999999,0,0.25800000000000001,0,0,0,0,0,0,0
-14,work,trip,0,0.24014195523694865,0.00059525239425258316,0.0025343890988937991,0.0013168081587181715,0.75481634271693376,0.00059525239425293412,0,0,0,0
-15,escort,trip,0.0025746521059848222,0.31583599496207332,0,0.0063819245118687607,0,0,0,0.56721029531390887,0.10799713310616434,0,0
-16,shopping,trip,0.28745939613255439,0.71254060386744567,0,0,0,0,0,0,0,0,0
-17,eatout,trip,0,0.98157984232483642,0,0.018420157675163609,0,0,0,0,0,0,0
-18,othmaint,trip,0.066897386356299673,0.76728057159935903,0,0.16582204204434134,0,0,0,0,0,0,0
-19,social,trip,0.028735588735319624,0.90003600813919549,0,0.071228403125484938,0,0,0,0,0,0,0
-20,othdiscr,trip,0.27326163859230651,0.71190812297572337,0,0.0026878884184924783,0.0094544615949851765,0,0,0,0.0026878884184924428,0,0
-21,univ,trip,0.16785552148845903,0,0,0,0,0,0,0,0,0.41607223925575049,0.41607223925579045
+14,work,trip,0,0.50988404412746136,2.8830314727604896e-146,0,1.2350245131417982e-12,0.48708399966352267,0.0030319562077810091,0,0,0,0
+15,escort,trip,0.99999999999752021,4.6306836616861319e-13,0,1.8807680387063182e-13,0,0,0,1.4480163162588933e-12,3.8063890886682389e-13,0,0
+16,shopping,trip,0.99999999865706501,1.3429349752304603e-09,0,0,0,0,0,0,0,0,0
+17,eatout,trip,0,1,0,0,0,0,0,0,0,0,0
+18,othmaint,trip,0.99999999998646205,9.0646768310272159e-12,0,4.4735228850332918e-12,0,0,0,0,0,0,0
+19,social,trip,0.99999999999998024,1.5851156966866637e-14,0,3.8443449490946144e-15,0,0,0,0,0,0,0
+20,othdiscr,trip,0.96881871015685461,0.031181191433995798,0,0,0,0,0,0,9.8409149668972833e-08,0,0
+21,univ,trip,1,0,0,0,0,0,0,0,0,4.8326974397473536e-21,0
diff --git a/activitysim/estimation/test/test_larch_estimation/test_loc_trip_destination_loglike.csv b/activitysim/estimation/test/test_larch_estimation/test_loc_trip_destination_loglike.csv
deleted file mode 100644
index 7bed7a2ee0..0000000000
--- a/activitysim/estimation/test/test_larch_estimation/test_loc_trip_destination_loglike.csv
+++ /dev/null
@@ -1,2 +0,0 @@
-,loglike_prior,loglike_converge
-0,-27955.701284580879,-12569.486100216422
diff --git a/activitysim/estimation/test/test_larch_estimation/test_loc_workplace_location_SLSQP_loglike.csv b/activitysim/estimation/test/test_larch_estimation/test_loc_workplace_location_SLSQP_loglike.csv
new file mode 100644
index 0000000000..4068e18c58
--- /dev/null
+++ b/activitysim/estimation/test/test_larch_estimation/test_loc_workplace_location_SLSQP_loglike.csv
@@ -0,0 +1,2 @@
+,loglike_prior,loglike_converge
+0,-8694.1663931267794,-7268.5499545875718
diff --git a/activitysim/estimation/test/test_larch_estimation/test_loc_workplace_location_size_spec.csv b/activitysim/estimation/test/test_larch_estimation/test_loc_workplace_location_SLSQP_size_spec.csv
similarity index 72%
rename from activitysim/estimation/test/test_larch_estimation/test_loc_workplace_location_size_spec.csv
rename to activitysim/estimation/test/test_larch_estimation/test_loc_workplace_location_SLSQP_size_spec.csv
index b568bafc7b..2ef299a31a 100644
--- a/activitysim/estimation/test/test_larch_estimation/test_loc_workplace_location_size_spec.csv
+++ b/activitysim/estimation/test/test_larch_estimation/test_loc_workplace_location_SLSQP_size_spec.csv
@@ -1,8 +1,8 @@
 ,segment,model_selector,TOTHH,RETEMPN,FPSEMPN,HEREMPN,OTHEMPN,AGREMPN,MWTEMPN,AGE0519,HSENROLL,COLLFTE,COLLPTE
-0,work_low,workplace,0,0.04331096924066484,0.17606247084331519,0.37453642466033488,0.16935644669165648,0.000968861288590913,0.23576482727543777,0,0,0,0
-1,work_med,workplace,0,0.11999183383359351,0.14366373395357587,0.25125860903337882,0.079402445282216183,0.0024785834941433989,0.40320479440309209,0,0,0,0
-2,work_high,workplace,0,0.15790294154771911,0.19045576988955706,0.29641460514585227,0.1682066889662423,0.0063903077215986892,0.18062968672903063,0,0,0,0
-3,work_veryhigh,workplace,0,0.062641019242734242,0.11667678718376452,0.13342796655219047,0.056368476597385232,0.51025642529636983,0.12062932512755588,0,0,0,0
+0,work_low,workplace,0,0.81009695995589714,0.015566120986122242,0.038205865646079792,0.059310593251792124,0.061254339173986733,0.015566120986122242,0,0,0,0
+1,work_med,workplace,0,0.8281013406144393,0.017105484027381986,0.031082288899413148,0.052366292140338909,0.054239110291044855,0.017105484027382,0,0,0,0
+2,work_high,workplace,0,0.83264652845133025,0.018762949054789986,0.021130105260407248,0.064579726133974238,0.044117742044708114,0.018762949054789986,0,0,0,0
+3,work_veryhigh,workplace,0,0.85877445882802128,0.022889127413081023,0.032513950668635973,0.027093642194477335,0.035839693482703265,0.022889127413081023,0,0,0,0
 4,university,school,0,0,0,0,0,0,0,0,0,0.59199999999999997,0.40799999999999997
 5,gradeschool,school,0,0,0,0,0,0,0,1,0,0,0
 6,highschool,school,0,0,0,0,0,0,0,0,1,0,0
diff --git a/activitysim/estimation/test/test_larch_estimation/test_loc_workplace_location_loglike.csv b/activitysim/estimation/test/test_larch_estimation/test_loc_workplace_location_loglike.csv
deleted file mode 100644
index 71e9b13b18..0000000000
--- a/activitysim/estimation/test/test_larch_estimation/test_loc_workplace_location_loglike.csv
+++ /dev/null
@@ -1,2 +0,0 @@
-,loglike_prior,loglike_converge
-0,-13535.154991016063,-13520.930381371694
diff --git a/activitysim/estimation/test/test_larch_estimation/test_location_model_atwork_subtour_destination_BHHH_None_.csv b/activitysim/estimation/test/test_larch_estimation/test_location_model_atwork_subtour_destination_BHHH_None_.csv
index f40a770d1b..69549a8874 100644
--- a/activitysim/estimation/test/test_larch_estimation/test_location_model_atwork_subtour_destination_BHHH_None_.csv
+++ b/activitysim/estimation/test/test_larch_estimation/test_location_model_atwork_subtour_destination_BHHH_None_.csv
@@ -1,11 +1,11 @@
-,value,initvalue,nullvalue,minimum,maximum,best
-atwork_HEREMPN,-1.7073243906685389,-1.3547956940605197,0,-6,6,-1.7073243906685389
-atwork_RETEMPN,-0.29840603581475661,-0.29840603581475661,0,-0.29840603581475661,-0.29840603581475661,-0.29840603581475661
-coef_distance_piecewise_linear_for_15_plus_miles,-0.20450000000000218,-0.20449999999999999,0,-25,25,-0.20450000000000218
-coef_distance_piecewise_linear_from_0_to_1_miles,-1.3641542578406347,-0.79259999999999997,0,-25,25,-1.3641542578406347
-coef_distance_piecewise_linear_from_1_to_2_miles,-0.73953227083074224,-0.79259999999999997,0,-25,25,-0.73953227083074224
-coef_distance_piecewise_linear_from_2_to_5_miles,-0.50452550250971084,-0.51970000000000005,0,-25,25,-0.50452550250971084
-coef_distance_piecewise_linear_from_5_to_15_miles,-0.073402957716087874,-0.20449999999999999,0,-25,25,-0.073402957716087874
-coef_mode_choice_logsum,0.50327067752307442,0.51359999999999995,0,-25,25,0.50327067752307442
-coef_no_attractions_atwork_size_variable_is_0,-999,-999,0,-999,-999,-999
-coef_sample_of_alternatives_correction_factor,1,1,0,1,1,1
+param_name,value,best,initvalue,nullvalue
+atwork_HEREMPN,-3.389364816281855,-3.389364816281855,-1.3547956943511963,0
+atwork_RETEMPN,-0.29840603470802307,-0.29840603470802307,-0.29840603470802307,0
+coef_distance_piecewise_linear_for_15_plus_miles,-0.20450000464916254,-0.20450000464916254,-0.20450000464916229,0
+coef_distance_piecewise_linear_from_0_to_1_miles,-0.40672843393342367,-0.40672843393342367,-0.79259997606277466,0
+coef_distance_piecewise_linear_from_1_to_2_miles,0.46709869805144771,0.46709869805144771,-0.79259997606277466,0
+coef_distance_piecewise_linear_from_2_to_5_miles,0.11788881847828234,0.11788881847828234,-0.51969999074935913,0
+coef_distance_piecewise_linear_from_5_to_15_miles,0.25609050297480096,0.25609050297480096,-0.20450000464916229,0
+coef_mode_choice_logsum,0.73082605315228077,0.73082605315228077,0.51359999179840088,0
+coef_no_attractions_atwork_size_variable_is_0,-999,-999,-999,0
+coef_sample_of_alternatives_correction_factor,1,1,1,0
diff --git a/activitysim/estimation/test/test_larch_estimation/test_location_model_non_mandatory_tour_destination_SLSQP_None_.csv b/activitysim/estimation/test/test_larch_estimation/test_location_model_non_mandatory_tour_destination_SLSQP_None_.csv
index e771c163a3..20b6225820 100644
--- a/activitysim/estimation/test/test_larch_estimation/test_location_model_non_mandatory_tour_destination_SLSQP_None_.csv
+++ b/activitysim/estimation/test/test_larch_estimation/test_location_model_non_mandatory_tour_destination_SLSQP_None_.csv
@@ -1,36 +1,36 @@
-,value,initvalue,nullvalue,minimum,maximum,best
--999,-999,-999,-999,-999,-999,-999
-0,0,0,0,0,0,0
-1,1,1,1,1,1,1
-coef_eatout_dist_0_2,-0.84467402735490316,-0.56089999999999995,0,-25,25,-0.84467402735490316
-coef_eatout_dist_2_5,-0.19454520781373841,-0.31919999999999998,0,-25,25,-0.19454520781373841
-coef_eatout_dist_5_plus,-0.24629159495698957,-0.12379999999999999,0,-25,25,-0.24629159495698957
-coef_escort_dist_0_2,0.2228884413970586,-0.14990000000000001,0,-25,25,0.2228884413970586
-coef_escort_dist_2_5,-0.81521338400578147,-0.86709999999999998,0,-25,25,-0.81521338400578147
-coef_escort_dist_5_plus,-0.2563656478267789,-0.2137,0,-25,25,-0.2563656478267789
-coef_mode_logsum,0.65403821794149997,0.67549999999999999,0,-25,25,0.65403821794149997
-coef_othdiscr_dist_0_2,-0.18332164122229277,-0.16769999999999999,0,-25,25,-0.18332164122229277
-coef_othdiscr_dist_2_5,-0.57243431566525749,-0.4955,0,-25,25,-0.57243431566525749
-coef_othdiscr_dist_5_plus,0.022109773636770347,-0.1193,0,-25,25,0.022109773636770347
-coef_othmaint_dist_2_5,-0.56157171580357979,-0.60550000000000004,0,-25,25,-0.56157171580357979
-coef_othmaint_dist_5_plus,-0.22835432716850948,-0.10929999999999999,0,-25,25,-0.22835432716850948
-coef_shopping_dist_2_5,-0.62326413831589389,-0.5655,0,-25,25,-0.62326413831589389
-coef_shopping_dist_5_plus,-0.15909882569148343,-0.1832,0,-25,25,-0.15909882569148343
-coef_social_dist_2_5,-0.22738363386509225,-0.34849999999999998,0,-25,25,-0.22738363386509225
-coef_social_dist_5_plus,-0.17253037782714531,-0.13059999999999999,0,-25,25,-0.17253037782714531
-eatout_HEREMPN,-0.93175594508470749,-1.3547956940605197,0,-6,6,-0.93175594508470749
-eatout_RETEMPN,-0.29840603581475661,-0.29840603581475661,0,-0.29840603581475661,-0.29840603581475661,-0.29840603581475661
-escort_AGE0519,-1.1709029084521012,-0.7657178733947807,0,-6,6,-1.1709029084521012
-escort_HEREMPN,-2.4523610869729757,-1.9379419794061366,0,-6,6,-2.4523610869729757
-escort_HSENROLL,-3.3024337875479479,-1.7957674906255938,0,-6,6,-3.3024337875479479
-escort_RETEMPN,-1.4916548767777169,-1.4916548767777169,0,-1.4916548767777169,-1.4916548767777169,-1.4916548767777169
-othdiscr_HEREMPN,-1.6192946896579288,-1.3019532126861397,0,-6,6,-1.6192946896579288
-othdiscr_HSENROLL,-2.8175790455412613,-2.322787800311565,0,-6,6,-2.8175790455412613
-othdiscr_OTHEMPN,-2.264214574744007,-1.8018098050815563,0,-6,6,-2.264214574744007
-othdiscr_RETEMPN,-1.4536083464363203,-1.5511690043101247,0,-6,6,-1.4536083464363203
-othdiscr_TOTHH,-1.3783261914707137,-1.3783261914707137,0,-1.3783261914707137,-1.3783261914707137,-1.3783261914707137
-othmaint_HEREMPN,-0.42083070691744962,-0.65778003672265395,0,-6,6,-0.42083070691744962
-othmaint_RETEMPN,-0.72981116493153675,-0.72981116493153675,0,-0.72981116493153675,-0.72981116493153675,-0.72981116493153675
-shopping_RETEMPN,0,0,0,0,0,0
-social_HEREMPN,-0.31321849637618082,-0.73814454649068106,0,-6,6,-0.31321849637618082
-social_RETEMPN,-0.65008769109949827,-0.65008769109949827,0,-0.65008769109949827,-0.65008769109949827,-0.65008769109949827
+param_name,value,best,initvalue,nullvalue
+-999,-999,-999,-999,0
+0,0,0,0,0
+1,1,1,1,0
+coef_eatout_dist_0_2,-0.36241753757283562,-0.36241753757283562,-0.56089997291564941,0
+coef_eatout_dist_2_5,0.1455948784794848,0.1455948784794848,-0.31920000910758972,0
+coef_eatout_dist_5_plus,-0.10347949759758775,-0.10347949759758775,-0.12380000203847885,0
+coef_escort_dist_0_2,0.37311835505986723,0.37311835505986723,-0.14990000426769257,0
+coef_escort_dist_2_5,0.021780514441237811,0.021780514441237811,-0.86710000038146973,0
+coef_escort_dist_5_plus,-0.11719861112519546,-0.11719861112519546,-0.21369999647140503,0
+coef_mode_logsum,0.58058639629827868,0.58058639629827868,0.67549997568130493,0
+coef_othdiscr_dist_0_2,-0.034089264034826726,-0.034089264034826726,-0.16769999265670776,0
+coef_othdiscr_dist_2_5,-0.064582241662395776,-0.064582241662395776,-0.49549999833106995,0
+coef_othdiscr_dist_5_plus,0.12360016041678727,0.12360016041678727,-0.1193000003695488,0
+coef_othmaint_dist_2_5,0.047194485653217981,0.047194485653217981,-0.6054999828338623,0
+coef_othmaint_dist_5_plus,-0.070139812280223396,-0.070139812280223396,-0.10930000245571136,0
+coef_shopping_dist_2_5,-0.084141591614817768,-0.084141591614817768,-0.56550002098083496,0
+coef_shopping_dist_5_plus,0.023925641427879701,0.023925641427879701,-0.18320000171661377,0
+coef_social_dist_2_5,0.15872711881616419,0.15872711881616419,-0.34850001335144043,0
+coef_social_dist_5_plus,-0.056983193388194325,-0.056983193388194325,-0.13060000538825989,0
+eatout_HEREMPN,-2.5766963293863645,-2.5766963293863645,-1.3547956943511963,0
+eatout_RETEMPN,-0.29840603470802307,-0.29840603470802307,-0.29840603470802307,0
+escort_AGE0519,-1.504395034914503,-1.504395034914503,-0.76571786403656006,0
+escort_HEREMPN,-3.2913818539226063,-3.2913818539226063,-1.9379420280456543,0
+escort_HSENROLL,-6,-6,-1.7957675457000732,0
+escort_RETEMPN,-1.4916548728942871,-1.4916548728942871,-1.4916548728942871,0
+othdiscr_HEREMPN,-4.4871212668473426,-4.4871212668473426,-1.3019531965255737,0
+othdiscr_HSENROLL,-4.6282281748496779,-4.6282281748496779,-2.3227877616882324,0
+othdiscr_OTHEMPN,-2.5914769992848368,-2.5914769992848368,-1.8018097877502441,0
+othdiscr_RETEMPN,-2.0252368499435924,-2.0252368499435924,-1.5511690378189087,0
+othdiscr_TOTHH,-1.3783261775970459,-1.3783261775970459,-1.3783261775970459,0
+othmaint_HEREMPN,-3.3345464979357597,-3.3345464979357597,-0.65778005123138428,0
+othmaint_RETEMPN,-0.72981119155883789,-0.72981119155883789,-0.72981119155883789,0
+shopping_RETEMPN,0,0,0,0
+social_HEREMPN,-3.1468133266863965,-3.1468133266863965,-0.73814451694488525,0
+social_RETEMPN,-0.65008771419525146,-0.65008771419525146,-0.65008771419525146,0
diff --git a/activitysim/estimation/test/test_larch_estimation/test_location_model_school_location_BHHH_None_.csv b/activitysim/estimation/test/test_larch_estimation/test_location_model_school_location_BHHH_None_.csv
new file mode 100644
index 0000000000..33b657c2c3
--- /dev/null
+++ b/activitysim/estimation/test/test_larch_estimation/test_location_model_school_location_BHHH_None_.csv
@@ -0,0 +1,21 @@
+param_name,value,best,initvalue,nullvalue
+-999,-999,-999,-999,0
+1,1,1,1,0
+coef_grade_dist_0_1,0.080031235198373782,0.080031235198373782,-1.6418999433517456,0
+coef_grade_dist_15_up,-0.046010368210409304,-0.046010368210409304,-0.046000000089406967,0
+coef_grade_dist_5_15,0.011795679963699891,0.011795679963699891,-0.20309999585151672,0
+coef_high_dist_0_1,-0.48267138976026713,-0.48267138976026713,-0.95230001211166382,0
+coef_high_dist_15_up,-0.18818654818448871,-0.18818654818448871,-0.18819999694824219,0
+coef_high_dist_5_15,-0.12203943917498229,-0.12203943917498229,-0.19300000369548798,0
+coef_high_grade_dist_1_2,-0.2740077638163641,-0.2740077638163641,-0.56999999284744263,0
+coef_high_grade_dist_2_5,-0.12717991662132286,-0.12717991662132286,-0.56999999284744263,0
+coef_mode_logsum,0.28675535602711366,0.28675535602711366,0.53579998016357422,0
+coef_univ_dist_0_1,-0.20246864835878667,-0.20246864835878667,-3.2451000213623047,0
+coef_univ_dist_15_up,-0.072999830047635036,-0.072999830047635036,-0.072999998927116394,0
+coef_univ_dist_1_2,-0.50654663083945994,-0.50654663083945994,-2.7011001110076904,0
+coef_univ_dist_2_5,0.095856729554638809,0.095856729554638809,-0.57069998979568481,0
+coef_univ_dist_5_15,-0.1412133832985831,-0.1412133832985831,-0.50019997358322144,0
+gradeschool_AGE0519,0,0,0,0
+highschool_HSENROLL,0,0,0,0
+university_COLLFTE,-0.52424865961074829,-0.52424865961074829,-0.52424865961074829,0
+university_COLLPTE,-1275009.279056468,-1275009.279056468,-0.89648813009262085,0
diff --git a/activitysim/estimation/test/test_larch_estimation/test_location_model_school_location_SLSQP_None_.csv b/activitysim/estimation/test/test_larch_estimation/test_location_model_school_location_SLSQP_None_.csv
index a8d3375aba..1f4a5bf905 100644
--- a/activitysim/estimation/test/test_larch_estimation/test_location_model_school_location_SLSQP_None_.csv
+++ b/activitysim/estimation/test/test_larch_estimation/test_location_model_school_location_SLSQP_None_.csv
@@ -1,21 +1,21 @@
-,value,initvalue,nullvalue,minimum,maximum,best
--999,-999,-999,-999,-999,-999,-999
-1,1,1,1,1,1,1
-coef_grade_dist_0_1,-1.8247870973053,-1.6418999999999999,0,-25,25,-1.8247870973053
-coef_grade_dist_15_up,-0.045999999999999999,-0.045999999999999999,0,-25,25,-0.045999999999999999
-coef_grade_dist_5_15,-0.14366307042924978,-0.2031,0,-25,25,-0.14366307042924978
-coef_high_dist_0_1,-2.1639997502226276,-0.95230000000000004,0,-25,25,-2.1639997502226276
-coef_high_dist_15_up,-0.18820000000000001,-0.18820000000000001,0,-25,25,-0.18820000000000001
-coef_high_dist_5_15,-0.10033338505701977,-0.193,0,-25,25,-0.10033338505701977
-coef_high_grade_dist_1_2,-0.74768688779537662,-0.56999999999999995,0,-25,25,-0.74768688779537662
-coef_high_grade_dist_2_5,-0.66638573965332526,-0.56999999999999995,0,-25,25,-0.66638573965332526
-coef_mode_logsum,0.37504471661044059,0.53580000000000005,0,-25,25,0.37504471661044059
-coef_univ_dist_0_1,-3.3138919948169607,-3.2450999999999999,0,-25,25,-3.3138919948169607
-coef_univ_dist_15_up,-0.072999999999999995,-0.072999999999999995,0,-25,25,-0.072999999999999995
-coef_univ_dist_1_2,-2.8752075620640434,-2.7010999999999998,0,-25,25,-2.8752075620640434
-coef_univ_dist_2_5,-0.45544418705038636,-0.57069999999999999,0,-25,25,-0.45544418705038636
-coef_univ_dist_5_15,-0.57189713873239967,-0.50019999999999998,0,-25,25,-0.57189713873239967
-gradeschool_AGE0519,0,0,0,0,0,0
-highschool_HSENROLL,0,0,0,0,0,0
-university_COLLFTE,-0.52424864409813143,-0.52424864409813143,0,-0.52424864409813143,-0.52424864409813143,-0.52424864409813143
-university_COLLPTE,-1.2091557399547264,-0.89648810457797545,0,-6,6,-1.2091557399547264
+param_name,value,best,initvalue,nullvalue
+-999,-999,-999,-999,0
+1,1,1,1,0
+coef_grade_dist_0_1,0.097116326549615037,0.097116329571923371,-1.6418999433517456,0
+coef_grade_dist_15_up,-0.046000000089406967,-0.046000000089406967,-0.046000000089406967,0
+coef_grade_dist_5_15,0.012514539653739084,0.012514539708327558,-0.20309999585151672,0
+coef_high_dist_0_1,-0.4391430660668546,-0.43914306516185797,-0.95230001211166382,0
+coef_high_dist_15_up,-0.18819999694824219,-0.18819999694824219,-0.18819999694824219,0
+coef_high_dist_5_15,-0.12223669864939674,-0.12223669850105187,-0.19300000369548798,0
+coef_high_grade_dist_1_2,-0.27721668286846185,-0.27721668361053109,-0.56999999284744263,0
+coef_high_grade_dist_2_5,-0.12625067319470287,-0.12625067314690649,-0.56999999284744263,0
+coef_mode_logsum,0.28931317404209661,0.28931317414746177,0.53579998016357422,0
+coef_univ_dist_0_1,-0.34044181122123379,-0.34044180684505398,-3.2451000213623047,0
+coef_univ_dist_15_up,-0.072999998927116394,-0.072999998927116394,-0.072999998927116394,0
+coef_univ_dist_1_2,-0.42252956674554115,-0.42252956729334301,-2.7011001110076904,0
+coef_univ_dist_2_5,0.092094672169464362,0.092094672140662429,-0.57069998979568481,0
+coef_univ_dist_5_15,-0.14137251312653148,-0.14137251329149328,-0.50019997358322144,0
+gradeschool_AGE0519,0,0,0,0
+highschool_HSENROLL,0,0,0,0
+university_COLLFTE,-0.52424865961074829,-0.52424865961074829,-0.52424865961074829,0
+university_COLLPTE,-6,-6,-0.89648813009262085,0
diff --git a/activitysim/estimation/test/test_larch_estimation/test_location_model_trip_destination_BHHH_None_.csv b/activitysim/estimation/test/test_larch_estimation/test_location_model_trip_destination_BHHH_None_.csv
new file mode 100644
index 0000000000..23e3026cfb
--- /dev/null
+++ b/activitysim/estimation/test/test_larch_estimation/test_location_model_trip_destination_BHHH_None_.csv
@@ -0,0 +1,48 @@
+param_name,value,best,initvalue,nullvalue
+coef_UNAVAILABLE,-999,-999,-999,0
+coef_distance_joint,-0.30113542396064802,-0.30113542396064802,-0.12380000203847885,0
+coef_mode_choice_logsum,0.082682967088151746,0.082682967088151746,1.8209999799728394,0
+coef_one,1,1,1,0
+coef_prox_dest_outbound_work,6.4877761350612664,6.4877761350612664,-0.25999999046325684,0
+coef_prox_home_inbound_work,-0.42511543980575345,-0.42511543980575345,-0.15000000596046448,0
+coef_prox_home_outbound_work,6.4721898798728912,6.4721898798728912,-0.37999999523162842,0
+coef_util_distance_atwork,-0.12262386654203787,-0.12262386654203787,-0.12233459949493408,0
+coef_util_distance_eatout,-0.31527866138216842,-0.31527866138216842,-0.10289999842643738,0
+coef_util_distance_escort,-0.20896432406414306,-0.20896432406414306,-0.14910000562667847,0
+coef_util_distance_othdiscr,-0.32948687106831859,-0.32948687106831859,-0.12617222964763641,0
+coef_util_distance_othmaint,-0.18983651887636419,-0.18983651887636419,-0.096199996769428253,0
+coef_util_distance_school,-0.10589786663451535,-0.10589786663451535,-0.10559999942779541,0
+coef_util_distance_shopping,-0.31439120424553951,-0.31439120424553951,-0.11919999867677689,0
+coef_util_distance_social,-0.21252031645681738,-0.21252031645681738,-0.13289999961853027,0
+coef_util_distance_univ,-0.16366566512380015,-0.16366566512380015,-0.061299998313188553,0
+coef_util_distance_work_inbound,-6.9206223055934686,-6.9206223055934686,0.14781327545642853,0
+coef_util_distance_work_outbound,-0.15694164906466096,-0.15694164906466096,-0.049725916236639023,0
+eatout_HEREMPN,-819.1055252552693,-819.1055252552693,-1.3547956943511963,0
+eatout_RETEMPN,-0.29840603470802307,-0.29840603470802307,-0.29840603470802307,0
+escort_AGE0519,-34.168581928799881,-34.168581928799881,-0.76787072420120239,0
+escort_HEREMPN,-36.209681359186099,-36.209681359186099,-1.9379420280456543,0
+escort_HSENROLL,-35.504680589841293,-35.504680589841293,-1.7957675457000732,0
+escort_RETEMPN,-35.308657067519476,-35.308657067519476,-1.4916548728942871,0
+escort_TOTHH,-6.9077553749084473,-6.9077553749084473,-6.9077553749084473,0
+othdiscr_HEREMPN,-1590.2443769893835,-1590.2443769893835,-1.3019531965255737,0
+othdiscr_HSENROLL,-17.480780456151027,-17.480780456151027,-2.3227877616882324,0
+othdiscr_OTHEMPN,-4066.3792692241386,-4066.3792692241386,-1.8018097877502441,0
+othdiscr_RETEMPN,-4.8145886079817819,-4.8145886079817819,-1.5511690378189087,0
+othdiscr_TOTHH,-1.3783261775970459,-1.3783261775970459,-1.3783261775970459,0
+othmaint_HEREMPN,-33.040600275142353,-33.040600275142353,-0.65778005123138428,0
+othmaint_RETEMPN,-32.334391297442174,-32.334391297442174,-0.73188799619674683,0
+othmaint_TOTHH,-6.9077553749084473,-6.9077553749084473,-6.9077553749084473,0
+shopping_RETEMPN,-27.336163711692908,-27.336163711692908,-0.0010005002841353416,0
+shopping_TOTHH,-6.9077553749084473,-6.9077553749084473,-6.9077553749084473,0
+social_HEREMPN,-40.099928545719862,-40.099928545719862,-0.73814451694488525,0
+social_RETEMPN,-38.683289277404818,-38.683289277404818,-0.65200525522232056,0
+social_TOTHH,-6.9077553749084473,-6.9077553749084473,-6.9077553749084473,0
+univ_COLLFTE,-53.686637539870517,-53.686637539870517,-0.52424865961074829,0
+univ_COLLPTE,-18324.145024591242,-18324.145024591242,-0.89648813009262085,0
+univ_TOTHH,-6.9077553749084473,-6.9077553749084473,-6.9077553749084473,0
+work_AGREMPN,-0.045746743293575393,-0.045746743293575393,0,0
+work_FPSEMPN,-334.44500929829275,-334.44500929829275,0,0
+work_HEREMPN,-11947.426957365406,-11947.426957365406,0,0
+work_MWTEMPN,-5.1249753110793721,-5.1249753110793721,0,0
+work_OTHEMPN,-26.746358353776838,-26.746358353776838,0,0
+work_RETEMPN,0,0,0,0
diff --git a/activitysim/estimation/test/test_larch_estimation/test_location_model_trip_destination_SLSQP_0_12_.csv b/activitysim/estimation/test/test_larch_estimation/test_location_model_trip_destination_SLSQP_0_12_.csv
deleted file mode 100644
index abe98d47df..0000000000
--- a/activitysim/estimation/test/test_larch_estimation/test_location_model_trip_destination_SLSQP_0_12_.csv
+++ /dev/null
@@ -1,48 +0,0 @@
-,value,initvalue,nullvalue,minimum,maximum,best
-coef_UNAVAILABLE,-999,-999,0,-999,-999,-999
-coef_distance_joint,-0.37640163363394014,-0.12379999999999999,0,-25,25,-0.37640163363394014
-coef_mode_choice_logsum,0.16302637352162752,1.821,0,-25,25,0.16302637352162752
-coef_one,1,1,0,1,1,1
-coef_prox_dest_outbound_work,-0.59976096803081336,-0.26000000000000001,0,-25,25,-0.59976096803081336
-coef_prox_home_inbound_work,-0.17411187178992643,-0.14999999999999999,0,-25,25,-0.17411187178992643
-coef_prox_home_outbound_work,-0.76295690223363544,-0.38,0,-25,25,-0.76295690223363544
-coef_util_distance_atwork,-0.122334597,-0.122334597,0,-25,25,-0.122334597
-coef_util_distance_eatout,-0.36619050394180647,-0.10290000000000001,0,-25,25,-0.36619050394180647
-coef_util_distance_escort,-0.33778430073643445,-0.14910000000000001,0,-25,25,-0.33778430073643445
-coef_util_distance_othdiscr,-0.40879077774005879,-0.126172224,0,-25,25,-0.40879077774005879
-coef_util_distance_othmaint,-0.2579687786027548,-0.096199999999999994,0,-25,25,-0.2579687786027548
-coef_util_distance_school,-0.1056,-0.1056,0,-25,25,-0.1056
-coef_util_distance_shopping,-0.39048426507116651,-0.1192,0,-25,25,-0.39048426507116651
-coef_util_distance_social,-0.33876758749031255,-0.13289999999999999,0,-25,25,-0.33876758749031255
-coef_util_distance_univ,-0.18638287666609779,-0.0613,0,-25,25,-0.18638287666609779
-coef_util_distance_work_inbound,0.14549074690265271,0.147813278663948,0,-25,25,0.14549074690265271
-coef_util_distance_work_outbound,-0.30050379136271688,-0.049725915742290003,0,-25,25,-0.30050379136271688
-eatout_HEREMPN,-4.2741238026831576,-1.3547956940605197,0,-6,6,-4.2741238026831576
-eatout_RETEMPN,-0.29840603581475661,-0.29840603581475661,0,-0.29840603581475661,-0.29840603581475661,-0.29840603581475661
-escort_AGE0519,-1.5127395733276923,-0.76787072675588175,0,-6,6,-1.5127395733276923
-escort_HEREMPN,-5.9999999999999591,-1.9379419794061366,0,-6,6,-5.9999999999999591
-escort_HSENROLL,-3.1713650180398978,-1.7957674906255938,0,-6,6,-3.1713650180398978
-escort_RETEMPN,-2.0982466239249806,-1.4916548767777169,0,-6,6,-2.0982466239249806
-escort_TOTHH,-6.9077552789821368,-6.9077552789821368,0,-6.9077552789821368,-6.9077552789821368,-6.9077552789821368
-othdiscr_HEREMPN,-5.9999999999999867,-1.3019532126861397,0,-6,6,-5.9999999999999867
-othdiscr_HSENROLL,-6,-2.322787800311565,0,-6,6,-6
-othdiscr_OTHEMPN,-4.7422691542793025,-1.8018098050815563,0,-6,6,-4.7422691542793025
-othdiscr_RETEMPN,-0.42080704850071809,-1.5511690043101247,0,-6,6,-0.42080704850071809
-othdiscr_TOTHH,-1.3783261914707137,-1.3783261914707137,0,-1.3783261914707137,-1.3783261914707137,-1.3783261914707137
-othmaint_HEREMPN,-5.9999999999977494,-0.65778003672265395,0,-6,6,-5.9999999999977494
-othmaint_RETEMPN,-4.4680626390475311,-0.73188800887637595,0,-6,6,-4.4680626390475311
-othmaint_TOTHH,-6.9077552789821368,-6.9077552789821368,0,-6.9077552789821368,-6.9077552789821368,-6.9077552789821368
-shopping_RETEMPN,-5.9999999999990461,-0.0010005003335835344,0,-6,6,-5.9999999999990461
-shopping_TOTHH,-6.9077552789821368,-6.9077552789821368,0,-6.9077552789821368,-6.9077552789821368,-6.9077552789821368
-social_HEREMPN,-5.9999999999996891,-0.73814454649068106,0,-6,6,-5.9999999999996891
-social_RETEMPN,-3.4634568876043041,-0.65200523722877013,0,-6,6,-3.4634568876043041
-social_TOTHH,-6.9077552789821368,-6.9077552789821368,0,-6.9077552789821368,-6.9077552789821368,-6.9077552789821368
-univ_COLLFTE,-5.9999999999981588,-0.52424864409813143,0,-6,6,-5.9999999999981588
-univ_COLLPTE,-5.9999999999980629,-0.89648810457797545,0,-6,6,-5.9999999999980629
-univ_TOTHH,-6.9077552789821368,-6.9077552789821368,0,-6.9077552789821368,-6.9077552789821368,-6.9077552789821368
-work_AGREMPN,1.1452442363377451,0,0,-6,6,1.1452442363377451
-work_FPSEMPN,-5.9999999999998632,0,0,-6,6,-5.9999999999998632
-work_HEREMPN,-4.5512776072689656,0,0,-6,6,-4.5512776072689656
-work_MWTEMPN,-5.9999999999992735,0,0,-6,6,-5.9999999999992735
-work_OTHEMPN,-5.2060194818516452,0,0,-6,6,-5.2060194818516452
-work_RETEMPN,0,0,0,0,0,0
diff --git a/activitysim/estimation/test/test_larch_estimation/test_location_model_workplace_location_SLSQP_None_.csv b/activitysim/estimation/test/test_larch_estimation/test_location_model_workplace_location_SLSQP_None_.csv
index 4fbab98906..d4b8d728d6 100644
--- a/activitysim/estimation/test/test_larch_estimation/test_location_model_workplace_location_SLSQP_None_.csv
+++ b/activitysim/estimation/test/test_larch_estimation/test_location_model_workplace_location_SLSQP_None_.csv
@@ -1,35 +1,35 @@
-,value,initvalue,nullvalue,minimum,maximum,best
--999,-999,-999,-999,-999,-999,-999
-1,1,1,1,1,1,1
-coef_dist_0_1,-1.0822922946274103,-0.84279999999999999,0,-25,25,-1.0822922946274103
-coef_dist_0_5_high,0.1207879915621165,0.14999999999999999,0,-25,25,0.1207879915621165
-coef_dist_15_up,-0.091700000000000004,-0.091700000000000004,0,-25,25,-0.091700000000000004
-coef_dist_1_2,-0.24766620079389307,-0.31040000000000001,0,-25,25,-0.24766620079389307
-coef_dist_2_5,-0.3685512775196465,-0.37830000000000003,0,-25,25,-0.3685512775196465
-coef_dist_5_15,-0.15169975841932976,-0.1285,0,-25,25,-0.15169975841932976
-coef_dist_5_up_high,-0.015068815366553389,0.02,0,-25,25,-0.015068815366553389
-coef_mode_logsum,0.1608428973358158,0.29999999999999999,0,-25,25,0.1608428973358158
-work_high_AGREMPN,-5.414473039484391,-5.1159958097540823,0,-6,6,-5.414473039484391
-work_high_FPSEMPN,-2.0198354749074623,-1.575036485716768,0,-6,6,-2.0198354749074623
-work_high_HEREMPN,-1.5774962961301324,-1.258781040820931,0,-6,6,-1.5774962961301324
-work_high_MWTEMPN,-2.0728064576402221,-1.4312917270506265,0,-6,6,-2.0728064576402221
-work_high_OTHEMPN,-2.1440619487784449,-1.870802676568508,0,-6,6,-2.1440619487784449
-work_high_RETEMPN,-2.2072749131897207,-2.2072749131897207,0,-2.2072749131897207,-2.2072749131897207,-2.2072749131897207
-work_low_AGREMPN,-5.8479826351063204,-4.6051701859880909,0,-6,6,-5.8479826351063204
-work_low_FPSEMPN,-0.64550992870675994,-1.6450650900772514,0,-6,6,-0.64550992870675994
-work_low_HEREMPN,0.10934025159883133,-0.95972028980149104,0,-6,6,0.10934025159883133
-work_low_MWTEMPN,-0.35351399513998311,-1.8078888511579385,0,-6,6,-0.35351399513998311
-work_low_OTHEMPN,-0.68434316293298214,-2.120263536200091,0,-6,6,-0.68434316293298214
-work_low_RETEMPN,-2.0479428746204649,-2.0479428746204649,0,-2.0479428746204649,-2.0479428746204649,-2.0479428746204649
-work_med_AGREMPN,-6,-4.8283137373023015,0,-6,6,-6
-work_med_FPSEMPN,-1.9402118373687092,-1.6245515502441485,0,-6,6,-1.9402118373687092
-work_med_HEREMPN,-1.3812045016840873,-1.1239300966523995,0,-6,6,-1.3812045016840873
-work_med_MWTEMPN,-0.90824261771266779,-1.5606477482646683,0,-6,6,-0.90824261771266779
-work_med_OTHEMPN,-2.533158060495702,-1.9732813458514451,0,-6,6,-2.533158060495702
-work_med_RETEMPN,-2.120263536200091,-2.120263536200091,0,-2.120263536200091,-2.120263536200091,-2.120263536200091
-work_veryhigh_AGREMPN,-0.27766271475654764,-5.521460917862246,0,-6,6,-0.27766271475654764
-work_veryhigh_FPSEMPN,-1.7531684994723506,-1.3093333199837622,0,-6,6,-1.7531684994723506
-work_veryhigh_HEREMPN,-1.6190143529862893,-1.422958345491482,0,-6,6,-1.6190143529862893
-work_veryhigh_MWTEMPN,-1.7198536938187046,-1.4024237430497744,0,-6,6,-1.7198536938187046
-work_veryhigh_OTHEMPN,-2.4806660321461727,-1.9241486572738007,0,-6,6,-2.4806660321461727
-work_veryhigh_RETEMPN,-2.375155785828881,-2.375155785828881,0,-2.375155785828881,-2.375155785828881,-2.375155785828881
+param_name,value,best,initvalue,nullvalue
+-999,-999,-999,-999,0
+1,1,1,1,0
+coef_dist_0_1,-0.29614981943016305,-0.29614981943016305,-0.84280002117156982,0
+coef_dist_0_5_high,-0.037934685148704593,-0.037934685148704593,0.15000000596046448,0
+coef_dist_15_up,-0.091700002551078796,-0.091700002551078796,-0.091700002551078796,0
+coef_dist_1_2,0.36470038809157851,0.36470038809157851,-0.31040000915527344,0
+coef_dist_2_5,0.074882919278809829,0.074882919278809829,-0.3783000111579895,0
+coef_dist_5_15,0.042000918183646346,0.042000918183646346,-0.12849999964237213,0
+coef_dist_5_up_high,-0.09087337502871097,-0.09087337502871097,0.019999999552965164,0
+coef_mode_logsum,0.30896144806031556,0.30896144806031556,0.30000001192092896,0
+work_high_AGREMPN,-5.1450221148210131,-5.1450221148210131,-5.1159958839416504,0
+work_high_FPSEMPN,-6,-6,-1.5750365257263184,0
+work_high_HEREMPN,-5.8811853171285584,-5.8811853171285584,-1.2587810754776001,0
+work_high_MWTEMPN,-6,-6,-1.4312916994094849,0
+work_high_OTHEMPN,-4.7639836057101634,-4.7639836057101634,-1.870802640914917,0
+work_high_RETEMPN,-2.2072749137878418,-2.2072749137878418,-2.2072749137878418,0
+work_low_AGREMPN,-4.6300621303951566,-4.6300621303951566,-4.6051702499389648,0
+work_low_FPSEMPN,-6,-6,-1.6450650691986084,0
+work_low_HEREMPN,-5.1021077661983387,-5.1021077661983387,-0.95972031354904175,0
+work_low_MWTEMPN,-6,-6,-1.8078888654708862,0
+work_low_OTHEMPN,-4.6623088926077152,-4.6623088926077152,-2.1202635765075684,0
+work_low_RETEMPN,-2.0479428768157959,-2.0479428768157959,-2.0479428768157959,0
+work_med_AGREMPN,-4.8459968751410516,-4.8459968751410516,-4.8283138275146484,0
+work_med_FPSEMPN,-6,-6,-1.62455153465271,0
+work_med_HEREMPN,-5.4027609472499369,-5.4027609472499369,-1.1239300966262817,0
+work_med_MWTEMPN,-5.9999999999999991,-5.9999999999999991,-1.56064772605896,0
+work_med_OTHEMPN,-4.8811360108806872,-4.8811360108806872,-1.9732813835144043,0
+work_med_RETEMPN,-2.1202635765075684,-2.1202635765075684,-2.1202635765075684,0
+work_veryhigh_AGREMPN,-5.5516059766686876,-5.5516059766686876,-5.521461009979248,0
+work_veryhigh_FPSEMPN,-6,-6,-1.309333324432373,0
+work_veryhigh_HEREMPN,-5.6489927637825792,-5.6489927637825792,-1.4229583740234375,0
+work_veryhigh_MWTEMPN,-6,-6,-1.4024237394332886,0
+work_veryhigh_OTHEMPN,-5.8313629173672439,-5.8313629173672439,-1.9241486787796021,0
+work_veryhigh_RETEMPN,-2.3751556873321533,-2.3751556873321533,-2.3751556873321533,0
diff --git a/activitysim/estimation/test/test_larch_estimation/test_mandatory_tour_scheduling_school_loglike.csv b/activitysim/estimation/test/test_larch_estimation/test_mandatory_tour_scheduling_school_loglike.csv
index e76a45b3fb..13b40bf6a1 100644
--- a/activitysim/estimation/test/test_larch_estimation/test_mandatory_tour_scheduling_school_loglike.csv
+++ b/activitysim/estimation/test/test_larch_estimation/test_mandatory_tour_scheduling_school_loglike.csv
@@ -1,2 +1,2 @@
 ,loglike_prior,loglike_converge
-0,-2475.6453326598094,-2344.7409183750583
+0,-2372.124053104777,-2329.0008675965573
diff --git a/activitysim/estimation/test/test_larch_estimation/test_mandatory_tour_scheduling_work_loglike.csv b/activitysim/estimation/test/test_larch_estimation/test_mandatory_tour_scheduling_work_loglike.csv
index 6970d3e666..66fdd2bfd0 100644
--- a/activitysim/estimation/test/test_larch_estimation/test_mandatory_tour_scheduling_work_loglike.csv
+++ b/activitysim/estimation/test/test_larch_estimation/test_mandatory_tour_scheduling_work_loglike.csv
@@ -1,2 +1,2 @@
 ,loglike_prior,loglike_converge
-0,-9138.134506637969,-8404.2487574734187
+0,-8343.7438769575056,-8319.0773809188413
diff --git a/activitysim/estimation/test/test_larch_estimation/test_non_mandatory_tour_scheduling_loglike.csv b/activitysim/estimation/test/test_larch_estimation/test_non_mandatory_tour_scheduling_loglike.csv
index 3282b45e71..027ad8ce1f 100644
--- a/activitysim/estimation/test/test_larch_estimation/test_non_mandatory_tour_scheduling_loglike.csv
+++ b/activitysim/estimation/test/test_larch_estimation/test_non_mandatory_tour_scheduling_loglike.csv
@@ -1,2 +1,2 @@
 ,loglike_prior,loglike_converge
-0,-12772.911183835131,-9506.0541725800285
+0,-9330.0289068958136,-9291.4339963381062
diff --git a/activitysim/estimation/test/test_larch_estimation/test_nonmand_and_joint_tour_dest_choice.csv b/activitysim/estimation/test/test_larch_estimation/test_nonmand_and_joint_tour_dest_choice.csv
index 5a8bf11db5..95558980d2 100644
--- a/activitysim/estimation/test/test_larch_estimation/test_nonmand_and_joint_tour_dest_choice.csv
+++ b/activitysim/estimation/test/test_larch_estimation/test_nonmand_and_joint_tour_dest_choice.csv
@@ -1,36 +1,36 @@
-,value,initvalue,nullvalue,minimum,maximum,best
--999,-999,-999,-999,-999,-999,-999
-0,0,0,0,0,0,0
-1,1,1,1,1,1,1
-coef_eatout_dist_0_2,-0.76797916075917105,-0.56089999999999995,0,-25,25,-0.76797916075917105
-coef_eatout_dist_2_5,-0.22644636259204301,-0.31919999999999998,0,-25,25,-0.22644636259204301
-coef_eatout_dist_5_plus,-0.18814992028058361,-0.12379999999999999,0,-25,25,-0.18814992028058361
-coef_escort_dist_0_2,0.22669529391335932,-0.14990000000000001,0,-25,25,0.22669529391335932
-coef_escort_dist_2_5,-0.81349761658617425,-0.86709999999999998,0,-25,25,-0.81349761658617425
-coef_escort_dist_5_plus,-0.25505635884043121,-0.2137,0,-25,25,-0.25505635884043121
-coef_mode_logsum,0.66293335178956303,0.67549999999999999,0,-25,25,0.66293335178956303
-coef_othdiscr_dist_0_2,-0.20320115406190975,-0.16769999999999999,0,-25,25,-0.20320115406190975
-coef_othdiscr_dist_2_5,-0.55094376688046098,-0.4955,0,-25,25,-0.55094376688046098
-coef_othdiscr_dist_5_plus,-0.00014599013956733095,-0.1193,0,-25,25,-0.00014599013956733095
-coef_othmaint_dist_2_5,-0.57993229022084924,-0.60550000000000004,0,-25,25,-0.57993229022084924
-coef_othmaint_dist_5_plus,-0.22966135112433173,-0.10929999999999999,0,-25,25,-0.22966135112433173
-coef_shopping_dist_2_5,-0.62979386608506294,-0.5655,0,-25,25,-0.62979386608506294
-coef_shopping_dist_5_plus,-0.13065191570180024,-0.1832,0,-25,25,-0.13065191570180024
-coef_social_dist_2_5,-0.24518547406208724,-0.34849999999999998,0,-25,25,-0.24518547406208724
-coef_social_dist_5_plus,-0.19021662093061398,-0.13059999999999999,0,-25,25,-0.19021662093061398
-eatout_HEREMPN,-0.94688018419944264,-1.3547956940605197,0,-6,6,-0.94688018419944264
-eatout_RETEMPN,-0.29840603581475661,-0.29840603581475661,0,-0.29840603581475661,-0.29840603581475661,-0.29840603581475661
-escort_AGE0519,-1.1713218472625264,-0.7657178733947807,0,-6,6,-1.1713218472625264
-escort_HEREMPN,-2.4501503469929982,-1.9379419794061366,0,-6,6,-2.4501503469929982
-escort_HSENROLL,-3.3045642735486878,-1.7957674906255938,0,-6,6,-3.3045642735486878
-escort_RETEMPN,-1.4916548767777169,-1.4916548767777169,0,-1.4916548767777169,-1.4916548767777169,-1.4916548767777169
-othdiscr_HEREMPN,-1.5849006741800804,-1.3019532126861397,0,-6,6,-1.5849006741800804
-othdiscr_HSENROLL,-2.4667805407825685,-2.322787800311565,0,-6,6,-2.4667805407825685
-othdiscr_OTHEMPN,-2.3703426620470296,-1.8018098050815563,0,-6,6,-2.3703426620470296
-othdiscr_RETEMPN,-1.2385802852918961,-1.5511690043101247,0,-6,6,-1.2385802852918961
-othdiscr_TOTHH,-1.3783261914707137,-1.3783261914707137,0,-1.3783261914707137,-1.3783261914707137,-1.3783261914707137
-othmaint_HEREMPN,-0.66895307929197778,-0.65778003672265395,0,-6,6,-0.66895307929197778
-othmaint_RETEMPN,-0.72981116493153675,-0.72981116493153675,0,-0.72981116493153675,-0.72981116493153675,-0.72981116493153675
-shopping_RETEMPN,0,0,0,0,0,0
-social_HEREMPN,-0.3028654470570214,-0.73814454649068106,0,-6,6,-0.3028654470570214
-social_RETEMPN,-0.65008769109949827,-0.65008769109949827,0,-0.65008769109949827,-0.65008769109949827,-0.65008769109949827
+param_name,value,best,initvalue,nullvalue
+-999,-999,-999,-999,0
+0,0,0,0,0
+1,1,1,1,0
+coef_eatout_dist_0_2,-0.27121792391961891,-0.27121792391961891,-0.56089997291564941,0
+coef_eatout_dist_2_5,0.10608796923916697,0.10608796923916697,-0.31920000910758972,0
+coef_eatout_dist_5_plus,-0.030055040831786589,-0.030055040831786589,-0.12380000203847885,0
+coef_escort_dist_0_2,0.36566723960275005,0.36566723960275005,-0.14990000426769257,0
+coef_escort_dist_2_5,0.028378662901016108,0.028378662901016108,-0.86710000038146973,0
+coef_escort_dist_5_plus,-0.11708701992134836,-0.11708701992134836,-0.21369999647140503,0
+coef_mode_logsum,0.59887430720061385,0.59887430720061385,0.67549997568130493,0
+coef_othdiscr_dist_0_2,-0.034497995271121927,-0.034497995271121927,-0.16769999265670776,0
+coef_othdiscr_dist_2_5,-0.050531906736139574,-0.050531906736139574,-0.49549999833106995,0
+coef_othdiscr_dist_5_plus,0.10722115306679328,0.10722115306679328,-0.1193000003695488,0
+coef_othmaint_dist_2_5,0.021990226822960424,0.021990226822960424,-0.6054999828338623,0
+coef_othmaint_dist_5_plus,-0.069040145806240003,-0.069040145806240003,-0.10930000245571136,0
+coef_shopping_dist_2_5,-0.088053277034711469,-0.088053277034711469,-0.56550002098083496,0
+coef_shopping_dist_5_plus,0.053178032652148891,0.053178032652148891,-0.18320000171661377,0
+coef_social_dist_2_5,0.13875731050537282,0.13875731050537282,-0.34850001335144043,0
+coef_social_dist_5_plus,-0.093851542275907265,-0.093851542275907265,-0.13060000538825989,0
+eatout_HEREMPN,-2.6485746777114287,-2.6485746777114287,-1.3547956943511963,0
+eatout_RETEMPN,-0.29840603470802307,-0.29840603470802307,-0.29840603470802307,0
+escort_AGE0519,-1.5700822201838556,-1.5700822201838556,-0.76571786403656006,0
+escort_HEREMPN,-3.381566795567077,-3.381566795567077,-1.9379420280456543,0
+escort_HSENROLL,-5.5115296809721706,-5.5115296809721706,-1.7957675457000732,0
+escort_RETEMPN,-1.4916548728942871,-1.4916548728942871,-1.4916548728942871,0
+othdiscr_HEREMPN,-4.3767539149782362,-4.3767539149782362,-1.3019531965255737,0
+othdiscr_HSENROLL,-4.0323913073099753,-4.0323913073099753,-2.3227877616882324,0
+othdiscr_OTHEMPN,-2.6010090126387664,-2.6010090126387664,-1.8018097877502441,0
+othdiscr_RETEMPN,-1.8907979924961573,-1.8907979924961573,-1.5511690378189087,0
+othdiscr_TOTHH,-1.3783261775970459,-1.3783261775970459,-1.3783261775970459,0
+othmaint_HEREMPN,-3.5067524801333883,-3.5067524801333883,-0.65778005123138428,0
+othmaint_RETEMPN,-0.72981119155883789,-0.72981119155883789,-0.72981119155883789,0
+shopping_RETEMPN,0,0,0,0
+social_HEREMPN,-3.1930226314841379,-3.1930226314841379,-0.73814451694488525,0
+social_RETEMPN,-0.65008771419525146,-0.65008771419525146,-0.65008771419525146,0
diff --git a/activitysim/estimation/test/test_larch_estimation/test_nonmand_and_joint_tour_dest_choice_loglike.csv b/activitysim/estimation/test/test_larch_estimation/test_nonmand_and_joint_tour_dest_choice_loglike.csv
index 3d4d12de95..60449226e2 100644
--- a/activitysim/estimation/test/test_larch_estimation/test_nonmand_and_joint_tour_dest_choice_loglike.csv
+++ b/activitysim/estimation/test/test_larch_estimation/test_nonmand_and_joint_tour_dest_choice_loglike.csv
@@ -1,2 +1,2 @@
 ,loglike_prior,loglike_converge
-0,-13284.574594749327,-13268.709190928732
+0,-8815.2207980563562,-8000.0090578510162
diff --git a/activitysim/estimation/test/test_larch_estimation/test_nonmand_tour_freq.csv b/activitysim/estimation/test/test_larch_estimation/test_nonmand_tour_freq.csv
index c69badeb95..a5798dcdaa 100644
--- a/activitysim/estimation/test/test_larch_estimation/test_nonmand_tour_freq.csv
+++ b/activitysim/estimation/test/test_larch_estimation/test_nonmand_tour_freq.csv
@@ -1,426 +1,426 @@
-,value,initvalue,nullvalue,minimum,maximum,best
-coef_0_auto_household_and_escorting_tour,-2,-2,0,-2,-2,-2
-coef_1_escort_tour_constant,0.3190372575850004,0.0298,0,,,0.3190372575850004
-coef_1_plus_eating_out_tours_constant,-1.0128556061868639,0.0097000000000000003,0,,,-1.0128556061868639
-coef_1_plus_maintenance_tours_constant,-2.8426429307763517,0.1202,0,,,-2.8426429307763517
-coef_1_plus_other_discretionary_tours_constant,10.543978753178383,0.74119999999999997,0,,,10.543978753178383
-coef_1_plus_shopping_tours_constant,7.1839137908242963,0.47739999999999999,0,,,7.1839137908242963
-coef_1_plus_visting_tours_constant,-0.3208195851541456,0.052200000000000003,0,,,-0.3208195851541456
-coef_2_plus_escort_tours_constant,0.60671030252342817,0.74019999999999997,0,,,0.60671030252342817
-coef_at_home_pre_driving_school_kid_and_escorting_tour,-0.92647632492670284,-0.27460000000000001,0,,,-0.92647632492670284
-coef_at_home_pre_school_kid_and_discretionary_tour,-0.65566150836617298,-0.4703,0,,,-0.65566150836617298
-coef_at_home_pre_school_kid_and_escorting_tour,-0.79299240501544976,-1.5674999999999999,0,,,-0.79299240501544976
-coef_auto_access_to_retail_and_discretionary,-1.0508623054596398,0.084400000000000003,0,,,-1.0508623054596398
-coef_auto_access_to_retail_and_maintenance,0.27881164131795588,0.074899999999999994,0,,,0.27881164131795588
-coef_auto_access_to_retail_and_shopping,-0.6308268427373509,0.1067,0,,,-0.6308268427373509
-coef_car_surplus_vs_workers_and_tour_frequency_is_5_plus,0.16837878665395392,0.13039999999999999,0,,,0.16837878665395392
-coef_female_and_escorting_tour,0.60135724689113756,0.18240000000000001,0,,,0.60135724689113756
-coef_female_and_tour_frequency_is_1,-0.31583892945263869,-0.076600000000000001,0,,,-0.31583892945263869
-coef_female_and_tour_frequency_is_2,-0.5828100966419405,-0.1062,0,,,-0.5828100966419405
-coef_female_and_tour_frequency_is_5,0.022734817568325703,-0.32740000000000002,0,,,0.022734817568325703
-coef_high_income_group_and_discretionary_tour,-0.060443076774255075,0.25650000000000001,0,,,-0.060443076774255075
-coef_high_income_group_and_eating_out_tour,0.72620905564966565,0.55810000000000004,0,,,0.72620905564966565
-coef_high_income_group_and_tour_frequency_is_1,1.1372979170796778,0.51890000000000003,0,,,1.1372979170796778
-coef_high_income_group_and_tour_frequency_is_2,2.2159303224114666,1.1335999999999999,0,,,2.2159303224114666
-coef_high_income_group_and_tour_frequency_is_5_plus,0.10501223044514314,1.3898999999999999,0,,,0.10501223044514314
-coef_high_income_group_and_visiting_tour,-0.86265476671748431,-0.24229999999999999,0,,,-0.86265476671748431
-coef_logged_maximum_residual_window_tour_frequency_is_1,1.3354533697510027,1.2562,0,,,1.3354533697510027
-coef_logged_maximum_residual_window_tour_frequency_is_2,1.4260046446625716,1.2867999999999999,0,,,1.4260046446625716
-coef_logged_maximum_residual_window_tour_frequency_is_5_plus,0.64024624278385667,1.3993,0,,,0.64024624278385667
-coef_mediumhigh_income_group_and_tour_frequency_is_1,1.0937153306192198,0.49809999999999999,0,,,1.0937153306192198
-coef_mediumhigh_income_group_and_tour_frequency_is_2,1.8148765360700809,0.83450000000000002,0,,,1.8148765360700809
-coef_mediumhigh_income_group_and_tour_frequency_is_5_plus,1.0390643994599666,1.0213000000000001,0,,,1.0390643994599666
-coef_number_of_joint_eating_out_tours,-9.9809215555613431,-0.58660000000000001,0,,,-9.9809215555613431
-coef_number_of_mandatory_tours_and_tour_frequency_is_2,-1.4334081077188456,-0.88870000000000005,0,,,-1.4334081077188456
-coef_number_of_mandatory_tours_and_tour_frequency_is_5_plus,-1.6366589797047477,-2.3342999999999998,0,,,-1.6366589797047477
-coef_presence_of_driving_school_kid_and_discretionary_tour,0.38403906373496743,-0.39629999999999999,0,,,0.38403906373496743
-coef_presence_of_driving_school_kid_and_escorting_tour,-0.21108592167092743,0.36009999999999998,0,,,-0.21108592167092743
-coef_presence_of_full_time_worker_and_discretionary_tour,-0.78342819804391672,-0.66700000000000004,0,,,-0.78342819804391672
-coef_presence_of_full_time_worker_and_eating_out_tour,-0.74762089644693475,-0.35709999999999997,0,,,-0.74762089644693475
-coef_presence_of_full_time_worker_and_maintenance_tour,-0.34233564267666977,-0.16850000000000001,0,,,-0.34233564267666977
-coef_presence_of_full_time_worker_and_shopping_tour,-0.63058521173008519,-0.30590000000000001,0,,,-0.63058521173008519
-coef_presence_of_non_worker_and_discretionary_tour,-1.2669707808842081,-0.42809999999999998,0,,,-1.2669707808842081
-coef_presence_of_non_worker_and_eating_out_tour,-0.44503023956321403,-0.2014,0,,,-0.44503023956321403
-coef_presence_of_non_worker_and_escorting_tour,-0.85427331034949039,-0.48149999999999998,0,,,-0.85427331034949039
-coef_presence_of_non_worker_and_maintenance_tour,-0.20935037072535292,-0.32369999999999999,0,,,-0.20935037072535292
-coef_presence_of_non_worker_and_shopping_tour,-0.84441949424610041,-0.41599999999999998,0,,,-0.84441949424610041
-coef_presence_of_part_time_worker_and_discretionary_tour,-0.041239276355498081,-0.2102,0,,,-0.041239276355498081
-coef_presence_of_part_time_worker_and_maintenance_tour,-0.18336221092296712,-0.15840000000000001,0,,,-0.18336221092296712
-coef_presence_of_part_time_worker_and_shopping_tour,-0.14852190396109033,-0.15409999999999999,0,,,-0.14852190396109033
-coef_presence_of_pre_driving_school_kid_and_discretionary_tour,-0.12585844615812486,-0.39589999999999997,0,,,-0.12585844615812486
-coef_presence_of_pre_driving_school_kid_and_escorting_tour,1.4021102250286928,1.3974,0,,,1.4021102250286928
-coef_presence_of_pre_school_kid_and_discretionary_tour,-0.017076036823995389,-0.5081,0,,,-0.017076036823995389
-coef_presence_of_pre_school_kid_and_eating_out_tour,-0.84547304246409216,-0.42249999999999999,0,,,-0.84547304246409216
-coef_presence_of_pre_school_kid_and_escorting_tour,0.74822720714906121,0.68420000000000003,0,,,0.74822720714906121
-coef_presence_of_pre_school_kid_and_shopping_tour,-0.006143364129761947,-0.20799999999999999,0,,,-0.006143364129761947
-coef_presence_of_retiree_and_discretionary_tour,-0.5968298706214118,-0.91039999999999999,0,,,-0.5968298706214118
-coef_presence_of_retiree_and_eating_out_tour,-1.2874101904899586,-0.57079999999999997,0,,,-1.2874101904899586
-coef_presence_of_retiree_and_escorting_tour,-12.931599172963331,-0.80800000000000005,0,,,-12.931599172963331
-coef_presence_of_university_student_and_discretionary_tour,-0.40727682870124049,-0.85509999999999997,0,,,-0.40727682870124049
-coef_total_number_of_tours_is_1,-7.5238510045347198,-7.3571999999999997,0,,,-7.5238510045347198
-coef_total_number_of_tours_is_2,-10.052745008623061,-10.647,0,,,-10.052745008623061
-coef_total_number_of_tours_is_3,-11.089117141589441,-13.500500000000001,0,,,-11.089117141589441
-coef_total_number_of_tours_is_4,-12.79747158559379,-16.3965,0,,,-12.79747158559379
-coef_total_number_of_tours_is_5,-21.780097785311945,-19.6843,0,,,-21.780097785311945
-coef_total_number_of_tours_is_6_plus,-999,-999,0,-999,-999,-999
-coef_transit_access_to_retail_and_tour_frequency_is_5_plus,0.07445921318512129,0.022599999999999999,0,,,0.07445921318512129
-coef_urban_and_discretionary_tour,0,0,0,0,0,0
-coef_urban_and_escorting_tour,-0.40934213736815739,-0.43159999999999998,0,,,-0.40934213736815739
-coef_walk_access_to_retail_and_discretionary,0.16052040097513201,0.0567,0,,,0.16052040097513201
-coef_walk_access_to_retail_and_eating_out,0.21128946397868445,0.14499999999999999,0,,,0.21128946397868445
-coef_walk_access_to_retail_and_escorting,-0.10528530451785624,0.045100000000000001,0,,,-0.10528530451785624
-coef_walk_access_to_retail_and_shopping,0.030181871306816859,0.033000000000000002,0,,,0.030181871306816859
-coef_zero_car_ownership_and_tour_frequency_is_5_plus,-0.22749157163698558,-0.34860000000000002,0,,,-0.22749157163698558
-coef_0_auto_household_and_escorting_tour,-2,-2,0,-2,-2,-2
-coef_1_escort_tour_constant,0.77792661515451589,0.5272,0,,,0.77792661515451589
-coef_1_plus_eating_out_tours_constant,1.6650752768925599,0.69140000000000001,0,,,1.6650752768925599
-coef_1_plus_maintenance_tours_constant,1.2147335336677649,0.55330000000000001,0,,,1.2147335336677649
-coef_1_plus_other_discretionary_tours_constant,1.7838713459166913,0.79890000000000005,0,,,1.7838713459166913
-coef_1_plus_shopping_tours_constant,1.5216128214649225,0.75690000000000002,0,,,1.5216128214649225
-coef_1_plus_visting_tours_constant,1.0454819231998753,0.14050000000000001,0,,,1.0454819231998753
-coef_2_plus_escort_tours_constant,1.8826614596684659,1.5987,0,,,1.8826614596684659
-coef_car_shortage_vs_workers_and_tour_frequency_is_5_plus,0.049231503501832231,-0.54979999999999996,0,,,0.049231503501832231
-coef_female_and_discretionary_tour,0.4392516750827225,0.30719999999999997,0,,,0.4392516750827225
-coef_female_and_shopping_tour,0.75313279306505232,0.45240000000000002,0,,,0.75313279306505232
-coef_high_income_group_and_discretionary_tour,0.23650597334594267,0.29599999999999999,0,,,0.23650597334594267
-coef_high_income_group_and_maintenance_tour,1.3851001428210838,0.67630000000000001,0,,,1.3851001428210838
-coef_high_income_group_and_shopping_tour,0.8194174808417779,0.70660000000000001,0,,,0.8194174808417779
-coef_high_income_group_and_tour_frequency_is_1,1.1457147075553702,0.86819999999999997,0,,,1.1457147075553702
-coef_high_income_group_and_tour_frequency_is_2,1.3475187007328813,1.5362,0,,,1.3475187007328813
-coef_high_income_group_and_tour_frequency_is_5_plus,1.4989029758459638,1.9331,0,,,1.4989029758459638
-coef_high_income_group_and_visiting_tour,-0.51731565603377461,-0.68679999999999997,0,,,-0.51731565603377461
-coef_logged_maximum_residual_window_tour_frequency_is_1,0.7685190519346432,1.5748,0,,,0.7685190519346432
-coef_logged_maximum_residual_window_tour_frequency_is_5_plus,1.2439948002596291,2.0026000000000002,0,,,1.2439948002596291
-coef_mediumhigh_income_group_and_shopping_tour,0.6050472895465131,0.44209999999999999,0,,,0.6050472895465131
-coef_mediumlow_income_group_and_tour_frequency_is_1,0.78437721900423418,0.59809999999999997,0,,,0.78437721900423418
-coef_mediumlow_income_group_and_tour_frequency_is_2,0.77646590224476053,0.91779999999999995,0,,,0.77646590224476053
-coef_mediumlow_income_group_and_tour_frequency_is_5_plus,0.85089808758167285,1.7539,0,,,0.85089808758167285
-coef_number_of_joint_tours_and_tour_frequency_is_4,-1.3476574161190644,-1.1986000000000001,0,,,-1.3476574161190644
-coef_number_of_joint_tours_and_tour_frequency_is_5_plus,-999,-999,0,-999,-999,-999
-coef_number_of_mandatory_tours_and_tour_frequency_is_1,-0.98906870125269652,-0.23899999999999999,0,,,-0.98906870125269652
-coef_number_of_mandatory_tours_and_tour_frequency_is_2,-2.8297942396940736,-1.8208,0,,,-2.8297942396940736
-coef_number_of_mandatory_tours_and_tour_frequency_is_5_plus,-2.7856768576922941,-2.5922999999999998,0,,,-2.7856768576922941
-coef_presence_of_driving_school_kid_and_escorting_tour,1.029446605173121,0.41639999999999999,0,,,1.029446605173121
-coef_presence_of_full_time_worker_and_maintenance_tour,-0.48499903259305888,-0.31309999999999999,0,,,-0.48499903259305888
-coef_presence_of_non_worker_and_discretionary_tour,-0.55680343236172403,-1.0370999999999999,0,,,-0.55680343236172403
-coef_presence_of_non_worker_and_eating_out_tour,-0.23160785989506891,-0.65449999999999997,0,,,-0.23160785989506891
-coef_presence_of_non_worker_and_escorting_tour,-0.61711333679139824,-0.52629999999999999,0,,,-0.61711333679139824
-coef_presence_of_part_time_worker_and_maintenance_tour,-1.0349086974724879,-0.56210000000000004,0,,,-1.0349086974724879
-coef_presence_of_pre_driving_school_kid_and_escorting_tour,1.8088903614971785,1.5794999999999999,0,,,1.8088903614971785
-coef_presence_of_pre_school_kid_and_escorting_tour,0.29170166111444701,0.54139999999999999,0,,,0.29170166111444701
-coef_presence_of_preschool_kid_in_household_and_tour_frequency_is_1,0.3086114999500732,-0.15590000000000001,0,,,0.3086114999500732
-coef_presence_of_preschool_kid_in_household_and_tour_frequency_is_5,-0.53068484571189922,-0.56810000000000005,0,,,-0.53068484571189922
-coef_presence_of_retiree_and_eating_out_tour,0.10920851120872498,-1.389,0,,,0.10920851120872498
-coef_presence_of_retiree_and_escorting_tour,-0.46115035352397654,-0.75160000000000005,0,,,-0.46115035352397654
-coef_presence_of_university_student_and_eating_out_tour,-1.7593233495192167,-1.4318,0,,,-1.7593233495192167
-coef_total_number_of_tours_is_1,-6.8126152336072634,-7.6391,0,,,-6.8126152336072634
-coef_total_number_of_tours_is_2,-9.848059513629396,-10.4557,0,,,-9.848059513629396
-coef_total_number_of_tours_is_3,-12.828277375142353,-14.0176,0,,,-12.828277375142353
-coef_total_number_of_tours_is_4,-17.097027294518412,-16.971699999999998,0,,,-17.097027294518412
-coef_urban_and_discretionary_tour,0,0,0,0,0,0
-coef_urban_and_escorting_tour,0.42574953449141995,-0.39290000000000003,0,,,0.42574953449141995
-coef_walk_access_to_retail_and_tour_frequency_is_1,0.080139740576734939,0.089899999999999994,0,,,0.080139740576734939
-coef_walk_access_to_retail_and_tour_frequency_is_2,0.10381957230648611,0.1447,0,,,0.10381957230648611
-coef_walk_access_to_retail_and_tour_frequency_is_5_plus,0.050631059321334597,0.34789999999999999,0,,,0.050631059321334597
-coef_0_auto_household_and_escorting_tour,-2,-2,0,-2,-2,-2
-coef_1_escort_tour_constant,1.8515063856421023,1.7028000000000001,0,,,1.8515063856421023
-coef_1_plus_eating_out_tours_constant,-13.970900895148123,2.0722999999999998,0,,,-13.970900895148123
-coef_1_plus_maintenance_tours_constant,-0.33803118769084733,0.33479999999999999,0,,,-0.33803118769084733
-coef_1_plus_other_discretionary_tours_constant,-1.4739923019690557,1.3389,0,,,-1.4739923019690557
-coef_1_plus_shopping_tours_constant,2.0188727174813774,1.8403,0,,,2.0188727174813774
-coef_1_plus_visting_tours_constant,1.1323634825734481,1.2172000000000001,0,,,1.1323634825734481
-coef_2_plus_escort_tours_constant,2.7388802993288452,2.8378999999999999,0,,,2.7388802993288452
-coef_auto_access_to_retail_and_discretionary,0.6683734729533154,0.094,0,,,0.6683734729533154
-coef_auto_access_to_retail_and_eating_out,3.3138758891504487,0.1018,0,,,3.3138758891504487
-coef_car_shortage_vs_workers_and_tour_frequency_is_5_plus,-1.1118144810513726,-0.58099999999999996,0,,,-1.1118144810513726
-coef_female_and_discretionary_tour,-0.25441035312551963,-0.3266,0,,,-0.25441035312551963
-coef_female_and_eatingout_tour,-0.67597119919881721,-0.65680000000000005,0,,,-0.67597119919881721
-coef_female_and_tour_frequency_is_1,-0.50912757178913237,0.097299999999999998,0,,,-0.50912757178913237
-coef_female_and_tour_frequency_is_2,0.67536539039172305,0.2361,0,,,0.67536539039172305
-coef_female_and_tour_frequency_is_5,1.992028104740627,1.9001999999999999,0,,,1.992028104740627
-coef_high_income_group_and_eating_out_tour,-1.7911774479045783,-0.72070000000000001,0,,,-1.7911774479045783
-coef_high_income_group_and_shopping_tour,0.0036422160874866197,0.56930000000000003,0,,,0.0036422160874866197
-coef_high_income_group_and_tour_frequency_is_1,1.4404498701731279,0.39860000000000001,0,,,1.4404498701731279
-coef_high_income_group_and_tour_frequency_is_2,0.83745190593386265,0.80089999999999995,0,,,0.83745190593386265
-coef_high_income_group_and_tour_frequency_is_5_plus,-16.251792370439588,0.82540000000000002,0,,,-16.251792370439588
-coef_high_income_group_and_visiting_tour,-0.82404884406611401,-0.36940000000000001,0,,,-0.82404884406611401
-coef_logged_maximum_residual_window_tour_frequency_is_0,0.2804768002125545,1.1858,0,,,0.2804768002125545
-coef_logged_maximum_residual_window_tour_frequency_is_5_plus,2.3895231997864537,1.4842,0,,,2.3895231997864537
-coef_mediumhigh_income_group_and_tour_frequency_is_1,0.50210130383758622,0.1109,0,,,0.50210130383758622
-coef_mediumhigh_income_group_and_tour_frequency_is_2,2.1358136364876388,0.39140000000000003,0,,,2.1358136364876388
-coef_mediumhigh_income_group_and_tour_frequency_is_5_plus,3.8895054347112406,0.61370000000000002,0,,,3.8895054347112406
-coef_number_of_joint_discretionary_tours,-12.752183693752794,0.67130000000000001,0,,,-12.752183693752794
-coef_number_of_joint_shopping_tours,-26.373288193463711,-0.71299999999999997,0,,,-26.373288193463711
-coef_number_of_joint_tours_and_tour_frequency_is_2,-13.926155494658921,-0.31530000000000002,0,,,-13.926155494658921
-coef_number_of_joint_tours_and_tour_frequency_is_3,-1.3634750179314692,-0.73509999999999998,0,,,-1.3634750179314692
-coef_number_of_joint_tours_and_tour_frequency_is_5_plus,-999,-999,0,-999,-999,-999
-coef_number_of_mandatory_tours_and_tour_frequency_is_1,-0.80994304158323804,-0.1852,0,,,-0.80994304158323804
-coef_number_of_mandatory_tours_and_tour_frequency_is_2,-1.9296858293686057,-0.87529999999999997,0,,,-1.9296858293686057
-coef_number_of_mandatory_tours_and_tour_frequency_is_3,-3.1165358610084146,-1.6157999999999999,0,,,-3.1165358610084146
-coef_presence_of_full_time_worker_and_discretionary_tour,-1.0912632357636489,-0.48330000000000001,0,,,-1.0912632357636489
-coef_presence_of_full_time_worker_and_eating_out_tour,0.77587232422920438,-0.52510000000000001,0,,,0.77587232422920438
-coef_presence_of_full_time_worker_and_shopping_tour,-0.47914248744882598,-0.77280000000000004,0,,,-0.47914248744882598
-coef_presence_of_non_worker_and_discretionary_tour,-0.59191766592824591,0.97809999999999997,0,,,-0.59191766592824591
-coef_presence_of_non_worker_and_tour_frequency_is_1,0.20739098927232799,-0.85060000000000002,0,,,0.20739098927232799
-coef_presence_of_non_worker_and_tour_frequency_is_5,-0.10809095623412202,-1.1803999999999999,0,,,-0.10809095623412202
-coef_presence_of_part_time_worker_and_eating_out_tour,-3.2046073684551888,-1.9795,0,,,-3.2046073684551888
-coef_presence_of_part_time_worker_and_escorting_tour,-2.2247073118309659,-1.8212999999999999,0,,,-2.2247073118309659
-coef_presence_of_part_time_worker_and_shopping_tour,-0.72896673490600039,-0.51990000000000003,0,,,-0.72896673490600039
-coef_presence_of_pre_driving_school_kid_and_escorting_tour,-0.075902664875801412,0.94889999999999997,0,,,-0.075902664875801412
-coef_presence_of_pre_driving_school_kid_and_maintenance_tour,0.072697095095962505,0.38629999999999998,0,,,0.072697095095962505
-coef_presence_of_pre_school_kid_and_escorting_tour,1.7499151704017379,2.1465000000000001,0,,,1.7499151704017379
-coef_presence_of_pre_school_kid_and_maintenance_tour,-0.61302038898844102,0.96940000000000004,0,,,-0.61302038898844102
-coef_presence_of_pre_school_kid_and_shopping_tour,0.4218433052411511,1.3134999999999999,0,,,0.4218433052411511
-coef_presence_of_preschool_kid_in_household_and_tour_frequency_is_1,-2.0284687546419584,-0.99609999999999999,0,,,-2.0284687546419584
-coef_presence_of_preschool_kid_in_household_and_tour_frequency_is_2,-0.79737893556046791,-1.9096,0,,,-0.79737893556046791
-coef_presence_of_preschool_kid_in_household_and_tour_frequency_is_5,-0.31913117480031128,-2.8469000000000002,0,,,-0.31913117480031128
-coef_presence_of_university_student_and_discretionary_tour,0.090801806893705261,-0.6542,0,,,0.090801806893705261
-coef_presence_of_university_student_and_eating_out_tour,-0.42835318314992721,-0.65290000000000004,0,,,-0.42835318314992721
-coef_total_number_of_tours_is_1,-8.5863403053428833,-6.2138,0,,,-8.5863403053428833
-coef_total_number_of_tours_is_2,-11.31949482279566,-8.9079999999999995,0,,,-11.31949482279566
-coef_total_number_of_tours_is_3,-14.109861113838994,-12.3261,0,,,-14.109861113838994
-coef_total_number_of_tours_is_4,-17.545826976965291,-15.811400000000001,0,,,-17.545826976965291
-coef_transit_access_to_retail_and_discretionary,0,0,0,0,0,0
-coef_transit_access_to_retail_and_maintenance,0.25755159606468364,0.031399999999999997,0,,,0.25755159606468364
-coef_transit_access_to_retail_and_tour_frequency_is_5_plus,0.20705109302348529,0.066400000000000001,0,,,0.20705109302348529
-coef_urban_and_discretionary_tour,-1.8565923019691735,0.95630000000000004,0,,,-1.8565923019691735
-coef_urban_and_eatingout_tour,-15.36320089514812,0.68000000000000005,0,,,-15.36320089514812
-coef_urban_and_escorting_tour,0.80226698426219045,0.85160000000000002,0,,,0.80226698426219045
-coef_urban_and_maintenance_tour,0.35876881230913166,1.0316000000000001,0,,,0.35876881230913166
-coef_urban_and_shopping_tour,0.71157271748139417,0.53300000000000003,0,,,0.71157271748139417
-coef_urban_and_tour_frequency_is_1,-3.5373403053428834,-1.1648000000000001,0,,,-3.5373403053428834
-coef_urban_and_tour_frequency_is_2,-4.7291948227956535,-2.3176999999999999,0,,,-4.7291948227956535
-coef_urban_and_tour_frequency_is_5_plus,-6.0208880908118116,-2.5026999999999999,0,,,-6.0208880908118116
-coef_walk_access_to_retail_and_shopping,0.10237878294870741,0.097199999999999995,0,,,0.10237878294870741
-coef_0_auto_household_and_escorting_tour,-2,-2,0,-2,-2,-2
-coef_1_escort_tour_constant,-4.6370945761626077,-0.062899999999999998,0,,,-4.6370945761626077
-coef_1_plus_eating_out_tours_constant,-4.7784926750203027,-0.1429,0,,,-4.7784926750203027
-coef_1_plus_maintenance_tours_constant,-9.9288535518266823,-0.065299999999999997,0,,,-9.9288535518266823
-coef_1_plus_other_discretionary_tours_constant,-4.8073687191051899,0.33339999999999997,0,,,-4.8073687191051899
-coef_1_plus_shopping_tours_constant,-4.0132353551593232,0.46829999999999999,0,,,-4.0132353551593232
-coef_1_plus_visting_tours_constant,-4.8733834129994724,-0.12720000000000001,0,,,-4.8733834129994724
-coef_2_plus_escort_tours_constant,-8.967938948525461,0.92730000000000001,0,,,-8.967938948525461
-coef_at_home_pre_driving_school_kid_and_escorting_tour,-0.85247075086999724,-1.1479999999999999,0,,,-0.85247075086999724
-coef_at_home_pre_school_kid_and_eating_out_tour,0.60985731009359834,-0.3926,0,,,0.60985731009359834
-coef_at_home_pre_school_kid_and_escorting_tour,-0.061265250325528015,-0.13730000000000001,0,,,-0.061265250325528015
-coef_auto_access_to_retail_and_maintenance,0.61777145381329102,0.095600000000000004,0,,,0.61777145381329102
-coef_car_shortage_vs_workers_and_tour_frequency_is_1,-0.33803024620733235,-0.36230000000000001,0,,,-0.33803024620733235
-coef_car_shortage_vs_workers_and_tour_frequency_is_2,-1.4819665998101139,-1.272,0,,,-1.4819665998101139
-coef_car_shortage_vs_workers_and_tour_frequency_is_5_plus,-2.5557207485506246,-1.9307000000000001,0,,,-2.5557207485506246
-coef_car_surplus_vs_workers_and_tour_frequency_is_5_plus,3.121774566538436,0.77380000000000004,0,,,3.121774566538436
-coef_female_and_maintenance_tour,-0.24639047530045038,-0.24640000000000001,0,,,-0.24639047530045038
-coef_female_and_tour_frequency_is_1,0.74864834160230664,0.39019999999999999,0,,,0.74864834160230664
-coef_female_and_tour_frequency_is_2,0.67696554036131518,0.5323,0,,,0.67696554036131518
-coef_female_and_tour_frequency_is_3,1.281698729380099,0.74519999999999997,0,,,1.281698729380099
-coef_female_and_tour_frequency_is_5,2.3807456280650667,1.1294,0,,,2.3807456280650667
-coef_high_income_group_and_discretionary_tour,0.51835922730368678,0.88460000000000005,0,,,0.51835922730368678
-coef_high_income_group_and_eating_out_tour,1.5486575358906367,0.70860000000000001,0,,,1.5486575358906367
-coef_high_income_group_and_shopping_tour,0.72862383681691834,0.97760000000000002,0,,,0.72862383681691834
-coef_high_income_group_and_tour_frequency_is_2,19.097882832130001,1.0632999999999999,0,,,19.097882832130001
-coef_high_income_group_and_tour_frequency_is_3,19.408558066997916,1.7742,0,,,19.408558066997916
-coef_high_income_group_and_tour_frequency_is_5_plus,19.832444995943295,2.3940999999999999,0,,,19.832444995943295
-coef_high_income_group_and_visiting_tour,-0.54232747274109727,-0.94489999999999996,0,,,-0.54232747274109727
-coef_logged_maximum_residual_window_tour_frequency_is_1,6.5467446485012912,1.7637,0,,,6.5467446485012912
-coef_logged_maximum_residual_window_tour_frequency_is_5_plus,7.3593803409865783,1.7927999999999999,0,,,7.3593803409865783
-coef_mediumhigh_income_group_and_discretionary_tour,0.18835358603238547,0.50090000000000001,0,,,0.18835358603238547
-coef_mediumhigh_income_group_and_eating_out_tour,-0.18198447365326542,0.46310000000000001,0,,,-0.18198447365326542
-coef_mediumhigh_income_group_and_shopping_tour,1.2220802803491335,0.89059999999999995,0,,,1.2220802803491335
-coef_mediumhigh_income_group_and_tour_frequency_is_1,19.971750133805212,0.74260000000000004,0,,,19.971750133805212
-coef_mediumhigh_income_group_and_tour_frequency_is_2,19.468344647994446,0.85460000000000003,0,,,19.468344647994446
-coef_mediumhigh_income_group_and_tour_frequency_is_5_plus,19.731739849414112,1.0791999999999999,0,,,19.731739849414112
-coef_mediumhigh_income_group_and_visiting_tour,0.027868052585523006,-0.26700000000000002,0,,,0.027868052585523006
-coef_mediumlow_income_group_and_discretionary_tour,-0.31620776069124212,0.17069999999999999,0,,,-0.31620776069124212
-coef_mediumlow_income_group_and_eating_out_tour,0.64577775646714697,0.27660000000000001,0,,,0.64577775646714697
-coef_mediumlow_income_group_and_shopping_tour,0.55581824053699758,0.77339999999999998,0,,,0.55581824053699758
-coef_mediumlow_income_group_and_tour_frequency_is_1,17.934259369140999,0.57089999999999996,0,,,17.934259369140999
-coef_mediumlow_income_group_and_tour_frequency_is_5_plus,18.117542759840582,0.83150000000000002,0,,,18.117542759840582
-coef_number_of_joint_eating_out_tours,-13.182546391318507,-0.77270000000000005,0,,,-13.182546391318507
-coef_number_of_joint_shopping_tours,-16.839997040358107,-0.23910000000000001,0,,,-16.839997040358107
-coef_number_of_joint_tours_and_tour_frequency_is_1,-7.786577241296107,-0.1699,0,,,-7.786577241296107
-coef_number_of_joint_tours_and_tour_frequency_is_2,-9.7470048997804675,-0.42849999999999999,0,,,-9.7470048997804675
-coef_number_of_joint_tours_and_tour_frequency_is_3,-9.2917736869942509,-0.65510000000000002,0,,,-9.2917736869942509
-coef_number_of_joint_tours_and_tour_frequency_is_5_plus,-9.5554593661807772,-1.0410999999999999,0,,,-9.5554593661807772
-coef_number_of_mandatory_tours_and_tour_frequency_is_1,-0.67659999999999998,-0.67659999999999998,0,,,-0.67659999999999998
-coef_number_of_mandatory_tours_and_tour_frequency_is_3,-1.0518000000000001,-1.0518000000000001,0,,,-1.0518000000000001
-coef_number_of_mandatory_tours_and_tour_frequency_is_5_plus,-999,-999,0,-999,-999,-999
-coef_presence_of_full_time_worker_and_eating_out_tour,-1.3147958654758525,-0.4667,0,,,-1.3147958654758525
-coef_presence_of_full_time_worker_and_escorting_tour,0.35065195049774833,0.3947,0,,,0.35065195049774833
-coef_presence_of_non_worker_and_eating_out_tour,-0.40882607128740478,-0.49759999999999999,0,,,-0.40882607128740478
-coef_presence_of_non_worker_and_tour_frequency_is_1,1.8072738927257486,-0.37630000000000002,0,,,1.8072738927257486
-coef_presence_of_non_worker_and_tour_frequency_is_2,1.6043590091288431,-0.71899999999999997,0,,,1.6043590091288431
-coef_presence_of_non_worker_and_tour_frequency_is_5,2.2189804494458247,-1.0228999999999999,0,,,2.2189804494458247
-coef_presence_of_part_time_worker_and_discretionary_tour,-0.47082010921072343,-0.35449999999999998,0,,,-0.47082010921072343
-coef_presence_of_part_time_worker_and_escorting_tour,-0.93192205579588727,-0.58609999999999995,0,,,-0.93192205579588727
-coef_presence_of_pre_driving_school_kid_and_escorting_tour,1.6418290951424679,1.3773,0,,,1.6418290951424679
-coef_presence_of_pre_school_kid_and_escorting_tour,0.7399830171990065,0.71940000000000004,0,,,0.7399830171990065
-coef_presence_of_predriving_school_kid_in_household_and_tour_frequency_is_1,-3.592889456087303,0.14860000000000001,0,,,-3.592889456087303
-coef_presence_of_predriving_school_kid_in_household_and_tour_frequency_is_5,-3.4708451274125283,0.48399999999999999,0,,,-3.4708451274125283
-coef_presence_of_preschool_kid_in_household_and_tour_frequency_is_5,-3.861870451391785,-0.71609999999999996,0,,,-3.861870451391785
-coef_presence_of_retiree_and_eating_out_tour,-1.019099347827936,-0.69110000000000005,0,,,-1.019099347827936
-coef_presence_of_retiree_and_tour_frequency_is_1,2.0287807170341305,-0.46400000000000002,0,,,2.0287807170341305
-coef_presence_of_retiree_and_tour_frequency_is_5,1.9825418671121779,-0.47949999999999998,0,,,1.9825418671121779
-coef_total_number_of_tours_is_1,-23.000695056294269,-8.9791000000000007,0,,,-23.000695056294269
-coef_total_number_of_tours_is_2,-21.149512681682054,-12.024800000000001,0,,,-21.149512681682054
-coef_total_number_of_tours_is_3,-20.410765355763306,-14.851599999999999,0,,,-20.410765355763306
-coef_total_number_of_tours_is_4,-18.774647425097385,-17.703700000000001,0,,,-18.774647425097385
-coef_urban_and_discretionary_tour,0,0,0,0,0,0
-coef_walk_access_to_retail_and_discretionary,0.21406620307694346,0.077200000000000005,0,,,0.21406620307694346
-coef_walk_access_to_retail_and_shopping,0.039842855774011393,0.059799999999999999,0,,,0.039842855774011393
-coef_walk_access_to_retail_and_tour_frequency_is_1,-0.50693837400775899,0.071300000000000002,0,,,-0.50693837400775899
-coef_walk_access_to_retail_and_tour_frequency_is_2,-0.40382295711954785,0.12559999999999999,0,,,-0.40382295711954785
-coef_walk_access_to_retail_and_tour_frequency_is_5_plus,-0.26053331276767533,0.15079999999999999,0,,,-0.26053331276767533
-coef_0_auto_household_and_escorting_tour,-2,-2,0,-2,-2,-2
-coef_1_escort_tour_constant,-2.730596441707033,-0.3992,0,,,-2.730596441707033
-coef_1_plus_eating_out_tours_constant,-2.5833046285296968,0.024500000000000001,0,,,-2.5833046285296968
-coef_1_plus_maintenance_tours_constant,-2.2992187432888329,0.1046,0,,,-2.2992187432888329
-coef_1_plus_other_discretionary_tours_constant,-2.2431962112746411,0.42820000000000003,0,,,-2.2431962112746411
-coef_1_plus_shopping_tours_constant,-1.9166425444609607,0.59470000000000001,0,,,-1.9166425444609607
-coef_1_plus_visting_tours_constant,-2.3440181385910446,0.27889999999999998,0,,,-2.3440181385910446
-coef_2_plus_escort_tours_constant,-4.9359365117262612,0.51749999999999996,0,,,-4.9359365117262612
-coef_car_surplus_vs_workers_and_tour_frequency_is_1,3.0947542803847758,0.79649999999999999,0,,,3.0947542803847758
-coef_car_surplus_vs_workers_and_tour_frequency_is_5_plus,3.4758535212559294,2.1301999999999999,0,,,3.4758535212559294
-coef_female_and_discretionary_tour,0.54152756838822758,0.49540000000000001,0,,,0.54152756838822758
-coef_female_and_maintenance_tour,0.70832787326060975,0.74239999999999995,0,,,0.70832787326060975
-coef_female_and_shopping_tour,0.60931588761842026,0.96879999999999999,0,,,0.60931588761842026
-coef_female_and_tour_frequency_is_1,-2.5191550523228474,-0.93479999999999996,0,,,-2.5191550523228474
-coef_female_and_tour_frequency_is_2,-2.7271688013300479,-1.3028,0,,,-2.7271688013300479
-coef_female_and_tour_frequency_is_5,-4.1602031889993674,-2.266,0,,,-4.1602031889993674
-coef_high_income_group_and_discretionary_tour,0.92588438224313008,1.0095000000000001,0,,,0.92588438224313008
-coef_high_income_group_and_eating_out_tour,1.6244927835124816,1.4842,0,,,1.6244927835124816
-coef_high_income_group_and_maintenance_tour,1.0061046178584812,1.3794999999999999,0,,,1.0061046178584812
-coef_high_income_group_and_shopping_tour,1.1051711361584451,1.0949,0,,,1.1051711361584451
-coef_high_income_group_and_visiting_tour,-0.65666362660607858,-0.51370000000000005,0,,,-0.65666362660607858
-coef_logged_maximum_residual_window_tour_frequency_is_1,2.9665568629163652,1.8357000000000001,0,,,2.9665568629163652
-coef_logged_maximum_residual_window_tour_frequency_is_2,5.581416234805145,2.2707000000000002,0,,,5.581416234805145
-coef_logged_maximum_residual_window_tour_frequency_is_5_plus,31.909531343908711,4.4023000000000003,0,,,31.909531343908711
-coef_mediumhigh_income_group_and_eating_out_tour,0.96427913024112555,1.181,0,,,0.96427913024112555
-coef_mediumhigh_income_group_and_maintenance_tour,0.46535126543893468,0.76480000000000004,0,,,0.46535126543893468
-coef_mediumhigh_income_group_and_visiting_tour,-0.47816865355794147,-0.43680000000000002,0,,,-0.47816865355794147
-coef_mediumlow_income_group_and_eating_out_tour,0.87748591593357028,0.97689999999999999,0,,,0.87748591593357028
-coef_number_of_joint_shopping_tours,-0.29099820983920754,-0.80720000000000003,0,,,-0.29099820983920754
-coef_number_of_joint_tours_and_tour_frequency_is_2,-6.3271431915064547,-0.94999999999999996,0,,,-6.3271431915064547
-coef_number_of_joint_tours_and_tour_frequency_is_3,-85.627388567464422,-7.1429999999999998,0,,,-85.627388567464422
-coef_number_of_joint_tours_and_tour_frequency_is_5_plus,-999,-999,0,-999,-999,-999
-coef_number_of_mandatory_tours_and_tour_frequency_is_3,-5.0195999999999996,-5.0195999999999996,0,,,-5.0195999999999996
-coef_presence_of_full_time_worker_and_discretionary_tour,-0.33198445309738206,-0.48349999999999999,0,,,-0.33198445309738206
-coef_presence_of_full_time_worker_and_shopping_tour,-0.20732525834821677,-0.3609,0,,,-0.20732525834821677
-coef_presence_of_non_worker_and_discretionary_tour,-0.084103900991314984,-0.56030000000000002,0,,,-0.084103900991314984
-coef_presence_of_non_worker_and_eating_out_tour,-0.70153618577934562,-0.78800000000000003,0,,,-0.70153618577934562
-coef_presence_of_non_worker_and_tour_frequency_is_1,1.1906806536749803,0.224,0,,,1.1906806536749803
-coef_presence_of_non_worker_and_tour_frequency_is_2,1.3741954582206455,0.24360000000000001,0,,,1.3741954582206455
-coef_presence_of_non_worker_and_tour_frequency_is_3,2.1568221868185788,0.62,0,,,2.1568221868185788
-coef_presence_of_non_worker_and_tour_frequency_is_5,3.6943030762883984,3.3742000000000001,0,,,3.6943030762883984
-coef_presence_of_pre_driving_school_kid_and_escorting_tour,1.6828802924993791,1.4903,0,,,1.6828802924993791
-coef_presence_of_pre_school_kid_and_escorting_tour,0.64181265687243838,0.50270000000000004,0,,,0.64181265687243838
-coef_presence_of_retiree_and_eating_out_tour,-0.9446797599672041,-0.92820000000000003,0,,,-0.9446797599672041
-coef_presence_of_retiree_and_tour_frequency_is_1,0.32142426327796303,-0.44579999999999997,0,,,0.32142426327796303
-coef_presence_of_retiree_and_tour_frequency_is_5,-0.05124161320643273,-0.53149999999999997,0,,,-0.05124161320643273
-coef_total_number_of_tours_is_1,-14.532344602813701,-8.5684000000000005,0,,,-14.532344602813701
-coef_total_number_of_tours_is_2,-15.267479639550283,-12.7416,0,,,-15.267479639550283
-coef_total_number_of_tours_is_3,-15.029318290282511,-15.097799999999999,0,,,-15.029318290282511
-coef_total_number_of_tours_is_4,-14.905139738811323,-19.543900000000001,0,,,-14.905139738811323
-coef_total_number_of_tours_is_5,-27.549766404642561,-20.7897,0,,,-27.549766404642561
-coef_urban_and_discretionary_tour,0,0,0,0,0,0
-coef_walk_access_to_retail_and_tour_frequency_is_5_plus,0.69108202810785446,0.061600000000000002,0,,,0.69108202810785446
-coef_0_auto_household_and_escorting_tour,-289.81943839376481,-2,0,,,-289.81943839376481
-coef_1_escort_tour_constant,-6434.9613170821285,-0.49340000000000001,0,,,-6434.9613170821285
-coef_1_plus_eating_out_tours_constant,-3885.4119129943556,-0.024199999999999999,0,,,-3885.4119129943556
-coef_1_plus_maintenance_tours_constant,-1195.8070135696348,-0.43440000000000001,0,,,-1195.8070135696348
-coef_1_plus_other_discretionary_tours_constant,-2406.8061209898142,-0.26019999999999999,0,,,-2406.8061209898142
-coef_1_plus_shopping_tours_constant,-2389.30594524151,0.53200000000000003,0,,,-2389.30594524151
-coef_1_plus_visting_tours_constant,-2389.3059957968449,0.23669999999999999,0,,,-2389.3059957968449
-coef_2_plus_escort_tours_constant,-5667.6854005226833,1.4155,0,,,-5667.6854005226833
-coef_auto_access_to_retail_and_tour_frequency_is_5_plus,-44.188372748106481,0.1004,0,,,-44.188372748106481
-coef_car_shortage_vs_workers_and_tour_frequency_is_5_plus,-17232.832070588393,-0.63690000000000002,0,,,-17232.832070588393
-coef_car_surplus_vs_workers_and_tour_frequency_is_1,-4035.619541886927,0.29020000000000001,0,,,-4035.619541886927
-coef_car_surplus_vs_workers_and_tour_frequency_is_5_plus,15225.992542144893,2.0352000000000001,0,,,15225.992542144893
-coef_high_income_group_and_discretionary_tour,4481.0843932231746,2.327,0,,,4481.0843932231746
-coef_high_income_group_and_eating_out_tour,-3157.2738344019517,0.49159999999999998,0,,,-3157.2738344019517
-coef_high_income_group_and_maintenance_tour,4461.4848620401744,0.3982,0,,,4461.4848620401744
-coef_high_income_group_and_shopping_tour,4461.3908032762156,0.24429999999999999,0,,,4461.3908032762156
-coef_high_income_group_and_visiting_tour,4461.3908519450242,0.2858,0,,,4461.3908519450242
-coef_logged_maximum_residual_window_tour_frequency_is_1,16.594329465647881,1.3298000000000001,0,,,16.594329465647881
-coef_logged_maximum_residual_window_tour_frequency_is_2,-19742.937757107196,1.3758999999999999,0,,,-19742.937757107196
-coef_logged_maximum_residual_window_tour_frequency_is_5_plus,-11491.665678473473,3.2808000000000002,0,,,-11491.665678473473
-coef_mediumhigh_income_group_and_discretionary_tour,572.84750941634763,1.405,0,,,572.84750941634763
-coef_mediumlow_income_group_and_discretionary_tour,-4429.9422108889057,0.91690000000000005,0,,,-4429.9422108889057
-coef_number_of_joint_tours_and_tour_frequency_is_1,-4180.3539679243559,-0.2162,0,,,-4180.3539679243559
-coef_number_of_joint_tours_and_tour_frequency_is_2,-1606.5028797398816,-0.35870000000000002,0,,,-1606.5028797398816
-coef_number_of_joint_tours_and_tour_frequency_is_3,-109.81932871468001,-4.2701000000000002,0,,,-109.81932871468001
-coef_number_of_joint_tours_and_tour_frequency_is_5_plus,-999,-999,0,-999,-999,-999
-coef_number_of_mandatory_tours_and_tour_frequency_is_1,-16877.023969621659,-0.23400000000000001,0,,,-16877.023969621659
-coef_number_of_mandatory_tours_and_tour_frequency_is_2,12620.764595473987,-0.92310000000000003,0,,,12620.764595473987
-coef_number_of_mandatory_tours_and_tour_frequency_is_3,-4861.9979116103832,-6.5834999999999999,0,,,-4861.9979116103832
-coef_presence_of_driving_school_kid_and_discretionary_tour,-578.87207263924711,-0.92020000000000002,0,,,-578.87207263924711
-coef_presence_of_driving_school_kid_and_eating_out_tour,6.3817283359748718,-0.63770000000000004,0,,,6.3817283359748718
-coef_presence_of_non_worker_and_tour_frequency_is_2,878.00882728962233,-0.65710000000000002,0,,,878.00882728962233
-coef_presence_of_non_worker_and_tour_frequency_is_5,-1944.9226435678067,-1.4044000000000001,0,,,-1944.9226435678067
-coef_presence_of_pre_driving_school_kid_and_eating_out_tour,-164.90625497529834,-1.5698000000000001,0,,,-164.90625497529834
-coef_presence_of_pre_school_kid_and_eating_out_tour,313.47630877463621,-0.29870000000000002,0,,,313.47630877463621
-coef_presence_of_predriving_school_kid_in_household_and_tour_frequency_is_1,4033.5668708392936,-0.32190000000000002,0,,,4033.5668708392936
-coef_presence_of_predriving_school_kid_in_household_and_tour_frequency_is_5,10149.331976157329,-1.0873999999999999,0,,,10149.331976157329
-coef_presence_of_university_student_and_discretionary_tour,3906.3784034663036,-1.2834000000000001,0,,,3906.3784034663036
-coef_total_number_of_tours_is_1,15200.662336544106,-7.1505999999999998,0,,,15200.662336544106
-coef_total_number_of_tours_is_2,-1638.5561861275439,-11.1214,0,,,-1638.5561861275439
-coef_total_number_of_tours_is_3,-14010.60832366959,-13.175000000000001,0,,,-14010.60832366959
-coef_urban_and_discretionary_tour,0,0,0,0,0,0
-coef_urban_and_maintenance_tour,-1194.333213569586,1.0394000000000001,0,,,-1194.333213569586
-coef_0_auto_household_and_escorting_tour,-2,-2,0,-2,-2,-2
-coef_1_escort_tour_constant,-1.5720814237734582,-0.75509999999999999,0,,,-1.5720814237734582
-coef_1_plus_eating_out_tours_constant,-2.2222102013387453,1.1145,0,,,-2.2222102013387453
-coef_1_plus_maintenance_tours_constant,-1.4971354138568955,-0.50600000000000001,0,,,-1.4971354138568955
-coef_1_plus_other_discretionary_tours_constant,0.090817823541839565,0.46339999999999998,0,,,0.090817823541839565
-coef_1_plus_shopping_tours_constant,1.4746879181605808,0.4783,0,,,1.4746879181605808
-coef_1_plus_visting_tours_constant,-1.7926081421309932,-0.40060000000000001,0,,,-1.7926081421309932
-coef_2_plus_escort_tours_constant,-2.0596227390284212,-0.0086,0,,,-2.0596227390284212
-coef_auto_access_to_retail_and_escorting,0.55510802136078319,0.062899999999999998,0,,,0.55510802136078319
-coef_high_income_group_and_eating_out_tour,-1.3619797807034295,-0.70099999999999996,0,,,-1.3619797807034295
-coef_high_income_group_and_shopping_tour,-3.7366703425339884,-0.65059999999999996,0,,,-3.7366703425339884
-coef_high_income_group_and_tour_frequency_is_5_plus,16.017262145435474,2.0175000000000001,0,,,16.017262145435474
-coef_logged_maximum_residual_window_tour_frequency_is_5_plus,1.5260250309714616,1.5603,0,,,1.5260250309714616
-coef_mediumhigh_income_group_and_tour_frequency_is_5_plus,15.096813647053857,1.5197000000000001,0,,,15.096813647053857
-coef_mediumlow_income_group_and_tour_frequency_is_5_plus,14.227758877255997,1.0872999999999999,0,,,14.227758877255997
-coef_number_of_joint_maintenance_tours,-1.3475999999999999,-1.3475999999999999,0,,,-1.3475999999999999
-coef_number_of_joint_tours_and_tour_frequency_is_2,-1.1971153311644798,-0.6149,0,,,-1.1971153311644798
-coef_number_of_joint_tours_and_tour_frequency_is_5_plus,-999,-999,0,-999,-999,-999
-coef_number_of_mandatory_tours_and_tour_frequency_is_1,-9.8896793584290901,-1.0330999999999999,0,,,-9.8896793584290901
-coef_number_of_mandatory_tours_and_tour_frequency_is_3,-10.675107092433787,-2.7444999999999999,0,,,-10.675107092433787
-coef_presence_of_full_time_worker_and_discretionary_tour,0.16721747201730811,0.75260000000000005,0,,,0.16721747201730811
-coef_presence_of_non_worker_and_eating_out_tour,-1.2956623157773164,-1.3073999999999999,0,,,-1.2956623157773164
-coef_presence_of_non_worker_and_shopping_tour,-1.353669617377284,-0.64500000000000002,0,,,-1.353669617377284
-coef_presence_of_non_worker_and_tour_frequency_is_5,-0.43468555779873808,0.2177,0,,,-0.43468555779873808
-coef_presence_of_part_time_worker_and_discretionary_tour,-0.34215511287271527,0.37209999999999999,0,,,-0.34215511287271527
-coef_presence_of_pre_driving_school_kid_and_shopping_tour,1.4153790711463878,0.9365,0,,,1.4153790711463878
-coef_presence_of_predriving_school_kid_in_household_and_tour_frequency_is_5,0.29018085236023033,-0.22639999999999999,0,,,0.29018085236023033
-coef_presence_of_preschool_kid_in_household_and_tour_frequency_is_5,0.32894398996272695,-0.44390000000000002,0,,,0.32894398996272695
-coef_total_number_of_tours_is_1,-11.291182385016718,-7.4863,0,,,-11.291182385016718
-coef_total_number_of_tours_is_2,-13.228339349370408,-10.718,0,,,-13.228339349370408
-coef_total_number_of_tours_is_3,-14.184904611232321,-13.788399999999999,0,,,-14.184904611232321
-coef_urban_and_discretionary_tour,0,0,0,0,0,0
-coef_urban_and_escorting_tour,-4.4838269018301071,0.43519999999999998,0,,,-4.4838269018301071
-coef_walk_access_to_retail_and_eating_out,0.40010315143817771,0.073800000000000004,0,,,0.40010315143817771
-coef_0_auto_household_and_escorting_tour,-2,-2,0,-2,-2,-2
-coef_1_escort_tour_constant,0.17965076785235903,0.36220000000000002,0,,,0.17965076785235903
-coef_1_plus_eating_out_tours_constant,0.20482664652109922,0.96120000000000005,0,,,0.20482664652109922
-coef_1_plus_maintenance_tours_constant,0.073169219104483346,0.67879999999999996,0,,,0.073169219104483346
-coef_1_plus_other_discretionary_tours_constant,1.1336617402336022,1.4935,0,,,1.1336617402336022
-coef_1_plus_shopping_tours_constant,0.78536748101077303,1.6919,0,,,0.78536748101077303
-coef_1_plus_visting_tours_constant,-0.01128610640731513,0.44240000000000002,0,,,-0.01128610640731513
-coef_2_plus_escort_tours_constant,1.7444288874445422,2.2219000000000002,0,,,1.7444288874445422
-coef_discretionary_tour,0.54316174023360153,0.90300000000000002,0,,,0.54316174023360153
-coef_escorting_tour,1.3535085427415612,2.4910000000000001,0,,,1.3535085427415612
-coef_maintenance_tour,0.41636921910448493,1.022,0,,,0.41636921910448493
-coef_presence_of_full_time_worker_and_escorting_tour,-0.61349175561144009,-0.89300000000000002,0,,,-0.61349175561144009
-coef_presence_of_non_worker_and_discretionary_tour,0.01387890311352221,0.79100000000000004,0,,,0.01387890311352221
-coef_presence_of_non_worker_and_eating_out_tour,1.1150524768977683,1.157,0,,,1.1150524768977683
-coef_presence_of_non_worker_and_escorting_tour,0.89099305834953102,0.89000000000000001,0,,,0.89099305834953102
-coef_presence_of_non_worker_and_shopping_tour,0.23105344171814296,0.80800000000000005,0,,,0.23105344171814296
-coef_presence_of_part_time_worker_and_eating_out_tour,1.3926752534763249,1.0369999999999999,0,,,1.3926752534763249
-coef_presence_of_part_time_worker_and_shopping_tour,1.0440437570455019,1.155,0,,,1.0440437570455019
-coef_total_number_of_tours_is_1,-4.4367465516985458,-5.7590000000000003,0,,,-4.4367465516985458
-coef_total_number_of_tours_is_2,-9.0395579310490177,-11.516999999999999,0,,,-9.0395579310490177
-coef_total_number_of_tours_is_3,-12.714428561518217,-17.276,0,,,-12.714428561518217
-coef_total_number_of_tours_is_4,-29.080351094611324,-23.035,0,,,-29.080351094611324
-coef_total_number_of_tours_is_6_plus,-999,-999,0,-999,-999,-999
-coef_urban_and_discretionary_tour,0,0,0,0,0,0
-coef_visiting_or_social_tour,0.31531389359268519,0.76900000000000002,0,,,0.31531389359268519
+param_name,value,best,initvalue,nullvalue
+coef_0_auto_household_and_escorting_tour,-2,-2,-2,0
+coef_1_escort_tour_constant,0.4427992642013524,0.4427992642013524,0.029799999669194221,0
+coef_1_plus_eating_out_tours_constant,-0.55916615444423889,-0.55916615444423889,0.0097000002861022949,0
+coef_1_plus_maintenance_tours_constant,-0.048218934526752716,-0.048218934526752716,0.12020000070333481,0
+coef_1_plus_other_discretionary_tours_constant,1.1187985007824965,1.1187985007824965,0.74119997024536133,0
+coef_1_plus_shopping_tours_constant,0.80935601218553088,0.80935601218553088,0.47740000486373901,0
+coef_1_plus_visting_tours_constant,0.32772255127625538,0.32772255127625538,0.052200000733137131,0
+coef_2_plus_escort_tours_constant,0.86516558906506291,0.86516558906506291,0.7401999831199646,0
+coef_at_home_pre_driving_school_kid_and_escorting_tour,-1.1058628439891163,-1.1058628439891163,-0.27459999918937683,0
+coef_at_home_pre_school_kid_and_discretionary_tour,-0.70795142385539511,-0.70795142385539511,-0.47029998898506165,0
+coef_at_home_pre_school_kid_and_escorting_tour,-0.59160407292839623,-0.59160407292839623,-1.5674999952316284,0
+coef_auto_access_to_retail_and_discretionary,0.045130482105384076,0.045130482105384076,0.084399998188018799,0
+coef_auto_access_to_retail_and_maintenance,0.066126086285235641,0.066126086285235641,0.074900001287460327,0
+coef_auto_access_to_retail_and_shopping,0.12409575232027123,0.12409575232027123,0.10670000314712524,0
+coef_car_surplus_vs_workers_and_tour_frequency_is_5_plus,0.17885689584708081,0.17885689584708081,0.13040000200271606,0
+coef_female_and_escorting_tour,0.56410426544507486,0.56410426544507486,0.18240000307559967,0
+coef_female_and_tour_frequency_is_1,-0.30708391029855547,-0.30708391029855547,-0.076600000262260437,0
+coef_female_and_tour_frequency_is_2,-0.55559756867326349,-0.55559756867326349,-0.10620000213384628,0
+coef_female_and_tour_frequency_is_5,0.018075964162005607,0.018075964162005607,-0.32739999890327454,0
+coef_high_income_group_and_discretionary_tour,-0.091486067503143295,-0.091486067503143295,0.2565000057220459,0
+coef_high_income_group_and_eating_out_tour,0.72625729628634217,0.72625729628634217,0.55809998512268066,0
+coef_high_income_group_and_tour_frequency_is_1,1.155230706967018,1.155230706967018,0.51889997720718384,0
+coef_high_income_group_and_tour_frequency_is_2,2.3389197436575069,2.3389197436575069,1.1335999965667725,0
+coef_high_income_group_and_tour_frequency_is_5_plus,0.47586062840136895,0.47586062840136895,1.3898999691009521,0
+coef_high_income_group_and_visiting_tour,-0.86542592778132377,-0.86542592778132377,-0.24230000376701355,0
+coef_logged_maximum_residual_window_tour_frequency_is_1,1.3596125256366514,1.3596125256366514,1.2561999559402466,0
+coef_logged_maximum_residual_window_tour_frequency_is_2,1.4369987512243636,1.4369987512243636,1.2868000268936157,0
+coef_logged_maximum_residual_window_tour_frequency_is_5_plus,0.84347379326069005,0.84347379326069005,1.3992999792098999,0
+coef_mediumhigh_income_group_and_tour_frequency_is_1,1.1094796643673868,1.1094796643673868,0.49810001254081726,0
+coef_mediumhigh_income_group_and_tour_frequency_is_2,1.9181926670959439,1.9181926670959439,0.8345000147819519,0
+coef_mediumhigh_income_group_and_tour_frequency_is_5_plus,1.3393581345532311,1.3393581345532311,1.0212999582290649,0
+coef_number_of_joint_eating_out_tours,-1.7726850801344511,-1.7726850801344511,-0.58660000562667847,0
+coef_number_of_mandatory_tours_and_tour_frequency_is_2,-1.4026438175955793,-1.4026438175955793,-0.88870000839233398,0
+coef_number_of_mandatory_tours_and_tour_frequency_is_5_plus,-2.025313408839498,-2.025313408839498,-2.3343000411987305,0
+coef_presence_of_driving_school_kid_and_discretionary_tour,0.33629833566221962,0.33629833566221962,-0.39629998803138733,0
+coef_presence_of_driving_school_kid_and_escorting_tour,-0.19071865882881728,-0.19071865882881728,0.36010000109672546,0
+coef_presence_of_full_time_worker_and_discretionary_tour,-0.75882600647076048,-0.75882600647076048,-0.66699999570846558,0
+coef_presence_of_full_time_worker_and_eating_out_tour,-0.73960069695319364,-0.73960069695319364,-0.35710000991821289,0
+coef_presence_of_full_time_worker_and_maintenance_tour,-0.38630750284054705,-0.38630750284054705,-0.16850000619888306,0
+coef_presence_of_full_time_worker_and_shopping_tour,-0.60182073500121425,-0.60182073500121425,-0.30590000748634338,0
+coef_presence_of_non_worker_and_discretionary_tour,-1.2394724190464534,-1.2394724190464534,-0.42809998989105225,0
+coef_presence_of_non_worker_and_eating_out_tour,-0.43749171051759073,-0.43749171051759073,-0.20139999687671661,0
+coef_presence_of_non_worker_and_escorting_tour,-0.92810302506396747,-0.92810302506396747,-0.48149999976158142,0
+coef_presence_of_non_worker_and_maintenance_tour,-0.25135759242376515,-0.25135759242376515,-0.32370001077651978,0
+coef_presence_of_non_worker_and_shopping_tour,-0.81193650011085927,-0.81193650011085927,-0.41600000858306885,0
+coef_presence_of_part_time_worker_and_discretionary_tour,-0.037914012004716779,-0.037914012004716779,-0.2101999968290329,0
+coef_presence_of_part_time_worker_and_maintenance_tour,-0.18845880952367774,-0.18845880952367774,-0.15839999914169312,0
+coef_presence_of_part_time_worker_and_shopping_tour,-0.13360094221187135,-0.13360094221187135,-0.15410000085830688,0
+coef_presence_of_pre_driving_school_kid_and_discretionary_tour,-0.098195561407346782,-0.098195561407346782,-0.39590001106262207,0
+coef_presence_of_pre_driving_school_kid_and_escorting_tour,1.4005304562436685,1.4005304562436685,1.3974000215530396,0
+coef_presence_of_pre_school_kid_and_discretionary_tour,0.0018788117570303462,0.0018788117570303462,-0.50809997320175171,0
+coef_presence_of_pre_school_kid_and_eating_out_tour,-0.86481034258984602,-0.86481034258984602,-0.42250001430511475,0
+coef_presence_of_pre_school_kid_and_escorting_tour,0.74141629258937403,0.74141629258937403,0.6841999888420105,0
+coef_presence_of_pre_school_kid_and_shopping_tour,-0.018826868013972368,-0.018826868013972368,-0.20800000429153442,0
+coef_presence_of_retiree_and_discretionary_tour,-0.56414341094868059,-0.56414341094868059,-0.91039997339248657,0
+coef_presence_of_retiree_and_eating_out_tour,-1.2971397912010263,-1.2971397912010263,-0.57080000638961792,0
+coef_presence_of_retiree_and_escorting_tour,-3.9791405866488541,-3.9791405866488541,-0.80800002813339233,0
+coef_presence_of_university_student_and_discretionary_tour,-0.35370106427869641,-0.35370106427869641,-0.85509997606277466,0
+coef_total_number_of_tours_is_1,-8.0929871920905487,-8.0929871920905487,-7.3572001457214355,0
+coef_total_number_of_tours_is_2,-11.373665685061901,-11.373665685061901,-10.647000312805176,0
+coef_total_number_of_tours_is_3,-13.230959643793058,-13.230959643793058,-13.500499725341797,0
+coef_total_number_of_tours_is_4,-15.595277265944466,-15.595277265944466,-16.396499633789062,0
+coef_total_number_of_tours_is_5,-19.867033359049749,-19.867033359049749,-19.684299468994141,0
+coef_total_number_of_tours_is_6_plus,-999,-999,-999,0
+coef_transit_access_to_retail_and_tour_frequency_is_5_plus,0.050586414602862534,0.050586414602862534,0.022600000724196434,0
+coef_urban_and_discretionary_tour,0,0,0,0
+coef_urban_and_escorting_tour,0.23133047198776119,0.23133047198776119,-0.43160000443458557,0
+coef_walk_access_to_retail_and_discretionary,0.035768845177126592,0.035768845177126592,0.056699998676776886,0
+coef_walk_access_to_retail_and_eating_out,0.23990162152188213,0.23990162152188213,0.14499999582767487,0
+coef_walk_access_to_retail_and_escorting,-0.12003056391798796,-0.12003056391798796,0.045099999755620956,0
+coef_walk_access_to_retail_and_shopping,-0.045608290266312995,-0.045608290266312995,0.032999999821186066,0
+coef_zero_car_ownership_and_tour_frequency_is_5_plus,-0.2160690015503576,-0.2160690015503576,-0.34860000014305115,0
+coef_0_auto_household_and_escorting_tour,-2,-2,-2,0
+coef_1_escort_tour_constant,0.78022647864874106,0.78022647864874106,0.52719998359680176,0
+coef_1_plus_eating_out_tours_constant,1.6369882471832848,1.6369882471832848,0.69139999151229858,0
+coef_1_plus_maintenance_tours_constant,1.2611597485996247,1.2611597485996247,0.55330002307891846,0
+coef_1_plus_other_discretionary_tours_constant,1.8042028984875396,1.8042028984875396,0.79890000820159912,0
+coef_1_plus_shopping_tours_constant,1.4577278573241144,1.4577278573241144,0.75690001249313354,0
+coef_1_plus_visting_tours_constant,1.0730718283709404,1.0730718283709404,0.14049999415874481,0
+coef_2_plus_escort_tours_constant,1.8729239069881625,1.8729239069881625,1.5987000465393066,0
+coef_car_shortage_vs_workers_and_tour_frequency_is_5_plus,0.047550202162169208,0.047550202162169208,-0.54979997873306274,0
+coef_female_and_discretionary_tour,0.44246508408459873,0.44246508408459873,0.30720001459121704,0
+coef_female_and_shopping_tour,0.72280754095601429,0.72280754095601429,0.45239999890327454,0
+coef_high_income_group_and_discretionary_tour,0.17993929507162121,0.17993929507162121,0.29600000381469727,0
+coef_high_income_group_and_maintenance_tour,1.2972259045977341,1.2972259045977341,0.67629998922348022,0
+coef_high_income_group_and_shopping_tour,0.87248673602279736,0.87248673602279736,0.70660001039505005,0
+coef_high_income_group_and_tour_frequency_is_1,1.2363061506956392,1.2363061506956392,0.86820000410079956,0
+coef_high_income_group_and_tour_frequency_is_2,1.3997702009895265,1.3997702009895265,1.5362000465393066,0
+coef_high_income_group_and_tour_frequency_is_5_plus,1.5247592588483323,1.5247592588483323,1.9330999851226807,0
+coef_high_income_group_and_visiting_tour,-0.58407376090955276,-0.58407376090955276,-0.68680000305175781,0
+coef_logged_maximum_residual_window_tour_frequency_is_1,0.78207461828672042,0.78207461828672042,1.5748000144958496,0
+coef_logged_maximum_residual_window_tour_frequency_is_5_plus,1.2295616602720314,1.2295616602720314,2.0025999546051025,0
+coef_mediumhigh_income_group_and_shopping_tour,0.64569736253979326,0.64569736253979326,0.44209998846054077,0
+coef_mediumlow_income_group_and_tour_frequency_is_1,0.88613463643879131,0.88613463643879131,0.59810000658035278,0
+coef_mediumlow_income_group_and_tour_frequency_is_2,0.84850399647408248,0.84850399647408248,0.91780000925064087,0
+coef_mediumlow_income_group_and_tour_frequency_is_5_plus,0.87831822891977274,0.87831822891977274,1.7539000511169434,0
+coef_number_of_joint_tours_and_tour_frequency_is_4,-1.2633997095537546,-1.2633997095537546,-1.1986000537872314,0
+coef_number_of_joint_tours_and_tour_frequency_is_5_plus,-999,-999,-999,0
+coef_number_of_mandatory_tours_and_tour_frequency_is_1,-0.94282353171733657,-0.94282353171733657,-0.23899999260902405,0
+coef_number_of_mandatory_tours_and_tour_frequency_is_2,-2.7338328554607796,-2.7338328554607796,-1.8207999467849731,0
+coef_number_of_mandatory_tours_and_tour_frequency_is_5_plus,-2.6682909569935234,-2.6682909569935234,-2.5922999382019043,0
+coef_presence_of_driving_school_kid_and_escorting_tour,1.0188615044012985,1.0188615044012985,0.41639998555183411,0
+coef_presence_of_full_time_worker_and_maintenance_tour,-0.48961457222493282,-0.48961457222493282,-0.31310001015663147,0
+coef_presence_of_non_worker_and_discretionary_tour,-0.57727792649553333,-0.57727792649553333,-1.0370999574661255,0
+coef_presence_of_non_worker_and_eating_out_tour,-0.21267685745459988,-0.21267685745459988,-0.65450000762939453,0
+coef_presence_of_non_worker_and_escorting_tour,-0.59185572336636527,-0.59185572336636527,-0.52630001306533813,0
+coef_presence_of_part_time_worker_and_maintenance_tour,-1.0186820306196382,-1.0186820306196382,-0.56209999322891235,0
+coef_presence_of_pre_driving_school_kid_and_escorting_tour,1.7856557294189983,1.7856557294189983,1.5794999599456787,0
+coef_presence_of_pre_school_kid_and_escorting_tour,0.27408822617776946,0.27408822617776946,0.54140001535415649,0
+coef_presence_of_preschool_kid_in_household_and_tour_frequency_is_1,0.30438027742581492,0.30438027742581492,-0.15590000152587891,0
+coef_presence_of_preschool_kid_in_household_and_tour_frequency_is_5,-0.52997357567752201,-0.52997357567752201,-0.5680999755859375,0
+coef_presence_of_retiree_and_eating_out_tour,0.057141478624328376,0.057141478624328376,-1.3890000581741333,0
+coef_presence_of_retiree_and_escorting_tour,-0.44904086319222258,-0.44904086319222258,-0.75160002708435059,0
+coef_presence_of_university_student_and_eating_out_tour,-1.819545601982254,-1.819545601982254,-1.4318000078201294,0
+coef_total_number_of_tours_is_1,-7.0159278521309831,-7.0159278521309831,-7.6391000747680664,0
+coef_total_number_of_tours_is_2,-10.006686059458314,-10.006686059458314,-10.455699920654297,0
+coef_total_number_of_tours_is_3,-12.780090082076166,-12.780090082076166,-14.017600059509277,0
+coef_total_number_of_tours_is_4,-17.006726946049447,-17.006726946049447,-16.971700668334961,0
+coef_urban_and_discretionary_tour,0,0,0,0
+coef_urban_and_escorting_tour,0.40857422586786191,0.40857422586786191,-0.39289999008178711,0
+coef_walk_access_to_retail_and_tour_frequency_is_1,0.091591528383907397,0.091591528383907397,0.089900001883506775,0
+coef_walk_access_to_retail_and_tour_frequency_is_2,0.12013944932753479,0.12013944932753479,0.14470000565052032,0
+coef_walk_access_to_retail_and_tour_frequency_is_5_plus,0.043892915968164865,0.043892915968164865,0.34790000319480896,0
+coef_0_auto_household_and_escorting_tour,-2,-2,-2,0
+coef_1_escort_tour_constant,1.8320083268912393,1.8320081212504946,1.7028000354766846,0
+coef_1_plus_eating_out_tours_constant,-13.842117153486281,-13.842113426324161,2.0722999572753906,0
+coef_1_plus_maintenance_tours_constant,-0.36965786889297769,-0.36965847869322271,0.33480000495910645,0
+coef_1_plus_other_discretionary_tours_constant,-1.2004258495977875,-1.2004252032682035,1.3388999700546265,0
+coef_1_plus_shopping_tours_constant,1.9630014272782856,1.9630010920712406,1.8402999639511108,0
+coef_1_plus_visting_tours_constant,1.0077266905164448,1.0077264438102758,1.2172000408172607,0
+coef_2_plus_escort_tours_constant,2.7101792728099783,2.7101793241888337,2.837899923324585,0
+coef_auto_access_to_retail_and_discretionary,0.60576917052564894,0.60576901559373153,0.093999996781349182,0
+coef_auto_access_to_retail_and_eating_out,3.2803304602848562,3.2803296298812761,0.10180000215768814,0
+coef_car_shortage_vs_workers_and_tour_frequency_is_5_plus,-1.1286721006590705,-1.1286716773156127,-0.58099997043609619,0
+coef_female_and_discretionary_tour,-0.27866976927760068,-0.27866980957578169,-0.32659998536109924,0
+coef_female_and_eatingout_tour,-0.71346970397905807,-0.71346918819904392,-0.65679997205734253,0
+coef_female_and_tour_frequency_is_1,-0.48821855191385899,-0.48821751083893139,0.097300000488758087,0
+coef_female_and_tour_frequency_is_2,0.70828217386581849,0.70828183909772424,0.23610000312328339,0
+coef_female_and_tour_frequency_is_5,2.0698314021941049,2.0698320315070937,1.9002000093460083,0
+coef_high_income_group_and_eating_out_tour,-1.7871396439814193,-1.7871393359274383,-0.72070002555847168,0
+coef_high_income_group_and_shopping_tour,-0.0097579376258961487,-0.0097578081985406004,0.56929999589920044,0
+coef_high_income_group_and_tour_frequency_is_1,1.4527093121517425,1.4527099923825588,0.3986000120639801,0
+coef_high_income_group_and_tour_frequency_is_2,0.90039297576289479,0.90039284655601348,0.80089998245239258,0
+coef_high_income_group_and_tour_frequency_is_5_plus,-6.947254854872086,-6.9472539654420844,0.82539999485015869,0
+coef_high_income_group_and_visiting_tour,-0.77942127489278434,-0.77942163984758739,-0.36939999461174011,0
+coef_logged_maximum_residual_window_tour_frequency_is_0,0.26793790497643488,0.26793818025889998,1.1857999563217163,0
+coef_logged_maximum_residual_window_tour_frequency_is_5_plus,2.4020620521081604,2.4020617768256951,1.4842000007629395,0
+coef_mediumhigh_income_group_and_tour_frequency_is_1,0.4738896197844194,0.4738898434218578,0.11089999973773956,0
+coef_mediumhigh_income_group_and_tour_frequency_is_2,2.1475070128100544,2.1475072544785649,0.39140000939369202,0
+coef_mediumhigh_income_group_and_tour_frequency_is_5_plus,3.9137980844922171,3.9137982636389732,0.61369997262954712,0
+coef_number_of_joint_discretionary_tours,-6.8227040161278429,-6.8227030499165631,0.67129999399185181,0
+coef_number_of_joint_shopping_tours,-4.5845196404815836,-4.5845189614516721,-0.71299999952316284,0
+coef_number_of_joint_tours_and_tour_frequency_is_2,-9.1761287341051698,-9.1761275454648299,-0.31529998779296875,0
+coef_number_of_joint_tours_and_tour_frequency_is_3,-1.7257215207841496,-1.7257219586505792,-0.73509997129440308,0
+coef_number_of_joint_tours_and_tour_frequency_is_5_plus,-999,-999,-999,0
+coef_number_of_mandatory_tours_and_tour_frequency_is_1,-0.64122576357731442,-0.64122588480735709,-0.18520000576972961,0
+coef_number_of_mandatory_tours_and_tour_frequency_is_2,-1.7823789287319811,-1.7823796487869576,-0.87529999017715454,0
+coef_number_of_mandatory_tours_and_tour_frequency_is_3,-2.9941269208431893,-2.9941272442555316,-1.6158000230789185,0
+coef_presence_of_full_time_worker_and_discretionary_tour,-1.1123947161390522,-1.1123952221405766,-0.48330000042915344,0
+coef_presence_of_full_time_worker_and_eating_out_tour,0.7644158078010701,0.76441605865788576,-0.5250999927520752,0
+coef_presence_of_full_time_worker_and_shopping_tour,-0.47330099399200232,-0.4733010233040793,-0.7728000283241272,0
+coef_presence_of_non_worker_and_discretionary_tour,-0.59088716119227658,-0.59088747572415357,0.9781000018119812,0
+coef_presence_of_non_worker_and_tour_frequency_is_1,0.1878408165883074,0.18784146495376636,-0.85060000419616699,0
+coef_presence_of_non_worker_and_tour_frequency_is_5,-0.17945867023496131,-0.17945929629633911,-1.180400013923645,0
+coef_presence_of_part_time_worker_and_eating_out_tour,-3.2345296325509101,-3.234529777482781,-1.9795000553131104,0
+coef_presence_of_part_time_worker_and_escorting_tour,-2.2546395276485063,-2.2546394925137023,-1.8213000297546387,0
+coef_presence_of_part_time_worker_and_shopping_tour,-0.7496461309021506,-0.74964534531823057,-0.51990002393722534,0
+coef_presence_of_pre_driving_school_kid_and_escorting_tour,-0.083989210795650721,-0.083989664675771999,0.94889998435974121,0
+coef_presence_of_pre_driving_school_kid_and_maintenance_tour,0.053444488601664397,0.053444497296591398,0.38629999756813049,0
+coef_presence_of_pre_school_kid_and_escorting_tour,1.725644687339964,1.7256441682495762,2.1465001106262207,0
+coef_presence_of_pre_school_kid_and_maintenance_tour,-0.5795847743089354,-0.57958494820750939,0.96939998865127563,0
+coef_presence_of_pre_school_kid_and_shopping_tour,0.45827102667224523,0.45827002311694837,1.3135000467300415,0
+coef_presence_of_preschool_kid_in_household_and_tour_frequency_is_1,-2.0326667193288683,-2.0326652307764594,-0.99610000848770142,0
+coef_presence_of_preschool_kid_in_household_and_tour_frequency_is_2,-0.71238012908852999,-0.71237818006976983,-1.9096000194549561,0
+coef_presence_of_preschool_kid_in_household_and_tour_frequency_is_5,-0.20193836611977739,-0.201935994121831,-2.8468999862670898,0
+coef_presence_of_university_student_and_discretionary_tour,0.066507097009832913,0.066507630930055919,-0.65420001745223999,0
+coef_presence_of_university_student_and_eating_out_tour,-0.42018064953666173,-0.42018066679895533,-0.65289998054504395,0
+coef_total_number_of_tours_is_1,-8.6552470544456295,-8.6552472298372294,-6.2137999534606934,0
+coef_total_number_of_tours_is_2,-11.339670857033484,-11.33967023685339,-8.9079999923706055,0
+coef_total_number_of_tours_is_3,-14.129960972164627,-14.129960682683405,-12.32610034942627,0
+coef_total_number_of_tours_is_4,-17.475109164095372,-17.475108877724633,-15.811400413513184,0
+coef_transit_access_to_retail_and_discretionary,0,0,0,0
+coef_transit_access_to_retail_and_maintenance,0.25155766645491617,0.25155779901079267,0.031399998813867569,0
+coef_transit_access_to_retail_and_tour_frequency_is_5_plus,0.20940431632076822,0.20940454322004187,0.066399998962879181,0
+coef_urban_and_discretionary_tour,-1.5830257994345194,-1.5830251531049353,0.95630002021789551,0
+coef_urban_and_eatingout_tour,-15.234417103609095,-15.234413376446975,0.68000000715255737,0
+coef_urban_and_escorting_tour,0.72536698170688063,0.72536687882384698,0.85159999132156372,0
+coef_urban_and_maintenance_tour,0.32714212462203368,0.32714151482178866,1.0315999984741211,0
+coef_urban_and_shopping_tour,0.65570145569778049,0.65570112049073548,0.53299999237060547,0
+coef_urban_and_tour_frequency_is_1,-3.606247148859373,-3.6062473242509725,-1.1648000478744507,0
+coef_urban_and_tour_frequency_is_2,-4.7493707738730677,-4.7493701536929747,-2.3176999092102051,0
+coef_urban_and_tour_frequency_is_5_plus,-5.9702694637288616,-5.9702688878768999,-2.5027000904083252,0
+coef_walk_access_to_retail_and_shopping,0.10528331492362221,0.1052833269153322,0.097199998795986176,0
+coef_0_auto_household_and_escorting_tour,-2,-2,-2,0
+coef_1_escort_tour_constant,-1.8969002612948864,-1.8972809252170171,-0.06289999932050705,0
+coef_1_plus_eating_out_tours_constant,-2.0443889188163173,-2.0448333669216079,-0.1429000049829483,0
+coef_1_plus_maintenance_tours_constant,-7.7254359495798148,-7.7270897339714733,-0.065300002694129944,0
+coef_1_plus_other_discretionary_tours_constant,-2.0647872487949561,-2.0651921993347462,0.33340001106262207,0
+coef_1_plus_shopping_tours_constant,-1.282411214400667,-1.2827907558560692,0.46830001473426819,0
+coef_1_plus_visting_tours_constant,-2.1187265722127613,-2.119130128830065,-0.12720000743865967,0
+coef_2_plus_escort_tours_constant,-3.4882178837837579,-3.4889221159472918,0.92729997634887695,0
+coef_at_home_pre_driving_school_kid_and_escorting_tour,-0.83394458908199209,-0.83391904211683632,-1.1480000019073486,0
+coef_at_home_pre_school_kid_and_eating_out_tour,0.6315649245505468,0.63153544170594222,-0.39259999990463257,0
+coef_at_home_pre_school_kid_and_escorting_tour,-0.08455563088757391,-0.084558517582898715,-0.13729999959468842,0
+coef_auto_access_to_retail_and_maintenance,0.67210093938356752,0.67223833895969887,0.095600001513957977,0
+coef_car_shortage_vs_workers_and_tour_frequency_is_1,0.22076749188228875,0.22093605520065349,-0.36230000853538513,0
+coef_car_shortage_vs_workers_and_tour_frequency_is_2,-0.9349732023831957,-0.93482141743941694,-1.2719999551773071,0
+coef_car_shortage_vs_workers_and_tour_frequency_is_5_plus,-2.0213316139356832,-2.0212701718601216,-1.9306999444961548,0
+coef_car_surplus_vs_workers_and_tour_frequency_is_5_plus,3.5090722695093683,3.5095724879606411,0.77380001544952393,0
+coef_female_and_maintenance_tour,-0.24827336118817248,-0.24851003473203095,-0.24639999866485596,0
+coef_female_and_tour_frequency_is_1,0.55537913022754337,0.55558571844411853,0.39019998908042908,0
+coef_female_and_tour_frequency_is_2,0.4700121436993433,0.47033652415332988,0.53229999542236328,0
+coef_female_and_tour_frequency_is_3,1.0935778897473212,1.0937278933542067,0.74519997835159302,0
+coef_female_and_tour_frequency_is_5,2.1058304843489379,2.1060351207036332,1.1294000148773193,0
+coef_high_income_group_and_discretionary_tour,0.53542200030194598,0.53532544473639576,0.88459998369216919,0
+coef_high_income_group_and_eating_out_tour,1.5430004952789953,1.5430357486801614,0.70859998464584351,0
+coef_high_income_group_and_shopping_tour,0.72248005627607348,0.72246863725799271,0.97759997844696045,0
+coef_high_income_group_and_tour_frequency_is_2,4.8659060743107148,4.8667865382550879,1.0633000135421753,0
+coef_high_income_group_and_tour_frequency_is_3,5.1569073742137981,5.1577005315354292,1.7741999626159668,0
+coef_high_income_group_and_tour_frequency_is_5_plus,5.5695995714955888,5.5703869156647645,2.3940999507904053,0
+coef_high_income_group_and_visiting_tour,-0.55652923789707232,-0.55654488685220238,-0.94489997625350952,0
+coef_logged_maximum_residual_window_tour_frequency_is_1,6.8143657923425485,6.815671298679093,1.763700008392334,0
+coef_logged_maximum_residual_window_tour_frequency_is_5_plus,7.4778936905915021,7.4792750296860024,1.7927999496459961,0
+coef_mediumhigh_income_group_and_discretionary_tour,0.19484718211939026,0.1949087350001007,0.50089997053146362,0
+coef_mediumhigh_income_group_and_eating_out_tour,-0.17900832259277194,-0.17895101978739814,0.46309998631477356,0
+coef_mediumhigh_income_group_and_shopping_tour,1.2056310249094397,1.2056460380629153,0.89060002565383911,0
+coef_mediumhigh_income_group_and_tour_frequency_is_1,6.1357755555537432,6.1368619389686074,0.74260002374649048,0
+coef_mediumhigh_income_group_and_tour_frequency_is_2,5.6203221150091016,5.621312928169897,0.85460001230239868,0
+coef_mediumhigh_income_group_and_tour_frequency_is_5_plus,5.902275082711002,5.9033024674122805,1.0792000293731689,0
+coef_mediumhigh_income_group_and_visiting_tour,0.0072888420909105259,0.0072425497797064513,-0.2669999897480011,0
+coef_mediumlow_income_group_and_discretionary_tour,-0.29540295644751735,-0.29532964571554288,0.17069999873638153,0
+coef_mediumlow_income_group_and_eating_out_tour,0.65802264858986625,0.65793719500149939,0.27660000324249268,0
+coef_mediumlow_income_group_and_shopping_tour,0.5503864174305747,0.55034836543703713,0.77340000867843628,0
+coef_mediumlow_income_group_and_tour_frequency_is_1,3.6362917244942166,3.6370680682721321,0.57090002298355103,0
+coef_mediumlow_income_group_and_tour_frequency_is_5_plus,3.8030230281375874,3.8037930038540892,0.83149999380111694,0
+coef_number_of_joint_eating_out_tours,-5.7578659480764109,-5.7590292220149779,-0.77270001173019409,0
+coef_number_of_joint_shopping_tours,-10.86032878033782,-10.862820539578552,-0.23909999430179596,0
+coef_number_of_joint_tours_and_tour_frequency_is_1,-3.5806784726726657,-3.5814001794995587,-0.16990000009536743,0
+coef_number_of_joint_tours_and_tour_frequency_is_2,-5.1193513695195279,-5.1202366413321725,-0.42849999666213989,0
+coef_number_of_joint_tours_and_tour_frequency_is_3,-4.6446726603410955,-4.6456045066231875,-0.65509998798370361,0
+coef_number_of_joint_tours_and_tour_frequency_is_5_plus,-4.8470304959707029,-4.8478742633711249,-1.041100025177002,0
+coef_number_of_mandatory_tours_and_tour_frequency_is_1,-0.67659997940063477,-0.67659997940063477,-0.67659997940063477,0
+coef_number_of_mandatory_tours_and_tour_frequency_is_3,-1.051800012588501,-1.051800012588501,-1.051800012588501,0
+coef_number_of_mandatory_tours_and_tour_frequency_is_5_plus,-999,-999,-999,0
+coef_presence_of_full_time_worker_and_eating_out_tour,-1.3129272099813087,-1.3129546317286533,-0.4666999876499176,0
+coef_presence_of_full_time_worker_and_escorting_tour,0.34977167501271478,0.3497410147889421,0.39469999074935913,0
+coef_presence_of_non_worker_and_eating_out_tour,-0.40015678475147548,-0.40015646938307892,-0.49759998917579651,0
+coef_presence_of_non_worker_and_tour_frequency_is_1,1.2564012158056577,1.2568441721992365,-0.37630000710487366,0
+coef_presence_of_non_worker_and_tour_frequency_is_2,1.0428547824447958,1.0433986649176088,-0.71899998188018799,0
+coef_presence_of_non_worker_and_tour_frequency_is_5,1.6729377444156812,1.673362537920315,-1.0228999853134155,0
+coef_presence_of_part_time_worker_and_discretionary_tour,-0.46853620786950861,-0.46851175171192849,-0.35449999570846558,0
+coef_presence_of_part_time_worker_and_escorting_tour,-0.91620401760820491,-0.91626917282183395,-0.58609998226165771,0
+coef_presence_of_pre_driving_school_kid_and_escorting_tour,1.645226868283342,1.6452028413894657,1.3773000240325928,0
+coef_presence_of_pre_school_kid_and_escorting_tour,0.73413015866674558,0.73411877105653434,0.71939998865127563,0
+coef_presence_of_predriving_school_kid_in_household_and_tour_frequency_is_1,-4.2717006949434637,-4.2727718042560454,0.14859999716281891,0
+coef_presence_of_predriving_school_kid_in_household_and_tour_frequency_is_5,-4.1531060929831938,-4.1542847014169757,0.48399999737739563,0
+coef_presence_of_preschool_kid_in_household_and_tour_frequency_is_5,-4.0092293410093136,-4.0100024764367959,-0.71609997749328613,0
+coef_presence_of_retiree_and_eating_out_tour,-0.98695379970331221,-0.98695373145616694,-0.69110000133514404,0
+coef_presence_of_retiree_and_tour_frequency_is_1,2.3328682638704601,2.3340717788338958,-0.46399998664855957,0
+coef_presence_of_retiree_and_tour_frequency_is_5,2.2895526967814139,2.2902926082161419,-0.47949999570846558,0
+coef_total_number_of_tours_is_1,-14.862387943118435,-14.863701190898123,-8.979100227355957,0
+coef_total_number_of_tours_is_2,-15.76114107396082,-15.762046562760142,-12.024800300598145,0
+coef_total_number_of_tours_is_3,-17.754112538361621,-17.754634820463089,-14.85159969329834,0
+coef_total_number_of_tours_is_4,-18.779593636700369,-18.779689721119343,-17.703699111938477,0
+coef_urban_and_discretionary_tour,0,0,0,0
+coef_walk_access_to_retail_and_discretionary,0.21083331596043739,0.21082887854988322,0.07720000296831131,0
+coef_walk_access_to_retail_and_shopping,0.042414728322429048,0.042410061719515363,0.059799998998641968,0
+coef_walk_access_to_retail_and_tour_frequency_is_1,-0.73146719824169415,-0.73175969660042617,0.071299999952316284,0
+coef_walk_access_to_retail_and_tour_frequency_is_2,-0.6224679003604594,-0.62275823201236125,0.12559999525547028,0
+coef_walk_access_to_retail_and_tour_frequency_is_5_plus,-0.48317718182460601,-0.48343535149985983,0.15080000460147858,0
+coef_0_auto_household_and_escorting_tour,-2,-2,-2,0
+coef_1_escort_tour_constant,-1.3838956479528135,-1.3838955598311522,-0.39919999241828918,0
+coef_1_plus_eating_out_tours_constant,-1.2251820468944299,-1.2251815896798568,0.024499999359250069,0
+coef_1_plus_maintenance_tours_constant,-0.9467390901603373,-0.94673868292188801,0.10459999740123749,0
+coef_1_plus_other_discretionary_tours_constant,-0.95705700168035457,-0.95705640502785616,0.42820000648498535,0
+coef_1_plus_shopping_tours_constant,-0.56851096405906976,-0.56851065297640646,0.59469997882843018,0
+coef_1_plus_visting_tours_constant,-0.99997515158264494,-0.99997480861181898,0.27889999747276306,0
+coef_2_plus_escort_tours_constant,-2.2472239741783695,-2.2472230312575778,0.51749998331069946,0
+coef_car_surplus_vs_workers_and_tour_frequency_is_1,2.6263187421217502,2.6263182643290257,0.79650002717971802,0
+coef_car_surplus_vs_workers_and_tour_frequency_is_5_plus,3.0138266039361694,3.0138263991996164,2.1301999092102051,0
+coef_female_and_discretionary_tour,0.57421820949821378,0.57421776265903679,0.49540001153945923,0
+coef_female_and_maintenance_tour,0.7032371772890682,0.70323730968090981,0.74239999055862427,0
+coef_female_and_shopping_tour,0.60749249967525931,0.60749236436044163,0.96880000829696655,0
+coef_female_and_tour_frequency_is_1,-2.3057887932980217,-2.3057879644985477,-0.93480002880096436,0
+coef_female_and_tour_frequency_is_2,-2.5245735788315185,-2.5245730541075631,-1.3028000593185425,0
+coef_female_and_tour_frequency_is_5,-3.9777594453014777,-3.9777585979711256,-2.2660000324249268,0
+coef_high_income_group_and_discretionary_tour,0.96176887062837879,0.9617690305973885,1.0095000267028809,0
+coef_high_income_group_and_eating_out_tour,1.6107399863189256,1.6107399132659015,1.4842000007629395,0
+coef_high_income_group_and_maintenance_tour,0.99860462074351897,0.99860457400478175,1.3795000314712524,0
+coef_high_income_group_and_shopping_tour,1.0955552497273626,1.0955552433296207,1.0949000120162964,0
+coef_high_income_group_and_visiting_tour,-0.62823584789675457,-0.62823569014018499,-0.51370000839233398,0
+coef_logged_maximum_residual_window_tour_frequency_is_1,2.0411409487638097,2.0411408722900823,1.8357000350952148,0
+coef_logged_maximum_residual_window_tour_frequency_is_2,5.0543518983412508,5.0543512662707899,2.2706999778747559,0
+coef_logged_maximum_residual_window_tour_frequency_is_5_plus,5.1028111260779792,5.1028109074006487,4.4022998809814453,0
+coef_mediumhigh_income_group_and_eating_out_tour,0.9601832770329618,0.96018319037111421,1.1809999942779541,0
+coef_mediumhigh_income_group_and_maintenance_tour,0.46026894334674823,0.46026867052213322,0.76480001211166382,0
+coef_mediumhigh_income_group_and_visiting_tour,-0.47448562479929113,-0.47448576085276917,-0.43680000305175781,0
+coef_mediumlow_income_group_and_eating_out_tour,0.8587186097762155,0.85871850010116635,0.97689998149871826,0
+coef_number_of_joint_shopping_tours,-0.34163048458137285,-0.34163086120064357,-0.80720001459121704,0
+coef_number_of_joint_tours_and_tour_frequency_is_2,-7.40575378545664,-7.4057519268091907,-0.94999998807907104,0
+coef_number_of_joint_tours_and_tour_frequency_is_3,-8.2528437399202961,-8.2528434839801079,-7.1430001258850098,0
+coef_number_of_joint_tours_and_tour_frequency_is_5_plus,-999,-999,-999,0
+coef_number_of_mandatory_tours_and_tour_frequency_is_3,-5.0195999145507812,-5.0195999145507812,-5.0195999145507812,0
+coef_presence_of_full_time_worker_and_discretionary_tour,-0.32502706520068697,-0.3250272176315594,-0.48350000381469727,0
+coef_presence_of_full_time_worker_and_shopping_tour,-0.18718310533550805,-0.18718290004050162,-0.36090001463890076,0
+coef_presence_of_non_worker_and_discretionary_tour,-0.080381601681135048,-0.080381489052422414,-0.56029999256134033,0
+coef_presence_of_non_worker_and_eating_out_tour,-0.71343718792066768,-0.71343705083784981,-0.78799998760223389,0
+coef_presence_of_non_worker_and_tour_frequency_is_1,1.3664318707961971,1.3664313016982996,0.22400000691413879,0
+coef_presence_of_non_worker_and_tour_frequency_is_2,1.5541568438314686,1.5541565822514429,0.24359999597072601,0
+coef_presence_of_non_worker_and_tour_frequency_is_3,2.3378066705431362,2.3378063973066343,0.62000000476837158,0
+coef_presence_of_non_worker_and_tour_frequency_is_5,3.886799486754084,3.8867989469114872,3.3742001056671143,0
+coef_presence_of_pre_driving_school_kid_and_escorting_tour,1.6990307296529008,1.6990305339512453,1.4903000593185425,0
+coef_presence_of_pre_school_kid_and_escorting_tour,0.64317839301043844,0.64317845433272425,0.50269997119903564,0
+coef_presence_of_retiree_and_eating_out_tour,-0.93915814650169016,-0.93915820457557886,-0.92820000648498535,0
+coef_presence_of_retiree_and_tour_frequency_is_1,0.53309324048384155,0.53309327034571541,-0.44580000638961792,0
+coef_presence_of_retiree_and_tour_frequency_is_5,0.15143338882997009,0.15143298802740426,-0.53149998188018799,0
+coef_total_number_of_tours_is_1,-12.29669710898526,-12.296696353770589,-8.5684003829956055,0
+coef_total_number_of_tours_is_2,-14.366430853959836,-14.366430219226835,-12.741600036621094,0
+coef_total_number_of_tours_is_3,-15.470851663726473,-15.47085200579302,-15.097800254821777,0
+coef_total_number_of_tours_is_4,-16.697442099429654,-16.697442489781661,-19.543899536132812,0
+coef_total_number_of_tours_is_5,-23.975944547216859,-23.975943616807008,-20.789699554443359,0
+coef_urban_and_discretionary_tour,0,0,0,0
+coef_walk_access_to_retail_and_tour_frequency_is_5_plus,0.50908621780365026,0.50908614236387195,0.061599999666213989,0
+coef_0_auto_household_and_escorting_tour,-2.4007662488833401,-2.4007662488833401,-2,0
+coef_1_escort_tour_constant,-11.100045881453859,-11.100045881453859,-0.49340000748634338,0
+coef_1_plus_eating_out_tours_constant,-12.674000548814972,-12.674000548814972,-0.024199999868869781,0
+coef_1_plus_maintenance_tours_constant,1.4021937042970116,1.4021937042970116,-0.43439999222755432,0
+coef_1_plus_other_discretionary_tours_constant,-2.4760858637499221,-2.4760858637499221,-0.26019999384880066,0
+coef_1_plus_shopping_tours_constant,5.1109144099794959,5.1109144099794959,0.53200000524520874,0
+coef_1_plus_visting_tours_constant,5.1132912897133904,5.1132912897133904,0.23669999837875366,0
+coef_2_plus_escort_tours_constant,-4.7231718945294894,-4.7231718945294894,1.4155000448226929,0
+coef_auto_access_to_retail_and_tour_frequency_is_5_plus,-2.8928262121700787,-2.8928262121700787,0.10040000081062317,0
+coef_car_shortage_vs_workers_and_tour_frequency_is_5_plus,-23.462489242832998,-23.462489242832998,-0.63690000772476196,0
+coef_car_surplus_vs_workers_and_tour_frequency_is_1,-11.054245969090358,-11.054245969090358,0.29019999504089355,0
+coef_car_surplus_vs_workers_and_tour_frequency_is_5_plus,26.810453753037919,26.810453753037919,2.0352001190185547,0
+coef_high_income_group_and_discretionary_tour,9.3746353630306327,9.3746353630306327,2.3269999027252197,0
+coef_high_income_group_and_eating_out_tour,-8.894067988889379,-8.894067988889379,0.49160000681877136,0
+coef_high_income_group_and_maintenance_tour,-0.37810556759048242,-0.37810556759048242,0.39820000529289246,0
+coef_high_income_group_and_shopping_tour,-0.46662150365308386,-0.46662150365308386,0.2442999929189682,0
+coef_high_income_group_and_visiting_tour,-0.46885622247201569,-0.46885622247201569,0.28580000996589661,0
+coef_logged_maximum_residual_window_tour_frequency_is_1,15.538672905979983,15.538672905979983,1.329800009727478,0
+coef_logged_maximum_residual_window_tour_frequency_is_2,-15.31294086052077,-15.31294086052077,1.3759000301361084,0
+coef_logged_maximum_residual_window_tour_frequency_is_5_plus,-2.8783154540415228,-2.8783154540415228,3.2808001041412354,0
+coef_mediumhigh_income_group_and_discretionary_tour,2.8464215562810216,2.8464215562810216,1.4049999713897705,0
+coef_mediumlow_income_group_and_discretionary_tour,-7.8393223758039596,-7.8393223758039596,0.91689997911453247,0
+coef_number_of_joint_tours_and_tour_frequency_is_1,-6.5374366056093152,-6.5374366056093152,-0.21619999408721924,0
+coef_number_of_joint_tours_and_tour_frequency_is_2,-4.4265938354565844,-4.4265938354565844,-0.35870000720024109,0
+coef_number_of_joint_tours_and_tour_frequency_is_3,-4.2928228670338138,-4.2928228670338138,-4.2701001167297363,0
+coef_number_of_joint_tours_and_tour_frequency_is_5_plus,-999,-999,-999,0
+coef_number_of_mandatory_tours_and_tour_frequency_is_1,-20.768569059727319,-20.768569059727319,-0.23399999737739563,0
+coef_number_of_mandatory_tours_and_tour_frequency_is_2,13.166961657521094,13.166961657521094,-0.92309999465942383,0
+coef_number_of_mandatory_tours_and_tour_frequency_is_3,-9.1884865390771271,-9.1884865390771271,-6.5834999084472656,0
+coef_presence_of_driving_school_kid_and_discretionary_tour,-1.5287699271825661,-1.5287699271825661,-0.92019999027252197,0
+coef_presence_of_driving_school_kid_and_eating_out_tour,-0.67899286342910536,-0.67899286342910536,-0.63770002126693726,0
+coef_presence_of_non_worker_and_tour_frequency_is_2,7.8203518915786985,7.8203518915786985,-0.65710002183914185,0
+coef_presence_of_non_worker_and_tour_frequency_is_5,-2.3380879397360088,-2.3380879397360088,-1.4043999910354614,0
+coef_presence_of_pre_driving_school_kid_and_eating_out_tour,-2.8548975360289837,-2.8548975360289837,-1.5698000192642212,0
+coef_presence_of_pre_school_kid_and_eating_out_tour,-1.1155840296979183,-1.1155840296979183,-0.2987000048160553,0
+coef_presence_of_predriving_school_kid_in_household_and_tour_frequency_is_1,7.9990670481874249,7.9990670481874249,-0.32190001010894775,0
+coef_presence_of_predriving_school_kid_in_household_and_tour_frequency_is_5,9.8647248326504506,9.8647248326504506,-1.087399959564209,0
+coef_presence_of_university_student_and_discretionary_tour,4.5866749933879518,4.5866749933879518,-1.2834000587463379,0
+coef_total_number_of_tours_is_1,5.7323576505278915,5.7323576505278915,-7.1505999565124512,0
+coef_total_number_of_tours_is_2,-13.716885058175075,-13.716885058175075,-11.121399879455566,0
+coef_total_number_of_tours_is_3,-24.558188200243801,-24.558188200243801,-13.175000190734863,0
+coef_urban_and_discretionary_tour,0,0,0,0
+coef_urban_and_maintenance_tour,2.8759936780232791,2.8759936780232791,1.0393999814987183,0
+coef_0_auto_household_and_escorting_tour,-2,-2,-2,0
+coef_1_escort_tour_constant,-0.80019821892406418,-0.80019821892406418,-0.75510001182556152,0
+coef_1_plus_eating_out_tours_constant,-2.2137830257191138,-2.2137830257191138,1.1145000457763672,0
+coef_1_plus_maintenance_tours_constant,-0.87384629825268301,-0.87384629825268301,-0.50599998235702515,0
+coef_1_plus_other_discretionary_tours_constant,0.6794818887801406,0.6794818887801406,0.46340000629425049,0
+coef_1_plus_shopping_tours_constant,1.9914236119221842,1.9914236119221842,0.47830000519752502,0
+coef_1_plus_visting_tours_constant,-1.1732951429240632,-1.1732951429240632,-0.40059998631477356,0
+coef_2_plus_escort_tours_constant,-0.52085404537857938,-0.52085404537857938,-0.0086000002920627594,0
+coef_auto_access_to_retail_and_escorting,0.14995921405552753,0.14995921405552753,0.06289999932050705,0
+coef_high_income_group_and_eating_out_tour,-1.2746622030953361,-1.2746622030953361,-0.70099997520446777,0
+coef_high_income_group_and_shopping_tour,-3.6565535610834519,-3.6565535610834519,-0.65060001611709595,0
+coef_high_income_group_and_tour_frequency_is_5_plus,8.6597646574930796,8.6597646574930796,2.0174999237060547,0
+coef_logged_maximum_residual_window_tour_frequency_is_5_plus,1.56299641940097,1.56299641940097,1.5602999925613403,0
+coef_mediumhigh_income_group_and_tour_frequency_is_5_plus,7.735469931243947,7.735469931243947,1.5197000503540039,0
+coef_mediumlow_income_group_and_tour_frequency_is_5_plus,6.8720130507569017,6.8720130507569017,1.0872999429702759,0
+coef_number_of_joint_maintenance_tours,-1.347599983215332,-1.347599983215332,-1.347599983215332,0
+coef_number_of_joint_tours_and_tour_frequency_is_2,-1.2555358714256173,-1.2555358714256173,-0.61489999294281006,0
+coef_number_of_joint_tours_and_tour_frequency_is_5_plus,-999,-999,-999,0
+coef_number_of_mandatory_tours_and_tour_frequency_is_1,-5.0803581001504661,-5.0803581001504661,-1.0331000089645386,0
+coef_number_of_mandatory_tours_and_tour_frequency_is_3,-5.8935586600908669,-5.8935586600908669,-2.7444999217987061,0
+coef_presence_of_full_time_worker_and_discretionary_tour,0.19647967582561615,0.19647967582561615,0.75260001420974731,0
+coef_presence_of_non_worker_and_eating_out_tour,-1.3548917345809393,-1.3548917345809393,-1.3073999881744385,0
+coef_presence_of_non_worker_and_shopping_tour,-1.3398609967955151,-1.3398609967955151,-0.64499998092651367,0
+coef_presence_of_non_worker_and_tour_frequency_is_5,-0.42351455281362266,-0.42351455281362266,0.21770000457763672,0
+coef_presence_of_part_time_worker_and_discretionary_tour,-0.33314199741532502,-0.33314199741532502,0.37209999561309814,0
+coef_presence_of_pre_driving_school_kid_and_shopping_tour,1.4440737444047911,1.4440737444047911,0.93650001287460327,0
+coef_presence_of_predriving_school_kid_in_household_and_tour_frequency_is_5,0.29958946114398161,0.29958946114398161,-0.22640000283718109,0
+coef_presence_of_preschool_kid_in_household_and_tour_frequency_is_5,0.32067429398079011,0.32067429398079011,-0.44389998912811279,0
+coef_total_number_of_tours_is_1,-9.4531005722326533,-9.4531005722326533,-7.486299991607666,0
+coef_total_number_of_tours_is_2,-11.996770119024941,-11.996770119024941,-10.718000411987305,0
+coef_total_number_of_tours_is_3,-13.550028148803801,-13.550028148803801,-13.788399696350098,0
+coef_urban_and_discretionary_tour,0,0,0,0
+coef_urban_and_escorting_tour,-0.6344062915018166,-0.6344062915018166,0.43520000576972961,0
+coef_walk_access_to_retail_and_eating_out,0.48030056947070726,0.48030056947070726,0.073799997568130493,0
+coef_0_auto_household_and_escorting_tour,-2,-2,-2,0
+coef_1_escort_tour_constant,0.39617684877862708,0.39617684877862708,0.36219999194145203,0
+coef_1_plus_eating_out_tours_constant,1.4990449238097932,1.4990449238097932,0.96119999885559082,0
+coef_1_plus_maintenance_tours_constant,0.71287833893706021,0.71287833893706021,0.67879998683929443,0
+coef_1_plus_other_discretionary_tours_constant,1.7799792001679569,1.7799792001679569,1.4934999942779541,0
+coef_1_plus_shopping_tours_constant,2.0942830938898398,2.0942830938898398,1.6919000148773193,0
+coef_1_plus_visting_tours_constant,0.62786207413189388,0.62786207413189388,0.4424000084400177,0
+coef_2_plus_escort_tours_constant,2.1826221262636776,2.1826221262636776,2.2218999862670898,0
+coef_discretionary_tour,1.1894792030289798,1.1894792030289798,0.90299999713897705,0
+coef_escorting_tour,2.4464210738878447,2.4464210738878447,2.4909999370574951,0
+coef_maintenance_tour,1.0560783072750726,1.0560783072750726,1.0219999551773071,0
+coef_presence_of_full_time_worker_and_escorting_tour,-0.6300922367614431,-0.6300922367614431,-0.89300000667572021,0
+coef_presence_of_non_worker_and_discretionary_tour,-0.0080480967981517125,-0.0080480967981517125,0.79100000858306885,0
+coef_presence_of_non_worker_and_eating_out_tour,1.1025455434303448,1.1025455434303448,1.156999945640564,0
+coef_presence_of_non_worker_and_escorting_tour,0.86673078874996601,0.86673078874996601,0.88999998569488525,0
+coef_presence_of_non_worker_and_shopping_tour,0.20878201493509621,0.20878201493509621,0.80800002813339233,0
+coef_presence_of_part_time_worker_and_eating_out_tour,1.3767801830490909,1.3767801830490909,1.0369999408721924,0
+coef_presence_of_part_time_worker_and_shopping_tour,1.0143615015555587,1.0143615015555587,1.1549999713897705,0
+coef_total_number_of_tours_is_1,-5.7103540103201968,-5.7103540103201968,-5.7589998245239258,0
+coef_total_number_of_tours_is_2,-11.596952013557841,-11.596952013557841,-11.517000198364258,0
+coef_total_number_of_tours_is_3,-16.568257064319742,-16.568257064319742,-17.275999069213867,0
+coef_total_number_of_tours_is_4,-23.18757470591768,-23.18757470591768,-23.034999847412109,0
+coef_total_number_of_tours_is_6_plus,-999,-999,-999,0
+coef_urban_and_discretionary_tour,0,0,0,0
+coef_visiting_or_social_tour,0.95446205949299312,0.95446205949299312,0.76899999380111694,0
diff --git a/activitysim/estimation/test/test_larch_estimation/test_nonmand_tour_freq_loglike.csv b/activitysim/estimation/test/test_larch_estimation/test_nonmand_tour_freq_loglike.csv
index 7e2418fafd..9dea4a6b40 100644
--- a/activitysim/estimation/test/test_larch_estimation/test_nonmand_tour_freq_loglike.csv
+++ b/activitysim/estimation/test/test_larch_estimation/test_nonmand_tour_freq_loglike.csv
@@ -1,9 +1,9 @@
 ,loglike_prior,loglike_converge
-0,-36.842915290359244,-13.427352349597697
-1,-1867.7130849406183,-1831.0744991065408
-2,-1076.3668030822264,-1038.9605638228181
-3,-877.44304962652359,-856.8595081575636
-4,-230.6429613110198,-225.00971520122775
-5,-806.81758251120061,-787.40004316431327
-6,-277.18561139007045,-256.78783280769073
-7,-358.3650717429976,-324.85841724064665
+0,-36.842915240821576,-13.63752199393485
+1,-1867.7130819595852,-1832.6445382071518
+2,-1076.3667995930466,-1039.2235240389089
+3,-877.44304860975865,-856.98760672658591
+4,-230.64296021604497,-225.07312798066818
+5,-806.81757896884028,-787.83786863094554
+6,-277.18561178415462,-256.90644089706086
+7,-358.36507163326337,-324.9104211327566
diff --git a/activitysim/estimation/test/test_larch_estimation/test_scheduling_model_atwork_subtour_scheduling_SLSQP_.csv b/activitysim/estimation/test/test_larch_estimation/test_scheduling_model_atwork_subtour_scheduling_SLSQP_.csv
deleted file mode 100644
index 1e5284852c..0000000000
--- a/activitysim/estimation/test/test_larch_estimation/test_scheduling_model_atwork_subtour_scheduling_SLSQP_.csv
+++ /dev/null
@@ -1,50 +0,0 @@
-,value,initvalue,nullvalue,minimum,maximum,best
-coef_am_peak_end,-1.3731693426269276,-2.928312295,0,-25,25,-1.3731693426269276
-coef_am_peak_start_at_6,-20.592813760446127,-6.1567178269999996,0,-25,25,-20.592813760446127
-coef_am_peak_start_at_7,-2.8269839190766564,-4.0617081419999996,0,-25,25,-2.8269839190766564
-coef_am_peak_start_at_8,-1.1965282925054144,-2.330535201,0,-25,25,-1.1965282925054144
-coef_am_peak_start_at_9,-1.6198974929815253,-1.881593386,0,-25,25,-1.6198974929815253
-coef_dummy_for_business_related_purpose_and_duration_from_0_to_1,-0.66312907740821159,-1.5429999999999999,0,-25,25,-0.66312907740821159
-coef_dummy_for_eating_out_purpose_and_departure_at_11,1.1518273421311946,1.5109999999999999,0,-25,25,1.1518273421311946
-coef_dummy_for_eating_out_purpose_and_departure_at_12,2.6254363230451085,2.7210000000000001,0,-25,25,2.6254363230451085
-coef_dummy_for_eating_out_purpose_and_departure_at_13,2.36098076410833,2.1219999999999999,0,-25,25,2.36098076410833
-coef_dummy_for_eating_out_purpose_and_duration_of_1_hour,0.31040519075637613,0.39989999999999998,0,-25,25,0.31040519075637613
-coef_duration_of_0_hours,9.9599848609439601,-0.90668151200000002,0,-25,25,9.9599848609439601
-coef_duration_of_11_to_13_hours,-0.37405450634311865,0.29999999999999999,0,-25,25,-0.37405450634311865
-coef_duration_of_14_to_18_hours,0,0,0,0,0,0
-coef_duration_of_1_hour,0,0,0,0,0,0
-coef_duration_of_2_to_3_hours,9.1812833977279276,-1.3621758020000001,0,-25,25,9.1812833977279276
-coef_duration_of_4_to_5_hours,-0.48314094706644228,-0.81961761600000005,0,-25,25,-0.48314094706644228
-coef_duration_of_6_to_7_hours,10.535613300026082,1.088111072,0,-25,25,10.535613300026082
-coef_duration_of_8_to_10_hours,10.402182684572614,1.734038505,0,-25,25,10.402182684572614
-coef_duration_shift_for_business_related_,0.60004385998820309,0.2646,0,-25,25,0.60004385998820309
-coef_duration_shift_for_first_sub_tour_of_same_work_tour,0.31988469057309121,-0.3992,0,-25,25,0.31988469057309121
-coef_duration_shift_for_inbound_auto_travel_time_off_peak,-0.11857498443158188,0.0098099999999999993,0,-25,25,-0.11857498443158188
-coef_duration_shift_for_number_of_individual_nonmandatory_tours,0.0098944086043264642,-0.042200000000000001,0,-25,25,0.0098944086043264642
-coef_duration_shift_for_number_of_joint_tours,-0.57768141215671864,-0.24970000000000001,0,-25,25,-0.57768141215671864
-coef_duration_shift_for_number_of_mandatory_tours,-1.0587875726336362,-0.7702,0,-25,25,-1.0587875726336362
-coef_duration_shift_for_outbound_auto_travel_time_off_peak,0.1453238873904982,0.0098099999999999993,0,-25,25,0.1453238873904982
-coef_duration_shift_for_subsequent_sub_tour_of_same_work_tour,-10.333603350935554,-0.18440000000000001,0,-25,25,-10.333603350935554
-coef_early_end_at_5_6,-25,-2.928312295,0,-25,25,-25
-coef_early_start_at_5,-2.2040675056867611,-7.7655484760000002,0,-25,25,-2.2040675056867611
-coef_evening_end_at_19_20_21,-4.5210371252389265,-2.3199822600000002,0,-25,25,-4.5210371252389265
-coef_evening_start_at_19_20_21,-0.32574110086394298,-1.015090023,0,-25,25,-0.32574110086394298
-coef_late_end_at_22_23,-11.516564630810274,-2.3199822600000002,0,-25,25,-11.516564630810274
-coef_late_start_at_22_23,-5.1429250271310103,-0.73757005399999997,0,-25,25,-5.1429250271310103
-coef_midday_end_at_10_11_12,-1.3051956922349568,-2.2972643740000001,0,-25,25,-1.3051956922349568
-coef_midday_end_at_13_14,0,0,0,0,0,0
-coef_midday_start_at_10_11_12,0,0,0,0,0,0
-coef_midday_start_at_13_14_15,-1.0515620376346457,-0.77502157999999999,0,-25,25,-1.0515620376346457
-coef_pm_peak_end_at_15,-1.4329808631274803,-0.57834445700000003,0,-25,25,-1.4329808631274803
-coef_pm_peak_end_at_16,-2.0551088799651303,-1.09408722,0,-25,25,-2.0551088799651303
-coef_pm_peak_end_at_17,-2.4042523970600072,-1.1658466000000001,0,-25,25,-2.4042523970600072
-coef_pm_peak_end_at_18,-3.5003721078254548,-1.4961310809999999,0,-25,25,-3.5003721078254548
-coef_pm_peak_start_at_16_17_18,-0.7985883513777744,-0.227528489,0,-25,25,-0.7985883513777744
-coef_start_shift_for_business_related_,-0.083357458155514152,-0.1113,0,-25,25,-0.083357458155514152
-coef_start_shift_for_first_sub_tour_of_same_work_tour,-0.16832429973206386,-0.54330000000000001,0,-25,25,-0.16832429973206386
-coef_start_shift_for_inbound_auto_travel_time_off_peak,-0.09901878555282706,0.00064999999999999997,0,-25,25,-0.09901878555282706
-coef_start_shift_for_number_of_individual_nonmandatory_tours,0.026776673811965086,-0.012800000000000001,0,-25,25,0.026776673811965086
-coef_start_shift_for_number_of_joint_tours,-0.019721699715671427,-0.0206,0,-25,25,-0.019721699715671427
-coef_start_shift_for_number_of_mandatory_tours,0.059018046122538706,-0.019300000000000001,0,-25,25,0.059018046122538706
-coef_start_shift_for_outbound_auto_travel_time_off_peak,0.10034873691181434,0.00064999999999999997,0,-25,25,0.10034873691181434
-coef_start_shift_for_subsequent_sub_tour_of_same_work_tour,-0.36020623998165718,-0.18440000000000001,0,-25,25,-0.36020623998165718
diff --git a/activitysim/estimation/test/test_larch_estimation/test_scheduling_model_joint_tour_scheduling_SLSQP_.csv b/activitysim/estimation/test/test_larch_estimation/test_scheduling_model_joint_tour_scheduling_SLSQP_.csv
index 091e76401e..51f0e05222 100644
--- a/activitysim/estimation/test/test_larch_estimation/test_scheduling_model_joint_tour_scheduling_SLSQP_.csv
+++ b/activitysim/estimation/test/test_larch_estimation/test_scheduling_model_joint_tour_scheduling_SLSQP_.csv
@@ -1,60 +1,60 @@
-,value,initvalue,nullvalue,minimum,maximum,best
-coef_adjacent_window_exists_after_this_arrival_hour_first_tour_interaction,-0.028774249414067657,-0.025700000000000001,0,-25,25,-0.028774249414067657
-coef_adjacent_window_exists_after_this_arrival_hour_second_tour_interaction,0.91901966813332936,-0.02734,0,-25,25,0.91901966813332936
-coef_adjacent_window_exists_before_this_departure_hour_first_tour_interaction,0.03464166423412067,0.0084419999999999999,0,-25,25,0.03464166423412067
-coef_adjacent_window_exists_before_this_departure_hour_second_tour_interaction,-18.311237242705495,-0.059299999999999999,0,-25,25,-18.311237242705495
-coef_adult_with_children_in_hh_arrive_19_21,0.04436348324103874,0.33600000000000002,0,-25,25,0.04436348324103874
-coef_arrival_constants_am_peak,4.7614100686980576,-8.7288800000000002,0,-25,25,4.7614100686980576
-coef_arrival_constants_early,24.924968513710187,-8.7288800000000002,0,-25,25,24.924968513710187
-coef_arrival_constants_evening,-4.3200714359409025,-2.7489400000000002,0,-25,25,-4.3200714359409025
-coef_arrival_constants_late,-9.6327188982749732,-4.2425300000000004,0,-25,25,-9.6327188982749732
-coef_arrival_constants_midday_1,0,0,0,0,0,0
-coef_arrival_constants_midday_2,2.6541662776744461,1.40804,0,-25,25,2.6541662776744461
-coef_arrival_constants_pm_peak_1,1.8388653479429438,1.0203599999999999,0,-25,25,1.8388653479429438
-coef_arrival_constants_pm_peak_2,1.4625561851708289,1.06863,0,-25,25,1.4625561851708289
-coef_arrival_constants_pm_peak_3,0,0,0,0,0,0
-coef_arrival_constants_pm_peak_4,-1.2333276504506303,-0.59626000000000001,0,-25,25,-1.2333276504506303
-coef_departure_constants_am_peak_1,-25,-11.595050000000001,0,-25,25,-25
-coef_departure_constants_am_peak_2,-4.2487039295223656,-9.0051900000000007,0,-25,25,-4.2487039295223656
-coef_departure_constants_am_peak_3,0.75112055157913948,-2.7331500000000002,0,-25,25,0.75112055157913948
-coef_departure_constants_am_peak_4,1.3921313310397618,0.26654,0,-25,25,1.3921313310397618
-coef_departure_constants_early,-24.394585604972157,-14.477080000000001,0,-25,25,-24.394585604972157
-coef_departure_constants_evening,-14.12448484303447,-18.987369999999999,0,-25,25,-14.12448484303447
-coef_departure_constants_late,-19.873640270611908,-20.27807,0,-25,25,-19.873640270611908
-coef_departure_constants_midday_1,0,0,0,0,0,0
-coef_departure_constants_midday_2,-4.3735430875047783,-1.6026,0,-25,25,-4.3735430875047783
-coef_departure_constants_pm_peak,-12.231456579430871,-17.695979999999999,0,-25,25,-12.231456579430871
-coef_destination_in_cbd_duration_shift_effects,0.56926682397665584,0.1067,0,-25,25,0.56926682397665584
-coef_discretionary_tour_duration_lt_2_hours,-0.96979691863694628,-0.69740000000000002,0,-25,25,-0.96979691863694628
-coef_duration_constants_0_to_1_hours,-2.7866437326016174,-2.2282600000000001,0,-25,25,-2.7866437326016174
-coef_duration_constants_11_to_13_hours,-5.6834374392880065,-0.81518999999999997,0,-25,25,-5.6834374392880065
-coef_duration_constants_14_to_18_hours,-2.7347130621577005,-2.7384400000000002,0,-25,25,-2.7347130621577005
-coef_duration_constants_2_to_3_hours,0,0,0,0,0,0
-coef_duration_constants_4_to_5_hours,0.35927958946513583,-0.56174000000000002,0,-25,25,0.35927958946513583
-coef_duration_constants_6_to_7_hours,0.25829995673545386,-0.65547,0,-25,25,0.25829995673545386
-coef_duration_constants_8_to_10_hours,-10.443272918037978,-0.74061999999999995,0,-25,25,-10.443272918037978
-coef_eat_out_tour_departure_shift_effects,-0.026030105628492072,0.075490000000000002,0,-25,25,-0.026030105628492072
-coef_first_of_2_plus_tours_for_same_purpose_departure_shift_effect,-1.6735672025262123,-0.2364,0,-25,25,-1.6735672025262123
-coef_free_flow_round_trip_auto_time_shift_effects_duration,0.016957888892283637,0.0031949999999999999,0,-25,25,0.016957888892283637
-coef_maintenance_tour_depart_before_7,1.1216498838609328,-0.88260000000000005,0,-25,25,1.1216498838609328
-coef_maintenance_tour_departure_shift_effects,-0.16045036076756827,-0.1489,0,-25,25,-0.16045036076756827
-coef_maintenance_tour_duration_shift_effects,-0.15774061753063057,-0.083720000000000003,0,-25,25,-0.15774061753063057
-coef_number_of_joint_tours_departure_shift_effects,1.3426208902212988,0.052080000000000001,0,-25,25,1.3426208902212988
-coef_number_of_mandatory_tours_departure_shift_effects,0.073116531424716663,0.046730000000000001,0,-25,25,0.073116531424716663
-coef_school_child_age_16_plus_departure_shift_effects,0.072660000000000002,0.072660000000000002,0,-25,25,0.072660000000000002
-coef_school_child_age_16_plus_duration_shift_effects,0.20949999999999999,0.20949999999999999,0,-25,25,0.20949999999999999
-coef_school_child_age_under_16_departure_shift_effects,0.22437768613209164,0.04657,0,-25,25,0.22437768613209164
-coef_school_child_age_under_16_duration_shift_effects,-0.55690620785460743,0.32719999999999999,0,-25,25,-0.55690620785460743
-coef_school_child_under_16_arrive_after_22,-6.2179802555750401,-1.1799999999999999,0,-25,25,-6.2179802555750401
-coef_shopping_tour_arrive_after_22,-6.8841149173847738,-0.60270000000000001,0,-25,25,-6.8841149173847738
-coef_shopping_tour_depart_before_8,1.6329282274649815,-1.0369999999999999,0,-25,25,1.6329282274649815
-coef_shopping_tour_departure_shift_effects,-0.032901677188934476,-0.060150000000000002,0,-25,25,-0.032901677188934476
-coef_shopping_tour_duration_lt_2_hours,0.069480688387001235,0.51680000000000004,0,-25,25,0.069480688387001235
-coef_shopping_tour_duration_shift_effects,-0.41367749415560207,-0.1208,0,-25,25,-0.41367749415560207
-coef_some_previously_scheduled_tour_begins_in_this_arrival_hour,0.46823426868427825,-0.3992,0,-25,25,0.46823426868427825
-coef_some_previously_scheduled_tour_ends_in_this_departure_hour,0.26003373330967577,-0.45619999999999999,0,-25,25,0.26003373330967577
-coef_subsequent_of_2_plus_tours_for_same_purpose_duration_shift_effect,-0.015340339657372392,-0.1731,0,-25,25,-0.015340339657372392
-coef_unavailable,-999,-999,0,-999,-999,-999
-coef_university_student_arrive_after_22,-9.1734571378829219,0.54659999999999997,0,-25,25,-9.1734571378829219
-coef_visit_tour_departure_shift_effects,-0.11236540231411092,0.096879999999999994,0,-25,25,-0.11236540231411092
-coef_visit_tour_duration_shift_effects,-0.13492097024550309,0.1638,0,-25,25,-0.13492097024550309
+param_name,value,best,initvalue,nullvalue
+coef_adjacent_window_exists_after_this_arrival_hour_first_tour_interaction,-0.025656219142801435,-0.025656219142801435,-0.025699999183416367,0
+coef_adjacent_window_exists_after_this_arrival_hour_second_tour_interaction,-0.025716469680719514,-0.025716469680719514,-0.027340000495314598,0
+coef_adjacent_window_exists_before_this_departure_hour_first_tour_interaction,0.008442354676521463,0.008442354676521463,0.0084419995546340942,0
+coef_adjacent_window_exists_before_this_departure_hour_second_tour_interaction,-0.05935757810299315,-0.05935757810299315,-0.059300001710653305,0
+coef_adult_with_children_in_hh_arrive_19_21,0.5355161653253353,0.5355161653253353,0.335999995470047,0
+coef_arrival_constants_am_peak,-2.4250190851365487,-2.4250190851365487,-8.7288799285888672,0
+coef_arrival_constants_early,2.2958899169886267,2.2958899169886267,-8.7288799285888672,0
+coef_arrival_constants_evening,-3.3154480276617018,-3.3154480276617018,-2.7489399909973145,0
+coef_arrival_constants_late,-8.3307149468221589,-8.3307149468221589,-4.2425298690795898,0
+coef_arrival_constants_midday_1,0,0,0,0
+coef_arrival_constants_midday_2,1.5294906566988582,1.5294906566988582,1.4080400466918945,0
+coef_arrival_constants_pm_peak_1,1.2175035036665733,1.2175035036665733,1.020359992980957,0
+coef_arrival_constants_pm_peak_2,1.2998241903588883,1.2998241903588883,1.0686299800872803,0
+coef_arrival_constants_pm_peak_3,0,0,0,0
+coef_arrival_constants_pm_peak_4,-0.84944529895620147,-0.84944529895620147,-0.59626001119613647,0
+coef_departure_constants_am_peak_1,-24.483912895120231,-24.483912895120231,-11.595049858093262,0
+coef_departure_constants_am_peak_2,-17.791981333117047,-17.791981333117047,-9.0051898956298828,0
+coef_departure_constants_am_peak_3,-4.1499437678248832,-4.1499437678248832,-2.7331500053405762,0
+coef_departure_constants_am_peak_4,-0.2038777988755586,-0.2038777988755586,0.26653999090194702,0
+coef_departure_constants_early,-24.999999999999986,-24.999999999999986,-14.477080345153809,0
+coef_departure_constants_evening,-24.057955302201297,-24.057955302201297,-18.987369537353516,0
+coef_departure_constants_late,-25,-25,-20.278070449829102,0
+coef_departure_constants_midday_1,0,0,0,0
+coef_departure_constants_midday_2,-2.6945721193468217,-2.6945721193468217,-1.6025999784469604,0
+coef_departure_constants_pm_peak,-22.802101526690983,-22.802101526690983,-17.695980072021484,0
+coef_destination_in_cbd_duration_shift_effects,0.57637590919194726,0.57637590919194726,0.10670000314712524,0
+coef_discretionary_tour_duration_lt_2_hours,-1.2587487442550029,-1.2587487442550029,-0.69739997386932373,0
+coef_duration_constants_0_to_1_hours,-2.7292315354064538,-2.7292315354064538,-2.2282600402832031,0
+coef_duration_constants_11_to_13_hours,-16.641361610345623,-16.641361610345623,-0.81519001722335815,0
+coef_duration_constants_14_to_18_hours,-4.2019174642931754,-4.2019174642931754,-2.7384400367736816,0
+coef_duration_constants_2_to_3_hours,0,0,0,0
+coef_duration_constants_4_to_5_hours,0.041336040196562979,0.041336040196562979,-0.56173998117446899,0
+coef_duration_constants_6_to_7_hours,-0.28010083544612574,-0.28010083544612574,-0.65547001361846924,0
+coef_duration_constants_8_to_10_hours,-11.834841336602297,-11.834841336602297,-0.74062001705169678,0
+coef_eat_out_tour_departure_shift_effects,-0.191471104246424,-0.191471104246424,0.075489997863769531,0
+coef_first_of_2_plus_tours_for_same_purpose_departure_shift_effect,-0.65914361514389619,-0.65914361514389619,-0.23639999330043793,0
+coef_free_flow_round_trip_auto_time_shift_effects_duration,0.0103470192509738,0.0103470192509738,0.0031950001139193773,0
+coef_maintenance_tour_depart_before_7,-0.6995036880611385,-0.6995036880611385,-0.88260000944137573,0
+coef_maintenance_tour_departure_shift_effects,-0.51463329667967828,-0.51463329667967828,-0.14890000224113464,0
+coef_maintenance_tour_duration_shift_effects,-0.37483619241205374,-0.37483619241205374,-0.083719998598098755,0
+coef_number_of_joint_tours_departure_shift_effects,0.5518545554827089,0.5518545554827089,0.052080001682043076,0
+coef_number_of_mandatory_tours_departure_shift_effects,0.15108304860381977,0.15108304860381977,0.046730000525712967,0
+coef_school_child_age_16_plus_departure_shift_effects,0.072659999132156372,0.072659999132156372,0.072659999132156372,0
+coef_school_child_age_16_plus_duration_shift_effects,0.20949999988079071,0.20949999988079071,0.20949999988079071,0
+coef_school_child_age_under_16_departure_shift_effects,0.90140346155759687,0.90140346155759687,0.046569999307394028,0
+coef_school_child_age_under_16_duration_shift_effects,-0.36276804513883948,-0.36276804513883948,0.32719999551773071,0
+coef_school_child_under_16_arrive_after_22,-25,-25,-1.1799999475479126,0
+coef_shopping_tour_arrive_after_22,-16.816060937232734,-16.816060937232734,-0.60269999504089355,0
+coef_shopping_tour_depart_before_8,0.8484680406149383,0.8484680406149383,-1.0369999408721924,0
+coef_shopping_tour_departure_shift_effects,-0.35167841899554614,-0.35167841899554614,-0.06015000119805336,0
+coef_shopping_tour_duration_lt_2_hours,0.1873898983230104,0.1873898983230104,0.51679998636245728,0
+coef_shopping_tour_duration_shift_effects,-0.63534186935788817,-0.63534186935788817,-0.12080000340938568,0
+coef_some_previously_scheduled_tour_begins_in_this_arrival_hour,-0.25327854790648219,-0.25327854790648219,-0.39919999241828918,0
+coef_some_previously_scheduled_tour_ends_in_this_departure_hour,-0.35052002043887132,-0.35052002043887132,-0.4562000036239624,0
+coef_subsequent_of_2_plus_tours_for_same_purpose_duration_shift_effect,-0.035834399723830755,-0.035834399723830755,-0.17309999465942383,0
+coef_unavailable,-999,-999,-999,0
+coef_university_student_arrive_after_22,-15.517205687701349,-15.517205687701349,0.54659998416900635,0
+coef_visit_tour_departure_shift_effects,-0.34370578081497799,-0.34370578081497799,0.096879996359348297,0
+coef_visit_tour_duration_shift_effects,-0.33210961592070104,-0.33210961592070104,0.16380000114440918,0
diff --git a/activitysim/estimation/test/test_larch_estimation/test_scheduling_model_mandatory_tour_scheduling_school_SLSQP_.csv b/activitysim/estimation/test/test_larch_estimation/test_scheduling_model_mandatory_tour_scheduling_school_SLSQP_.csv
index 93c03c449c..047fcd6a31 100644
--- a/activitysim/estimation/test/test_larch_estimation/test_scheduling_model_mandatory_tour_scheduling_school_SLSQP_.csv
+++ b/activitysim/estimation/test/test_larch_estimation/test_scheduling_model_mandatory_tour_scheduling_school_SLSQP_.csv
@@ -1,56 +1,56 @@
-,value,initvalue,nullvalue,minimum,maximum,best
-coef_adjacent_window_exists_after_this_arrival_hour_first_tour_interaction,11.716776044898809,-0.0030490000000000001,0,-25,25,11.716776044898809
-coef_adjacent_window_exists_after_this_arrival_hour_second_plus_tour_interaction,-0.58735581754454202,-0.52710000000000001,0,-25,25,-0.58735581754454202
-coef_adjacent_window_exists_before_this_departure_hour_first_tour_interaction,9.2169111822551333,0.089749999999999996,0,-25,25,9.2169111822551333
-coef_adjacent_window_exists_before_this_departure_hour_second_plus_tour_interaction,-15.186947397585952,-0.44,0,-25,25,-15.186947397585952
-coef_all_adults_ft_worker_duration,0.0083360428258746171,0.10929999999999999,0,-25,25,0.0083360428258746171
-coef_arrival_constants_am_peak,-2.2525597933199202,-2.4287183990000001,0,-25,25,-2.2525597933199202
-coef_arrival_constants_early,-1.0600927435131249,-2.4287183990000001,0,-25,25,-1.0600927435131249
-coef_arrival_constants_evening,-1.024968926440146,-0.87014690400000005,0,-25,25,-1.024968926440146
-coef_arrival_constants_late,-1.3622777646923283,-1.7520004899999999,0,-25,25,-1.3622777646923283
-coef_arrival_constants_midday_1,-1.3329442334964623,-1.237908768,0,-25,25,-1.3329442334964623
-coef_arrival_constants_midday_2,-0.56302790885535348,-0.53976893100000001,0,-25,25,-0.56302790885535348
-coef_arrival_constants_pm_peak_1,0,0,0,0,0,0
-coef_arrival_constants_pm_peak_2,-0.47120087260372584,-0.38916924800000002,0,-25,25,-0.47120087260372584
-coef_arrival_constants_pm_peak_3,-0.2889635829589125,-0.198120349,0,-25,25,-0.2889635829589125
-coef_arrival_constants_pm_peak_4,-0.42904089312882804,-0.25362468399999999,0,-25,25,-0.42904089312882804
-coef_departure_constants_am_peak_1,-1.8402276885639066,-1.6176440560000001,0,-25,25,-1.8402276885639066
-coef_departure_constants_am_peak_2,0,0,0,0,0,0
-coef_departure_constants_am_peak_3,-0.14762834941122654,-0.073826841000000004,0,-25,25,-0.14762834941122654
-coef_departure_constants_am_peak_4,-2.0052907227909373,-2.0805707689999999,0,-25,25,-2.0052907227909373
-coef_departure_constants_early,-3.6385102149182318,-3.8206624040000001,0,-25,25,-3.6385102149182318
-coef_departure_constants_evening,-5.1709311530899091,-5.2302878359999996,0,-25,25,-5.1709311530899091
-coef_departure_constants_late,-25,-11.88604728,0,-25,25,-25
-coef_departure_constants_midday_1,-3.235655391222839,-2.9857394570000002,0,-25,25,-3.235655391222839
-coef_departure_constants_midday_2,-3.7122959166670451,-3.6284346460000001,0,-25,25,-3.7122959166670451
-coef_departure_constants_pm_peak,-2.9909526474284074,-3.1025051499999998,0,-25,25,-2.9909526474284074
-coef_duration_constants_0_to_2_hours,-1.3817519840859342,-1.409955689,0,-25,25,-1.3817519840859342
-coef_duration_constants_10_hours,-0.85439568067710703,-0.90478898299999999,0,-25,25,-0.85439568067710703
-coef_duration_constants_11_hours,-1.0970644700531507,-1.5211626039999999,0,-25,25,-1.0970644700531507
-coef_duration_constants_12_to_13_hours,-2.6774099148644868,-2.4184889169999999,0,-25,25,-2.6774099148644868
-coef_duration_constants_14_to_18_hours,-2.6488356018470931,-2.5031372950000002,0,-25,25,-2.6488356018470931
-coef_duration_constants_3_to_4_hours,-0.56119226026187308,-0.74589325200000001,0,-25,25,-0.56119226026187308
-coef_duration_constants_5_to_6_hours,-0.52869720683509602,-0.56763662199999998,0,-25,25,-0.52869720683509602
-coef_duration_constants_7_to_8_hours,0,0,0,0,0,0
-coef_duration_constants_9_hours,-0.47578654406256893,-0.65080668399999997,0,-25,25,-0.47578654406256893
-coef_first_of_2plus_school_lt_6_hours,0.36465272850981928,1.4870000000000001,0,-25,25,0.36465272850981928
-coef_first_of_2plus_school_tours_departure,-0.28345842741237504,-0.30020000000000002,0,-25,25,-0.28345842741237504
-coef_first_of_2plus_school_tours_duration,-0.0072205064801072029,-0.1593,0,-25,25,-0.0072205064801072029
-coef_ft_worker_departure,0.39710000000000001,0.39710000000000001,0,-25,25,0.39710000000000001
-coef_ft_worker_duration,-0.1908,-0.1908,0,-25,25,-0.1908
-coef_hh_income_early_departure,-12.781415662231149,-0.88370000000000004,0,-25,25,-12.781415662231149
-coef_hh_income_late_arrival,0.13481375603358139,-0.3533,0,-25,25,0.13481375603358139
-coef_mode_choice_logsum,-0.15485890248282916,2.1269999999999998,0,-25,25,-0.15485890248282916
-coef_non_worker_departure,0.55389999999999995,0.55389999999999995,0,-25,25,0.55389999999999995
-coef_previous_tour_begins_this_arrival_hour,-5.5053579900953125,-1.1020000000000001,0,-25,25,-5.5053579900953125
-coef_previous_tour_ends_this_departure_hour,-15.038466619861389,-0.59950000000000003,0,-25,25,-15.038466619861389
-coef_remaining_work_school_tours_to_be_scheduled_div_number_of_unscheduled_hours,-24.999999999999979,-16.670000000000002,0,-25,25,-24.999999999999979
-coef_roundtrip_auto_time_to_work,0.0053019952333040361,0.0031949999999999999,0,-25,25,0.0053019952333040361
-coef_school_plus_work_tours_by_student_lt_6_hours,-1.1660913354672906,1.73,0,-25,25,-1.1660913354672906
-coef_school_plus_work_tours_by_worker_lt_6_hours,-0.75409133546729057,2.1419999999999999,0,-25,25,-0.75409133546729057
-coef_student_driver_duration,-0.0068046815074113429,0.034639999999999997,0,-25,25,-0.0068046815074113429
-coef_subsequent_2plus_school_tours_duration,-0.21896654709477803,-0.23380000000000001,0,-25,25,-0.21896654709477803
-coef_subsequent_of_2plus_school_lt_6_hours,24.999999999999982,2.1419999999999999,0,-25,25,24.999999999999982
-coef_subsequent_tour_must_start_after_previous_tour_ends,-100,-100,0,-100,-100,-100
-coef_univ_departure,0.22263900806749343,0.28000000000000003,0,-25,25,0.22263900806749343
-coef_univ_duration,-0.41672805296299825,-0.29070000000000001,0,-25,25,-0.41672805296299825
+param_name,value,best,initvalue,nullvalue
+coef_adjacent_window_exists_after_this_arrival_hour_first_tour_interaction,0.080775447776812753,0.080774252667694169,-0.0030489999335259199,0
+coef_adjacent_window_exists_after_this_arrival_hour_second_plus_tour_interaction,-0.51836135663447769,-0.51836174434913773,-0.52710002660751343,0
+coef_adjacent_window_exists_before_this_departure_hour_first_tour_interaction,0.73433095650246494,0.73432154552615458,0.089749999344348907,0
+coef_adjacent_window_exists_before_this_departure_hour_second_plus_tour_interaction,-0.99378159059164084,-0.99377515349106949,-0.43999999761581421,0
+coef_all_adults_ft_worker_duration,0.033395472694728347,0.033395444616199747,0.10930000245571136,0
+coef_arrival_constants_am_peak,-2.1992574993931737,-2.1992595446798857,-2.4287183284759521,0
+coef_arrival_constants_early,-1.0152816371137836,-1.0152823898389056,-2.4287183284759521,0
+coef_arrival_constants_evening,-1.089014071549075,-1.089012444258362,-0.87014693021774292,0
+coef_arrival_constants_late,-1.4094125261836428,-1.4094104317113427,-1.7520004510879517,0
+coef_arrival_constants_midday_1,-1.3102781509339738,-1.3102792663184144,-1.2379087209701538,0
+coef_arrival_constants_midday_2,-0.5570164575887101,-0.55701686342809786,-0.53976893424987793,0
+coef_arrival_constants_pm_peak_1,0,0,0,0
+coef_arrival_constants_pm_peak_2,-0.48446733503368733,-0.48446736247771904,-0.38916924595832825,0
+coef_arrival_constants_pm_peak_3,-0.31506510944596333,-0.31506390971297477,-0.1981203556060791,0
+coef_arrival_constants_pm_peak_4,-0.4718642141386703,-0.4718634888383082,-0.25362467765808105,0
+coef_departure_constants_am_peak_1,-1.8553572932845479,-1.8553571741469013,-1.6176440715789795,0
+coef_departure_constants_am_peak_2,0,0,0,0
+coef_departure_constants_am_peak_3,-0.14106707640383398,-0.14106757305590037,-0.07382684201002121,0
+coef_departure_constants_am_peak_4,-1.9882913840565575,-1.988292157571423,-2.0805706977844238,0
+coef_departure_constants_early,-3.6786226227417624,-3.6786220135061134,-3.8206624984741211,0
+coef_departure_constants_evening,-5.2925208449121817,-5.2925240767147788,-5.230288028717041,0
+coef_departure_constants_late,-11.916832030849566,-11.916831561227097,-11.88604736328125,0
+coef_departure_constants_midday_1,-3.2113751054704132,-3.2113771777110944,-2.9857394695281982,0
+coef_departure_constants_midday_2,-3.6981526513555871,-3.6981547479895061,-3.6284346580505371,0
+coef_departure_constants_pm_peak,-2.9973467155658162,-2.9973494814295885,-3.1025052070617676,0
+coef_duration_constants_0_to_2_hours,-1.3996475888297963,-1.3996458652500943,-1.4099557399749756,0
+coef_duration_constants_10_hours,-0.82164737941042931,-0.82164784328828933,-0.90478897094726562,0
+coef_duration_constants_11_hours,-1.0464064831927971,-1.0464075406530777,-1.5211626291275024,0
+coef_duration_constants_12_to_13_hours,-2.5901815246633957,-2.5901814921437252,-2.4184889793395996,0
+coef_duration_constants_14_to_18_hours,-2.5870585605577858,-2.5870607126569682,-2.5031373500823975,0
+coef_duration_constants_3_to_4_hours,-0.56514744374131198,-0.56514595486014574,-0.74589323997497559,0
+coef_duration_constants_5_to_6_hours,-0.53548913813929444,-0.53548808091419775,-0.56763660907745361,0
+coef_duration_constants_7_to_8_hours,0,0,0,0
+coef_duration_constants_9_hours,-0.45285392800018198,-0.4528543455236822,-0.65080666542053223,0
+coef_first_of_2plus_school_lt_6_hours,0.024871811138907744,0.024881803705537723,1.4869999885559082,0
+coef_first_of_2plus_school_tours_departure,-0.29460766022668305,-0.29460728950989984,-0.30019998550415039,0
+coef_first_of_2plus_school_tours_duration,-0.10138864589931282,-0.10138705511807192,-0.15929999947547913,0
+coef_ft_worker_departure,0.39710000157356262,0.39710000157356262,0.39710000157356262,0
+coef_ft_worker_duration,-0.19079999625682831,-0.19079999625682831,-0.19079999625682831,0
+coef_hh_income_early_departure,-2.4518333628592055,-2.4518122384333916,-0.88370001316070557,0
+coef_hh_income_late_arrival,0.0099574185770053714,0.0099600258474820229,-0.35330000519752502,0
+coef_mode_choice_logsum,0.10646038792012041,0.10645974892637354,2.127000093460083,0
+coef_non_worker_departure,0.55390000343322754,0.55390000343322754,0.55390000343322754,0
+coef_previous_tour_begins_this_arrival_hour,-1.1044099604419229,-1.1044099196469588,-1.1019999980926514,0
+coef_previous_tour_ends_this_departure_hour,-0.98618911184573188,-0.98618197798375551,-0.59950000047683716,0
+coef_remaining_work_school_tours_to_be_scheduled_div_number_of_unscheduled_hours,-16.801395249039167,-16.801393279303245,-16.670000076293945,0
+coef_roundtrip_auto_time_to_work,0.0052250922026635376,0.0052251100813601051,0.0031950001139193773,0
+coef_school_plus_work_tours_by_student_lt_6_hours,1.7724913916824447,1.7724908031221758,1.7300000190734863,0
+coef_school_plus_work_tours_by_worker_lt_6_hours,2.1844913325546376,2.1844907439943686,2.1419999599456787,0
+coef_student_driver_duration,-0.0049771487710083039,-0.0049771201652761641,0.034639999270439148,0
+coef_subsequent_2plus_school_tours_duration,-0.22458834432940281,-0.22458959182491992,-0.23379999399185181,0
+coef_subsequent_of_2plus_school_lt_6_hours,2.8438198153956726,2.8438099345673602,2.1419999599456787,0
+coef_subsequent_tour_must_start_after_previous_tour_ends,-100,-100,-100,0
+coef_univ_departure,0.23875445577073184,0.23875440862293787,0.2800000011920929,0
+coef_univ_duration,-0.40329629710371528,-0.40329638768202386,-0.29069998860359192,0
diff --git a/activitysim/estimation/test/test_larch_estimation/test_scheduling_model_mandatory_tour_scheduling_work_SLSQP_.csv b/activitysim/estimation/test/test_larch_estimation/test_scheduling_model_mandatory_tour_scheduling_work_SLSQP_.csv
index 9465192ef9..70e5cc97c5 100644
--- a/activitysim/estimation/test/test_larch_estimation/test_scheduling_model_mandatory_tour_scheduling_work_SLSQP_.csv
+++ b/activitysim/estimation/test/test_larch_estimation/test_scheduling_model_mandatory_tour_scheduling_work_SLSQP_.csv
@@ -1,64 +1,64 @@
-,value,initvalue,nullvalue,minimum,maximum,best
-coef_adjacent_window_exists_after_this_arrival_hour_first_tour_interaction,25,0.36270000000000002,0,-25,25,25
-coef_adjacent_window_exists_after_this_arrival_hour_second_plus_tour_interaction,0.67172411345437255,-0.1012,0,-25,25,0.67172411345437255
-coef_adjacent_window_exists_before_this_departure_hour_first_tour_interaction,-0.2705642011106818,0.17710000000000001,0,-25,25,-0.2705642011106818
-coef_adjacent_window_exists_before_this_departure_hour_second_plus_tour_interaction,2.3126663890343506,-0.21229999999999999,0,-25,25,2.3126663890343506
-coef_arrival_constants_am_peak,-2.5608583720316691,-1.854520626,0,-25,25,-2.5608583720316691
-coef_arrival_constants_early,0,0,0,0,0,0
-coef_arrival_constants_evening,-0.11313543070951976,0.103566251,0,-25,25,-0.11313543070951976
-coef_arrival_constants_late,-1.2047708015331426,-0.96595733900000003,0,-25,25,-1.2047708015331426
-coef_arrival_constants_midday_1,-0.4666152062959858,-0.49597203699999998,0,-25,25,-0.4666152062959858
-coef_arrival_constants_midday_2,-0.37297675905912303,-0.37855408099999999,0,-25,25,-0.37297675905912303
-coef_arrival_constants_pm_peak_1,0,0,0,0,0,0
-coef_arrival_constants_pm_peak_2,0.20356469833981647,0.27608389999999999,0,-25,25,0.20356469833981647
-coef_arrival_constants_pm_peak_3,0.55940049285496218,0.699587132,0,-25,25,0.55940049285496218
-coef_arrival_constants_pm_peak_4,0.69955932869966053,0.79928937700000002,0,-25,25,0.69955932869966053
-coef_departure_constants_am_peak_1,-0.65012576984935755,-0.61618090599999997,0,-25,25,-0.65012576984935755
-coef_departure_constants_am_peak_2,0,0,0,0,0,0
-coef_departure_constants_am_peak_3,-0.32740035887947389,-0.254714726,0,-25,25,-0.32740035887947389
-coef_departure_constants_am_peak_4,-1.2190845361495699,-1.2513460240000001,0,-25,25,-1.2190845361495699
-coef_departure_constants_early,-0.92470832388900248,-0.95272526999999996,0,-25,25,-0.92470832388900248
-coef_departure_constants_evening,-1.8906229365299492,-1.610513243,0,-25,25,-1.8906229365299492
-coef_departure_constants_late,-2.9986176789858154,-2.8834152230000001,0,-25,25,-2.9986176789858154
-coef_departure_constants_midday_1,-1.8241536006077277,-1.7058689920000001,0,-25,25,-1.8241536006077277
-coef_departure_constants_midday_2,-1.8783523324805591,-1.6935705830000001,0,-25,25,-1.8783523324805591
-coef_departure_constants_pm_peak,-1.6396663560770837,-1.4399919619999999,0,-25,25,-1.6396663560770837
-coef_destination_in_cbd_departure_shift_effects,0.04109611455586798,0.047169999999999997,0,-25,25,0.04109611455586798
-coef_destination_in_cbd_duration_shift_effects,0.10130692865710192,0.086790000000000006,0,-25,25,0.10130692865710192
-coef_destination_in_cbd_early_departure_interaction,-0.38984353468069122,-0.45660000000000001,0,-25,25,-0.38984353468069122
-coef_destination_in_cbd_late_arrival_interaction,-0.27055298689359897,-0.2334,0,-25,25,-0.27055298689359897
-coef_duration_constants_0_to_2_hours,-2.1189652588431978,-2.5282663900000002,0,-25,25,-2.1189652588431978
-coef_duration_constants_10_hours,0,0,0,0,0,0
-coef_duration_constants_11_hours,-0.35443610468830039,-0.34779539100000001,0,-25,25,-0.35443610468830039
-coef_duration_constants_12_to_13_hours,-1.1153352032051054,-1.0082223459999999,0,-25,25,-1.1153352032051054
-coef_duration_constants_14_to_18_hours,-1.8418267064323726,-1.701858847,0,-25,25,-1.8418267064323726
-coef_duration_constants_3_to_4_hours,-0.63573505547017051,-0.91897445700000002,0,-25,25,-0.63573505547017051
-coef_duration_constants_5_to_6_hours,-0.35577473775309831,-0.71855028799999998,0,-25,25,-0.35577473775309831
-coef_duration_constants_7_to_8_hours,-0.033757586303302736,-0.139623566,0,-25,25,-0.033757586303302736
-coef_duration_constants_9_hours,0.12934760728519379,0.055706243000000003,0,-25,25,0.12934760728519379
-coef_first_of_2plus_work_tours_departure_shift_effects,-0.27106753260112321,-0.30330000000000001,0,-25,25,-0.27106753260112321
-coef_first_of_2plus_work_tours_duration_lt_8_hrs,1.8948098471889567,1.98,0,-25,25,1.8948098471889567
-coef_first_of_2plus_work_tours_duration_shift_effects,-0.29362220747793244,-0.18609999999999999,0,-25,25,-0.29362220747793244
-coef_free_flow_round_trip_auto_time_shift_effects_departure,0.00054374628944530747,-0.00114,0,-25,25,0.00054374628944530747
-coef_free_flow_round_trip_auto_time_shift_effects_duration,0.0040398779948456849,0.0022100000000000002,0,-25,25,0.0040398779948456849
-coef_full_time_worker_10_to_12_departure_interaction,-0.66614758973349719,-0.51819999999999999,0,-25,25,-0.66614758973349719
-coef_full_time_worker_duration_lt_9_hours_interaction,-1.3694302807642016,-1.2569999999999999,0,-25,25,-1.3694302807642016
-coef_household_income_departure_shift_effects,0.00011200417166098945,0.00020799999999999999,0,-25,25,0.00011200417166098945
-coef_household_income_early_departure_interaction,-0.57489507784478577,-0.4854,0,-25,25,-0.57489507784478577
-coef_household_income_late_arrival_interaction,0.036426020508396037,-0.38390000000000002,0,-25,25,0.036426020508396037
-coef_mode_choice_logsum,0.20613495321472861,1.0269999999999999,0,-25,25,0.20613495321472861
-coef_non_working_adult_duration_shift_effects,-0.1207,-0.1207,0,-25,25,-0.1207
-coef_part_time_worker_13_to_15_arrival_interaction,0.33677938786979689,0.54330000000000001,0,-25,25,0.33677938786979689
-coef_part_time_worker_departure_shift_effects,0.089714285580281661,0.067360000000000003,0,-25,25,0.089714285580281661
-coef_previously_scheduled_tour_begins_in_this_arrival_hour,-6.6033938783133914,-1.3340000000000001,0,-25,25,-6.6033938783133914
-coef_previously_scheduled_tour_ends_in_this_departure_hour,2.4216789099176217,-0.89349999999999996,0,-25,25,2.4216789099176217
-coef_remaining_tours_to_be_scheduled_div_number_of_unscheduled_hours,-6.3408961734536069,-18.68,0,-25,25,-6.3408961734536069
-coef_rural_household_early_departure_interaction,0.40389999999999998,0.40389999999999998,0,-25,25,0.40389999999999998
-coef_rural_household_late_arrival_interaction,-0.34510000000000002,-0.34510000000000002,0,-25,25,-0.34510000000000002
-coef_subsequent_2plus_work_departure_tours_shift_effects,0.015346535529312815,-0.53810000000000002,0,-25,25,0.015346535529312815
-coef_subsequent_2plus_work_duration_tours_shift_effects,-0.12773109887960765,-0.31740000000000002,0,-25,25,-0.12773109887960765
-coef_subsequent_of_2plus_work_tours_duration_lt_8_hrs,3.5917959509926001,2.5819999999999999,0,-25,25,3.5917959509926001
-coef_subsequent_tour_must_start_after_previous_tour_ends,-100,-100,0,-100,-100,-100
-coef_tours_by_student_duration_lt_8_hrs,14.705420185896203,2.5819999999999999,0,-25,25,14.705420185896203
-coef_tours_by_worker_duration_lt_8_hrs,13.036020185896209,0.91259999999999997,0,-25,25,13.036020185896209
-coef_university_student_departure_shift_effects,0.052139288632078368,0.05747,0,-25,25,0.052139288632078368
+param_name,value,best,initvalue,nullvalue
+coef_adjacent_window_exists_after_this_arrival_hour_first_tour_interaction,0.61251353990327295,0.61251327841360381,0.36269998550415039,0
+coef_adjacent_window_exists_after_this_arrival_hour_second_plus_tour_interaction,-0.48096392277398275,-0.48096399411879609,-0.10119999945163727,0
+coef_adjacent_window_exists_before_this_departure_hour_first_tour_interaction,-0.2616069716319126,-0.26160684847759125,0.17710000276565552,0
+coef_adjacent_window_exists_before_this_departure_hour_second_plus_tour_interaction,-0.21226499679315533,-0.2122651617637292,-0.21230000257492065,0
+coef_arrival_constants_am_peak,-2.5606473297230243,-2.5606476523528108,-1.8545206785202026,0
+coef_arrival_constants_early,0,0,0,0
+coef_arrival_constants_evening,-0.052167725404331296,-0.052167735953000123,0.1035662516951561,0
+coef_arrival_constants_late,-1.1308494423719302,-1.1308494377605862,-0.96595734357833862,0
+coef_arrival_constants_midday_1,-0.49891346385413454,-0.49891340446037452,-0.49597203731536865,0
+coef_arrival_constants_midday_2,-0.41039411498088946,-0.41039409639542923,-0.3785540759563446,0
+coef_arrival_constants_pm_peak_1,0,0,0,0
+coef_arrival_constants_pm_peak_2,0.19372908430399155,0.19372906136658175,0.27608388662338257,0
+coef_arrival_constants_pm_peak_3,0.56028646263237181,0.5602864708684514,0.69958710670471191,0
+coef_arrival_constants_pm_peak_4,0.71571247641605751,0.71571248954657329,0.79928940534591675,0
+coef_departure_constants_am_peak_1,-0.64620733049904744,-0.6462073659079336,-0.6161808967590332,0
+coef_departure_constants_am_peak_2,0,0,0,0
+coef_departure_constants_am_peak_3,-0.32992168661687343,-0.32992174133643332,-0.2547147274017334,0
+coef_departure_constants_am_peak_4,-1.2230313612788632,-1.2230313737462095,-1.2513459920883179,0
+coef_departure_constants_early,-0.91653242223268816,-0.91653247537180627,-0.95272529125213623,0
+coef_departure_constants_evening,-1.5545124755865074,-1.5545123072441225,-1.6105132102966309,0
+coef_departure_constants_late,-3.4650976197335996,-3.4650970444155127,-2.8834152221679688,0
+coef_departure_constants_midday_1,-1.8459227529362676,-1.845922814199904,-1.7058689594268799,0
+coef_departure_constants_midday_2,-1.872714720755712,-1.8727145745963636,-1.693570613861084,0
+coef_departure_constants_pm_peak,-1.5304306861299761,-1.5304305915064496,-1.4399919509887695,0
+coef_destination_in_cbd_departure_shift_effects,0.046972898038599296,0.046972900170898703,0.047169998288154602,0
+coef_destination_in_cbd_duration_shift_effects,0.10546600473625205,0.10546600158406226,0.086790002882480621,0
+coef_destination_in_cbd_early_departure_interaction,-0.36454380057515523,-0.36454382109906797,-0.45660001039505005,0
+coef_destination_in_cbd_late_arrival_interaction,-0.34125580756261459,-0.34125584021066124,-0.23340000212192535,0
+coef_duration_constants_0_to_2_hours,-2.3611872557258775,-2.3611872136185283,-2.528266429901123,0
+coef_duration_constants_10_hours,0,0,0,0
+coef_duration_constants_11_hours,-0.36305106792718905,-0.36305106353810024,-0.34779539704322815,0
+coef_duration_constants_12_to_13_hours,-1.1336847773846157,-1.1336846557009517,-1.0082223415374756,0
+coef_duration_constants_14_to_18_hours,-1.846775754300668,-1.8467757187472769,-1.7018588781356812,0
+coef_duration_constants_3_to_4_hours,-0.69884369798611612,-0.69884383804256189,-0.91897445917129517,0
+coef_duration_constants_5_to_6_hours,-0.36088550481193393,-0.36088561328123253,-0.71855026483535767,0
+coef_duration_constants_7_to_8_hours,-0.034562406928364778,-0.03456241250333917,-0.13962356746196747,0
+coef_duration_constants_9_hours,0.12410673449583931,0.12410671848676948,0.055706243962049484,0
+coef_first_of_2plus_work_tours_departure_shift_effects,-0.27939395433691766,-0.27939398231314772,-0.30329999327659607,0
+coef_first_of_2plus_work_tours_duration_lt_8_hrs,1.6819917313175938,1.681991727718217,1.9800000190734863,0
+coef_first_of_2plus_work_tours_duration_shift_effects,-0.26704509800964044,-0.26704506536823513,-0.18610000610351562,0
+coef_free_flow_round_trip_auto_time_shift_effects_departure,-4.6712935036587893e-05,-4.6713265092855231e-05,-0.0011399999493733048,0
+coef_free_flow_round_trip_auto_time_shift_effects_duration,0.0034709225619443279,0.0034709219570404487,0.0022100000642240047,0
+coef_full_time_worker_10_to_12_departure_interaction,-0.67084155893679287,-0.67084150978347679,-0.51819998025894165,0
+coef_full_time_worker_duration_lt_9_hours_interaction,-1.3707861942780288,-1.3707861874425684,-1.2569999694824219,0
+coef_household_income_departure_shift_effects,9.8289823547548591e-05,9.8289830800329784e-05,0.00020799999765586108,0
+coef_household_income_early_departure_interaction,-0.59011172274320045,-0.59011172534232015,-0.48539999127388,0
+coef_household_income_late_arrival_interaction,-0.018847335744915452,-0.018847292627549972,-0.383899986743927,0
+coef_mode_choice_logsum,0.41216509072053042,0.41216516341709108,1.0269999504089355,0
+coef_non_working_adult_duration_shift_effects,-0.12070000171661377,-0.12070000171661377,-0.12070000171661377,0
+coef_part_time_worker_13_to_15_arrival_interaction,0.32725200921090258,0.32725199183573034,0.54329997301101685,0
+coef_part_time_worker_departure_shift_effects,0.089866833957687201,0.089866835119917624,0.067359998822212219,0
+coef_previously_scheduled_tour_begins_in_this_arrival_hour,-1.3452365484106898,-1.3452365345169786,-1.3339999914169312,0
+coef_previously_scheduled_tour_ends_in_this_departure_hour,-0.62131382592128181,-0.62131390854231106,-0.89349997043609619,0
+coef_remaining_tours_to_be_scheduled_div_number_of_unscheduled_hours,-18.639061018727794,-18.639061062575436,-18.680000305175781,0
+coef_rural_household_early_departure_interaction,0.40389999747276306,0.40389999747276306,0.40389999747276306,0
+coef_rural_household_late_arrival_interaction,-0.34509998559951782,-0.34509998559951782,-0.34509998559951782,0
+coef_subsequent_2plus_work_departure_tours_shift_effects,-0.3844333665111534,-0.38443334417322472,-0.53810000419616699,0
+coef_subsequent_2plus_work_duration_tours_shift_effects,-0.38214881037696108,-0.38214876273993459,-0.3174000084400177,0
+coef_subsequent_of_2plus_work_tours_duration_lt_8_hrs,1.2383538709437807,1.2383542865170418,2.5820000171661377,0
+coef_subsequent_tour_must_start_after_previous_tour_ends,-100,-100,-100,0
+coef_tours_by_student_duration_lt_8_hrs,2.6806620027310135,2.6806618957074346,2.5820000171661377,0
+coef_tours_by_worker_duration_lt_8_hrs,1.0112619663960221,1.0112618593724432,0.91259998083114624,0
+coef_university_student_departure_shift_effects,0.068330955102533286,0.068330906364886979,0.05747000128030777,0
diff --git a/activitysim/estimation/test/test_larch_estimation/test_scheduling_model_non_mandatory_tour_scheduling_SLSQP_.csv b/activitysim/estimation/test/test_larch_estimation/test_scheduling_model_non_mandatory_tour_scheduling_SLSQP_.csv
index 68cc071e89..3c8980345c 100644
--- a/activitysim/estimation/test/test_larch_estimation/test_scheduling_model_non_mandatory_tour_scheduling_SLSQP_.csv
+++ b/activitysim/estimation/test/test_larch_estimation/test_scheduling_model_non_mandatory_tour_scheduling_SLSQP_.csv
@@ -1,90 +1,90 @@
-,value,initvalue,nullvalue,minimum,maximum,best
-coef_adjacent_window_exists_after_this_arrival_hour_first_tour_interaction,0.4470328861441506,-0.025700000000000001,0,-25,25,0.4470328861441506
-coef_adjacent_window_exists_after_this_arrival_hour_second_plus_tour_interaction,0.56540266502429914,-0.02734,0,-25,25,0.56540266502429914
-coef_adjacent_window_exists_before_this_departure_hour_first_tour_interaction,1.0259323894447316,0.0084419999999999999,0,-25,25,1.0259323894447316
-coef_adjacent_window_exists_before_this_departure_hour_second_plus_tour_interaction,0.39614317482379957,-0.059299999999999999,0,-25,25,0.39614317482379957
-coef_adult_with_children_in_hh_arrive_19_21,0.31331407963369601,0.33600000000000002,0,-25,25,0.31331407963369601
-coef_arrival_constants_am_peak,0.29950075228772494,-1.814822602,0,-25,25,0.29950075228772494
-coef_arrival_constants_early,2.725267289110473,-0.051990748000000003,0,-25,25,2.725267289110473
-coef_arrival_constants_evening,0,0,0,0,0,0
-coef_arrival_constants_late,-1.1446323020070934,-0.86667131500000005,0,-25,25,-1.1446323020070934
-coef_arrival_constants_midday_1,1.3878018540712422,0.00037150099999999999,0,-25,25,1.3878018540712422
-coef_arrival_constants_midday_2,1.5044255895039795,0.53211603100000004,0,-25,25,1.5044255895039795
-coef_arrival_constants_pm_peak_1,1.3575212925702953,0.62848156700000002,0,-25,25,1.3575212925702953
-coef_arrival_constants_pm_peak_2,1.5579462028570845,0.65052141600000002,0,-25,25,1.5579462028570845
-coef_arrival_constants_pm_peak_3,1.0806181769202525,0.40289440599999998,0,-25,25,1.0806181769202525
-coef_arrival_constants_pm_peak_4,0.69735759210419612,0.154213293,0,-25,25,0.69735759210419612
-coef_departure_constants_am_peak_1,-0.52735012006812276,-0.65416357300000005,0,-25,25,-0.52735012006812276
-coef_departure_constants_am_peak_2,1.1919565496484956,0.554282571,0,-25,25,1.1919565496484956
-coef_departure_constants_am_peak_3,1.4522880996476126,1.0505610869999999,0,-25,25,1.4522880996476126
-coef_departure_constants_am_peak_4,1.5114204226663379,0.97156822799999998,0,-25,25,1.5114204226663379
-coef_departure_constants_early,-0.92104869293940328,-1.7401356610000001,0,-25,25,-0.92104869293940328
-coef_departure_constants_evening,-1.892558890126933,-1.856475096,0,-25,25,-1.892558890126933
-coef_departure_constants_late,-5.6265216713840269,-8.2288801409999994,0,-25,25,-5.6265216713840269
-coef_departure_constants_midday_1,1.3642337556324493,0.88199198599999995,0,-25,25,1.3642337556324493
-coef_departure_constants_midday_2,0.64556751877721019,0.411103634,0,-25,25,0.64556751877721019
-coef_departure_constants_pm_peak,0,0,0,0,0,0
-coef_destination_in_cbd_duration_shift_effects,0.11545735776937631,0.1067,0,-25,25,0.11545735776937631
-coef_discretionary_tour_duration_lt_2_hours,-0.28570443543294716,-0.69740000000000002,0,-25,25,-0.28570443543294716
-coef_duration_constants_0_to_1_hours,0,0,0,0,0,0
-coef_duration_constants_11_to_13_hours,-1.0074136237311473,-0.955635554,0,-25,25,-1.0074136237311473
-coef_duration_constants_14_to_18_hours,-2.9449650044604194,-1.042580879,0,-25,25,-2.9449650044604194
-coef_duration_constants_2_to_3_hours,0.3987726313758776,0.051385565000000001,0,-25,25,0.3987726313758776
-coef_duration_constants_4_to_5_hours,-0.27952507767146284,-0.59395132100000003,0,-25,25,-0.27952507767146284
-coef_duration_constants_6_to_7_hours,-0.65619904538586438,-0.95115532800000002,0,-25,25,-0.65619904538586438
-coef_duration_constants_8_to_10_hours,-0.62326492676484069,-0.828108399,0,-25,25,-0.62326492676484069
-coef_eat_out_tour_departure_shift_effects,0.10408922995281709,0.075490000000000002,0,-25,25,0.10408922995281709
-coef_escort_tour_arrival_constants_am_peak,0,0,0,0,0,0
-coef_escort_tour_arrival_constants_early,0,0,0,0,0,0
-coef_escort_tour_arrival_constants_evening,-0.8931637699400693,-0.53691872799999996,0,-25,25,-0.8931637699400693
-coef_escort_tour_arrival_constants_late,-1.1770797692787565,-1.008290213,0,-25,25,-1.1770797692787565
-coef_escort_tour_arrival_constants_midday_1,0,0,0,0,0,0
-coef_escort_tour_arrival_constants_midday_2,0,0,0,0,0,0
-coef_escort_tour_arrival_constants_pm_peak_1,0,0,0,0,0,0
-coef_escort_tour_arrival_constants_pm_peak_2,0,0,0,0,0,0
-coef_escort_tour_arrival_constants_pm_peak_3,0,0,0,0,0,0
-coef_escort_tour_arrival_constants_pm_peak_4,0,0,0,0,0,0
-coef_escort_tour_departure_constants_am_peak_1,0.48291466233476604,-1.1123577529999999,0,-25,25,0.48291466233476604
-coef_escort_tour_departure_constants_am_peak_2,2.0132225505169186,0.69878818499999995,0,-25,25,2.0132225505169186
-coef_escort_tour_departure_constants_am_peak_3,2.1327074544894873,1.1962688130000001,0,-25,25,2.1327074544894873
-coef_escort_tour_departure_constants_am_peak_4,0.29911257358855436,-0.22525822100000001,0,-25,25,0.29911257358855436
-coef_escort_tour_departure_constants_early,-0.5151665525123571,-1.7401356610000001,0,-25,25,-0.5151665525123571
-coef_escort_tour_departure_constants_evening,-4.7638859598327503,-3.9487328110000002,0,-25,25,-4.7638859598327503
-coef_escort_tour_departure_constants_late,-6.5766274559402813,-8.2288801409999994,0,-25,25,-6.5766274559402813
-coef_escort_tour_departure_constants_midday_1,0.64080123578544568,0.028662017000000001,0,-25,25,0.64080123578544568
-coef_escort_tour_departure_constants_midday_2,0,0,0,0,0,0
-coef_escort_tour_departure_constants_pm_peak,-1.78947739154685,-1.180140161,0,-25,25,-1.78947739154685
-coef_escort_tour_duration_constants_0_to_1_hours,0,0,0,0,0,0
-coef_escort_tour_duration_constants_11_to_13_hours,-6.4203324936004007,-2.9743649759999999,0,-25,25,-6.4203324936004007
-coef_escort_tour_duration_constants_14_to_18_hours,-9.2410499900666672,-2.5074471460000001,0,-25,25,-9.2410499900666672
-coef_escort_tour_duration_constants_2_to_3_hours,-2.600430326093385,-2.0420138969999999,0,-25,25,-2.600430326093385
-coef_escort_tour_duration_constants_4_to_5_hours,-3.5279045037998431,-2.880293896,0,-25,25,-3.5279045037998431
-coef_escort_tour_duration_constants_6_to_7_hours,-3.9930263301758195,-2.9735337309999998,0,-25,25,-3.9930263301758195
-coef_escort_tour_duration_constants_8_to_10_hours,-5.1822459061747068,-3.0202137580000001,0,-25,25,-5.1822459061747068
-coef_first_of_2_plus_tours_for_same_purpose_departure_shift_effect,-0.30486234400858059,-0.2364,0,-25,25,-0.30486234400858059
-coef_free_flow_round_trip_auto_time_shift_effects_duration,0.0050429319781780269,0.0047410000000000004,0,-25,25,0.0050429319781780269
-coef_maintenance_tour_depart_before_7,0.052350894248540496,-0.88260000000000005,0,-25,25,0.052350894248540496
-coef_maintenance_tour_departure_shift_effects,-0.041432645424667555,-0.1489,0,-25,25,-0.041432645424667555
-coef_maintenance_tour_duration_shift_effects,-0.11717847942290449,-0.083720000000000003,0,-25,25,-0.11717847942290449
-coef_number_of_escort_tours_departure_shift_effects,0.1003621581289256,0.020129999999999999,0,-25,25,0.1003621581289256
-coef_number_of_individual_non_mandatory_tours_excluding_escort_departure_shift_effects,0.098215723941853808,0.038960000000000002,0,-25,25,0.098215723941853808
-coef_number_of_joint_tours_departure_shift_effects,0.12273335177942903,0.052080000000000001,0,-25,25,0.12273335177942903
-coef_number_of_mandatory_tours_departure_shift_effects,0.1726876041064854,0.046730000000000001,0,-25,25,0.1726876041064854
-coef_ratio_of_individual_non_mandatory_tours_to_be_scheduled_to_number_of_unscheduled_hours,5.7502384461866223,-13.630000000000001,0,-25,25,5.7502384461866223
-coef_school_child_age_16_plus_departure_shift_effects,0.002334001767561128,0.072660000000000002,0,-25,25,0.002334001767561128
-coef_school_child_age_16_plus_duration_shift_effects,0.30512330091593426,0.20949999999999999,0,-25,25,0.30512330091593426
-coef_school_child_age_under_16_departure_shift_effects,0.1028104094868405,0.04657,0,-25,25,0.1028104094868405
-coef_school_child_age_under_16_duration_shift_effects,0.33667040040989843,0.32719999999999999,0,-25,25,0.33667040040989843
-coef_school_child_under_16_arrive_after_22,-0.29870062575080597,-1.1799999999999999,0,-25,25,-0.29870062575080597
-coef_shopping_tour_arrive_after_22,-2.4414941640980703,-0.60270000000000001,0,-25,25,-2.4414941640980703
-coef_shopping_tour_depart_before_8,-0.84790437236499061,-1.0369999999999999,0,-25,25,-0.84790437236499061
-coef_shopping_tour_departure_shift_effects,0.0090862416686240035,-0.060150000000000002,0,-25,25,0.0090862416686240035
-coef_shopping_tour_duration_lt_2_hours,0.912982413595951,0.51680000000000004,0,-25,25,0.912982413595951
-coef_shopping_tour_duration_shift_effects,-0.08012681553606732,-0.1208,0,-25,25,-0.08012681553606732
-coef_some_previously_scheduled_tour_begins_in_this_arrival_hour,-0.004765610611209883,-0.3992,0,-25,25,-0.004765610611209883
-coef_some_previously_scheduled_tour_ends_in_this_departure_hour,-0.28646699211356075,-0.45619999999999999,0,-25,25,-0.28646699211356075
-coef_subsequent_of_2_plus_tours_for_same_purpose_duration_shift_effect,-0.10477927540016083,-0.1731,0,-25,25,-0.10477927540016083
-coef_subsequent_tour_must_start_after_previous_tour_for_this_purpose_ends,-999,-999,0,-999,-999,-999
-coef_university_student_arrive_after_22,-0.4840281170137713,0.54659999999999997,0,-25,25,-0.4840281170137713
-coef_visit_tour_departure_shift_effects,0.1674492151765343,0.096879999999999994,0,-25,25,0.1674492151765343
-coef_visit_tour_duration_shift_effects,0.15890840399796446,0.1638,0,-25,25,0.15890840399796446
+param_name,value,best,initvalue,nullvalue
+coef_adjacent_window_exists_after_this_arrival_hour_first_tour_interaction,-0.37873530652415688,-0.37876029334525779,-0.025699999183416367,0
+coef_adjacent_window_exists_after_this_arrival_hour_second_plus_tour_interaction,-0.12409933488783795,-0.12412525709082863,-0.027340000495314598,0
+coef_adjacent_window_exists_before_this_departure_hour_first_tour_interaction,0.16013173725389518,0.16011972294122639,0.0084419995546340942,0
+coef_adjacent_window_exists_before_this_departure_hour_second_plus_tour_interaction,-0.057675497288593967,-0.057678856669874018,-0.059300001710653305,0
+coef_adult_with_children_in_hh_arrive_19_21,0.26358073098680268,0.26357366595375664,0.335999995470047,0
+coef_arrival_constants_am_peak,-1.618479614096983,-1.6184779227729857,-1.8148225545883179,0
+coef_arrival_constants_early,0.012632463274022693,0.012638163573529756,-0.051990747451782227,0
+coef_arrival_constants_evening,0,0,0,0
+coef_arrival_constants_late,-0.77439458777380288,-0.77440113819912593,-0.86667132377624512,0
+coef_arrival_constants_midday_1,0.16302672327058698,0.16302166341062885,0.0003715009952429682,0
+coef_arrival_constants_midday_2,0.60562412779331609,0.60561823037837537,0.53211605548858643,0
+coef_arrival_constants_pm_peak_1,0.66305388881325122,0.66304628483786687,0.62848156690597534,0
+coef_arrival_constants_pm_peak_2,0.9403736312996136,0.94036844970191236,0.65052139759063721,0
+coef_arrival_constants_pm_peak_3,0.57943549534338168,0.57943058291341509,0.40289440751075745,0
+coef_arrival_constants_pm_peak_4,0.32882206659224378,0.32881862675984186,0.15421329438686371,0
+coef_departure_constants_am_peak_1,-0.8444053940276266,-0.8443867382251623,-0.65416359901428223,0
+coef_departure_constants_am_peak_2,0.61095352829384308,0.6109683536427154,0.554282546043396,0
+coef_departure_constants_am_peak_3,0.89783495233382704,0.89783925656317809,1.0505610704421997,0
+coef_departure_constants_am_peak_4,0.97678705420018241,0.97679068633385335,0.97156822681427002,0
+coef_departure_constants_early,-1.5655173152332842,-1.5655400591434045,-1.740135669708252,0
+coef_departure_constants_evening,-1.6745782734879573,-1.6745908894768251,-1.8564751148223877,0
+coef_departure_constants_late,-5.8677842794743897,-5.867810078393469,-8.2288799285888672,0
+coef_departure_constants_midday_1,0.90219691225188225,0.90220256652108655,0.88199198246002197,0
+coef_departure_constants_midday_2,0.33966490947802791,0.339668134288378,0.41110363602638245,0
+coef_departure_constants_pm_peak,0,0,0,0
+coef_destination_in_cbd_duration_shift_effects,0.12481964214980576,0.12482003975020485,0.10670000314712524,0
+coef_discretionary_tour_duration_lt_2_hours,-0.49111660197637685,-0.49110487979747403,-0.69739997386932373,0
+coef_duration_constants_0_to_1_hours,0,0,0,0
+coef_duration_constants_11_to_13_hours,-0.71826442870005769,-0.71826950153593283,-0.95563554763793945,0
+coef_duration_constants_14_to_18_hours,-1.3448264303153219,-1.3448138847159017,-1.0425808429718018,0
+coef_duration_constants_2_to_3_hours,0.18806168958819869,0.18807127149669869,0.051385566592216492,0
+coef_duration_constants_4_to_5_hours,-0.47110934268158594,-0.4711057056246632,-0.59395134449005127,0
+coef_duration_constants_6_to_7_hours,-0.82518931580282029,-0.82518905004791432,-0.95115530490875244,0
+coef_duration_constants_8_to_10_hours,-0.69268933767290863,-0.6927031726601327,-0.82810837030410767,0
+coef_eat_out_tour_departure_shift_effects,0.051316259249107425,0.051316222550347332,0.075489997863769531,0
+coef_escort_tour_arrival_constants_am_peak,0,0,0,0
+coef_escort_tour_arrival_constants_early,0,0,0,0
+coef_escort_tour_arrival_constants_evening,-0.71223140451440192,-0.71223691887938245,-0.53691869974136353,0
+coef_escort_tour_arrival_constants_late,-0.72737915035423661,-0.72736904512133638,-1.00829017162323,0
+coef_escort_tour_arrival_constants_midday_1,0,0,0,0
+coef_escort_tour_arrival_constants_midday_2,0,0,0,0
+coef_escort_tour_arrival_constants_pm_peak_1,0,0,0,0
+coef_escort_tour_arrival_constants_pm_peak_2,0,0,0,0
+coef_escort_tour_arrival_constants_pm_peak_3,0,0,0,0
+coef_escort_tour_arrival_constants_pm_peak_4,0,0,0,0
+coef_escort_tour_departure_constants_am_peak_1,-1.4235419252088168,-1.4235406297742828,-1.1123577356338501,0
+coef_escort_tour_departure_constants_am_peak_2,0.42531847435099135,0.42534779985548571,0.69878816604614258,0
+coef_escort_tour_departure_constants_am_peak_3,0.83882621454109263,0.83887850091215199,1.1962687969207764,0
+coef_escort_tour_departure_constants_am_peak_4,-0.83712685138635567,-0.83714012331863175,-0.22525821626186371,0
+coef_escort_tour_departure_constants_early,-2.860916885051735,-2.8608848408720089,-1.740135669708252,0
+coef_escort_tour_departure_constants_evening,-3.9409129509835932,-3.9409128427055573,-3.948732852935791,0
+coef_escort_tour_departure_constants_late,-5.7702770461708415,-5.77029206272538,-8.2288799285888672,0
+coef_escort_tour_departure_constants_midday_1,-0.1390533603155775,-0.1390075193706598,0.028662016615271568,0
+coef_escort_tour_departure_constants_midday_2,0,0,0,0
+coef_escort_tour_departure_constants_pm_peak,-1.4131855726269698,-1.4131494988499986,-1.1801401376724243,0
+coef_escort_tour_duration_constants_0_to_1_hours,0,0,0,0
+coef_escort_tour_duration_constants_11_to_13_hours,-3.9202328149945442,-3.9202404500970576,-2.9743649959564209,0
+coef_escort_tour_duration_constants_14_to_18_hours,-3.5604092863860122,-3.5604047727293211,-2.5074472427368164,0
+coef_escort_tour_duration_constants_2_to_3_hours,-2.421823365334085,-2.421833770793457,-2.0420138835906982,0
+coef_escort_tour_duration_constants_4_to_5_hours,-3.0455000043621441,-3.0455133085082999,-2.8802938461303711,0
+coef_escort_tour_duration_constants_6_to_7_hours,-3.1421992928711329,-3.1422099147681193,-2.9735336303710938,0
+coef_escort_tour_duration_constants_8_to_10_hours,-3.7497784769391589,-3.7497803018839528,-3.0202138423919678,0
+coef_first_of_2_plus_tours_for_same_purpose_departure_shift_effect,-0.25834434616162955,-0.25834415314457576,-0.23639999330043793,0
+coef_free_flow_round_trip_auto_time_shift_effects_duration,0.0065276813016913781,0.0065276968976601671,0.0047410000115633011,0
+coef_maintenance_tour_depart_before_7,-0.5056248112333217,-0.50561957768539378,-0.88260000944137573,0
+coef_maintenance_tour_departure_shift_effects,-0.14454038609055034,-0.14454021307852283,-0.14890000224113464,0
+coef_maintenance_tour_duration_shift_effects,-0.12686493168577978,-0.12686440360779777,-0.083719998598098755,0
+coef_number_of_escort_tours_departure_shift_effects,0.010507493295063721,0.010508213446682341,0.02012999914586544,0
+coef_number_of_individual_non_mandatory_tours_excluding_escort_departure_shift_effects,0.044135687848751132,0.044135987290636135,0.03895999863743782,0
+coef_number_of_joint_tours_departure_shift_effects,0.084912280527453296,0.08491252930940224,0.052080001682043076,0
+coef_number_of_mandatory_tours_departure_shift_effects,0.049914049123035174,0.049914648254726204,0.046730000525712967,0
+coef_ratio_of_individual_non_mandatory_tours_to_be_scheduled_to_number_of_unscheduled_hours,-14.166516751822661,-14.166519647615067,-13.630000114440918,0
+coef_school_child_age_16_plus_departure_shift_effects,-0.1010476102967722,-0.10104136957996175,0.072659999132156372,0
+coef_school_child_age_16_plus_duration_shift_effects,0.27141008329162575,0.27140733987575305,0.20949999988079071,0
+coef_school_child_age_under_16_departure_shift_effects,0.040466224371894295,0.040465357220666222,0.046569999307394028,0
+coef_school_child_age_under_16_duration_shift_effects,0.32700056448616932,0.32699981446388821,0.32719999551773071,0
+coef_school_child_under_16_arrive_after_22,-0.2464951245477969,-0.2464607983596627,-1.1799999475479126,0
+coef_shopping_tour_arrive_after_22,-2.0657698295000624,-2.065800932685089,-0.60269999504089355,0
+coef_shopping_tour_depart_before_8,-1.1138212368924993,-1.1138115434095399,-1.0369999408721924,0
+coef_shopping_tour_departure_shift_effects,-0.067931916027145156,-0.067931597698885862,-0.06015000119805336,0
+coef_shopping_tour_duration_lt_2_hours,0.67436877539980855,0.67440552001221821,0.51679998636245728,0
+coef_shopping_tour_duration_shift_effects,-0.10944476789632213,-0.10943885166753625,-0.12080000340938568,0
+coef_some_previously_scheduled_tour_begins_in_this_arrival_hour,-0.30742282105349766,-0.30742665676699332,-0.39919999241828918,0
+coef_some_previously_scheduled_tour_ends_in_this_departure_hour,-0.42079038970222704,-0.42079362641039114,-0.4562000036239624,0
+coef_subsequent_of_2_plus_tours_for_same_purpose_duration_shift_effect,-0.15663240624251576,-0.15663237202517855,-0.17309999465942383,0
+coef_subsequent_tour_must_start_after_previous_tour_for_this_purpose_ends,-999,-999,-999,0
+coef_university_student_arrive_after_22,-0.75698586492006881,-0.7570144484766741,0.54659998416900635,0
+coef_visit_tour_departure_shift_effects,0.093345651330126359,0.093345498661509735,0.096879996359348297,0
+coef_visit_tour_duration_shift_effects,0.15548956158347038,0.15549039376025442,0.16380000114440918,0
diff --git a/activitysim/estimation/test/test_larch_estimation/test_school_location.csv b/activitysim/estimation/test/test_larch_estimation/test_school_location.csv
index 9149b65cb7..33b657c2c3 100644
--- a/activitysim/estimation/test/test_larch_estimation/test_school_location.csv
+++ b/activitysim/estimation/test/test_larch_estimation/test_school_location.csv
@@ -1,21 +1,21 @@
-,value,initvalue,nullvalue,minimum,maximum,best
--999,-999,-999,-999,-999,-999,-999
-1,1,1,1,1,1,1
-coef_grade_dist_0_1,-1.8247599716114487,-1.6418999999999999,0,-25,25,-1.8247599716114487
-coef_grade_dist_15_up,-0.045999999999986392,-0.045999999999999999,0,-25,25,-0.045999999999986392
-coef_grade_dist_5_15,-0.14366066473346295,-0.2031,0,-25,25,-0.14366066473346295
-coef_high_dist_0_1,-2.1639631787042557,-0.95230000000000004,0,-25,25,-2.1639631787042557
-coef_high_dist_15_up,-0.18819999999999787,-0.18820000000000001,0,-25,25,-0.18819999999999787
-coef_high_dist_5_15,-0.10033006353999419,-0.193,0,-25,25,-0.10033006353999419
-coef_high_grade_dist_1_2,-0.747678833666925,-0.56999999999999995,0,-25,25,-0.747678833666925
-coef_high_grade_dist_2_5,-0.66638388058588283,-0.56999999999999995,0,-25,25,-0.66638388058588283
-coef_mode_logsum,0.37505355574886973,0.53580000000000005,0,-25,25,0.37505355574886973
-coef_univ_dist_0_1,-3.3133821471324696,-3.2450999999999999,0,-25,25,-3.3133821471324696
-coef_univ_dist_15_up,-0.072999999999999995,-0.072999999999999995,0,-25,25,-0.072999999999999995
-coef_univ_dist_1_2,-2.8750960133089687,-2.7010999999999998,0,-25,25,-2.8750960133089687
-coef_univ_dist_2_5,-0.45559440871309681,-0.57069999999999999,0,-25,25,-0.45559440871309681
-coef_univ_dist_5_15,-0.5718644285076383,-0.50019999999999998,0,-25,25,-0.5718644285076383
-gradeschool_AGE0519,0,0,0,0,0,0
-highschool_HSENROLL,0,0,0,0,0,0
-university_COLLFTE,-0.52424864409813143,-0.52424864409813143,0,-0.52424864409813143,-0.52424864409813143,-0.52424864409813143
-university_COLLPTE,-1.2088722041237281,-0.89648810457797545,0,-6,6,-1.2088722041237281
+param_name,value,best,initvalue,nullvalue
+-999,-999,-999,-999,0
+1,1,1,1,0
+coef_grade_dist_0_1,0.080031235198373782,0.080031235198373782,-1.6418999433517456,0
+coef_grade_dist_15_up,-0.046010368210409304,-0.046010368210409304,-0.046000000089406967,0
+coef_grade_dist_5_15,0.011795679963699891,0.011795679963699891,-0.20309999585151672,0
+coef_high_dist_0_1,-0.48267138976026713,-0.48267138976026713,-0.95230001211166382,0
+coef_high_dist_15_up,-0.18818654818448871,-0.18818654818448871,-0.18819999694824219,0
+coef_high_dist_5_15,-0.12203943917498229,-0.12203943917498229,-0.19300000369548798,0
+coef_high_grade_dist_1_2,-0.2740077638163641,-0.2740077638163641,-0.56999999284744263,0
+coef_high_grade_dist_2_5,-0.12717991662132286,-0.12717991662132286,-0.56999999284744263,0
+coef_mode_logsum,0.28675535602711366,0.28675535602711366,0.53579998016357422,0
+coef_univ_dist_0_1,-0.20246864835878667,-0.20246864835878667,-3.2451000213623047,0
+coef_univ_dist_15_up,-0.072999830047635036,-0.072999830047635036,-0.072999998927116394,0
+coef_univ_dist_1_2,-0.50654663083945994,-0.50654663083945994,-2.7011001110076904,0
+coef_univ_dist_2_5,0.095856729554638809,0.095856729554638809,-0.57069998979568481,0
+coef_univ_dist_5_15,-0.1412133832985831,-0.1412133832985831,-0.50019997358322144,0
+gradeschool_AGE0519,0,0,0,0
+highschool_HSENROLL,0,0,0,0
+university_COLLFTE,-0.52424865961074829,-0.52424865961074829,-0.52424865961074829,0
+university_COLLPTE,-1275009.279056468,-1275009.279056468,-0.89648813009262085,0
diff --git a/activitysim/estimation/test/test_larch_estimation/test_school_location_loglike.csv b/activitysim/estimation/test/test_larch_estimation/test_school_location_loglike.csv
index cf413cb0ad..61faa0892d 100644
--- a/activitysim/estimation/test/test_larch_estimation/test_school_location_loglike.csv
+++ b/activitysim/estimation/test/test_larch_estimation/test_school_location_loglike.csv
@@ -1,2 +1,2 @@
 ,loglike_prior,loglike_converge
-0,-4070.349038545839,-4058.2217953154559
+0,-3150.9027927232128,-2472.1256126886806
diff --git a/activitysim/estimation/test/test_larch_estimation/test_school_location_size_spec.csv b/activitysim/estimation/test/test_larch_estimation/test_school_location_size_spec.csv
index 44852f23f4..b5a4700325 100644
--- a/activitysim/estimation/test/test_larch_estimation/test_school_location_size_spec.csv
+++ b/activitysim/estimation/test/test_larch_estimation/test_school_location_size_spec.csv
@@ -1,9 +1,9 @@
 ,segment,model_selector,TOTHH,RETEMPN,FPSEMPN,HEREMPN,OTHEMPN,AGREMPN,MWTEMPN,AGE0519,HSENROLL,COLLFTE,COLLPTE
-0,work_low,workplace,0,0.12912912912912916,0.19319319319319325,0.38338338338338335,0.12012012012012015,0.010010010010010012,0.1641641641641641,0,0,0,0
-1,work_med,workplace,0,0.12012012012012013,0.19719719719719711,0.32532532532532538,0.13913913913913917,0.0080080080080080097,0.21021021021021022,0,0,0,0
+0,work_low,workplace,0,0.12912912912912911,0.19319319319319317,0.38338338338338335,0.12012012012012011,0.01001001001001001,0.16416416416416416,0,0,0,0
+1,work_med,workplace,0,0.12012012012012012,0.19719719719719719,0.32532532532532532,0.13913913913913914,0.0080080080080080079,0.21021021021021019,0,0,0,0
 2,work_high,workplace,0,0.11,0.20699999999999999,0.28399999999999997,0.154,0.0060000000000000001,0.23899999999999999,0,0,0,0
 3,work_veryhigh,workplace,0,0.092999999999999999,0.27000000000000002,0.24099999999999999,0.14599999999999999,0.0040000000000000001,0.246,0,0,0,0
-4,university,school,0,0,0,0,0,0,0,0,0,0.66475996651277125,0.33524003348722875
+4,university,school,0,0,0,0,0,0,0,0,0,1,0
 5,gradeschool,school,0,0,0,0,0,0,0,1,0,0,0
 6,highschool,school,0,0,0,0,0,0,0,0,1,0,0
 7,escort,non_mandatory,0,0.22500000000000001,0,0.14399999999999999,0,0,0,0.46500000000000002,0.16600000000000001,0,0
@@ -14,10 +14,10 @@
 12,othdiscr,non_mandatory,0.25225225225225223,0.2122122122122122,0,0.2722722722722723,0.16516516516516516,0,0,0,0.098098098098098108,0,0
 13,atwork,atwork,0,0.74199999999999999,0,0.25800000000000001,0,0,0,0,0,0,0
 14,work,trip,0,0.16666666666666666,0.16666666666666666,0.16666666666666666,0.16666666666666666,0.16666666666666666,0.16666666666666666,0,0,0,0
-15,escort,trip,0.0010000000000000002,0.22500000000000003,0,0.14400000000000002,0,0,0,0.46399999999999997,0.16600000000000004,0,0
+15,escort,trip,0.001,0.22500000000000001,0,0.14399999999999999,0,0,0,0.46400000000000002,0.16600000000000001,0,0
 16,shopping,trip,0.001,0.999,0,0,0,0,0,0,0,0,0
 17,eatout,trip,0,0.74199999999999999,0,0.25800000000000001,0,0,0,0,0,0,0
 18,othmaint,trip,0.001,0.48099999999999998,0,0.51800000000000002,0,0,0,0,0,0,0
 19,social,trip,0.001,0.52100000000000002,0,0.47799999999999998,0,0,0,0,0,0,0
 20,othdiscr,trip,0.25225225225225223,0.2122122122122122,0,0.2722722722722723,0.16516516516516516,0,0,0,0.098098098098098108,0,0
-21,univ,trip,0.000999000999000999,0,0,0,0,0,0,0,0,0.59140859140859148,0.4075924075924075
+21,univ,trip,0.00099900099900099922,0,0,0,0,0,0,0,0,0.59140859140859148,0.40759240759240761
diff --git a/activitysim/estimation/test/test_larch_estimation/test_simple_simulate_atwork_subtour_frequency_SLSQP_.csv b/activitysim/estimation/test/test_larch_estimation/test_simple_simulate_atwork_subtour_frequency_SLSQP_.csv
index b05f6c9283..a34334c190 100644
--- a/activitysim/estimation/test/test_larch_estimation/test_simple_simulate_atwork_subtour_frequency_SLSQP_.csv
+++ b/activitysim/estimation/test/test_larch_estimation/test_simple_simulate_atwork_subtour_frequency_SLSQP_.csv
@@ -1,111 +1,111 @@
-,value,initvalue,nullvalue,minimum,maximum,best
-coefficient_at_work_sub_tour_asc_business1,1.4214079856419304,-0.53720000000000001,0,,,1.4214079856419304
-coefficient_at_work_sub_tour_asc_business2,-0.13077793218906725,-2.1337000000000002,0,,,-0.13077793218906725
-coefficient_at_work_sub_tour_asc_eat,5.8090564007216319,0.85760000000000003,0,,,5.8090564007216319
-coefficient_at_work_sub_tour_asc_eat_business,-23.415365723862234,-0.97209999999999996,0,,,-23.415365723862234
-coefficient_at_work_sub_tour_asc_maint,12.910479269683176,-0.61980000000000002,0,,,12.910479269683176
-coefficient_auto_accessibility_to_retail_for_work_taz_business1,-0.23508337555533637,0.053400000000000003,0,,,-0.23508337555533637
-coefficient_auto_accessibility_to_retail_for_work_taz_business2,2.9511349220652563,0.1067,0,,,2.9511349220652563
-coefficient_auto_accessibility_to_retail_for_work_taz_eat,-0.7610481619548336,0.014999999999999999,0,,,-0.7610481619548336
-coefficient_auto_accessibility_to_retail_for_work_taz_eat_business,1.5155478484531482,0.0683,0,,,1.5155478484531482
-coefficient_auto_accessibility_to_retail_for_work_taz_maint,-3.2006512330401198,0.026499999999999999,0,,,-3.2006512330401198
-coefficient_dummy_for_drive_alone_mode_for_work_tour_business1,3.9438022928732326,0.99009999999999998,0,,,3.9438022928732326
-coefficient_dummy_for_drive_alone_mode_for_work_tour_business2,-7.2851228526180369,1.9802,0,,,-7.2851228526180369
-coefficient_dummy_for_drive_alone_mode_for_work_tour_eat,3.2162405355786916,0.48039999999999999,0,,,3.2162405355786916
-coefficient_dummy_for_drive_alone_mode_for_work_tour_eat_business,2.3334830273468778,1.4704999999999999,0,,,2.3334830273468778
-coefficient_dummy_for_drive_alone_mode_for_work_tour_maint,3.8657969968183186,1.153,0,,,3.8657969968183186
-coefficient_dummy_for_full_time_worker_business1,-11.365293683630657,-7.375,0,,,-11.365293683630657
-coefficient_dummy_for_full_time_worker_business2,-13.833915024299738,-14.279999999999999,0,,,-13.833915024299738
-coefficient_dummy_for_full_time_worker_eat,-9.545917028191262,-7.2800000000000002,0,,,-9.545917028191262
-coefficient_dummy_for_full_time_worker_eat_business,-11.192168369499433,-14.789999999999999,0,,,-11.192168369499433
-coefficient_dummy_for_full_time_worker_maint,-5.8807058943821362,-8.093,0,,,-5.8807058943821362
-coefficient_dummy_for_non_full_time_worker_business1,-2.3700983307274996,-8.3190000000000008,0,,,-2.3700983307274996
-coefficient_dummy_for_non_full_time_worker_business2,-12.723162907889261,-14.279999999999999,0,,,-12.723162907889261
-coefficient_dummy_for_non_full_time_worker_eat,-1.3866265710866461,-8.6039999999999992,0,,,-1.3866265710866461
-coefficient_dummy_for_non_full_time_worker_eat_business,-40.831097354363017,-14.789999999999999,0,,,-40.831097354363017
-coefficient_dummy_for_non_full_time_worker_maint,3.1039851640661054,-8.2140000000000004,0,,,3.1039851640661054
-coefficient_dummy_for_non_workers_business1,-5,-5,0,-5,-5,-5
-coefficient_dummy_for_non_workers_business2,-5,-5,0,-5,-5,-5
-coefficient_dummy_for_non_workers_eat,0,0,0,0,0,0
-coefficient_dummy_for_non_workers_eat_business,-5,-5,0,-5,-5,-5
-coefficient_dummy_for_non_workers_maint,-5,-5,0,-5,-5,-5
-coefficient_dummy_for_worker_or_student_with_non_mandatory_tour_business1,0,0,0,0,0,0
-coefficient_dummy_for_worker_or_student_with_non_mandatory_tour_business2,0,0,0,0,0,0
-coefficient_dummy_for_worker_or_student_with_non_mandatory_tour_eat,0,0,0,0,0,0
-coefficient_dummy_for_worker_or_student_with_non_mandatory_tour_eat_business,0,0,0,0,0,0
-coefficient_dummy_for_worker_or_student_with_non_mandatory_tour_maint,-0.44654348916818676,-0.35730000000000001,0,,,-0.44654348916818676
-coefficient_high_hh_income_dummy_business1,-5.6994858911518085,1.0660000000000001,0,,,-5.6994858911518085
-coefficient_high_hh_income_dummy_business2,18.177579828448355,2.1320000000000001,0,,,18.177579828448355
-coefficient_high_hh_income_dummy_eat,-5.3601399728515835,0.86929999999999996,0,,,-5.3601399728515835
-coefficient_high_hh_income_dummy_eat_business,5.9493499938492986,1.9353,0,,,5.9493499938492986
-coefficient_high_hh_income_dummy_maint,-6.8996039582959119,0.1651,0,,,-6.8996039582959119
-coefficient_individual_discretionary_tours_made_by_full_time_worker_business1,-1.4238674423340238,0.70450000000000002,0,,,-1.4238674423340238
-coefficient_individual_discretionary_tours_made_by_full_time_worker_business2,19.497249614698436,1.409,0,,,19.497249614698436
-coefficient_individual_discretionary_tours_made_by_full_time_worker_eat,-1.4579805637692655,0.2334,0,,,-1.4579805637692655
-coefficient_individual_discretionary_tours_made_by_full_time_worker_eat_business,-11.112941997302819,0.93789999999999996,0,,,-11.112941997302819
-coefficient_individual_discretionary_tours_made_by_full_time_worker_maint,-1.7115596112922862,0.50609999999999999,0,,,-1.7115596112922862
-coefficient_individual_discretionary_tours_made_by_part_time_worker_business1,1.7016751707114186,0.70450000000000002,0,,,1.7016751707114186
-coefficient_individual_discretionary_tours_made_by_part_time_worker_business2,1.5313378193861862,1.409,0,,,1.5313378193861862
-coefficient_individual_discretionary_tours_made_by_part_time_worker_eat,0.98156496358878631,0.67759999999999998,0,,,0.98156496358878631
-coefficient_individual_discretionary_tours_made_by_part_time_worker_eat_business,0.21527427337992269,1.3821000000000001,0,,,0.21527427337992269
-coefficient_individual_discretionary_tours_made_by_part_time_worker_maint,0.24944777293344775,0.50609999999999999,0,,,0.24944777293344775
-coefficient_individual_eating_out_tours_made_by_person_business1,0.42490805390828246,0.54339999999999999,0,,,0.42490805390828246
-coefficient_individual_eating_out_tours_made_by_person_business2,16.88422034232115,1.0868,0,,,16.88422034232115
-coefficient_individual_eating_out_tours_made_by_person_eat,-0.21103858651833801,0.54910000000000003,0,,,-0.21103858651833801
-coefficient_individual_eating_out_tours_made_by_person_eat_business,-13.757488989198457,1.0925,0,,,-13.757488989198457
-coefficient_individual_eating_out_tours_made_by_person_maint,0.84779917948707073,0.91659999999999997,0,,,0.84779917948707073
-coefficient_log_of_the_work_tour_duration_business1,10.797431417603184,1.1419999999999999,0,,,10.797431417603184
-coefficient_log_of_the_work_tour_duration_business2,-41.041133510722389,2.2839999999999998,0,,,-41.041133510722389
-coefficient_log_of_the_work_tour_duration_eat,9.912073454627409,1.55,0,,,9.912073454627409
-coefficient_log_of_the_work_tour_duration_eat_business,19.216017820975473,2.6920000000000002,0,,,19.216017820975473
-coefficient_log_of_the_work_tour_duration_maint,10.442610817511719,1.659,0,,,10.442610817511719
-coefficient_main_shop_escort_tours_allocated_to_full_time_worker_business1,5.2452009890599847,-0.1903,0,,,5.2452009890599847
-coefficient_main_shop_escort_tours_allocated_to_full_time_worker_business2,-5.9574096875877984,-0.38059999999999999,0,,,-5.9574096875877984
-coefficient_main_shop_escort_tours_allocated_to_full_time_worker_eat,5.7343399360868084,0.051999999999999998,0,,,5.7343399360868084
-coefficient_main_shop_escort_tours_allocated_to_full_time_worker_eat_business,-11.365551805409792,-0.24229999999999999,0,,,-11.365551805409792
-coefficient_main_shop_escort_tours_allocated_to_full_time_worker_maint,5.726820567850968,0.14460000000000001,0,,,5.726820567850968
-coefficient_main_shop_escort_tours_allocated_to_part_time_worker_business1,-14.379203352289357,-0.1903,0,,,-14.379203352289357
-coefficient_main_shop_escort_tours_allocated_to_part_time_worker_business2,0.18243743982694705,-0.38059999999999999,0,,,0.18243743982694705
-coefficient_main_shop_escort_tours_allocated_to_part_time_worker_eat,6.6450879837969055,-0.30990000000000001,0,,,6.6450879837969055
-coefficient_main_shop_escort_tours_allocated_to_part_time_worker_eat_business,-0.49226068812509693,-0.50019999999999998,0,,,-0.49226068812509693
-coefficient_main_shop_escort_tours_allocated_to_part_time_worker_maint,6.3906386167906994,-0.27229999999999999,0,,,6.3906386167906994
-coefficient_medium_hh_income_dummy_business1,-3.2862939594211058,0.55549999999999999,0,,,-3.2862939594211058
-coefficient_medium_hh_income_dummy_business2,2.0060702575802463,1.111,0,,,2.0060702575802463
-coefficient_medium_hh_income_dummy_eat,-2.5300981505732136,0.60999999999999999,0,,,-2.5300981505732136
-coefficient_medium_hh_income_dummy_eat_business,10.500987924287303,1.1655,0,,,10.500987924287303
-coefficient_medium_hh_income_dummy_maint,-3.0959660718740842,0.1527,0,,,-3.0959660718740842
-coefficient_participation_in_joint_discretionary_tours_business1,0.88783303805250202,-0.26369999999999999,0,,,0.88783303805250202
-coefficient_participation_in_joint_discretionary_tours_business2,-0.41998352565813962,-0.52739999999999998,0,,,-0.41998352565813962
-coefficient_participation_in_joint_discretionary_tours_eat,-0.24481723660555421,0.35880000000000001,0,,,-0.24481723660555421
-coefficient_participation_in_joint_discretionary_tours_eat_business,-2.7238766448704519,0.095100000000000004,0,,,-2.7238766448704519
-coefficient_participation_in_joint_discretionary_tours_maint,2.7458443690817487,0.58220000000000005,0,,,2.7458443690817487
-coefficient_participation_in_joint_shop_main_eat_tours_business1,3.5611554115337705,0.083000000000000004,0,,,3.5611554115337705
-coefficient_participation_in_joint_shop_main_eat_tours_business2,-0.28005028801856696,0.16600000000000001,0,,,-0.28005028801856696
-coefficient_participation_in_joint_shop_main_eat_tours_eat,1.988636928413654,0.24579999999999999,0,,,1.988636928413654
-coefficient_participation_in_joint_shop_main_eat_tours_eat_business,-6.5451744879809857,0.32879999999999998,0,,,-6.5451744879809857
-coefficient_participation_in_joint_shop_main_eat_tours_maint,2.1793324360516571,0.080299999999999996,0,,,2.1793324360516571
-coefficient_two_work_tours_by_person_business1,3.6940239753295181,0.37530000000000002,0,,,3.6940239753295181
-coefficient_two_work_tours_by_person_business2,-4.1046837844384205,0.75060000000000004,0,,,-4.1046837844384205
-coefficient_two_work_tours_by_person_eat,1.927236938048462,-0.98619999999999997,0,,,1.927236938048462
-coefficient_two_work_tours_by_person_eat_business,-5.4249750305237576,-0.6109,0,,,-5.4249750305237576
-coefficient_two_work_tours_by_person_maint,3.2059979015841251,-0.23119999999999999,0,,,3.2059979015841251
-coefficient_walk_accessibility_to_retail_for_work_taz_business1,0,0,0,0,0,0
-coefficient_walk_accessibility_to_retail_for_work_taz_business2,0,0,0,0,0,0
-coefficient_walk_accessibility_to_retail_for_work_taz_eat,0.053293769108333916,0.059999999999999998,0,,,0.053293769108333916
-coefficient_walk_accessibility_to_retail_for_work_taz_eat_business,-0.46901654329224335,0.059999999999999998,0,,,-0.46901654329224335
-coefficient_walk_accessibility_to_retail_for_work_taz_maint,0.39304906249970034,0.040000000000000001,0,,,0.39304906249970034
-coefficient_workplace_suburban_area_dummy_business1,-0.11020000000000001,-0.11020000000000001,0,,,-0.11020000000000001
-coefficient_workplace_suburban_area_dummy_business2,-0.22040000000000001,-0.22040000000000001,0,,,-0.22040000000000001
-coefficient_workplace_suburban_area_dummy_eat,-0.29160000000000003,-0.29160000000000003,0,,,-0.29160000000000003
-coefficient_workplace_suburban_area_dummy_eat_business,-0.40179999999999999,-0.40179999999999999,0,,,-0.40179999999999999
-coefficient_workplace_suburban_area_dummy_maint,0,0,0,0,0,0
-coefficient_workplace_urban_area_dummy_business1,1.7351079856418732,-0.2235,0,,,1.7351079856418732
-coefficient_workplace_urban_area_dummy_business2,1.5559220678109973,-0.44700000000000001,0,,,1.5559220678109973
-coefficient_workplace_urban_area_dummy_eat,4.5332564007214371,-0.41820000000000002,0,,,4.5332564007214371
-coefficient_workplace_urban_area_dummy_eat_business,-23.084965723862449,-0.64170000000000005,0,,,-23.084965723862449
-coefficient_workplace_urban_area_dummy_maint,13.382379269683053,-0.1479,0,,,13.382379269683053
-coefficient_zero_cars_owned_by_hh_dummy_business1,-0.5268759138584419,-0.33910000000000001,0,,,-0.5268759138584419
-coefficient_zero_cars_owned_by_hh_dummy_business2,0,0,0,0,0,0
-coefficient_zero_cars_owned_by_hh_dummy_eat,0,0,0,0,0,0
-coefficient_zero_cars_owned_by_hh_dummy_eat_business,-19.11629098153702,-0.33910000000000001,0,,,-19.11629098153702
-coefficient_zero_cars_owned_by_hh_dummy_maint,0.55934969853310723,0.1762,0,,,0.55934969853310723
+param_name,value,best,initvalue,nullvalue
+coefficient_at_work_sub_tour_asc_business1,-4.6364509649106624,-4.636450908579854,-0.53719997406005859,0
+coefficient_at_work_sub_tour_asc_business2,-1.8249400470488537,-1.8249400513348371,-2.133699893951416,0
+coefficient_at_work_sub_tour_asc_eat,-1.2025517519916142,-1.2025517383789965,0.85759997367858887,0
+coefficient_at_work_sub_tour_asc_eat_business,-2.4601386278749016,-2.460138609917645,-0.97210001945495605,0
+coefficient_at_work_sub_tour_asc_maint,6.7188815064577412,6.718881422843042,-0.61979997158050537,0
+coefficient_auto_accessibility_to_retail_for_work_taz_business1,1.5195960607537637,1.5195960534758026,0.053399998694658279,0
+coefficient_auto_accessibility_to_retail_for_work_taz_business2,0.39623374265129618,0.3962337362698467,0.10670000314712524,0
+coefficient_auto_accessibility_to_retail_for_work_taz_eat,1.244843971401054,1.2448439700604323,0.014999999664723873,0
+coefficient_auto_accessibility_to_retail_for_work_taz_eat_business,-1.4936433037222552,-1.4936433133522584,0.068300001323223114,0
+coefficient_auto_accessibility_to_retail_for_work_taz_maint,-1.3971304685665173,-1.397130443936482,0.026499999687075615,0
+coefficient_dummy_for_drive_alone_mode_for_work_tour_business1,2.5403075484019295,2.5403075438954636,0.99010002613067627,0
+coefficient_dummy_for_drive_alone_mode_for_work_tour_business2,-1.5471111587719255,-1.5471111364437549,1.9802000522613525,0
+coefficient_dummy_for_drive_alone_mode_for_work_tour_eat,1.8134290820782721,1.8134290762249321,0.48039999604225159,0
+coefficient_dummy_for_drive_alone_mode_for_work_tour_eat_business,0.81302147728988705,0.81302147967997473,1.4704999923706055,0
+coefficient_dummy_for_drive_alone_mode_for_work_tour_maint,2.4545531149456474,2.4545531005871952,1.1529999971389771,0
+coefficient_dummy_for_full_time_worker_business1,-10.835277488785893,-10.83527745465712,-7.375,0
+coefficient_dummy_for_full_time_worker_business2,-13.651388366502351,-13.651388372174022,-14.279999732971191,0
+coefficient_dummy_for_full_time_worker_eat,-9.4982645189968196,-9.4982645055658654,-7.2800002098083496,0
+coefficient_dummy_for_full_time_worker_eat_business,-12.473124948668486,-12.473124950259384,-14.789999961853027,0
+coefficient_dummy_for_full_time_worker_maint,-5.3599449936662609,-5.3599450339634185,-8.0930004119873047,0
+coefficient_dummy_for_non_full_time_worker_business1,-8.9579737462053064,-8.9579737240032706,-8.319000244140625,0
+coefficient_dummy_for_non_full_time_worker_business2,-14.599851252537475,-14.599851251151787,-14.279999732971191,0
+coefficient_dummy_for_non_full_time_worker_eat,-8.4458875080344917,-8.445887507852829,-8.6040000915527344,0
+coefficient_dummy_for_non_full_time_worker_eat_business,-18.594913583457473,-18.594913563909319,-14.789999961853027,0
+coefficient_dummy_for_non_full_time_worker_maint,-3.6083736885127893,-3.6083737318303313,-8.2139997482299805,0
+coefficient_dummy_for_non_workers_business1,-5,-5,-5,0
+coefficient_dummy_for_non_workers_business2,-5,-5,-5,0
+coefficient_dummy_for_non_workers_eat,0,0,0,0
+coefficient_dummy_for_non_workers_eat_business,-5,-5,-5,0
+coefficient_dummy_for_non_workers_maint,-5,-5,-5,0
+coefficient_dummy_for_worker_or_student_with_non_mandatory_tour_business1,0,0,0,0
+coefficient_dummy_for_worker_or_student_with_non_mandatory_tour_business2,0,0,0,0
+coefficient_dummy_for_worker_or_student_with_non_mandatory_tour_eat,0,0,0,0
+coefficient_dummy_for_worker_or_student_with_non_mandatory_tour_eat_business,0,0,0,0
+coefficient_dummy_for_worker_or_student_with_non_mandatory_tour_maint,-0.41501623497381018,-0.4150162451792187,-0.35730001330375671,0
+coefficient_high_hh_income_dummy_business1,-0.33979337120056141,-0.33979335118765108,1.0659999847412109,0
+coefficient_high_hh_income_dummy_business2,4.2112639057799823,4.2112638870883581,2.1319999694824219,0
+coefficient_high_hh_income_dummy_eat,0.023039749877190804,0.023039775965731642,0.86930000782012939,0
+coefficient_high_hh_income_dummy_eat_business,3.7450872508803248,3.745087211197407,1.9352999925613403,0
+coefficient_high_hh_income_dummy_maint,-1.471897587383632,-1.471897575110541,0.16509999334812164,0
+coefficient_individual_discretionary_tours_made_by_full_time_worker_business1,-0.258886010731674,-0.25888602469708244,0.70450001955032349,0
+coefficient_individual_discretionary_tours_made_by_full_time_worker_business2,10.013216960858641,10.013216913800566,1.409000039100647,0
+coefficient_individual_discretionary_tours_made_by_full_time_worker_eat,-0.27143991243306015,-0.27143990533123996,0.23340000212192535,0
+coefficient_individual_discretionary_tours_made_by_full_time_worker_eat_business,-5.1450511716765561,-5.1450511394525638,0.93790000677108765,0
+coefficient_individual_discretionary_tours_made_by_full_time_worker_maint,-0.54693979952226501,-0.54693977782459402,0.50609999895095825,0
+coefficient_individual_discretionary_tours_made_by_part_time_worker_business1,1.5008073499859345,1.5008073606710928,0.70450001955032349,0
+coefficient_individual_discretionary_tours_made_by_part_time_worker_business2,1.3725147779808102,1.3725147781405138,1.409000039100647,0
+coefficient_individual_discretionary_tours_made_by_part_time_worker_eat,0.8707190441243009,0.8707190632298788,0.67760002613067627,0
+coefficient_individual_discretionary_tours_made_by_part_time_worker_eat_business,0.75707630852833474,0.75707631165373623,1.382099986076355,0
+coefficient_individual_discretionary_tours_made_by_part_time_worker_maint,0.17818258918958901,0.17818255611374761,0.50609999895095825,0
+coefficient_individual_eating_out_tours_made_by_person_business1,1.2291884533614996,1.2291884357040239,0.54339998960494995,0
+coefficient_individual_eating_out_tours_made_by_person_business2,5.3890915350859343,5.3890915063685627,1.0867999792098999,0
+coefficient_individual_eating_out_tours_made_by_person_eat,0.59241286979897301,0.59241286727354991,0.54909998178482056,0
+coefficient_individual_eating_out_tours_made_by_person_eat_business,-4.6396338093217437,-4.6396337749049197,1.0924999713897705,0
+coefficient_individual_eating_out_tours_made_by_person_maint,1.6173408620021299,1.6173408764855761,0.91659998893737793,0
+coefficient_log_of_the_work_tour_duration_business1,2.8745950964750677,2.8745950289586566,1.1419999599456787,0
+coefficient_log_of_the_work_tour_duration_business2,-9.4213725166497184,-9.4213723813479699,2.2839999198913574,0
+coefficient_log_of_the_work_tour_duration_eat,2.0174558496514647,2.0174558005400733,1.5499999523162842,0
+coefficient_log_of_the_work_tour_duration_eat_business,11.401343306668366,11.401343332337083,2.6919999122619629,0
+coefficient_log_of_the_work_tour_duration_maint,2.4549780473709193,2.4549780030282569,1.659000039100647,0
+coefficient_main_shop_escort_tours_allocated_to_full_time_worker_business1,1.1088398218159976,1.1088398127197108,-0.19030000269412994,0
+coefficient_main_shop_escort_tours_allocated_to_full_time_worker_business2,-0.57516973946012429,-0.575169738593175,-0.38060000538825989,0
+coefficient_main_shop_escort_tours_allocated_to_full_time_worker_eat,1.5872866399810972,1.5872866248218596,0.052000001072883606,0
+coefficient_main_shop_escort_tours_allocated_to_full_time_worker_eat_business,-4.2886646505292108,-4.2886646240189545,-0.24230000376701355,0
+coefficient_main_shop_escort_tours_allocated_to_full_time_worker_maint,1.5511079213734775,1.5511079182517966,0.14460000395774841,0
+coefficient_main_shop_escort_tours_allocated_to_part_time_worker_business1,-6.3194536970520918,-6.3194536671381956,-0.19030000269412994,0
+coefficient_main_shop_escort_tours_allocated_to_part_time_worker_business2,-0.45741583885508108,-0.45741583852963658,-0.38060000538825989,0
+coefficient_main_shop_escort_tours_allocated_to_part_time_worker_eat,3.0910693656661703,3.0910693473970023,-0.30989998579025269,0
+coefficient_main_shop_escort_tours_allocated_to_part_time_worker_eat_business,-0.85983485391771264,-0.85983485226518608,-0.50019997358322144,0
+coefficient_main_shop_escort_tours_allocated_to_part_time_worker_maint,2.8923350517436197,2.8923350381209207,-0.27230000495910645,0
+coefficient_medium_hh_income_dummy_business1,-1.1331895926048559,-1.1331895937415595,0.55549997091293335,0
+coefficient_medium_hh_income_dummy_business2,0.81318352183524256,0.81318352315710596,1.1109999418258667,0
+coefficient_medium_hh_income_dummy_eat,-0.34741746210681906,-0.3474174464669022,0.61000001430511475,0
+coefficient_medium_hh_income_dummy_eat_business,5.121964519155811,5.1219645052482301,1.1655000448226929,0
+coefficient_medium_hh_income_dummy_maint,-0.85984100745095871,-0.8598410093684542,0.15270000696182251,0
+coefficient_participation_in_joint_discretionary_tours_business1,0.30193135342719479,0.30193135643871699,-0.26370000839233398,0
+coefficient_participation_in_joint_discretionary_tours_business2,-0.59379173063206181,-0.59379173033201538,-0.52740001678466797,0
+coefficient_participation_in_joint_discretionary_tours_eat,-0.97053293091235093,-0.9705329212314463,0.35879999399185181,0
+coefficient_participation_in_joint_discretionary_tours_eat_business,-0.5490816124017508,-0.54908160890359503,0.095100000500679016,0
+coefficient_participation_in_joint_discretionary_tours_maint,2.0564748805838153,2.056474864093186,0.58219999074935913,0
+coefficient_participation_in_joint_shop_main_eat_tours_business1,1.8768257580478833,1.8768257619258122,0.082999996840953827,0
+coefficient_participation_in_joint_shop_main_eat_tours_business2,0.055786350132296811,0.055786350662721744,0.16599999368190765,0
+coefficient_participation_in_joint_shop_main_eat_tours_eat,0.31370718460939551,0.31370718509133344,0.24580000340938568,0
+coefficient_participation_in_joint_shop_main_eat_tours_eat_business,-1.8724721811608103,-1.8724721667874074,0.32879999279975891,0
+coefficient_participation_in_joint_shop_main_eat_tours_maint,0.53005287839341431,0.53005285912971956,0.080300003290176392,0
+coefficient_two_work_tours_by_person_business1,0.78174817096251792,0.78174816097861666,0.37529999017715454,0
+coefficient_two_work_tours_by_person_business2,0.67460859753132585,0.67460859786572203,0.75059998035430908,0
+coefficient_two_work_tours_by_person_eat,-0.96831618429168598,-0.96831618402710151,-0.98619997501373291,0
+coefficient_two_work_tours_by_person_eat_business,-1.4448302925402916,-1.4448302854771486,-0.61089998483657837,0
+coefficient_two_work_tours_by_person_maint,0.25438972433601764,0.2543897266577953,-0.23119999468326569,0
+coefficient_walk_accessibility_to_retail_for_work_taz_business1,0,0,0,0
+coefficient_walk_accessibility_to_retail_for_work_taz_business2,0,0,0,0
+coefficient_walk_accessibility_to_retail_for_work_taz_eat,0.024318701408312954,0.024318700872964293,0.059999998658895493,0
+coefficient_walk_accessibility_to_retail_for_work_taz_eat_business,-0.098985033594679236,-0.098985043830151581,0.059999998658895493,0
+coefficient_walk_accessibility_to_retail_for_work_taz_maint,0.37714309948187719,0.37714309907729421,0.039999999105930328,0
+coefficient_workplace_suburban_area_dummy_business1,-0.11020000278949738,-0.11020000278949738,-0.11020000278949738,0
+coefficient_workplace_suburban_area_dummy_business2,-0.22040000557899475,-0.22040000557899475,-0.22040000557899475,0
+coefficient_workplace_suburban_area_dummy_eat,-0.29159998893737793,-0.29159998893737793,-0.29159998893737793,0
+coefficient_workplace_suburban_area_dummy_eat_business,-0.4018000066280365,-0.4018000066280365,-0.4018000066280365,0
+coefficient_workplace_suburban_area_dummy_maint,0,0,0,0
+coefficient_workplace_urban_area_dummy_business1,-4.3227509893008715,-4.3227509329700631,-0.22349999845027924,0
+coefficient_workplace_urban_area_dummy_business2,-0.13824014999799764,-0.13824015428398095,-0.44699999690055847,0
+coefficient_workplace_urban_area_dummy_eat,-2.4783517118896161,-2.4783516982769984,-0.41819998621940613,0
+coefficient_workplace_urban_area_dummy_eat_business,-2.1297386377930989,-2.1297386198358423,-0.64170002937316895,0
+coefficient_workplace_urban_area_dummy_maint,7.1907814778236281,7.1907813942089289,-0.14790000021457672,0
+coefficient_zero_cars_owned_by_hh_dummy_business1,-0.48372662658348159,-0.48372661407098899,-0.33910000324249268,0
+coefficient_zero_cars_owned_by_hh_dummy_business2,0,0,0,0
+coefficient_zero_cars_owned_by_hh_dummy_eat,0,0,0,0
+coefficient_zero_cars_owned_by_hh_dummy_eat_business,-7.372632298534227,-7.3726322561599522,-0.33910000324249268,0
+coefficient_zero_cars_owned_by_hh_dummy_maint,0.53982915542758059,0.53982913595117754,0.17620000243186951,0
diff --git a/activitysim/estimation/test/test_larch_estimation/test_simple_simulate_atwork_subtour_frequency_SLSQP_loglike.csv b/activitysim/estimation/test/test_larch_estimation/test_simple_simulate_atwork_subtour_frequency_SLSQP_loglike.csv
index 2f32cb32aa..b0b7c83312 100644
--- a/activitysim/estimation/test/test_larch_estimation/test_simple_simulate_atwork_subtour_frequency_SLSQP_loglike.csv
+++ b/activitysim/estimation/test/test_larch_estimation/test_simple_simulate_atwork_subtour_frequency_SLSQP_loglike.csv
@@ -1,2 +1,2 @@
 ,loglike_prior,loglike_converge
-0,-339.26475293528824,-311.08163243830268
+0,-339.26475419242206,-311.72832904369682
diff --git a/activitysim/estimation/test/test_larch_estimation/test_simple_simulate_auto_ownership_BHHH_.csv b/activitysim/estimation/test/test_larch_estimation/test_simple_simulate_auto_ownership_BHHH_.csv
index 36f7acad3f..a45f944823 100644
--- a/activitysim/estimation/test/test_larch_estimation/test_simple_simulate_auto_ownership_BHHH_.csv
+++ b/activitysim/estimation/test/test_larch_estimation/test_simple_simulate_auto_ownership_BHHH_.csv
@@ -1,4 +1,4 @@
-,value,initvalue,nullvalue,minimum,maximum,best
+param_name,value,initvalue,nullvalue,minimum,maximum,best
 coef_cars1_asc,4.7447107380921025,1.1865000000000001,0,,,4.7447107380921025
 coef_cars1_asc_county,-0.56599882256075029,-0.56599999999999995,0,,,-0.56599882256075029
 coef_cars1_asc_marin,-0.24339921273778259,-0.24340000000000001,0,,,-0.24339921273778259
diff --git a/activitysim/estimation/test/test_larch_estimation/test_simple_simulate_free_parking_BHHH_.csv b/activitysim/estimation/test/test_larch_estimation/test_simple_simulate_free_parking_BHHH_.csv
index d721934bd3..ab1d9efd30 100644
--- a/activitysim/estimation/test/test_larch_estimation/test_simple_simulate_free_parking_BHHH_.csv
+++ b/activitysim/estimation/test/test_larch_estimation/test_simple_simulate_free_parking_BHHH_.csv
@@ -1,4 +1,4 @@
-,value,initvalue,nullvalue,minimum,maximum,holdfast,best
+param_name,value,initvalue,nullvalue,minimum,maximum,holdfast,best
 0.0,0,0,0,0,0,1,0
 coef_asc_alameda,-0.10920000000000001,-0.10920000000000001,0,,,0,-0.10920000000000001
 coef_asc_san_francisco,-2.4563318326358723,-2.6402999999999999,0,,,0,-2.4563318326358723
diff --git a/activitysim/estimation/test/test_larch_estimation/test_simple_simulate_joint_tour_composition_SLSQP_.csv b/activitysim/estimation/test/test_larch_estimation/test_simple_simulate_joint_tour_composition_SLSQP_.csv
index 40c2da343d..f6db0bb7da 100644
--- a/activitysim/estimation/test/test_larch_estimation/test_simple_simulate_joint_tour_composition_SLSQP_.csv
+++ b/activitysim/estimation/test/test_larch_estimation/test_simple_simulate_joint_tour_composition_SLSQP_.csv
@@ -1,32 +1,32 @@
-,value,initvalue,nullvalue,minimum,maximum,best
-coef_asc_children,121.62774629212394,5.3517000000000001,0,,,121.62774629212394
-coef_asc_mixed,-88.249612624384525,5.6289999999999996,0,,,-88.249612624384525
-coef_household_has_more_cars_than_workers_adults,-40.894264494991035,1.3859999999999999,0,,,-40.894264494991035
-coef_household_has_more_cars_than_workers_mixed,153.8152034125998,0.751,0,,,153.8152034125998
-coef_household_in_suburban_area_adults,0.51049999999999995,0.51049999999999995,0,,,0.51049999999999995
-coef_household_in_suburban_area_mixed,0.1283,0.1283,0,,,0.1283
-coef_household_in_urban_area,-21.823333667739977,0.57410000000000005,0,,,-21.823333667739977
-coef_log_max_overlap_of_adults_time_windows,-36.285976396423372,1.1919999999999999,0,,,-36.285976396423372
-coef_log_max_overlap_of_childrens_time_windows,283.69666707732551,1.841,0,,,283.69666707732551
-coef_log_max_overlap_of_time_windows,196.72857307970887,1.958,0,,,196.72857307970887
-coef_low_income_households_adults,-16.894953557817836,1.248,0,,,-16.894953557817836
-coef_low_income_households_mixed,-3.1435928555076917,0.57550000000000001,0,,,-3.1435928555076917
-coef_medium_income_households,-161.72738528562726,0.83689999999999998,0,,,-161.72738528562726
-coef_number_of_children_too_young_for_school_children,-110.04828004959086,0.73060000000000003,0,,,-110.04828004959086
-coef_number_of_children_too_young_for_school_mixed,9.5393263775476171,0.79059999999999997,0,,,9.5393263775476171
-coef_number_of_driving_age_children_children,-172.31193722793208,-0.26669999999999999,0,,,-172.31193722793208
-coef_number_of_driving_age_children_mixed,184.76140753321386,-0.93989999999999996,0,,,184.76140753321386
-coef_number_of_full_time_workers_adults,185.49031080785167,1.024,0,,,185.49031080785167
-coef_number_of_full_time_workers_mixed,50.943192997924122,0.3624,0,,,50.943192997924122
-coef_number_of_non_workers_adults,40.041010494333662,0.62629999999999997,0,,,40.041010494333662
-coef_number_of_non_workers_mixed,-96.438665924994751,-0.37240000000000001,0,,,-96.438665924994751
-coef_number_of_part_time_workers_adults,47.088158071231007,0.54120000000000001,0,,,47.088158071231007
-coef_number_of_part_time_workers_mixed,58.958712458292865,0.31640000000000001,0,,,58.958712458292865
-coef_number_of_pre_driving_age_children_children,12.678858152945852,0.73060000000000003,0,,,12.678858152945852
-coef_number_of_pre_driving_age_children_mixed,158.96026734481441,0.35320000000000001,0,,,158.96026734481441
-coef_number_of_university_students,-5.007830161412854,0.82450000000000001,0,,,-5.007830161412854
-coef_tour_purpose_is_discretionary_adults,0.76480000000000004,0.76480000000000004,0,,,0.76480000000000004
-coef_tour_purpose_is_discretionary_children,0.5101,0.5101,0,,,0.5101
-coef_tour_purpose_is_eating_out_children,-0.96779999999999999,-0.96779999999999999,0,,,-0.96779999999999999
-coef_tour_purpose_is_eating_out_mixed,-0.80269999999999997,-0.80269999999999997,0,,,-0.80269999999999997
-coef_unavailable,-999,-999,0,-999,-999,-999
+param_name,value,best,initvalue,nullvalue
+coef_asc_children,31.580459657771478,31.580459657771478,5.3516998291015625,0
+coef_asc_mixed,-8.4815755302186577,-8.4815755302186577,5.629000186920166,0
+coef_household_has_more_cars_than_workers_adults,-14.008943838901908,-14.008943838901908,1.3860000371932983,0
+coef_household_has_more_cars_than_workers_mixed,25.695328937041246,25.695328937041246,0.75099998712539673,0
+coef_household_in_suburban_area_adults,0.51050001382827759,0.51050001382827759,0.51050001382827759,0
+coef_household_in_suburban_area_mixed,0.12829999625682831,0.12829999625682831,0.12829999625682831,0
+coef_household_in_urban_area,-11.544084093965571,-11.544084093965571,0.57410001754760742,0
+coef_log_max_overlap_of_adults_time_windows,-25.921679816393258,-25.921679816393258,1.1920000314712524,0
+coef_log_max_overlap_of_childrens_time_windows,50,50,1.840999960899353,0
+coef_log_max_overlap_of_time_windows,43.185336045455792,43.185336045455792,1.9579999446868896,0
+coef_low_income_households_adults,-4.7176489111037725,-4.7176489111037725,1.2480000257492065,0
+coef_low_income_households_mixed,-9.0408081421508903,-9.0408081421508903,0.5755000114440918,0
+coef_medium_income_households,-34.499486089811263,-34.499486089811263,0.83689999580383301,0
+coef_number_of_children_too_young_for_school_children,-13.855996312009184,-13.855996312009184,0.73059999942779541,0
+coef_number_of_children_too_young_for_school_mixed,4.4802268807421637,4.4802268807421637,0.7906000018119812,0
+coef_number_of_driving_age_children_children,-46.217713310558153,-46.217713310558153,-0.26669999957084656,0
+coef_number_of_driving_age_children_mixed,50,50,-0.9398999810218811,0
+coef_number_of_full_time_workers_adults,28.469430749747154,28.469430749747154,1.0240000486373901,0
+coef_number_of_full_time_workers_mixed,2.5181990493930466,2.5181990493930466,0.36239999532699585,0
+coef_number_of_non_workers_adults,6.8107526564830181,6.8107526564830181,0.62629997730255127,0
+coef_number_of_non_workers_mixed,-27.464491079595931,-27.464491079595931,-0.37239998579025269,0
+coef_number_of_part_time_workers_adults,12.100761555344075,12.100761555344075,0.54119998216629028,0
+coef_number_of_part_time_workers_mixed,-2.6898434127139574,-2.6898434127139574,0.31639999151229858,0
+coef_number_of_pre_driving_age_children_children,6.9278442677705971,6.9278442677705971,0.73059999942779541,0
+coef_number_of_pre_driving_age_children_mixed,34.880087194025478,34.880087194025478,0.35319998860359192,0
+coef_number_of_university_students,-3.4995325852033643,-3.4995325852033643,0.82450002431869507,0
+coef_tour_purpose_is_discretionary_adults,0.76480001211166382,0.76480001211166382,0.76480001211166382,0
+coef_tour_purpose_is_discretionary_children,0.51010000705718994,0.51010000705718994,0.51010000705718994,0
+coef_tour_purpose_is_eating_out_children,-0.96780002117156982,-0.96780002117156982,-0.96780002117156982,0
+coef_tour_purpose_is_eating_out_mixed,-0.8026999831199646,-0.8026999831199646,-0.8026999831199646,0
+coef_unavailable,-999,-999,-999,0
diff --git a/activitysim/estimation/test/test_larch_estimation/test_simple_simulate_joint_tour_composition_SLSQP_loglike.csv b/activitysim/estimation/test/test_larch_estimation/test_simple_simulate_joint_tour_composition_SLSQP_loglike.csv
index 449c94c47f..1db96994d6 100644
--- a/activitysim/estimation/test/test_larch_estimation/test_simple_simulate_joint_tour_composition_SLSQP_loglike.csv
+++ b/activitysim/estimation/test/test_larch_estimation/test_simple_simulate_joint_tour_composition_SLSQP_loglike.csv
@@ -1,2 +1,2 @@
 ,loglike_prior,loglike_converge
-0,-9.9910306200781598,-9.7865975960368618e-07
+0,-9.9910303886936802,-0.01512359141580788
diff --git a/activitysim/estimation/test/test_larch_estimation/test_simple_simulate_joint_tour_frequency_SLSQP_.csv b/activitysim/estimation/test/test_larch_estimation/test_simple_simulate_joint_tour_frequency_SLSQP_.csv
index f6102d3c39..833d9f4425 100644
--- a/activitysim/estimation/test/test_larch_estimation/test_simple_simulate_joint_tour_frequency_SLSQP_.csv
+++ b/activitysim/estimation/test/test_larch_estimation/test_simple_simulate_joint_tour_frequency_SLSQP_.csv
@@ -1,77 +1,77 @@
-,value,initvalue,nullvalue,minimum,maximum,best
-coef_asc_0_tours,0,0,0,0,0,0
-coef_asc_1_Disc,-5.8578427473231667,-5.4805999999999999,0,,,-5.8578427473231667
-coef_asc_1_Eat,-5.140469329663599,-6.3757000000000001,0,,,-5.140469329663599
-coef_asc_1_Main,-4.843654155024959,-5.7389000000000001,0,,,-4.843654155024959
-coef_asc_1_Shop,-7.2448952266310895,-6.0148999999999999,0,,,-7.2448952266310895
-coef_asc_1_Visit,-5.9621489630619173,-5.8818000000000001,0,,,-5.9621489630619173
-coef_asc_2_tours,-15.379573080742464,-14.457599999999999,0,,,-15.379573080742464
-coef_drivingAgeStuMandMaxThree_disc,0.26420610778627868,0.19320000000000001,0,,,0.26420610778627868
-coef_drivingAgeStuMandMaxThree_maint,-0.20497838559876363,-0.32369999999999999,0,,,-0.20497838559876363
-coef_fewerCarsThanDrivers_maint,-0.23616022935294756,0.46100000000000002,0,,,-0.23616022935294756
-coef_fewerCarsThanDrivers_shopping,0.61204166063349064,0.25230000000000002,0,,,0.61204166063349064
-coef_fullTimeHomeMaxThree_zero_tours,2.0014370751255011,1.175,0,,,2.0014370751255011
-coef_fullTimeMandMaxThree_maint,-0.46248818198458952,-0.3009,0,,,-0.46248818198458952
-coef_fullTimeMandMaxThree_shopping,0.14353937037596973,-0.2424,0,,,0.14353937037596973
-coef_fullTimeNonMandMaxThree_disc,0.21817599548271277,0.1275,0,,,0.21817599548271277
-coef_fullTimeNonMandMaxThree_eatout,0.32573071809647042,0.22750000000000001,0,,,0.32573071809647042
-coef_fullTimeNonMandMaxThree_maint,0.75962622449225758,0.31730000000000003,0,,,0.75962622449225758
-coef_fullTimeNonMandMaxThree_shopping,-0.88812895503399825,0.20519999999999999,0,,,-0.88812895503399825
-coef_fullTimeNonMandMaxThree_visiting,0.78859263531566071,0.64449999999999996,0,,,0.78859263531566071
-coef_incomeBetween50And100_disc,0.0083529208127054756,0.31669999999999998,0,,,0.0083529208127054756
-coef_incomeBetween50And100_eatout,0.1031885654385253,0.29770000000000002,0,,,0.1031885654385253
-coef_incomeGreaterThan100_disc,0.62493454802487425,0.48599999999999999,0,,,0.62493454802487425
-coef_incomeGreaterThan100_eatout,0.63535874552918015,0.44919999999999999,0,,,0.63535874552918015
-coef_incomeMissing_dummy_always_zero_disc,0.37230000000000002,0.37230000000000002,0,,,0.37230000000000002
-coef_incomeMissing_dummy_always_zero_eatout,0.27800000000000002,0.27800000000000002,0,,,0.27800000000000002
-coef_logTimeWindowOverlapAdultChild_disc,0.1502559618722121,0.22120000000000001,0,,,0.1502559618722121
-coef_logTimeWindowOverlapAdultChild_eatout,-0.32038060987279043,0.092100000000000001,0,,,-0.32038060987279043
-coef_logTimeWindowOverlapAdultChild_maint,0.26959218597469214,0.24429999999999999,0,,,0.26959218597469214
-coef_logTimeWindowOverlapAdultChild_shopping,-0.41532462974126461,0.1086,0,,,-0.41532462974126461
-coef_logTimeWindowOverlapAdult_disc,0.55965786525579331,0.34279999999999999,0,,,0.55965786525579331
-coef_logTimeWindowOverlapAdult_eatout,0.56061433677445105,0.48559999999999998,0,,,0.56061433677445105
-coef_logTimeWindowOverlapAdult_maint,0.4376387335084278,0.37140000000000001,0,,,0.4376387335084278
-coef_logTimeWindowOverlapAdult_shopping,0.86405876135539128,0.59450000000000003,0,,,0.86405876135539128
-coef_logTimeWindowOverlapChild_disc,-0.1693892803512011,0.1162,0,,,-0.1693892803512011
-coef_logTimeWindowOverlapChild_maint,-0.010378552711083917,0.17599999999999999,0,,,-0.010378552711083917
-coef_logTimeWindowOverlapChild_shopping,1.0366536984300598,0.1416,0,,,1.0366536984300598
-coef_moreCarsThanWorkers_eatout,0.079480888637893488,0.38250000000000001,0,,,0.079480888637893488
-coef_moreCarsThanWorkers_shopping,-0.62780216023973168,-0.30270000000000002,0,,,-0.62780216023973168
-coef_nonWorkerHomeMaxThree_zero_tours,-0.16941211649357898,1.514,0,,,-0.16941211649357898
-coef_nonWorkerNonMandMaxThree_disc,-0.11901239265508992,0.28710000000000002,0,,,-0.11901239265508992
-coef_nonWorkerNonMandMaxThree_eatout,-0.35447708036701164,0.182,0,,,-0.35447708036701164
-coef_nonWorkerNonMandMaxThree_maint,0.37255083379371662,0.46429999999999999,0,,,0.37255083379371662
-coef_nonWorkerNonMandMaxThree_shopping,0.52326322821604476,0.70779999999999998,0,,,0.52326322821604476
-coef_nonWorkerNonMandMaxThree_visiting,-0.35989963706226813,0.54749999999999999,0,,,-0.35989963706226813
-coef_partTimeHomeMaxThree_zero_tours,1.7000746681627035,1.4470000000000001,0,,,1.7000746681627035
-coef_partTimeNonMandMaxThree_disc,0.22644058039117623,0.49790000000000001,0,,,0.22644058039117623
-coef_partTimeNonMandMaxThree_eatout,-15.770618924654787,0.3765,0,,,-15.770618924654787
-coef_partTimeNonMandMaxThree_maint,0.12155923236230654,0.2452,0,,,0.12155923236230654
-coef_partTimeNonMandMaxThree_shopping,-0.19149733628062993,0.18659999999999999,0,,,-0.19149733628062993
-coef_partTimeNonMandMaxThree_visiting,0.34840797626260722,0.13320000000000001,0,,,0.34840797626260722
-coef_preDrivingAgeMandMaxThree_disc,0.58830436658291341,0.38619999999999999,0,,,0.58830436658291341
-coef_preDrivingAgeMandMaxThree_maint,0.05724992253344495,0.22989999999999999,0,,,0.05724992253344495
-coef_preDrivingHomeMaxThree_preschool_and_school_zero_tours,-0.26493959294530756,0.53000000000000003,0,,,-0.26493959294530756
-coef_preDrivingNonMandMaxThree_disc,0.46978892402747974,0.53310000000000002,0,,,0.46978892402747974
-coef_preDrivingNonMandMaxThree_eatout,-13.674346835309482,0.3851,0,,,-13.674346835309482
-coef_preDrivingNonMandMaxThree_maint,-0.4780031657291039,0.6482,0,,,-0.4780031657291039
-coef_preDrivingNonMandMaxThree_shopping,0.0054016798205857386,0.5474,0,,,0.0054016798205857386
-coef_preDrivingNonMandMaxThree_visiting,-1.7283257423524336,0.6008,0,,,-1.7283257423524336
-coef_retireeHomeMaxThree_zero_tours,0.3072054262466079,0.60529999999999995,0,,,0.3072054262466079
-coef_retireeNonMandMaxThree_disc,0.59539272893690953,0.61360000000000003,0,,,0.59539272893690953
-coef_retireeNonMandMaxThree_eatout,0.33706472938654847,0.4264,0,,,0.33706472938654847
-coef_retireeNonMandMaxThree_maint,0.93064231251598528,0.90500000000000003,0,,,0.93064231251598528
-coef_retireeNonMandMaxThree_shopping,0.95235573746714874,0.94099999999999995,0,,,0.95235573746714874
-coef_retireeNonMandMaxThree_visiting,0.17432279378364646,0.55789999999999995,0,,,0.17432279378364646
-coef_timeWindowOverlapAdultChild_visiting,0.14049394553264929,0.025600000000000001,0,,,0.14049394553264929
-coef_timeWindowOverlapAdult_visiting,0.11030183056319119,0.0596,0,,,0.11030183056319119
-coef_timeWindowOverlapChild_visiting,-0.060644638255823571,0.0091999999999999998,0,,,-0.060644638255823571
-coef_universityHomeMaxThree_univ_and_driving_zero_tours,-0.41040663722807053,0.56850000000000001,0,,,-0.41040663722807053
-coef_universityNonMandMaxThree_disc,-0.14472811802653573,0.75460000000000005,0,,,-0.14472811802653573
-coef_universityNonMandMaxThree_eatout,-14.080266896152475,0.40970000000000001,0,,,-14.080266896152475
-coef_universityNonMandMaxThree_maint,-0.4377287237690044,0.26429999999999998,0,,,-0.4377287237690044
-coef_universityNonMandMaxThree_shopping,1.1340537653332554,0.76480000000000004,0,,,1.1340537653332554
-coef_universityNonMandMaxThree_visiting,-18.048773540202976,0.28089999999999998,0,,,-18.048773540202976
-coef_walkRetailAccessibility_eatout,-0.027362834622908064,0.062,0,,,-0.027362834622908064
-coef_zeroAutomobiles_disc,-0.53993914183433878,-0.90900000000000003,0,,,-0.53993914183433878
-coef_zeroAutomobiles_visiting,-18.311268197408783,-0.97999999999999998,0,,,-18.311268197408783
+param_name,value,best,initvalue,nullvalue
+coef_asc_0_tours,0,0,0,0
+coef_asc_1_Disc,-5.9160878944391584,-5.9160871584456292,-5.4805998802185059,0
+coef_asc_1_Eat,-5.05602837728296,-5.0560299542489355,-6.3756999969482422,0
+coef_asc_1_Main,-4.8254586155918471,-4.8254584245546122,-5.7389001846313477,0
+coef_asc_1_Shop,-7.4469694983528809,-7.4469670187782491,-6.0149002075195312,0
+coef_asc_1_Visit,-5.9551540139107804,-5.9551539232808333,-5.8818001747131348,0
+coef_asc_2_tours,-15.797075280937081,-15.797070989460588,-14.457599639892578,0
+coef_drivingAgeStuMandMaxThree_disc,0.27124464344272958,0.27124444259441294,0.1932000070810318,0
+coef_drivingAgeStuMandMaxThree_maint,-0.20737041043238222,-0.2073702201780428,-0.32370001077651978,0
+coef_fewerCarsThanDrivers_maint,-0.23816146636980665,-0.23816149718467414,0.460999995470047,0
+coef_fewerCarsThanDrivers_shopping,0.61694158860106285,0.61694159482964805,0.25229999423027039,0
+coef_fullTimeHomeMaxThree_zero_tours,1.996135901304358,1.9961359267238226,1.1749999523162842,0
+coef_fullTimeMandMaxThree_maint,-0.46241893261416922,-0.46241924052217082,-0.30090001225471497,0
+coef_fullTimeMandMaxThree_shopping,0.16560459271309827,0.16560432789309174,-0.24240000545978546,0
+coef_fullTimeNonMandMaxThree_disc,0.20480561409516004,0.20480581045554858,0.12749999761581421,0
+coef_fullTimeNonMandMaxThree_eatout,0.33389502103327529,0.33389509678618362,0.22750000655651093,0
+coef_fullTimeNonMandMaxThree_maint,0.76952765626273956,0.76952794806055913,0.31729999184608459,0
+coef_fullTimeNonMandMaxThree_shopping,-0.98031955850826391,-0.98031911603182831,0.20520000159740448,0
+coef_fullTimeNonMandMaxThree_visiting,0.76906716737028125,0.76906729748219271,0.6445000171661377,0
+coef_incomeBetween50And100_disc,0.0095094226633637528,0.0095095849856016851,0.31670001149177551,0
+coef_incomeBetween50And100_eatout,0.090560692608283727,0.09056083387775557,0.29769998788833618,0
+coef_incomeGreaterThan100_disc,0.62453536178251734,0.62453510934345091,0.48600000143051147,0
+coef_incomeGreaterThan100_eatout,0.63786709459088209,0.63786734556950364,0.44920000433921814,0
+coef_incomeMissing_dummy_always_zero_disc,0.37229999899864197,0.37229999899864197,0.37229999899864197,0
+coef_incomeMissing_dummy_always_zero_eatout,0.27799999713897705,0.27799999713897705,0.27799999713897705,0
+coef_logTimeWindowOverlapAdultChild_disc,0.15109942470522381,0.15109971903599334,0.22120000422000885,0
+coef_logTimeWindowOverlapAdultChild_eatout,-0.32364532221490494,-0.32364510943311381,0.092100001871585846,0
+coef_logTimeWindowOverlapAdultChild_maint,0.27843409869332575,0.27843422542528723,0.2442999929189682,0
+coef_logTimeWindowOverlapAdultChild_shopping,-0.42145916023520369,-0.42145897391197473,0.10859999805688858,0
+coef_logTimeWindowOverlapAdult_disc,0.5845950974994687,0.5845947676478761,0.34279999136924744,0
+coef_logTimeWindowOverlapAdult_eatout,0.54628409582637161,0.5462840489123495,0.48559999465942383,0
+coef_logTimeWindowOverlapAdult_maint,0.43015346279128713,0.43015341420863468,0.37139999866485596,0
+coef_logTimeWindowOverlapAdult_shopping,0.94448584150730952,0.94448492089225045,0.59450000524520874,0
+coef_logTimeWindowOverlapChild_disc,-0.18532337973096763,-0.18532355001439704,0.11620000004768372,0
+coef_logTimeWindowOverlapChild_maint,-0.010727634274141281,-0.010727832451482898,0.17599999904632568,0
+coef_logTimeWindowOverlapChild_shopping,1.0468422941706472,1.0468423276707255,0.14159999787807465,0
+coef_moreCarsThanWorkers_eatout,0.076914343292072182,0.076914576167953802,0.38249999284744263,0
+coef_moreCarsThanWorkers_shopping,-0.59564874997193351,-0.59564894067055596,-0.30270001292228699,0
+coef_nonWorkerHomeMaxThree_zero_tours,-0.17003939484477312,-0.17003948323362453,1.5140000581741333,0
+coef_nonWorkerNonMandMaxThree_disc,-0.13432804559300732,-0.13432811971898589,0.28709998726844788,0
+coef_nonWorkerNonMandMaxThree_eatout,-0.33401066087685138,-0.33401068347396745,0.18199999630451202,0
+coef_nonWorkerNonMandMaxThree_maint,0.37323111519137453,0.37323093350637826,0.4643000066280365,0
+coef_nonWorkerNonMandMaxThree_shopping,0.49264301488042911,0.49264292085137712,0.70779997110366821,0
+coef_nonWorkerNonMandMaxThree_visiting,-0.36437091579618403,-0.36437083429284089,0.54750001430511475,0
+coef_partTimeHomeMaxThree_zero_tours,1.7312454999054936,1.7312459096132369,1.4470000267028809,0
+coef_partTimeNonMandMaxThree_disc,0.23705977049445798,0.23705989380574119,0.49790000915527344,0
+coef_partTimeNonMandMaxThree_eatout,-5.6531002354715127,-5.6530850270781112,0.37650001049041748,0
+coef_partTimeNonMandMaxThree_maint,0.11494946476265139,0.11494961705361134,0.24519999325275421,0
+coef_partTimeNonMandMaxThree_shopping,-0.20746715181319589,-0.20746695386959577,0.18659999966621399,0
+coef_partTimeNonMandMaxThree_visiting,0.32137505891849261,0.32137524780407384,0.13320000469684601,0
+coef_preDrivingAgeMandMaxThree_disc,0.60675129362611258,0.60675111363025258,0.38620001077651978,0
+coef_preDrivingAgeMandMaxThree_maint,0.043178367483864805,0.043178519613054106,0.22990000247955322,0
+coef_preDrivingHomeMaxThree_preschool_and_school_zero_tours,-0.25725057670419188,-0.25725026315677951,0.52999997138977051,0
+coef_preDrivingNonMandMaxThree_disc,0.49100040690235336,0.49100032365079044,0.53310000896453857,0
+coef_preDrivingNonMandMaxThree_eatout,-3.5007131527538413,-3.5007016569353477,0.38510000705718994,0
+coef_preDrivingNonMandMaxThree_maint,-0.47732053847248312,-0.47732051937471986,0.64819997549057007,0
+coef_preDrivingNonMandMaxThree_shopping,-0.0012986266652305054,-0.0012987293702714738,0.54739999771118164,0
+coef_preDrivingNonMandMaxThree_visiting,-1.6293887060843797,-1.6293896015520914,0.60079997777938843,0
+coef_retireeHomeMaxThree_zero_tours,0.34966179334551972,0.34966146316807412,0.60530000925064087,0
+coef_retireeNonMandMaxThree_disc,0.59640088460538709,0.59640107482430083,0.61360001564025879,0
+coef_retireeNonMandMaxThree_eatout,0.3499795761045531,0.34997959789937416,0.42640000581741333,0
+coef_retireeNonMandMaxThree_maint,0.93716736904164089,0.93716740436084434,0.90499997138977051,0
+coef_retireeNonMandMaxThree_shopping,0.9325100820582326,0.93251039206065178,0.94099998474121094,0
+coef_retireeNonMandMaxThree_visiting,0.1668284024031404,0.16682870749583406,0.55790001153945923,0
+coef_timeWindowOverlapAdultChild_visiting,0.13881492846958488,0.13881496732242621,0.025599999353289604,0
+coef_timeWindowOverlapAdult_visiting,0.11182157577140597,0.11182154572794807,0.059599999338388443,0
+coef_timeWindowOverlapChild_visiting,-0.059018654499507453,-0.05901868676849447,0.0092000002041459084,0
+coef_universityHomeMaxThree_univ_and_driving_zero_tours,-0.3806558129102493,-0.38065581874970073,0.56849998235702515,0
+coef_universityNonMandMaxThree_disc,-0.15852221488464341,-0.15852211136829161,0.75459998846054077,0
+coef_universityNonMandMaxThree_eatout,-4.1215214477423272,-4.1215091850562358,0.40970000624656677,0
+coef_universityNonMandMaxThree_maint,-0.46680029014718827,-0.46680012462022286,0.26429998874664307,0
+coef_universityNonMandMaxThree_shopping,1.1067199892366495,1.1067201908411548,0.76480001211166382,0
+coef_universityNonMandMaxThree_visiting,-5.6416612820161021,-5.6416452449924739,0.28090000152587891,0
+coef_walkRetailAccessibility_eatout,-0.035796009413743196,-0.035795796225119095,0.061999998986721039,0
+coef_zeroAutomobiles_disc,-0.52859607918243423,-0.52859621558900038,-0.9089999794960022,0
+coef_zeroAutomobiles_visiting,-5.8405847342282176,-5.8405705977466207,-0.98000001907348633,0
diff --git a/activitysim/estimation/test/test_larch_estimation/test_simple_simulate_joint_tour_participation_SLSQP_.csv b/activitysim/estimation/test/test_larch_estimation/test_simple_simulate_joint_tour_participation_SLSQP_.csv
index c60173aa06..b9a0635d75 100644
--- a/activitysim/estimation/test/test_larch_estimation/test_simple_simulate_joint_tour_participation_SLSQP_.csv
+++ b/activitysim/estimation/test/test_larch_estimation/test_simple_simulate_joint_tour_participation_SLSQP_.csv
@@ -1,60 +1,60 @@
-,value,initvalue,nullvalue,minimum,maximum,best
-coef_adult_log_of_max_window_overlap_with_a_child_mixed,4.5940415543572257,2.1890000000000001,0,,,4.5940415543572257
-coef_adult_log_of_max_window_overlap_with_an_adult_adult_only_party,1.6916936883427531,0.84360000000000002,0,,,1.6916936883427531
-coef_adult_more_automobiles_than_workers_adult_only_party,0.31139003577268975,-0.21329999999999999,0,,,0.31139003577268975
-coef_adult_more_automobiles_than_workers_mixed_party,-1.8020541380547712,-0.60309999999999997,0,,,-1.8020541380547712
-coef_adult_number_of_joint_tours_adult_only,-2.1332672475172423,-0.32419999999999999,0,,,-2.1332672475172423
-coef_adult_number_of_joint_tours_mixed,-12.011984079880781,-0.3584,0,,,-12.011984079880781
-coef_adult_number_of_other_adults_in_the_household_adults_only_party,0,0,0,0,0,0
-coef_adult_number_of_other_adults_in_the_household_mixed_party,0,0,0,0,0,0
-coef_child_log_of_max_window_overlap_with_a_child_child,1.296,1.296,0,,,1.296
-coef_child_log_of_max_window_overlap_with_an_adult_mixed,1.538,1.538,0,,,1.538
-coef_child_more_automobiles_than_workers_child_only_party,-0.4214,-0.4214,0,,,-0.4214
-coef_child_more_automobiles_than_workers_mixed_party,-1.5765541380547705,-0.37759999999999999,0,,,-1.5765541380547705
-coef_child_number_of_joint_tours_child_only,25.834459257330721,0.1047,0,,,25.834459257330721
-coef_child_number_of_joint_tours_mixed,89.315973889991952,-0.50890000000000002,0,,,89.315973889991952
-coef_child_number_of_other_children_in_the_household_child_only_party,0,0,0,0,0,0
-coef_child_number_of_other_children_in_the_household_mixed,0,0,0,0,0,0
-coef_child_too_young_for_school_children_only_party,-2.786,-2.786,0,,,-2.786
-coef_child_too_young_for_school_mixed_party,12.484734556961985,-1.893,0,,,12.484734556961985
-coef_child_too_young_for_school_specific_to_discretionary_joint_tours,0.12839999999999999,0.12839999999999999,0,,,0.12839999999999999
-coef_child_too_young_for_school_specific_to_eating_out_joint_tours,0.65890000000000004,0.65890000000000004,0,,,0.65890000000000004
-coef_driving_age_student_children_only_party,-1.8220000000000001,-1.8220000000000001,0,,,-1.8220000000000001
-coef_driving_age_student_mixed_party,-131.65706593958799,-1.353,0,,,-131.65706593958799
-coef_driving_age_student_specific_to_discretionary_joint_tours,-0.66749999999999998,-0.66749999999999998,0,,,-0.66749999999999998
-coef_driving_age_student_specific_to_eating_out_joint_tours,2.3439999999999999,2.3439999999999999,0,,,2.3439999999999999
-coef_dummy_for_high_income_for_adult_in_adult_party,0.1318998436337066,-0.16819999999999999,0,,,0.1318998436337066
-coef_dummy_for_high_income_for_adult_in_mixed_party,-0.38289361131114391,-0.02613,0,,,-0.38289361131114391
-coef_dummy_for_high_income_for_child_in_children_party,-0.56189999999999996,-0.56189999999999996,0,,,-0.56189999999999996
-coef_dummy_for_high_income_for_child_in_mixed_party,-0.50956361131120043,-0.15279999999999999,0,,,-0.50956361131120043
-coef_full_time_worker_mixed_party,-50.846659765191049,-3.5659999999999998,0,,,-50.846659765191049
-coef_full_time_worker_mixed_party_not,0.5,0.5,0,0.5,0.5,0.5
-coef_full_time_worker_specific_to_discretionary_joint_tours,0.43919999999999998,0.43919999999999998,0,,,0.43919999999999998
-coef_full_time_worker_specific_to_discretionary_joint_tours_not,0.5,0.5,0,0.5,0.5,0.5
-coef_full_time_worker_specific_to_eating_out_joint_tours,0.7157,0.7157,0,,,0.7157
-coef_full_time_worker_specific_to_eating_out_joint_tours_not,0.5,0.5,0,0.5,0.5,0.5
-coef_household_in_suburban_area_adult_adult_only_party,0,0,0,0,0,0
-coef_household_in_suburban_area_adult_mixed_party,-0.060069999999999998,-0.060069999999999998,0,,,-0.060069999999999998
-coef_household_in_suburban_area_child_child_only_party,0,0,0,0,0,0
-coef_household_in_suburban_area_child_mixed_party,0,0,0,0,0,0
-coef_household_in_urban_area_adult_adult_only_party,0,0,0,0,0,0
-coef_household_in_urban_area_adult_mixed_party,55.591278075644887,-0.13700000000000001,0,,,55.591278075644887
-coef_household_in_urban_area_child_child_only_party,26.939759257330742,1.21,0,,,26.939759257330742
-coef_household_in_urban_area_child_mixed_party,-101.1258709375923,0.62649999999999995,0,,,-101.1258709375923
-coef_non_worker_adults_only_party,-4.0792805161736174,-3.1640000000000001,0,,,-4.0792805161736174
-coef_non_worker_mixed_party,76.628151288066263,0.71519999999999995,0,,,76.628151288066263
-coef_non_worker_specific_to_discretionary_joint_tours,-0.1835,-0.1835,0,,,-0.1835
-coef_non_worker_specific_to_eating_out_joint_tours,0.16170000000000001,0.16170000000000001,0,,,0.16170000000000001
-coef_part_time_worker_adults_only_party,-3.2478258169504657,-3.5659999999999998,0,,,-3.2478258169504657
-coef_part_time_worker_adults_only_party_not,0.5,0.5,0,0.5,0.5,0.5
-coef_part_time_worker_mixed_party,70.07529311830892,-0.36549999999999999,0,,,70.07529311830892
-coef_part_time_worker_specific_to_discretionary_joint_tours,0.28499999999999998,0.28499999999999998,0,,,0.28499999999999998
-coef_part_time_worker_specific_to_eating_out_joint_tours,2.1880000000000002,2.1880000000000002,0,,,2.1880000000000002
-coef_pre_driving_age_student_children_only_party,25.008059257330711,-0.72170000000000001,0,,,25.008059257330711
-coef_pre_driving_age_student_mixed_party,12.421960445033344,-1.752,0,,,12.421960445033344
-coef_pre_driving_age_student_specific_to_discretionary_joint_tours,0.66259999999999997,0.66259999999999997,0,,,0.66259999999999997
-coef_pre_driving_age_student_specific_to_eating_out_joint_tours,1.391,1.391,0,,,1.391
-coef_unavailable,-999,-999,0,-999,-999,-999
-coef_university_student_mixed_party,-52.255368272022992,-3.0409999999999999,0,,,-52.255368272022992
-coef_university_student_specific_to_discretionary_joint_tours,0,0,0,0,0,0
-coef_university_student_specific_to_eating_out_joint_tours,-0.81999999999999995,-0.81999999999999995,0,,,-0.81999999999999995
+param_name,value,best,initvalue,nullvalue
+coef_adult_log_of_max_window_overlap_with_a_child_mixed,4.5951782780582482,4.5951781033354839,2.1889998912811279,0
+coef_adult_log_of_max_window_overlap_with_an_adult_adult_only_party,1.6633592801800163,1.6633593140698184,0.84359997510910034,0
+coef_adult_more_automobiles_than_workers_adult_only_party,0.31066873854811811,0.31066870271882263,-0.21330000460147858,0
+coef_adult_more_automobiles_than_workers_mixed_party,-1.8032448224599575,-1.803244785082267,-0.6031000018119812,0
+coef_adult_number_of_joint_tours_adult_only,-2.0764783287527235,-2.0764784513924197,-0.32420000433921814,0
+coef_adult_number_of_joint_tours_mixed,-4.6560544367999661,-4.6560542069402064,-0.35839998722076416,0
+coef_adult_number_of_other_adults_in_the_household_adults_only_party,0,0,0,0
+coef_adult_number_of_other_adults_in_the_household_mixed_party,0,0,0,0
+coef_child_log_of_max_window_overlap_with_a_child_child,1.2960000038146973,1.2960000038146973,1.2960000038146973,0
+coef_child_log_of_max_window_overlap_with_an_adult_mixed,1.5379999876022339,1.5379999876022339,1.5379999876022339,0
+coef_child_more_automobiles_than_workers_child_only_party,-0.42140001058578491,-0.42140001058578491,-0.42140001058578491,0
+coef_child_more_automobiles_than_workers_mixed_party,-1.5777448348577667,-1.5777447974800762,-0.37760001420974731,0
+coef_child_number_of_joint_tours_child_only,13.579540492742831,13.579540463017146,0.1046999990940094,0
+coef_child_number_of_joint_tours_mixed,20.015257060305416,20.01525831304766,-0.508899986743927,0
+coef_child_number_of_other_children_in_the_household_child_only_party,0,0,0,0
+coef_child_number_of_other_children_in_the_household_mixed,0,0,0,0
+coef_child_too_young_for_school_children_only_party,-2.7860000133514404,-2.7860000133514404,-2.7860000133514404,0
+coef_child_too_young_for_school_mixed_party,8.3656227270333634,8.3656222958055366,-1.8930000066757202,0
+coef_child_too_young_for_school_specific_to_discretionary_joint_tours,0.12839999794960022,0.12839999794960022,0.12839999794960022,0
+coef_child_too_young_for_school_specific_to_eating_out_joint_tours,0.65890002250671387,0.65890002250671387,0.65890002250671387,0
+coef_driving_age_student_children_only_party,-1.8220000267028809,-1.8220000267028809,-1.8220000267028809,0
+coef_driving_age_student_mixed_party,-50,-50,-1.3530000448226929,0
+coef_driving_age_student_specific_to_discretionary_joint_tours,-0.66750001907348633,-0.66750001907348633,-0.66750001907348633,0
+coef_driving_age_student_specific_to_eating_out_joint_tours,2.3440001010894775,2.3440001010894775,2.3440001010894775,0
+coef_dummy_for_high_income_for_adult_in_adult_party,0.12621381061004386,0.12621385992786305,-0.16820000112056732,0
+coef_dummy_for_high_income_for_adult_in_mixed_party,-0.38299804175110763,-0.38299804898262102,-0.026130000129342079,0
+coef_dummy_for_high_income_for_child_in_children_party,-0.56190001964569092,-0.56190001964569092,-0.56190001964569092,0
+coef_dummy_for_high_income_for_child_in_mixed_party,-0.50966803537514371,-0.5096680426066571,-0.15279999375343323,0
+coef_full_time_worker_mixed_party,-18.56632640293509,-18.566326638673267,-3.5659999847412109,0
+coef_full_time_worker_mixed_party_not,0.5,0.5,0.5,0
+coef_full_time_worker_specific_to_discretionary_joint_tours,0.4392000138759613,0.4392000138759613,0.4392000138759613,0
+coef_full_time_worker_specific_to_discretionary_joint_tours_not,0.5,0.5,0.5,0
+coef_full_time_worker_specific_to_eating_out_joint_tours,0.71569997072219849,0.71569997072219849,0.71569997072219849,0
+coef_full_time_worker_specific_to_eating_out_joint_tours_not,0.5,0.5,0.5,0
+coef_household_in_suburban_area_adult_adult_only_party,0,0,0,0
+coef_household_in_suburban_area_adult_mixed_party,-0.06007000058889389,-0.06007000058889389,-0.06007000058889389,0
+coef_household_in_suburban_area_child_child_only_party,0,0,0,0
+coef_household_in_suburban_area_child_mixed_party,0,0,0,0
+coef_household_in_urban_area_adult_adult_only_party,0,0,0,0
+coef_household_in_urban_area_adult_mixed_party,15.95349033775349,15.953490704515609,-0.13699999451637268,0
+coef_household_in_urban_area_child_child_only_party,14.684840531795903,14.684840502070218,1.2100000381469727,0
+coef_household_in_urban_area_child_mixed_party,-27.706374555887564,-27.706375390127885,0.62650001049041748,0
+coef_non_worker_adults_only_party,-4.0512566140539823,-4.0512566665328293,-3.1640000343322754,0
+coef_non_worker_mixed_party,24.232596176450738,24.232596639515961,0.71520000696182251,0
+coef_non_worker_specific_to_discretionary_joint_tours,-0.1835000067949295,-0.1835000067949295,-0.1835000067949295,0
+coef_non_worker_specific_to_eating_out_joint_tours,0.16169999539852142,0.16169999539852142,0.16169999539852142,0
+coef_part_time_worker_adults_only_party,-3.2257432923239446,-3.2257432422956698,-3.5659999847412109,0
+coef_part_time_worker_adults_only_party_not,0.5,0.5,0.5,0
+coef_part_time_worker_mixed_party,22.126834905159047,22.126835266655284,-0.36550000309944153,0
+coef_part_time_worker_specific_to_discretionary_joint_tours,0.28499999642372131,0.28499999642372131,0.28499999642372131,0
+coef_part_time_worker_specific_to_eating_out_joint_tours,2.187999963760376,2.187999963760376,2.187999963760376,0
+coef_pre_driving_age_student_children_only_party,12.753140480965085,12.7531404512394,-0.72170001268386841,0
+coef_pre_driving_age_student_mixed_party,8.3035034193009718,8.3035030162498487,-1.7519999742507935,0
+coef_pre_driving_age_student_specific_to_discretionary_joint_tours,0.66259998083114624,0.66259998083114624,0.66259998083114624,0
+coef_pre_driving_age_student_specific_to_eating_out_joint_tours,1.3910000324249268,1.3910000324249268,1.3910000324249268,0
+coef_unavailable,-999,-999,-999,0
+coef_university_student_mixed_party,-19.976674136225505,-19.976674380042439,-3.0409998893737793,0
+coef_university_student_specific_to_discretionary_joint_tours,0,0,0,0
+coef_university_student_specific_to_eating_out_joint_tours,-0.81999999284744263,-0.81999999284744263,-0.81999999284744263,0
diff --git a/activitysim/estimation/test/test_larch_estimation/test_simple_simulate_mandatory_tour_frequency_BHHH_.csv b/activitysim/estimation/test/test_larch_estimation/test_simple_simulate_mandatory_tour_frequency_BHHH_.csv
index 3f5af851e4..2c5dc3ee14 100644
--- a/activitysim/estimation/test/test_larch_estimation/test_simple_simulate_mandatory_tour_frequency_BHHH_.csv
+++ b/activitysim/estimation/test/test_larch_estimation/test_simple_simulate_mandatory_tour_frequency_BHHH_.csv
@@ -1,54 +1,54 @@
-,value,initvalue,nullvalue,minimum,maximum,best
-0,0,0,0,0,0,0
-coef_can_walk_to_work_and_school,0.072221053570087068,0.1391,0,,,0.072221053570087068
-coef_can_walk_to_work_school2,1.368189229871656,0.71140000000000003,0,,,1.368189229871656
-coef_can_walk_to_work_work2,0.6511271300905388,0.52680000000000005,0,,,0.6511271300905388
-coef_driving_age_child_school2_asc,-10.76072459479807,-3.1360000000000001,0,,,-10.76072459479807
-coef_driving_age_child_work_and_school_asc,-58.117517308879499,-4.4362000000000004,0,,,-58.117517308879499
-coef_female_school1,0.2474431563125136,0.15920000000000001,0,,,0.2474431563125136
-coef_female_school2,-0.3012348896462545,0.114,0,,,-0.3012348896462545
-coef_female_work1,-2.2434862184806872,0.17369999999999999,0,,,-2.2434862184806872
-coef_female_work2,-0.3875204207258891,-0.22550000000000001,0,,,-0.3875204207258891
-coef_female_work_and_school,-3.2183973184973143,-0.34420000000000001,0,,,-3.2183973184973143
-coef_few_cars_than_drivers_school2,-0.86352025026207002,-0.57589999999999997,0,,,-0.86352025026207002
-coef_ft_worker_work2_asc,-15.631616769904962,-3.3780999999999999,0,,,-15.631616769904962
-coef_hh_income_gt_50k_school1,0.034700030521069632,0.034700000000000002,0,,,0.034700030521069632
-coef_hh_income_gt_50k_student_work_and_school,-0.92170661372181706,-0.0528,0,,,-0.92170661372181706
-coef_hh_income_gt_50k_work,-1.4190912531326889,-0.0528,0,,,-1.4190912531326889
-coef_hh_income_gt_50k_worker_work_and_school,0.034699971829526256,0.034700000000000002,0,,,0.034699971829526256
-coef_home_urban_school1,-0.13610000344523163,-0.1361,0,,,-0.13610000344523163
-coef_home_urban_school2,-11.830881608079386,0.317,0,,,-11.830881608079386
-coef_home_urban_work1,24.254352793957736,-0.28310000000000002,0,,,24.254352793957736
-coef_home_urban_work2,12.738503782102926,0.23080000000000001,0,,,12.738503782102926
-coef_home_urban_work_and_school,-2.9755482471380152,-0.35089999999999999,0,,,-2.9755482471380152
-coef_no_cars_in_hh_school2,-0.6201622889361833,-1.413,0,,,-0.6201622889361833
-coef_no_cars_in_hh_work2,-0.72588656952288921,-1.306,0,,,-0.72588656952288921
-coef_no_cars_in_hh_work_and_school,-0.7768760244151115,-1.302,0,,,-0.7768760244151115
-coef_non_family_hh_category1,-0.25000005548208493,-0.25,0,,,-0.25000005548208493
-coef_non_family_hh_category2,-18.224089926229215,-0.1792,0,,,-18.224089926229215
-coef_non_student_goes_to_school,3.883000012592801,3.883,0,,,3.883000012592801
-coef_num_non_workers_in_hh_school1,0.25739997881575821,0.25740000000000002,0,,,0.25739997881575821
-coef_num_preschool_in_hh_school1,-0.13350001004490689,-0.13350000000000001,0,,,-0.13350001004490689
-coef_num_preschool_in_hh_school2,0.35689505282246176,-0.55769999999999997,0,,,0.35689505282246176
-coef_num_preschool_in_hh_work1,-2.9320917687605954,0.21909999999999999,0,,,-2.9320917687605954
-coef_num_preschool_in_hh_work2,0.22500429804995042,-0.14779999999999999,0,,,0.22500429804995042
-coef_num_preschool_in_hh_work_and_school,-291.65982798845073,-0.12509999999999999,0,,,-291.65982798845073
-coef_num_under_16_not_at_school_school2,-0.63862137361032489,0.086599999999999996,0,,,-0.63862137361032489
-coef_num_under_16_not_at_school_work2,-0.11866867638023079,0.1804,0,,,-0.11866867638023079
-coef_num_under_16_not_at_school_work_and_school,-18.884178394306563,-0.19550000000000001,0,,,-18.884178394306563
-coef_pre_driving_age_child_school2_asc,7.0553066040769048,-3.9702999999999999,0,,,7.0553066040769048
-coef_pt_worker_work2_asc,-14.856919777024819,-3.0476000000000001,0,,,-14.856919777024819
-coef_round_trip_auto_time_to_work_school2,0.064396584422453232,-0.0033999999999999998,0,,,0.064396584422453232
-coef_round_trip_auto_time_to_work_work2,-0.025902525682352791,-0.0035000000000000001,0,,,-0.025902525682352791
-coef_round_trip_auto_time_to_work_work_and_school,-0.02180773780300839,-0.0030999999999999999,0,,,-0.02180773780300839
-coef_student_employed,61.497344836308677,3.0139999999999998,0,,,61.497344836308677
-coef_unavailable,-999,-999,0,-999,-999,-999
-coef_under_35_school1,0.7218,0.7218,0,,,0.7218
-coef_under_35_school2,27.445525973793494,1.2749999999999999,0,,,27.445525973793494
-coef_under_35_work1,1.0375724814647256,-0.46289999999999998,0,,,1.0375724814647256
-coef_under_35_work2,-0.25382084017500217,-0.13750000000000001,0,,,-0.25382084017500217
-coef_under_35_work_and_school,2.256932391854527,0.97609999999999997,0,,,2.256932391854527
-coef_univ_school2_asc,-19.291663549848391,-3.7429000000000001,0,,,-19.291663549848391
-coef_univ_work1_asc,26.703452792641354,2.1659999999999999,0,,,26.703452792641354
-coef_univ_work2_asc,35.174040311644283,-1.3965000000000001,0,,,35.174040311644283
-coef_univ_work_and_school_asc,51.163969004277625,0.10730000000000001,0,,,51.163969004277625
+param_name,value,best,initvalue,nullvalue
+0,0,0,0,0
+coef_can_walk_to_work_and_school,0.071963467898163519,0.071963467898163519,0.13910000026226044,0
+coef_can_walk_to_work_school2,1.3682146498522929,1.3682146498522929,0.71139997243881226,0
+coef_can_walk_to_work_work2,0.65113800717686054,0.65113800717686054,0.52679997682571411,0
+coef_driving_age_child_school2_asc,-10.760724267208685,-10.760724267208685,-3.1359999179840088,0
+coef_driving_age_child_work_and_school_asc,-58.117542193724134,-58.117542193724134,-4.4362001419067383,0
+coef_female_school1,0.24693966666339068,0.24693966666339068,0.15919999778270721,0
+coef_female_school2,-0.30156175637229587,-0.30156175637229587,0.11400000005960464,0
+coef_female_work1,-2.2432731743178365,-2.2432731743178365,0.1737000048160553,0
+coef_female_work2,-0.38747695440528995,-0.38747695440528995,-0.22550000250339508,0
+coef_female_work_and_school,-3.2184568767600301,-3.2184568767600301,-0.34419998526573181,0
+coef_few_cars_than_drivers_school2,-0.86287494081897043,-0.86287494081897043,-0.57590001821517944,0
+coef_ft_worker_work2_asc,-15.631596564333391,-15.631596564333391,-3.3780999183654785,0
+coef_hh_income_gt_50k_school1,0.034699998903999218,0.034699998903999218,0.034699998795986176,0
+coef_hh_income_gt_50k_student_work_and_school,-0.92151889984559776,-0.92151889984559776,-0.052799999713897705,0
+coef_hh_income_gt_50k_work,-1.4188850438199954,-1.4188850438199954,-0.052799999713897705,0
+coef_hh_income_gt_50k_worker_work_and_school,0.034699998835916637,0.034699998835916637,0.034699998795986176,0
+coef_home_urban_school1,-0.1360999941739981,-0.1360999941739981,-0.13609999418258667,0
+coef_home_urban_school2,-11.831044462083096,-11.831044462083096,0.31700000166893005,0
+coef_home_urban_work1,24.254289912474832,24.254289912474832,-0.28310000896453857,0
+coef_home_urban_work2,12.738486792776087,12.738486792776087,0.23080000281333923,0
+coef_home_urban_work_and_school,-2.9754582133928946,-2.9754582133928946,-0.35089999437332153,0
+coef_no_cars_in_hh_school2,-0.62062284302473281,-0.62062284302473281,-1.4129999876022339,0
+coef_no_cars_in_hh_work2,-0.72590052527502258,-0.72590052527502258,-1.3059999942779541,0
+coef_no_cars_in_hh_work_and_school,-0.77649868370275865,-0.77649868370275865,-1.3020000457763672,0
+coef_non_family_hh_category1,-0.25000000001603168,-0.25000000001603168,-0.25,0
+coef_non_family_hh_category2,-18.224086954408719,-18.224086954408719,-0.17919999361038208,0
+coef_non_student_goes_to_school,3.8829998970263762,3.8829998970263762,3.8829998970031738,0
+coef_num_non_workers_in_hh_school1,0.2574000060601766,0.2574000060601766,0.25740000605583191,0
+coef_num_preschool_in_hh_school1,-0.1334999948664459,-0.1334999948664459,-0.13349999487400055,0
+coef_num_preschool_in_hh_school2,0.35679291623910225,0.35679291623910225,-0.55769997835159302,0
+coef_num_preschool_in_hh_work1,-2.9311650176345023,-2.9311650176345023,0.21909999847412109,0
+coef_num_preschool_in_hh_work2,0.22506526227617765,0.22506526227617765,-0.14779999852180481,0
+coef_num_preschool_in_hh_work_and_school,-1120.7076517335183,-1120.7076517335183,-0.12510000169277191,0
+coef_num_under_16_not_at_school_school2,-0.63850525564048144,-0.63850525564048144,0.08659999817609787,0
+coef_num_under_16_not_at_school_work2,-0.11879303600656704,-0.11879303600656704,0.18039999902248383,0
+coef_num_under_16_not_at_school_work_and_school,-72.572511675156974,-72.572511675156974,-0.19550000131130219,0
+coef_pre_driving_age_child_school2_asc,7.0553915333001287,7.0553915333001287,-3.9702999591827393,0
+coef_pt_worker_work2_asc,-14.85688697195045,-14.85688697195045,-3.0476000308990479,0
+coef_round_trip_auto_time_to_work_school2,0.064402441888329359,0.064402441888329359,-0.0034000000450760126,0
+coef_round_trip_auto_time_to_work_work2,-0.025903740882998762,-0.025903740882998762,-0.0035000001080334187,0
+coef_round_trip_auto_time_to_work_work_and_school,-0.021807011903415791,-0.021807011903415791,-0.0031000000890344381,0
+coef_student_employed,61.49730201724514,61.49730201724514,3.0139999389648438,0
+coef_unavailable,-999,-999,-999,0
+coef_under_35_school1,0.72180002927780151,0.72180002927780151,0.72180002927780151,0
+coef_under_35_school2,27.44527439728251,27.44527439728251,1.2749999761581421,0
+coef_under_35_work1,1.0377437873346973,1.0377437873346973,-0.46290001273155212,0
+coef_under_35_work2,-0.25384424363084357,-0.25384424363084357,-0.13750000298023224,0
+coef_under_35_work_and_school,2.2567986605803032,2.2567986605803032,0.97610002756118774,0
+coef_univ_school2_asc,-19.29191150330508,-19.29191150330508,-3.7428998947143555,0
+coef_univ_work1_asc,26.703389810868742,26.703389810868742,2.1659998893737793,0
+coef_univ_work2_asc,35.173970384221057,35.173970384221057,-1.3964999914169312,0
+coef_univ_work_and_school_asc,51.164083831710279,51.164083831710279,0.10729999840259552,0
diff --git a/activitysim/estimation/test/test_larch_estimation/test_simple_simulate_mandatory_tour_frequency_SLSQP_.csv b/activitysim/estimation/test/test_larch_estimation/test_simple_simulate_mandatory_tour_frequency_SLSQP_.csv
index fd8238225b..457583ab1e 100644
--- a/activitysim/estimation/test/test_larch_estimation/test_simple_simulate_mandatory_tour_frequency_SLSQP_.csv
+++ b/activitysim/estimation/test/test_larch_estimation/test_simple_simulate_mandatory_tour_frequency_SLSQP_.csv
@@ -1,54 +1,54 @@
-,value,initvalue,nullvalue,minimum,maximum,best
-0,0,0,0,0,0,0
-coef_can_walk_to_work_and_school,0.071630314724926147,0.1391,0,,,0.071630314724926147
-coef_can_walk_to_work_school2,1.3680922080710298,0.71140000000000003,0,,,1.3680922080710298
-coef_can_walk_to_work_work2,0.65112015867036332,0.52680000000000005,0,,,0.65112015867036332
-coef_driving_age_child_school2_asc,-13.067731116342266,-3.1360000000000001,0,,,-13.067731116342266
-coef_driving_age_child_work_and_school_asc,-12.605997463132249,-4.4362000000000004,0,,,-12.605997463132249
-coef_female_school1,0.24708609009193822,0.15920000000000001,0,,,0.24708609009193822
-coef_female_school2,-0.30133903622407632,0.114,0,,,-0.30133903622407632
-coef_female_work1,-2.2427478904369504,0.17369999999999999,0,,,-2.2427478904369504
-coef_female_work2,-0.38741093683095679,-0.22550000000000001,0,,,-0.38741093683095679
-coef_female_work_and_school,-3.2182798790112783,-0.34420000000000001,0,,,-3.2182798790112783
-coef_few_cars_than_drivers_school2,-0.86245057209463027,-0.57589999999999997,0,,,-0.86245057209463027
-coef_ft_worker_work2_asc,-5.5179331616722695,-3.3780999999999999,0,,,-5.5179331616722695
-coef_hh_income_gt_50k_school1,0.034700000000000002,0.034700000000000002,0,,,0.034700000000000002
-coef_hh_income_gt_50k_student_work_and_school,-0.92117498986723134,-0.0528,0,,,-0.92117498986723134
-coef_hh_income_gt_50k_work,-1.418550817944235,-0.0528,0,,,-1.418550817944235
-coef_hh_income_gt_50k_worker_work_and_school,0.034700000000000002,0.034700000000000002,0,,,0.034700000000000002
-coef_home_urban_school1,-0.1361,-0.1361,0,,,-0.1361
-coef_home_urban_school2,-8.4556148704436787,0.317,0,,,-8.4556148704436787
-coef_home_urban_work1,4.0267960749153291,-0.28310000000000002,0,,,4.0267960749153291
-coef_home_urban_work2,2.6248540229034232,0.23080000000000001,0,,,2.6248540229034232
-coef_home_urban_work_and_school,-0.44707001996924778,-0.35089999999999999,0,,,-0.44707001996924778
-coef_no_cars_in_hh_school2,-0.62046508539739775,-1.413,0,,,-0.62046508539739775
-coef_no_cars_in_hh_work2,-0.72596662468976358,-1.306,0,,,-0.72596662468976358
-coef_no_cars_in_hh_work_and_school,-0.77593437523044428,-1.302,0,,,-0.77593437523044428
-coef_non_family_hh_category1,-0.25,-0.25,0,,,-0.25
-coef_non_family_hh_category2,5.0007710032851715,-0.1792,0,,,5.0007710032851715
-coef_non_student_goes_to_school,3.883,3.883,0,,,3.883
-coef_num_non_workers_in_hh_school1,0.25740000000000002,0.25740000000000002,0,,,0.25740000000000002
-coef_num_preschool_in_hh_school1,-0.13350000000000001,-0.13350000000000001,0,,,-0.13350000000000001
-coef_num_preschool_in_hh_school2,0.35665962262224188,-0.55769999999999997,0,,,0.35665962262224188
-coef_num_preschool_in_hh_work1,-2.9305005867030882,0.21909999999999999,0,,,-2.9305005867030882
-coef_num_preschool_in_hh_work2,0.22517317861058084,-0.14779999999999999,0,,,0.22517317861058084
-coef_num_preschool_in_hh_work_and_school,-29.197568875282681,-0.12509999999999999,0,,,-29.197568875282681
-coef_num_under_16_not_at_school_school2,-0.63829340447675476,0.086599999999999996,0,,,-0.63829340447675476
-coef_num_under_16_not_at_school_work2,-0.11899114846640058,0.1804,0,,,-0.11899114846640058
-coef_num_under_16_not_at_school_work_and_school,-15.357906680125023,-0.19550000000000001,0,,,-15.357906680125023
-coef_pre_driving_age_child_school2_asc,3.6797262862761189,-3.9702999999999999,0,,,3.6797262862761189
-coef_pt_worker_work2_asc,-4.7432419645081501,-3.0476000000000001,0,,,-4.7432419645081501
-coef_round_trip_auto_time_to_work_school2,0.064410816444162883,-0.0033999999999999998,0,,,0.064410816444162883
-coef_round_trip_auto_time_to_work_work2,-0.025905460423305656,-0.0035000000000000001,0,,,-0.025905460423305656
-coef_round_trip_auto_time_to_work_work_and_school,-0.021803756470739271,-0.0030999999999999999,0,,,-0.021803756470739271
-coef_student_employed,13.457255204029515,3.0139999999999998,0,,,13.457255204029515
-coef_unavailable,-999,-999,0,-999,-999,-999
-coef_under_35_school1,0.7218,0.7218,0,,,0.7218
-coef_under_35_school2,15.011164063565253,1.2749999999999999,0,,,15.011164063565253
-coef_under_35_work1,1.0382419681378368,-0.46289999999999998,0,,,1.0382419681378368
-coef_under_35_work2,-0.25387498090125782,-0.13750000000000001,0,,,-0.25387498090125782
-coef_under_35_work_and_school,2.2570354258963481,0.97609999999999997,0,,,2.2570354258963481
-coef_univ_school2_asc,-10.233810040377643,-3.7429000000000001,0,,,-10.233810040377643
-coef_univ_work1_asc,6.475896074915326,2.1659999999999999,0,,,6.475896074915326
-coef_univ_work2_asc,4.8330291490834876,-1.3965000000000001,0,,,4.8330291490834876
-coef_univ_work_and_school_asc,8.1809274431629717,0.10730000000000001,0,,,8.1809274431629717
+param_name,value,best,initvalue,nullvalue
+0,0,0,0,0
+coef_can_walk_to_work_and_school,0.20132027468875283,0.20132027468479921,0.13910000026226044,0
+coef_can_walk_to_work_school2,0.96010731757888212,0.96010731757834789,0.71139997243881226,0
+coef_can_walk_to_work_work2,0.73122607984567289,0.73122607983903865,0.52679997682571411,0
+coef_driving_age_child_school2_asc,-5.7172473630323095,-5.7172473630089566,-3.1359999179840088,0
+coef_driving_age_child_work_and_school_asc,-4.4775478428522311,-4.477547842857807,-4.4362001419067383,0
+coef_female_school1,-1.1179750622419278,-1.117975062224638,0.15919999778270721,0
+coef_female_school2,-0.48952027651274382,-0.48952027650816798,0.11400000005960464,0
+coef_female_work1,-2.0511063704156607,-2.0511063703883035,0.1737000048160553,0
+coef_female_work2,-0.41490266839201562,-0.4149026683981944,-0.22550000250339508,0
+coef_female_work_and_school,-2.9966902230088177,-2.9966902229830907,-0.34419998526573181,0
+coef_few_cars_than_drivers_school2,-0.55452509049148058,-0.55452509048768461,-0.57590001821517944,0
+coef_ft_worker_work2_asc,-3.8025869871232629,-3.8025869871213596,-3.3780999183654785,0
+coef_hh_income_gt_50k_school1,0.034699998795986176,0.034699998795986176,0.034699998795986176,0
+coef_hh_income_gt_50k_student_work_and_school,-0.17920043049685666,-0.17920043049604578,-0.052799999713897705,0
+coef_hh_income_gt_50k_work,-0.66212675917984232,-0.66212675918375841,-0.052799999713897705,0
+coef_hh_income_gt_50k_worker_work_and_school,0.034699998795986176,0.034699998795986176,0.034699998795986176,0
+coef_home_urban_school1,-0.13609999418258667,-0.13609999418258667,-0.13609999418258667,0
+coef_home_urban_school2,-2.1094338222937941,-2.1094338222674192,0.31700000166893005,0
+coef_home_urban_work1,0.34863867027519652,0.34863867026166911,-0.28310000896453857,0
+coef_home_urban_work2,0.76429400769443512,0.76429400769779043,0.23080000281333923,0
+coef_home_urban_work_and_school,-0.33420724299781907,-0.33420724299927923,-0.35089999437332153,0
+coef_no_cars_in_hh_school2,-0.3281459638377332,-0.32814596385333328,-1.4129999876022339,0
+coef_no_cars_in_hh_work2,-0.66209007579299561,-0.66209007577665158,-1.3059999942779541,0
+coef_no_cars_in_hh_work_and_school,-0.92494433055696312,-0.92494433055322656,-1.3020000457763672,0
+coef_non_family_hh_category1,-0.25,-0.25,-0.25,0
+coef_non_family_hh_category2,0.49350779245951959,0.49350779245352627,-0.17919999361038208,0
+coef_non_student_goes_to_school,3.8829998970031738,3.8829998970031738,3.8829998970031738,0
+coef_num_non_workers_in_hh_school1,0.25740000605583191,0.25740000605583191,0.25740000605583191,0
+coef_num_preschool_in_hh_school1,-0.13349999487400055,-0.13349999487400055,-0.13349999487400055,0
+coef_num_preschool_in_hh_school2,0.73590985242441875,0.73590985242576534,-0.55769997835159302,0
+coef_num_preschool_in_hh_work1,-1.6486490740351119,-1.6486490740275117,0.21909999847412109,0
+coef_num_preschool_in_hh_work2,0.24670839988109913,0.2467083998803998,-0.14779999852180481,0
+coef_num_preschool_in_hh_work_and_school,-2.4290259678800297,-2.4290259678663575,-0.12510000169277191,0
+coef_num_under_16_not_at_school_school2,-0.91329132598172835,-0.9132913259601626,0.08659999817609787,0
+coef_num_under_16_not_at_school_work2,-0.11459202927007101,-0.11459202927135456,0.18039999902248383,0
+coef_num_under_16_not_at_school_work_and_school,-2.3336601463508013,-2.3336601463331874,-0.19550000131130219,0
+coef_pre_driving_age_child_school2_asc,-2.6428722793019959,-2.6428722793097204,-3.9702999591827393,0
+coef_pt_worker_work2_asc,-3.0303892540032376,-3.0303892539968387,-3.0476000308990479,0
+coef_round_trip_auto_time_to_work_school2,0.064069158794420475,0.064069158793510952,-0.0034000000450760126,0
+coef_round_trip_auto_time_to_work_work2,-0.020202184952509333,-0.020202184952801051,-0.0035000001080334187,0
+coef_round_trip_auto_time_to_work_work_and_school,-0.015315391311272412,-0.015315391311409078,-0.0031000000890344381,0
+coef_student_employed,4.6032016663231561,4.6032016663032218,3.0139999389648438,0
+coef_unavailable,-999,-999,-999,0
+coef_under_35_school1,0.72180002927780151,0.72180002927780151,0.72180002927780151,0
+coef_under_35_school2,2.1398332789937333,2.1398332789898835,1.2749999761581421,0
+coef_under_35_work1,1.1194222799903866,1.1194222799688391,-0.46290001273155212,0
+coef_under_35_work2,-0.24674628169467161,-0.24674628168879748,-0.13750000298023224,0
+coef_under_35_work_and_school,2.7433316694686765,2.7433316694426049,0.97610002756118774,0
+coef_univ_school2_asc,-4.9155139535095262,-4.9155139534987793,-3.7428998947143555,0
+coef_univ_work1_asc,2.797738568613517,2.7977385685999896,2.1659998893737793,0
+coef_univ_work2_asc,-0.45572969467386271,-0.45572969467880964,-1.3964999914169312,0
+coef_univ_work_and_school_asc,0.16534045072359432,0.16534045072771017,0.10729999840259552,0
diff --git a/activitysim/estimation/test/test_larch_estimation/test_simple_simulate_mandatory_tour_frequency_SLSQP_loglike.csv b/activitysim/estimation/test/test_larch_estimation/test_simple_simulate_mandatory_tour_frequency_SLSQP_loglike.csv
index f22660c1eb..a593ed1541 100644
--- a/activitysim/estimation/test/test_larch_estimation/test_simple_simulate_mandatory_tour_frequency_SLSQP_loglike.csv
+++ b/activitysim/estimation/test/test_larch_estimation/test_simple_simulate_mandatory_tour_frequency_SLSQP_loglike.csv
@@ -1,2 +1,2 @@
 ,loglike_prior,loglike_converge
-0,-434.77803538920688,-410.22015020484497
+0,-434.77803587138652,-412.67417109099858
diff --git a/activitysim/estimation/test/test_larch_estimation/test_simple_simulate_trip_mode_choice_SLSQP_.csv b/activitysim/estimation/test/test_larch_estimation/test_simple_simulate_trip_mode_choice_SLSQP_.csv
index 706cb99d17..a54d7e8e1c 100644
--- a/activitysim/estimation/test/test_larch_estimation/test_simple_simulate_trip_mode_choice_SLSQP_.csv
+++ b/activitysim/estimation/test/test_larch_estimation/test_simple_simulate_trip_mode_choice_SLSQP_.csv
@@ -1,273 +1,273 @@
-,value,initvalue,nullvalue,minimum,maximum,best
--999,-999,-999,-999,-999,-999,-999
-1,1,1,1,1,1,1
-coef_age010_trn,0.36055093747501515,0,0,,,0.36055093747501515
-coef_age1619_da,0.34452990003908374,0,0,,,0.34452990003908374
-coef_age16p_sr,-0.15188561974324261,0,0,,,-0.15188561974324261
-coef_bike_ASC_rh,-7,-7,0,-7,-7,-7
-coef_bike_ASC_walk_work,-2.6591723273807126,-1.8332999999999999,0,,,-2.6591723273807126
-coef_drive_transit_ASC_commuter_work,0.42650515313601794,0.4012,0,,,0.42650515313601794
-coef_drive_transit_ASC_express_work,-0.35539999999999999,-0.35539999999999999,0,,,-0.35539999999999999
-coef_drive_transit_ASC_ferry_work,0.52769999999999995,0.52769999999999995,0,,,0.52769999999999995
-coef_drive_transit_ASC_heavyrail_work,-11.994127899898398,0.3538,0,,,-11.994127899898398
-coef_drive_transit_ASC_lightrail_work,-10.300240827222716,0.46210000000000001,0,,,-10.300240827222716
-coef_drive_transit_ASC_rh,-162.17158272141376,-4.25,0,,,-162.17158272141376
-coef_hhsize1_sr,-0.89092943199297148,-0.73460000000000003,0,,,-0.89092943199297148
-coef_hhsize2_sr,0.039652734237525036,0,0,,,0.039652734237525036
-coef_ivt_work,-0.010154908820341358,-0.021999999999999999,0,,,-0.010154908820341358
-coef_joint_auto_ASC_rh_work_univ_school_escort_atwork,0,0,0,,,0
-coef_joint_auto_ASC_sr2_work_univ_school_escort_atwork,0,0,0,,,0
-coef_joint_auto_ASC_sr3p_work_univ_school_escort_atwork,0,0,0,,,0
-coef_joint_auto_ASC_walk_work_univ_school_escort_atwork,0,0,0,,,0
-coef_joint_bike_ASC_rh_work_univ_school_escort_atwork,0,0,0,,,0
-coef_joint_bike_ASC_walk_work_univ_school_escort_atwork,0,0,0,,,0
-coef_joint_drive_transit_ASC_commuter_work_univ_school_escort_atwork,0,0,0,,,0
-coef_joint_drive_transit_ASC_express_work_univ_school_escort_atwork,0,0,0,,,0
-coef_joint_drive_transit_ASC_ferry_work_univ_school_escort_atwork,0,0,0,,,0
-coef_joint_drive_transit_ASC_heavyrail_work_univ_school_escort_atwork,0,0,0,,,0
-coef_joint_drive_transit_ASC_lightrail_work_univ_school_escort_atwork,0,0,0,,,0
-coef_joint_drive_transit_ASC_rh_work_univ_school_escort_atwork,0,0,0,,,0
-coef_joint_ride_hail_ASC_sr2_work_univ_school_escort_atwork,0,0,0,,,0
-coef_joint_ride_hail_ASC_sr3p_work_univ_school_escort_atwork,0,0,0,,,0
-coef_joint_ride_hail_ASC_taxi_work_univ_school_escort_atwork,0,0,0,,,0
-coef_joint_ride_hail_ASC_tnc_shared,0,0,0,,,0
-coef_joint_ride_hail_ASC_tnc_single_work_univ_school_escort_atwork,0,0,0,,,0
-coef_joint_ride_hail_ASC_walk_transit,0,0,0,,,0
-coef_joint_ride_hail_ASC_walk_work_univ_school_escort_atwork,0,0,0,,,0
-coef_joint_walk_ASC_rh_work_univ_school_escort_atwork,0,0,0,,,0
-coef_joint_walk_transit_ASC_commuter_work_univ_school_escort_atwork,0,0,0,,,0
-coef_joint_walk_transit_ASC_express_work_univ_school_escort_atwork,0,0,0,,,0
-coef_joint_walk_transit_ASC_ferry_work_univ_school_escort_atwork,0,0,0,,,0
-coef_joint_walk_transit_ASC_heavyrail_work_univ_school_escort_atwork,0,0,0,,,0
-coef_joint_walk_transit_ASC_lightrail_work_univ_school_escort_atwork,0,0,0,,,0
-coef_joint_walk_transit_ASC_rh_work_univ_school_escort_atwork,0,0,0,,,0
-coef_joint_walk_transit_ASC_sr2_work_univ_school_escort_atwork,0,0,0,,,0
-coef_joint_walk_transit_ASC_sr3p_work_univ_school_escort_atwork,0,0,0,,,0
-coef_joint_walk_transit_ASC_walk_work_univ_school_escort_atwork,0,0,0,,,0
-coef_nest_AUTO,0.71999999999999997,0.71999999999999997,1,0.71999999999999997,0.71999999999999997,0.71999999999999997
-coef_nest_AUTO_DRIVEALONE,0.34999999999999998,0.34999999999999998,1,0.34999999999999998,0.34999999999999998,0.34999999999999998
-coef_nest_AUTO_SHAREDRIDE2,0.34999999999999998,0.34999999999999998,1,0.34999999999999998,0.34999999999999998,0.34999999999999998
-coef_nest_AUTO_SHAREDRIDE3,0.34999999999999998,0.34999999999999998,1,0.34999999999999998,0.34999999999999998,0.34999999999999998
-coef_nest_NONMOTORIZED,0.71999999999999997,0.71999999999999997,1,0.71999999999999997,0.71999999999999997,0.71999999999999997
-coef_nest_RIDEHAIL,0.35999999999999999,0.35999999999999999,1,0.35999999999999999,0.35999999999999999,0.35999999999999999
-coef_nest_TRANSIT,0.71999999999999997,0.71999999999999997,1,0.71999999999999997,0.71999999999999997,0.71999999999999997
-coef_nest_TRANSIT_DRIVEACCESS,0.5,0.5,1,0.5,0.5,0.5
-coef_nest_TRANSIT_WALKACCESS,0.5,0.5,1,0.5,0.5,0.5
-coef_ride_hail_ASC_sr2_work,-24.964152977906629,-6.1079999999999997,0,,,-24.964152977906629
-coef_ride_hail_ASC_sr3p_work_escort_shopping_othmaint_atwork,-29.66185425032911,-7,0,,,-29.66185425032911
-coef_ride_hail_ASC_taxi_work,-2.5195664524629127,-2.3849999999999998,0,,,-2.5195664524629127
-coef_ride_hail_ASC_tnc_shared,23.268241084943003,0,0,,,23.268241084943003
-coef_ride_hail_ASC_tnc_single_work,23.984210218237873,0.73499999999999999,0,,,23.984210218237873
-coef_ride_hail_ASC_walk_transit,22.114586690634976,0,0,,,22.114586690634976
-coef_ride_hail_ASC_walk_work,21.771187507152565,0.2858,0,,,21.771187507152565
-coef_sov_ASC_rh_work_atwork,-7,-7,0,-7,-7,-7
-coef_sov_ASC_sr2_work_univ_school_shopping_eatout_othmaint_social_othdiscr_atwork,-999,-999,0,-999,-999,-999
-coef_sov_ASC_sr3p_work_univ_school_shopping_eatout_othmaint_social_othdiscr_atwork,-999,-999,0,-999,-999,-999
-coef_sov_ASC_walk_work,-3.007257338441883,-0.83979999999999999,0,,,-3.007257338441883
-coef_sr2_ASC_rh_work_school_escort_shopping_eatout_othmaint_social_othdiscr_atwork,-7,-7,0,-7,-7,-7
-coef_sr2_ASC_sr2_work,0.19745747776996045,0.0149,0,,,0.19745747776996045
-coef_sr2_ASC_sr3p,-999,-999,0,-999,-999,-999
-coef_sr2_ASC_walk_work,-2.2229353369557856,0.126,0,,,-2.2229353369557856
-coef_sr3p_ASC_rh_work,-71.917699999999996,-71.917699999999996,0,,,-71.917699999999996
-coef_sr3p_ASC_sr2_work,-0.95395070192885023,-1.1956,0,,,-0.95395070192885023
-coef_sr3p_ASC_sr3p_work,0.0022823628108995749,-0.18360000000000001,0,,,0.0022823628108995749
-coef_sr3p_ASC_walk_work,-2.3566238207046379,0.21709999999999999,0,,,-2.3566238207046379
-coef_walk_ASC_rh,-7,-7,0,-7,-7,-7
-coef_walk_transit_ASC_commuter_work,0.4012,0.4012,0,,,0.4012
-coef_walk_transit_ASC_express_work,-0.35539999999999999,-0.35539999999999999,0,,,-0.35539999999999999
-coef_walk_transit_ASC_ferry_work,0.52769999999999995,0.52769999999999995,0,,,0.52769999999999995
-coef_walk_transit_ASC_heavyrail_work,0.50253917060490561,0.3538,0,,,0.50253917060490561
-coef_walk_transit_ASC_lightrail_work,0.63259254210688642,0.46210000000000001,0,,,0.63259254210688642
-coef_walk_transit_ASC_rh_work,-2.8695420596058572,-3.7408000000000001,0,,,-2.8695420596058572
-coef_walk_transit_ASC_sr2_work,-2.2566861984974196,-3.6631,0,,,-2.2566861984974196
-coef_walk_transit_ASC_sr3p_work,-2.6534480546215211,-4.1314000000000002,0,,,-2.6534480546215211
-coef_walk_transit_ASC_walk_work,-0.39143818330516583,0.44319999999999998,0,,,-0.39143818330516583
-coef_bike_ASC_walk_univ,-0.33989999999999998,-0.33989999999999998,0,,,-0.33989999999999998
-coef_drive_transit_ASC_commuter_univ_school,0.90820000000000001,0.90820000000000001,0,,,0.90820000000000001
-coef_drive_transit_ASC_express_univ_school,0.32240000000000002,0.32240000000000002,0,,,0.32240000000000002
-coef_drive_transit_ASC_ferry_univ_school,1.7237,1.7237,0,,,1.7237
-coef_drive_transit_ASC_heavyrail_univ_school,0.84899999999999998,0.84899999999999998,0,,,0.84899999999999998
-coef_drive_transit_ASC_lightrail_univ_school,1.4436,1.4436,0,,,1.4436
-coef_ivt_univ_school,-0.0082670637836597533,-0.027099999999999999,0,,,-0.0082670637836597533
-coef_ride_hail_ASC_sr2_univ,-4.3372000000000002,-4.3372000000000002,0,,,-4.3372000000000002
-coef_ride_hail_ASC_sr3p_univ,-4.9219999999999997,-4.9219999999999997,0,,,-4.9219999999999997
-coef_ride_hail_ASC_taxi_univ,-1.5993999999999999,-1.5993999999999999,0,,,-1.5993999999999999
-coef_ride_hail_ASC_tnc_single_univ,0.1081,0.1081,0,,,0.1081
-coef_ride_hail_ASC_walk_univ_escort_shopping_othmaint,-26.322181448888141,-7,0,,,-26.322181448888141
-coef_sov_ASC_rh_univ,-6.649,-6.649,0,,,-6.649
-coef_sov_ASC_walk_univ,-1.0579000000000001,-1.0579000000000001,0,,,-1.0579000000000001
-coef_sr2_ASC_rh_univ,-6.6897000000000002,-6.6897000000000002,0,,,-6.6897000000000002
-coef_sr2_ASC_sr2_univ,0.4304,0.4304,0,,,0.4304
-coef_sr2_ASC_walk_univ,1.3041,1.3041,0,,,1.3041
-coef_sr3p_ASC_rh_univ_escort_shopping_eatout_othmaint_social_othdiscr,-7,-7,0,-7,-7,-7
-coef_sr3p_ASC_sr2_univ,-0.31169999999999998,-0.31169999999999998,0,,,-0.31169999999999998
-coef_sr3p_ASC_sr3p_univ,0.62929999999999997,0.62929999999999997,0,,,0.62929999999999997
-coef_sr3p_ASC_walk_univ,1.6793,1.6793,0,,,1.6793
-coef_walk_transit_ASC_commuter_univ_school,0.90820000000000001,0.90820000000000001,0,,,0.90820000000000001
-coef_walk_transit_ASC_express_univ_school,0.32240000000000002,0.32240000000000002,0,,,0.32240000000000002
-coef_walk_transit_ASC_ferry_univ_school,1.7237,1.7237,0,,,1.7237
-coef_walk_transit_ASC_heavyrail_univ_school,0.86656489716508533,0.84899999999999998,0,,,0.86656489716508533
-coef_walk_transit_ASC_lightrail_univ_school,1.5673078514811689,1.4436,0,,,1.5673078514811689
-coef_walk_transit_ASC_rh_univ,-4.2690999999999999,-4.2690999999999999,0,,,-4.2690999999999999
-coef_walk_transit_ASC_sr2_univ,-4.0049999999999999,-4.0049999999999999,0,,,-4.0049999999999999
-coef_walk_transit_ASC_sr3p_univ,-28.697199999999999,-28.697199999999999,0,,,-28.697199999999999
-coef_walk_transit_ASC_walk_univ,-1.0310999999999999,-1.0310999999999999,0,,,-1.0310999999999999
-coef_bike_ASC_walk_school,-106.06311357570786,-2.0331999999999999,0,,,-106.06311357570786
-coef_ride_hail_ASC_sr2_school,-17.561865296747161,-1.5869,0,,,-17.561865296747161
-coef_ride_hail_ASC_sr3p_school,-17.869354547202143,-2.5362,0,,,-17.869354547202143
-coef_ride_hail_ASC_taxi_school,-1.6385208722849591,-0.58689999999999998,0,,,-1.6385208722849591
-coef_ride_hail_ASC_tnc_single_school,23.693954665409134,0.3201,0,,,23.693954665409134
-coef_ride_hail_ASC_walk_school,-17.881587989266929,0.245,0,,,-17.881587989266929
-coef_sov_ASC_rh_school,-126.45615738910647,-5.6548999999999996,0,,,-126.45615738910647
-coef_sov_ASC_walk_school,-3.1154322443821076,-71.8977,0,,,-3.1154322443821076
-coef_sr2_ASC_sr2_school,-0.54053965419989403,-1.9335,0,,,-0.54053965419989403
-coef_sr2_ASC_walk_school,-2.0412093694429427,-1.0362,0,,,-2.0412093694429427
-coef_sr3p_ASC_rh_school,-167.92322922478724,-6.6714000000000002,0,,,-167.92322922478724
-coef_sr3p_ASC_sr2_school,-1.0175286592825254,-2.7406999999999999,0,,,-1.0175286592825254
-coef_sr3p_ASC_sr3p_school,0.19312416588689055,-1.7718,0,,,0.19312416588689055
-coef_sr3p_ASC_walk_school,-2.4447403802047534,-1.2126999999999999,0,,,-2.4447403802047534
-coef_walk_transit_ASC_rh_school,-4.3619869330314502,-7,0,,,-4.3619869330314502
-coef_walk_transit_ASC_sr2_school,-2.270274862864051,-4.2961,0,,,-2.270274862864051
-coef_walk_transit_ASC_sr3p_school,-2.4067383334703436,-3.8664999999999998,0,,,-2.4067383334703436
-coef_walk_transit_ASC_walk_school,-1.4950397618009084,-1.1828000000000001,0,,,-1.4950397618009084
-coef_bike_ASC_walk_escort,-13.520327232125497,-13.520300000000001,0,,,-13.520327232125497
-coef_drive_transit_ASC_commuter_escort,0.54420000000000002,0.54420000000000002,0,,,0.54420000000000002
-coef_drive_transit_ASC_express_escort,0.75470000000000004,0.75470000000000004,0,,,0.75470000000000004
-coef_drive_transit_ASC_ferry_escort,0.60050000000000003,0.60050000000000003,0,,,0.60050000000000003
-coef_drive_transit_ASC_heavyrail_escort,-14.234170107485145,0.56730000000000003,0,,,-14.234170107485145
-coef_drive_transit_ASC_lightrail_escort,0.5252,0.5252,0,,,0.5252
-coef_ivt_escort_shopping_eatout_othdiscr_atwork,-0.011935317751590301,-0.027900000000000001,0,,,-0.011935317751590301
-coef_ride_hail_ASC_sr2_escort_shopping_othmaint,-23.87393437250816,-5.6482999999999999,0,,,-23.87393437250816
-coef_ride_hail_ASC_taxi_escort_shopping_othmaint,-3.6645734090143596,-3.6629,0,,,-3.6645734090143596
-coef_ride_hail_ASC_tnc_single_escort_shopping_othmaint,24.219922267784732,0.78790000000000004,0,,,24.219922267784732
-coef_sov_ASC_rh_escort_shopping_eatout_othmaint_social_othdiscr,0,0,0,0,0,0
-coef_sov_ASC_sr2_escort,0,0,0,0,0,0
-coef_sov_ASC_sr3p_escort,0,0,0,0,0,0
-coef_sov_ASC_walk_escort,0,0,0,0,0,0
-coef_sr2_ASC_sr2_escort,0.48842589140865728,0.3533,0,,,0.48842589140865728
-coef_sr2_ASC_walk_escort,-25.486556155436141,-2.0528,0,,,-25.486556155436141
-coef_sr3p_ASC_sr2_escort,-0.20651374838779549,-0.26819999999999999,0,,,-0.20651374838779549
-coef_sr3p_ASC_sr3p_escort,0.89578731133543399,0.73580000000000001,0,,,0.89578731133543399
-coef_sr3p_ASC_walk_escort,-3.4160479693862773,-1.0075000000000001,0,,,-3.4160479693862773
-coef_walk_transit_ASC_commuter_escort,0.54420000000000002,0.54420000000000002,0,,,0.54420000000000002
-coef_walk_transit_ASC_express_escort,0.75470000000000004,0.75470000000000004,0,,,0.75470000000000004
-coef_walk_transit_ASC_ferry_escort,0.60050000000000003,0.60050000000000003,0,,,0.60050000000000003
-coef_walk_transit_ASC_heavyrail_escort,0.85028037339339679,0.56730000000000003,0,,,0.85028037339339679
-coef_walk_transit_ASC_lightrail_escort,1.12520509210183,0.5252,0,,,1.12520509210183
-coef_walk_transit_ASC_rh_escort_shopping_othmaint,-2.3595754865729988,-3.1135999999999999,0,,,-2.3595754865729988
-coef_walk_transit_ASC_sr2_escort,-1.0205990135822081,-2.6284000000000001,0,,,-1.0205990135822081
-coef_walk_transit_ASC_sr3p_escort,-184.69692639910483,-3.2073999999999998,0,,,-184.69692639910483
-coef_walk_transit_ASC_walk_escort,-88.120508523406016,-0.99739999999999995,0,,,-88.120508523406016
-coef_bike_ASC_walk_shopping,-23.156539428413335,-1.0245,0,,,-23.156539428413335
-coef_drive_transit_ASC_commuter_shopping_eatout_othmaint_social_othdiscr_atwork,0.51290000000000002,0.51290000000000002,0,,,0.51290000000000002
-coef_drive_transit_ASC_express_shopping_eatout_othmaint_social_othdiscr_atwork,0.66479999999999995,0.66479999999999995,0,,,0.66479999999999995
-coef_drive_transit_ASC_ferry_shopping_eatout_othmaint_social_othdiscr_atwork,0.64659999999999995,0.64659999999999995,0,,,0.64659999999999995
-coef_drive_transit_ASC_heavyrail_shopping_eatout_othmaint_social_othdiscr_atwork,0.5403,0.5403,0,,,0.5403
-coef_drive_transit_ASC_lightrail_shopping_eatout_othmaint_social_othdiscr_atwork,0.53920000000000001,0.53920000000000001,0,,,0.53920000000000001
-coef_joint_auto_ASC_rh_shopping_eatout_othmaint_social_othdiscr,-7,-7,0,,,-7
-coef_joint_auto_ASC_sr2_shopping,2.7753435280365912,0.58750000000000002,0,,,2.7753435280365912
-coef_joint_auto_ASC_sr3p_shopping,-19.06434075519855,-19.045400000000001,0,,,-19.06434075519855
-coef_joint_auto_ASC_walk_shopping,-23.468835890078797,-23.468800000000002,0,,,-23.468835890078797
-coef_joint_bike_ASC_rh_shopping_eatout_othmaint_social_othdiscr,-12.3057,-12.3057,0,,,-12.3057
-coef_joint_bike_ASC_walk_shopping,-7.0476000000000001,-7.0476000000000001,0,,,-7.0476000000000001
-coef_joint_drive_transit_ASC_commuter_shopping_eatout_othmaint_social_othdiscr,0.51290000000000002,0.51290000000000002,0,,,0.51290000000000002
-coef_joint_drive_transit_ASC_express_shopping_eatout_othmaint_social_othdiscr,0.66479999999999995,0.66479999999999995,0,,,0.66479999999999995
-coef_joint_drive_transit_ASC_ferry_shopping_eatout_othmaint_social_othdiscr,0.64659999999999995,0.64659999999999995,0,,,0.64659999999999995
-coef_joint_drive_transit_ASC_heavyrail_shopping_eatout_othmaint_social_othdiscr,0.5403,0.5403,0,,,0.5403
-coef_joint_drive_transit_ASC_lightrail_shopping_eatout_othmaint_social_othdiscr,0.53920000000000001,0.53920000000000001,0,,,0.53920000000000001
-coef_joint_drive_transit_ASC_rh_shopping_eatout_othmaint_social_othdiscr,4.6138000000000003,4.6138000000000003,0,,,4.6138000000000003
-coef_joint_ride_hail_ASC_sr2_shopping_eatout_othmaint_social_othdiscr,-7,-7,0,,,-7
-coef_joint_ride_hail_ASC_sr3p_shopping_eatout_othmaint_social_othdiscr,-7,-7,0,,,-7
-coef_joint_ride_hail_ASC_taxi_shopping_eatout_othmaint_social_othdiscr,-7,-7,0,,,-7
-coef_joint_ride_hail_ASC_tnc_single_shopping_eatout_othmaint_social_othdiscr,-4.7339000000000002,-4.7339000000000002,0,,,-4.7339000000000002
-coef_joint_ride_hail_ASC_walk_shopping_eatout_othmaint_social_othdiscr,-7,-7,0,,,-7
-coef_joint_walk_ASC_rh_shopping_eatout_othmaint_social_othdiscr,-3.0362,-3.0362,0,,,-3.0362
-coef_joint_walk_transit_ASC_commuter_shopping_eatout_othmaint_social_othdiscr,0.51290000000000002,0.51290000000000002,0,,,0.51290000000000002
-coef_joint_walk_transit_ASC_express_shopping_eatout_othmaint_social_othdiscr,0.66479999999999995,0.66479999999999995,0,,,0.66479999999999995
-coef_joint_walk_transit_ASC_ferry_shopping_eatout_othmaint_social_othdiscr,0.64659999999999995,0.64659999999999995,0,,,0.64659999999999995
-coef_joint_walk_transit_ASC_heavyrail_shopping_eatout_othmaint_social_othdiscr,21.596514314322803,0.5403,0,,,21.596514314322803
-coef_joint_walk_transit_ASC_lightrail_shopping_eatout_othmaint_social_othdiscr,0.92447712850041863,0.53920000000000001,0,,,0.92447712850041863
-coef_joint_walk_transit_ASC_rh_shopping_eatout_othmaint_social_othdiscr,3.132294016909416,1.2265999999999999,0,,,3.132294016909416
-coef_joint_walk_transit_ASC_sr2_shopping,-21.576802070713498,-21.576799999999999,0,,,-21.576802070713498
-coef_joint_walk_transit_ASC_sr3p_shopping,-25.595300009753458,-25.595300000000002,0,,,-25.595300009753458
-coef_joint_walk_transit_ASC_walk_shopping,-101.70152139850924,-0.54720000000000002,0,,,-101.70152139850924
-coef_sov_ASC_walk_shopping,-3.7867423367407271,-1.4765999999999999,0,,,-3.7867423367407271
-coef_sr2_ASC_sr2_shopping,1.7463545613015568,1.3765000000000001,0,,,1.7463545613015568
-coef_sr2_ASC_walk_shopping,-3.6530756986244408,-0.11169999999999999,0,,,-3.6530756986244408
-coef_sr3p_ASC_sr2_shopping,0.33630630204547912,-0.078100000000000003,0,,,0.33630630204547912
-coef_sr3p_ASC_sr3p_shopping,1.6427397418976948,1.3394999999999999,0,,,1.6427397418976948
-coef_sr3p_ASC_walk_shopping,-3.9191286556878429,-0.50790000000000002,0,,,-3.9191286556878429
-coef_walk_transit_ASC_commuter_shopping_eatout_othmaint_social_othdiscr_atwork,0.51290000000000002,0.51290000000000002,0,,,0.51290000000000002
-coef_walk_transit_ASC_express_shopping_eatout_othmaint_social_othdiscr_atwork,0.66479999999999995,0.66479999999999995,0,,,0.66479999999999995
-coef_walk_transit_ASC_ferry_shopping_eatout_othmaint_social_othdiscr_atwork,0.64659999999999995,0.64659999999999995,0,,,0.64659999999999995
-coef_walk_transit_ASC_heavyrail_shopping_eatout_othmaint_social_othdiscr_atwork,0.92621641961993106,0.5403,0,,,0.92621641961993106
-coef_walk_transit_ASC_lightrail_shopping_eatout_othmaint_social_othdiscr_atwork,0.83136133693868486,0.53920000000000001,0,,,0.83136133693868486
-coef_walk_transit_ASC_sr2_shopping,-2.1233168743409747,-4.0114999999999998,0,,,-2.1233168743409747
-coef_walk_transit_ASC_sr3p_shopping,-91.093530857559287,-4.3852000000000002,0,,,-91.093530857559287
-coef_walk_transit_ASC_walk_shopping,-0.81350805532373194,-0.1943,0,,,-0.81350805532373194
-coef_bike_ASC_walk_eatout,-174.81611515878677,-2.6989999999999998,0,,,-174.81611515878677
-coef_joint_auto_ASC_sr2_eatout_othmaint_social_othdiscr,0.38104442976260161,-0.063399999999999998,0,,,0.38104442976260161
-coef_joint_auto_ASC_sr3p_eatout_othmaint_social_othdiscr,0.38908646769235944,-0.16250000000000001,0,,,0.38908646769235944
-coef_joint_auto_ASC_walk_eatout_othmaint_social_othdiscr,-4.3794314087625494,-0.71440000000000003,0,,,-4.3794314087625494
-coef_joint_bike_ASC_walk_eatout,-15.5588,-15.5588,0,,,-15.5588
-coef_joint_walk_transit_ASC_sr2_eatout,-14.914319758236871,-14.913399999999999,0,,,-14.914319758236871
-coef_joint_walk_transit_ASC_sr3p_eatout,-16.758772307649721,-16.758700000000001,0,,,-16.758772307649721
-coef_joint_walk_transit_ASC_walk_eatout,1.1018580418672292,2.3016999999999999,0,,,1.1018580418672292
-coef_ride_hail_ASC_sr2_eatout_social_othdiscr,-16.851845961332685,-5.9691999999999998,0,,,-16.851845961332685
-coef_ride_hail_ASC_sr3p_eatout_social_othdiscr,-11.873288203497911,-6.7199,0,,,-11.873288203497911
-coef_ride_hail_ASC_taxi_eatout_social_othdiscr,-2.5632427324461902,-2.5543,0,,,-2.5632427324461902
-coef_ride_hail_ASC_tnc_single_eatout_social_othdiscr,23.995880104391915,0.82740000000000002,0,,,23.995880104391915
-coef_ride_hail_ASC_walk_eatout_social_othdiscr,-17.718714023749605,-3.3603000000000001,0,,,-17.718714023749605
-coef_sov_ASC_walk_eatout,-2.6337956057242367,-1.3443000000000001,0,,,-2.6337956057242367
-coef_sr2_ASC_sr2_eatout,1.1016400029858922,0.99709999999999999,0,,,1.1016400029858922
-coef_sr2_ASC_walk_eatout,-4.5471769897543872,-0.072900000000000006,0,,,-4.5471769897543872
-coef_sr3p_ASC_sr2_eatout,-0.21320006188848084,-0.31780000000000003,0,,,-0.21320006188848084
-coef_sr3p_ASC_sr3p_eatout,1.474080431715626,1.3323,0,,,1.474080431715626
-coef_sr3p_ASC_walk_eatout,-2.5082484326697068,-0.043400000000000001,0,,,-2.5082484326697068
-coef_walk_transit_ASC_rh_eatout_social_othdiscr,-2.6584911065153216,-4.7507999999999999,0,,,-2.6584911065153216
-coef_walk_transit_ASC_sr2_eatout,-2.0069285824622241,-3.1434000000000002,0,,,-2.0069285824622241
-coef_walk_transit_ASC_sr3p_eatout,-2.5231634577013793,-3.8519999999999999,0,,,-2.5231634577013793
-coef_walk_transit_ASC_walk_eatout,0.16642876905750803,1.3504,0,,,0.16642876905750803
-coef_bike_ASC_walk_othmaint,-0.784009151847747,-0.5706,0,,,-0.784009151847747
-coef_ivt_othmaint_social,-0.012116004199731105,-0.017500000000000002,0,,,-0.012116004199731105
-coef_joint_bike_ASC_walk_othmaint,-13.5192,-13.5192,0,,,-13.5192
-coef_joint_walk_transit_ASC_sr2_othmaint,-11.323061152682898,-5.3230000000000004,0,,,-11.323061152682898
-coef_joint_walk_transit_ASC_sr3p_othmaint,-44.010114035526179,-3.9563000000000001,0,,,-44.010114035526179
-coef_joint_walk_transit_ASC_walk_othmaint,-73.569639938685185,1.1876,0,,,-73.569639938685185
-coef_sov_ASC_walk_othmaint,-4.4263069274933464,-1.2992999999999999,0,,,-4.4263069274933464
-coef_sr2_ASC_sr2_othmaint,0.93483638812856495,0.85740000000000005,0,,,0.93483638812856495
-coef_sr2_ASC_walk_othmaint,-3.1386920238871761,-0.59889999999999999,0,,,-3.1386920238871761
-coef_sr3p_ASC_sr2_othmaint,0.042063533996837946,-0.29580000000000001,0,,,0.042063533996837946
-coef_sr3p_ASC_sr3p_othmaint,1.1283362600967743,0.95269999999999999,0,,,1.1283362600967743
-coef_sr3p_ASC_walk_othmaint,-5.0664087819757082,0.042200000000000001,0,,,-5.0664087819757082
-coef_walk_transit_ASC_sr2_othmaint,-34.674600000130781,-34.674599999999998,0,,,-34.674600000130781
-coef_walk_transit_ASC_sr3p_othmaint,-29.385800207697873,-29.3858,0,,,-29.385800207697873
-coef_walk_transit_ASC_walk_othmaint,-0.28811698789154394,0.7248,0,,,-0.28811698789154394
-coef_bike_ASC_walk_social,-13.240952180972661,-13.2384,0,,,-13.240952180972661
-coef_joint_bike_ASC_walk_social,-26.171399999999998,-26.171399999999998,0,,,-26.171399999999998
-coef_joint_walk_transit_ASC_sr2_social,-20.502199999999998,-20.502199999999998,0,,,-20.502199999999998
-coef_joint_walk_transit_ASC_sr3p_social,-34.7378,-34.7378,0,,,-34.7378
-coef_joint_walk_transit_ASC_walk_social,-2.3852136661883132,-2.1301000000000001,0,,,-2.3852136661883132
-coef_sov_ASC_walk_social,-25.269332635237305,-1.8077000000000001,0,,,-25.269332635237305
-coef_sr2_ASC_sr2_social,0.76826858270381293,0.56630000000000003,0,,,0.76826858270381293
-coef_sr2_ASC_walk_social,-2.8506566329280796,-0.79320000000000002,0,,,-2.8506566329280796
-coef_sr3p_ASC_sr2_social,-0.12234716443959485,-0.15559999999999999,0,,,-0.12234716443959485
-coef_sr3p_ASC_sr3p_social,1.2106868400711996,0.83309999999999995,0,,,1.2106868400711996
-coef_sr3p_ASC_walk_social,-3.0801131342084651,-0.31340000000000001,0,,,-3.0801131342084651
-coef_walk_transit_ASC_sr2_social,-2.0645343270844863,-3.3662999999999998,0,,,-2.0645343270844863
-coef_walk_transit_ASC_sr3p_social,-21.63090014868768,-21.6309,0,,,-21.63090014868768
-coef_walk_transit_ASC_walk_social,-2.3146041098832506,-0.7651,0,,,-2.3146041098832506
-coef_bike_ASC_walk_othdiscr,-1.3971872234012017,-1.3576999999999999,0,,,-1.3971872234012017
-coef_joint_bike_ASC_walk_othdiscr,-14.444000000000001,-14.444000000000001,0,,,-14.444000000000001
-coef_joint_walk_transit_ASC_sr2_othdiscr,-14.9801,-14.9801,0,,,-14.9801
-coef_joint_walk_transit_ASC_sr3p_othdiscr,-16.735567652638597,-16.735399999999998,0,,,-16.735567652638597
-coef_joint_walk_transit_ASC_walk_othdiscr,-25.948044836941285,-0.0023999999999999998,0,,,-25.948044836941285
-coef_sov_ASC_walk_othdiscr,-4.9397828512902819,-1.5507,0,,,-4.9397828512902819
-coef_sr2_ASC_sr2_othdiscr,0.85570357875378389,0.74780000000000002,0,,,0.85570357875378389
-coef_sr2_ASC_walk_othdiscr,-2.4704700572535603,-0.026800000000000001,0,,,-2.4704700572535603
-coef_sr3p_ASC_sr2_othdiscr,-0.41762969659077742,-0.61419999999999997,0,,,-0.41762969659077742
-coef_sr3p_ASC_sr3p_othdiscr,0.84494437659483101,0.73980000000000001,0,,,0.84494437659483101
-coef_sr3p_ASC_walk_othdiscr,-5.841028145506157,-0.5272,0,,,-5.841028145506157
-coef_walk_transit_ASC_sr2_othdiscr,-1.2322243797539427,-2.7589999999999999,0,,,-1.2322243797539427
-coef_walk_transit_ASC_sr3p_othdiscr,-1.1992638422488842,-2.5125999999999999,0,,,-1.1992638422488842
-coef_walk_transit_ASC_walk_othdiscr,-0.98049723049553139,-0.49969999999999998,0,,,-0.98049723049553139
+param_name,value,best,initvalue,nullvalue
+-999,-999,-999,-999,0
+1,1,1,1,0
+coef_age010_trn,0.35767627741145724,0.35767627741145724,0,0
+coef_age1619_da,0.34333578772407369,0.34333578772407369,0,0
+coef_age16p_sr,-0.14184142530409971,-0.14184142530409971,0,0
+coef_bike_ASC_rh,-7,-7,-7,0
+coef_bike_ASC_walk_eatout,-4.6307472236220351,-4.6307472236220351,-2.6989999999999998,0
+coef_bike_ASC_walk_escort,-13.520300035676909,-13.520300035676909,-13.520300000000001,0
+coef_bike_ASC_walk_othdiscr,-1.3990818215431378,-1.3990818215431378,-1.3576999999999999,0
+coef_bike_ASC_walk_othmaint,-0.7890931685689252,-0.7890931685689252,-0.5706,0
+coef_bike_ASC_walk_school,-4.9873103152859581,-4.9873103152859581,-2.0331999999999999,0
+coef_bike_ASC_walk_shopping,-11.171180371928761,-11.171180371928761,-1.0245,0
+coef_bike_ASC_walk_social,-13.238403309075121,-13.238403309075121,-13.2384,0
+coef_bike_ASC_walk_univ,-0.33989999999999998,-0.33989999999999998,-0.33989999999999998,0
+coef_bike_ASC_walk_work,-2.662073727736936,-2.662073727736936,-1.8332999999999999,0
+coef_drive_transit_ASC_commuter_escort,0.54420000000000002,0.54420000000000002,0.54420000000000002,0
+coef_drive_transit_ASC_commuter_shopping_eatout_othmaint_social_othdiscr_atwork,0.51290000000000002,0.51290000000000002,0.51290000000000002,0
+coef_drive_transit_ASC_commuter_univ_school,0.90820000000000001,0.90820000000000001,0.90820000000000001,0
+coef_drive_transit_ASC_commuter_work,0.42637620615946842,0.42637620615946842,0.4012,0
+coef_drive_transit_ASC_express_escort,0.75470000000000004,0.75470000000000004,0.75470000000000004,0
+coef_drive_transit_ASC_express_shopping_eatout_othmaint_social_othdiscr_atwork,0.66479999999999995,0.66479999999999995,0.66479999999999995,0
+coef_drive_transit_ASC_express_univ_school,0.32240000000000002,0.32240000000000002,0.32240000000000002,0
+coef_drive_transit_ASC_express_work,-0.35539999999999999,-0.35539999999999999,-0.35539999999999999,0
+coef_drive_transit_ASC_ferry_escort,0.60050000000000003,0.60050000000000003,0.60050000000000003,0
+coef_drive_transit_ASC_ferry_shopping_eatout_othmaint_social_othdiscr_atwork,0.64659999999999995,0.64659999999999995,0.64659999999999995,0
+coef_drive_transit_ASC_ferry_univ_school,1.7237,1.7237,1.7237,0
+coef_drive_transit_ASC_ferry_work,0.52769999999999995,0.52769999999999995,0.52769999999999995,0
+coef_drive_transit_ASC_heavyrail_escort,-9.989800530770955,-9.989800530770955,0.56730000000000003,0
+coef_drive_transit_ASC_heavyrail_shopping_eatout_othmaint_social_othdiscr_atwork,0.5403,0.5403,0.5403,0
+coef_drive_transit_ASC_heavyrail_univ_school,0.84899999999999998,0.84899999999999998,0.84899999999999998,0
+coef_drive_transit_ASC_heavyrail_work,-8.7062475359294247,-8.7062475359294247,0.3538,0
+coef_drive_transit_ASC_lightrail_escort,0.5252,0.5252,0.5252,0
+coef_drive_transit_ASC_lightrail_shopping_eatout_othmaint_social_othdiscr_atwork,0.53920000000000001,0.53920000000000001,0.53920000000000001,0
+coef_drive_transit_ASC_lightrail_univ_school,1.4436,1.4436,1.4436,0
+coef_drive_transit_ASC_lightrail_work,-7.4071143692385562,-7.4071143692385562,0.46210000000000001,0
+coef_drive_transit_ASC_rh,-8.0109041770487206,-8.0109041770487206,-4.25,0
+coef_hhsize1_sr,-0.89082809363303117,-0.89082809363303117,-0.73460000000000003,0
+coef_hhsize2_sr,0.039673604461434211,0.039673604461434211,0,0
+coef_ivt_escort_shopping_eatout_othdiscr_atwork,-0.011939751587626005,-0.011939751587626005,-0.027900000000000001,0
+coef_ivt_othmaint_social,-0.012113122493485196,-0.012113122493485196,-0.017500000000000002,0
+coef_ivt_univ_school,-0.0082684909559910397,-0.0082684909559910397,-0.027099999999999999,0
+coef_ivt_work,-0.010154800227496609,-0.010154800227496609,-0.021999999999999999,0
+coef_joint_auto_ASC_rh_shopping_eatout_othmaint_social_othdiscr,-7,-7,-7,0
+coef_joint_auto_ASC_rh_work_univ_school_escort_atwork,0,0,0,0
+coef_joint_auto_ASC_sr2_eatout_othmaint_social_othdiscr,0.37182968511460945,0.37182968511460945,-0.063399999999999998,0
+coef_joint_auto_ASC_sr2_shopping,2.7630522022711443,2.7630522022711443,0.58750000000000002,0
+coef_joint_auto_ASC_sr2_work_univ_school_escort_atwork,0,0,0,0
+coef_joint_auto_ASC_sr3p_eatout_othmaint_social_othdiscr,0.37976650225041186,0.37976650225041186,-0.16250000000000001,0
+coef_joint_auto_ASC_sr3p_shopping,-19.04542622913733,-19.04542622913733,-19.045400000000001,0
+coef_joint_auto_ASC_sr3p_work_univ_school_escort_atwork,0,0,0,0
+coef_joint_auto_ASC_walk_eatout_othmaint_social_othdiscr,-4.375671164481866,-4.375671164481866,-0.71440000000000003,0
+coef_joint_auto_ASC_walk_shopping,-23.468800060392848,-23.468800060392848,-23.468800000000002,0
+coef_joint_auto_ASC_walk_work_univ_school_escort_atwork,0,0,0,0
+coef_joint_bike_ASC_rh_shopping_eatout_othmaint_social_othdiscr,-12.3057,-12.3057,-12.3057,0
+coef_joint_bike_ASC_rh_work_univ_school_escort_atwork,0,0,0,0
+coef_joint_bike_ASC_walk_eatout,-15.5588,-15.5588,-15.5588,0
+coef_joint_bike_ASC_walk_othdiscr,-14.444000000000001,-14.444000000000001,-14.444000000000001,0
+coef_joint_bike_ASC_walk_othmaint,-13.5192,-13.5192,-13.5192,0
+coef_joint_bike_ASC_walk_shopping,-7.0476000000000001,-7.0476000000000001,-7.0476000000000001,0
+coef_joint_bike_ASC_walk_social,-26.171399999999998,-26.171399999999998,-26.171399999999998,0
+coef_joint_bike_ASC_walk_work_univ_school_escort_atwork,0,0,0,0
+coef_joint_drive_transit_ASC_commuter_shopping_eatout_othmaint_social_othdiscr,0.51290000000000002,0.51290000000000002,0.51290000000000002,0
+coef_joint_drive_transit_ASC_commuter_work_univ_school_escort_atwork,0,0,0,0
+coef_joint_drive_transit_ASC_express_shopping_eatout_othmaint_social_othdiscr,0.66479999999999995,0.66479999999999995,0.66479999999999995,0
+coef_joint_drive_transit_ASC_express_work_univ_school_escort_atwork,0,0,0,0
+coef_joint_drive_transit_ASC_ferry_shopping_eatout_othmaint_social_othdiscr,0.64659999999999995,0.64659999999999995,0.64659999999999995,0
+coef_joint_drive_transit_ASC_ferry_work_univ_school_escort_atwork,0,0,0,0
+coef_joint_drive_transit_ASC_heavyrail_shopping_eatout_othmaint_social_othdiscr,0.5403,0.5403,0.5403,0
+coef_joint_drive_transit_ASC_heavyrail_work_univ_school_escort_atwork,0,0,0,0
+coef_joint_drive_transit_ASC_lightrail_shopping_eatout_othmaint_social_othdiscr,0.53920000000000001,0.53920000000000001,0.53920000000000001,0
+coef_joint_drive_transit_ASC_lightrail_work_univ_school_escort_atwork,0,0,0,0
+coef_joint_drive_transit_ASC_rh_shopping_eatout_othmaint_social_othdiscr,4.6138000000000003,4.6138000000000003,4.6138000000000003,0
+coef_joint_drive_transit_ASC_rh_work_univ_school_escort_atwork,0,0,0,0
+coef_joint_ride_hail_ASC_sr2_shopping_eatout_othmaint_social_othdiscr,-7,-7,-7,0
+coef_joint_ride_hail_ASC_sr2_work_univ_school_escort_atwork,0,0,0,0
+coef_joint_ride_hail_ASC_sr3p_shopping_eatout_othmaint_social_othdiscr,-7,-7,-7,0
+coef_joint_ride_hail_ASC_sr3p_work_univ_school_escort_atwork,0,0,0,0
+coef_joint_ride_hail_ASC_taxi_shopping_eatout_othmaint_social_othdiscr,-7,-7,-7,0
+coef_joint_ride_hail_ASC_taxi_work_univ_school_escort_atwork,0,0,0,0
+coef_joint_ride_hail_ASC_tnc_shared,0,0,0,0
+coef_joint_ride_hail_ASC_tnc_single_shopping_eatout_othmaint_social_othdiscr,-4.7339000000000002,-4.7339000000000002,-4.7339000000000002,0
+coef_joint_ride_hail_ASC_tnc_single_work_univ_school_escort_atwork,0,0,0,0
+coef_joint_ride_hail_ASC_walk_shopping_eatout_othmaint_social_othdiscr,-7,-7,-7,0
+coef_joint_ride_hail_ASC_walk_transit,0,0,0,0
+coef_joint_ride_hail_ASC_walk_work_univ_school_escort_atwork,0,0,0,0
+coef_joint_walk_ASC_rh_shopping_eatout_othmaint_social_othdiscr,-3.0362,-3.0362,-3.0362,0
+coef_joint_walk_ASC_rh_work_univ_school_escort_atwork,0,0,0,0
+coef_joint_walk_transit_ASC_commuter_shopping_eatout_othmaint_social_othdiscr,0.51290000000000002,0.51290000000000002,0.51290000000000002,0
+coef_joint_walk_transit_ASC_commuter_work_univ_school_escort_atwork,0,0,0,0
+coef_joint_walk_transit_ASC_express_shopping_eatout_othmaint_social_othdiscr,0.66479999999999995,0.66479999999999995,0.66479999999999995,0
+coef_joint_walk_transit_ASC_express_work_univ_school_escort_atwork,0,0,0,0
+coef_joint_walk_transit_ASC_ferry_shopping_eatout_othmaint_social_othdiscr,0.64659999999999995,0.64659999999999995,0.64659999999999995,0
+coef_joint_walk_transit_ASC_ferry_work_univ_school_escort_atwork,0,0,0,0
+coef_joint_walk_transit_ASC_heavyrail_shopping_eatout_othmaint_social_othdiscr,13.389850481098479,13.389850481098479,0.5403,0
+coef_joint_walk_transit_ASC_heavyrail_work_univ_school_escort_atwork,0,0,0,0
+coef_joint_walk_transit_ASC_lightrail_shopping_eatout_othmaint_social_othdiscr,0.98274193315609293,0.98274193315609293,0.53920000000000001,0
+coef_joint_walk_transit_ASC_lightrail_work_univ_school_escort_atwork,0,0,0,0
+coef_joint_walk_transit_ASC_rh_shopping_eatout_othmaint_social_othdiscr,3.183325294252882,3.183325294252882,1.2265999999999999,0
+coef_joint_walk_transit_ASC_rh_work_univ_school_escort_atwork,0,0,0,0
+coef_joint_walk_transit_ASC_sr2_eatout,-14.913401266030013,-14.913401266030013,-14.913399999999999,0
+coef_joint_walk_transit_ASC_sr2_othdiscr,-14.9801,-14.9801,-14.9801,0
+coef_joint_walk_transit_ASC_sr2_othmaint,-5.3309700517325718,-5.3309700517325718,-5.3230000000000004,0
+coef_joint_walk_transit_ASC_sr2_shopping,-21.576800002987216,-21.576800002987216,-21.576799999999999,0
+coef_joint_walk_transit_ASC_sr2_social,-20.502199999999998,-20.502199999999998,-20.502199999999998,0
+coef_joint_walk_transit_ASC_sr2_work_univ_school_escort_atwork,0,0,0,0
+coef_joint_walk_transit_ASC_sr3p_eatout,-16.758700099536259,-16.758700099536259,-16.758700000000001,0
+coef_joint_walk_transit_ASC_sr3p_othdiscr,-16.735400264288284,-16.735400264288284,-16.735399999999998,0
+coef_joint_walk_transit_ASC_sr3p_othmaint,-4.0140180305790336,-4.0140180305790336,-3.9563000000000001,0
+coef_joint_walk_transit_ASC_sr3p_shopping,-25.595300000014014,-25.595300000014014,-25.595300000000002,0
+coef_joint_walk_transit_ASC_sr3p_social,-34.7378,-34.7378,-34.7378,0
+coef_joint_walk_transit_ASC_sr3p_work_univ_school_escort_atwork,0,0,0,0
+coef_joint_walk_transit_ASC_walk_eatout,1.1571199957158329,1.1571199957158329,2.3016999999999999,0
+coef_joint_walk_transit_ASC_walk_othdiscr,-0.043211155305850707,-0.043211155305850707,-0.0023999999999999998,0
+coef_joint_walk_transit_ASC_walk_othmaint,-5.4736104658626115,-5.4736104658626115,1.1876,0
+coef_joint_walk_transit_ASC_walk_shopping,-5.9428639820608167,-5.9428639820608167,-0.54720000000000002,0
+coef_joint_walk_transit_ASC_walk_social,-2.2714573374616625,-2.2714573374616625,-2.1301000000000001,0
+coef_joint_walk_transit_ASC_walk_work_univ_school_escort_atwork,0,0,0,0
+coef_nest_AUTO,0.71999999999999997,0.71999999999999997,0.71999999999999997,1
+coef_nest_AUTO_DRIVEALONE,0.34999999999999998,0.34999999999999998,0.34999999999999998,1
+coef_nest_AUTO_SHAREDRIDE2,0.34999999999999998,0.34999999999999998,0.34999999999999998,1
+coef_nest_AUTO_SHAREDRIDE3,0.34999999999999998,0.34999999999999998,0.34999999999999998,1
+coef_nest_NONMOTORIZED,0.71999999999999997,0.71999999999999997,0.71999999999999997,1
+coef_nest_RIDEHAIL,0.35999999999999999,0.35999999999999999,0.35999999999999999,1
+coef_nest_TRANSIT,0.71999999999999997,0.71999999999999997,0.71999999999999997,1
+coef_nest_TRANSIT_DRIVEACCESS,0.5,0.5,0.5,1
+coef_nest_TRANSIT_WALKACCESS,0.5,0.5,0.5,1
+coef_ride_hail_ASC_sr2_eatout_social_othdiscr,-6.4237650755245772,-6.4237650755245772,-5.9691999999999998,0
+coef_ride_hail_ASC_sr2_escort_shopping_othmaint,-8.6681239587327461,-8.6681239587327461,-5.6482999999999999,0
+coef_ride_hail_ASC_sr2_school,-9.8588042940530691,-9.8588042940530691,-1.5869,0
+coef_ride_hail_ASC_sr2_univ,-4.3372000000000002,-4.3372000000000002,-4.3372000000000002,0
+coef_ride_hail_ASC_sr2_work,-8.7370618957514985,-8.7370618957514985,-6.1079999999999997,0
+coef_ride_hail_ASC_sr3p_eatout_social_othdiscr,-6.8871198658131894,-6.8871198658131894,-6.7199,0
+coef_ride_hail_ASC_sr3p_school,-7.667321296853344,-7.667321296853344,-2.5362,0
+coef_ride_hail_ASC_sr3p_univ,-4.9219999999999997,-4.9219999999999997,-4.9219999999999997,0
+coef_ride_hail_ASC_sr3p_work_escort_shopping_othmaint_atwork,-8.4993141583621394,-8.4993141583621394,-7,0
+coef_ride_hail_ASC_taxi_eatout_social_othdiscr,-2.5631373967196924,-2.5631373967196924,-2.5543,0
+coef_ride_hail_ASC_taxi_escort_shopping_othmaint,-3.6639503613758153,-3.6639503613758153,-3.6629,0
+coef_ride_hail_ASC_taxi_school,-1.9540410876610597,-1.9540410876610597,-0.58689999999999998,0
+coef_ride_hail_ASC_taxi_univ,-1.5993999999999999,-1.5993999999999999,-1.5993999999999999,0
+coef_ride_hail_ASC_taxi_work,-2.4992280746351052,-2.4992280746351052,-2.3849999999999998,0
+coef_ride_hail_ASC_tnc_shared,6.4746604585247001,6.4746604585247001,0,0
+coef_ride_hail_ASC_tnc_single_eatout_social_othdiscr,7.2023280939010208,7.2023280939010208,0.82740000000000002,0
+coef_ride_hail_ASC_tnc_single_escort_shopping_othmaint,7.4263660209874116,7.4263660209874116,0.78790000000000004,0
+coef_ride_hail_ASC_tnc_single_school,6.9003930265898461,6.9003930265898461,0.3201,0
+coef_ride_hail_ASC_tnc_single_univ,0.1081,0.1081,0.1081,0
+coef_ride_hail_ASC_tnc_single_work,7.1906030498215934,7.1906030498215934,0.73499999999999999,0
+coef_ride_hail_ASC_walk_eatout_social_othdiscr,-8.2700256968569796,-8.2700256968569796,-3.3603000000000001,0
+coef_ride_hail_ASC_walk_school,-13.75516439764165,-13.75516439764165,0.245,0
+coef_ride_hail_ASC_walk_transit,5.320919867286813,5.320919867286813,0,0
+coef_ride_hail_ASC_walk_univ_escort_shopping_othmaint,-7.9623896833175234,-7.9623896833175234,-7,0
+coef_ride_hail_ASC_walk_work,4.9774767261374491,4.9774767261374491,0.2858,0
+coef_sov_ASC_rh_escort_shopping_eatout_othmaint_social_othdiscr,0,0,0,0
+coef_sov_ASC_rh_school,-10.949190676763848,-10.949190676763848,-5.6548999999999996,0
+coef_sov_ASC_rh_univ,-6.649,-6.649,-6.649,0
+coef_sov_ASC_rh_work_atwork,-7,-7,-7,0
+coef_sov_ASC_sr2_escort,0,0,0,0
+coef_sov_ASC_sr2_work_univ_school_shopping_eatout_othmaint_social_othdiscr_atwork,-999,-999,-999,0
+coef_sov_ASC_sr3p_escort,0,0,0,0
+coef_sov_ASC_sr3p_work_univ_school_shopping_eatout_othmaint_social_othdiscr_atwork,-999,-999,-999,0
+coef_sov_ASC_walk_eatout,-2.6351638383156661,-2.6351638383156661,-1.3443000000000001,0
+coef_sov_ASC_walk_escort,0,0,0,0
+coef_sov_ASC_walk_othdiscr,-4.9362989098824706,-4.9362989098824706,-1.5507,0
+coef_sov_ASC_walk_othmaint,-4.4203686413898176,-4.4203686413898176,-1.2992999999999999,0
+coef_sov_ASC_walk_school,-3.1150166914376998,-3.1150166914376998,-71.8977,0
+coef_sov_ASC_walk_shopping,-3.790711593714617,-3.790711593714617,-1.4765999999999999,0
+coef_sov_ASC_walk_social,-15.183480636962726,-15.183480636962726,-1.8077000000000001,0
+coef_sov_ASC_walk_univ,-1.0579000000000001,-1.0579000000000001,-1.0579000000000001,0
+coef_sov_ASC_walk_work,-3.0071231001560492,-3.0071231001560492,-0.83979999999999999,0
+coef_sr2_ASC_rh_univ,-6.6897000000000002,-6.6897000000000002,-6.6897000000000002,0
+coef_sr2_ASC_rh_work_school_escort_shopping_eatout_othmaint_social_othdiscr_atwork,-7,-7,-7,0
+coef_sr2_ASC_sr2_eatout,1.0915911218889376,1.0915911218889376,0.99709999999999999,0
+coef_sr2_ASC_sr2_escort,0.4783058163607723,0.4783058163607723,0.3533,0
+coef_sr2_ASC_sr2_othdiscr,0.84570279022463457,0.84570279022463457,0.74780000000000002,0
+coef_sr2_ASC_sr2_othmaint,0.92430088713320557,0.92430088713320557,0.85740000000000005,0
+coef_sr2_ASC_sr2_school,-0.55142467432696085,-0.55142467432696085,-1.9335,0
+coef_sr2_ASC_sr2_shopping,1.7357779332652892,1.7357779332652892,1.3765000000000001,0
+coef_sr2_ASC_sr2_social,0.75821484443712639,0.75821484443712639,0.56630000000000003,0
+coef_sr2_ASC_sr2_univ,0.4304,0.4304,0.4304,0
+coef_sr2_ASC_sr2_work,0.18734725740026195,0.18734725740026195,0.0149,0
+coef_sr2_ASC_sr3p,-999,-999,-999,0
+coef_sr2_ASC_walk_eatout,-4.5472515289454529,-4.5472515289454529,-0.072900000000000006,0
+coef_sr2_ASC_walk_escort,-23.318883212926828,-23.318883212926828,-2.0528,0
+coef_sr2_ASC_walk_othdiscr,-2.4714996184390858,-2.4714996184390858,-0.026800000000000001,0
+coef_sr2_ASC_walk_othmaint,-3.1513689512096983,-3.1513689512096983,-0.59889999999999999,0
+coef_sr2_ASC_walk_school,-2.0520641973448814,-2.0520641973448814,-1.0362,0
+coef_sr2_ASC_walk_shopping,-3.6616557867959929,-3.6616557867959929,-0.11169999999999999,0
+coef_sr2_ASC_walk_social,-2.8345061083015142,-2.8345061083015142,-0.79320000000000002,0
+coef_sr2_ASC_walk_univ,1.3041,1.3041,1.3041,0
+coef_sr2_ASC_walk_work,-2.2227044743770445,-2.2227044743770445,0.126,0
+coef_sr3p_ASC_rh_school,-10.730125238227592,-10.730125238227592,-6.6714000000000002,0
+coef_sr3p_ASC_rh_univ_escort_shopping_eatout_othmaint_social_othdiscr,-7,-7,-7,0
+coef_sr3p_ASC_rh_work,-71.917699999999996,-71.917699999999996,-71.917699999999996,0
+coef_sr3p_ASC_sr2_eatout,-0.22504507680807895,-0.22504507680807895,-0.31780000000000003,0
+coef_sr3p_ASC_sr2_escort,-0.21630087392009059,-0.21630087392009059,-0.26819999999999999,0
+coef_sr3p_ASC_sr2_othdiscr,-0.42794642963477558,-0.42794642963477558,-0.61419999999999997,0
+coef_sr3p_ASC_sr2_othmaint,0.027657045664653299,0.027657045664653299,-0.29580000000000001,0
+coef_sr3p_ASC_sr2_school,-1.0402498584452382,-1.0402498584452382,-2.7406999999999999,0
+coef_sr3p_ASC_sr2_shopping,0.32506049110749652,0.32506049110749652,-0.078100000000000003,0
+coef_sr3p_ASC_sr2_social,-0.13140596327177012,-0.13140596327177012,-0.15559999999999999,0
+coef_sr3p_ASC_sr2_univ,-0.31169999999999998,-0.31169999999999998,-0.31169999999999998,0
+coef_sr3p_ASC_sr2_work,-0.96412449274578071,-0.96412449274578071,-1.1956,0
+coef_sr3p_ASC_sr3p_eatout,1.4628559194582083,1.4628559194582083,1.3323,0
+coef_sr3p_ASC_sr3p_escort,0.88601825802048151,0.88601825802048151,0.73580000000000001,0
+coef_sr3p_ASC_sr3p_othdiscr,0.83449788039660122,0.83449788039660122,0.73980000000000001,0
+coef_sr3p_ASC_sr3p_othmaint,1.1154991293213483,1.1154991293213483,0.95269999999999999,0
+coef_sr3p_ASC_sr3p_school,0.17070219167279393,0.17070219167279393,-1.7718,0
+coef_sr3p_ASC_sr3p_shopping,1.6317620662617456,1.6317620662617456,1.3394999999999999,0
+coef_sr3p_ASC_sr3p_social,1.2011521984245512,1.2011521984245512,0.83309999999999995,0
+coef_sr3p_ASC_sr3p_univ,0.62929999999999997,0.62929999999999997,0.62929999999999997,0
+coef_sr3p_ASC_sr3p_work,-0.0078556547449509153,-0.0078556547449509153,-0.18360000000000001,0
+coef_sr3p_ASC_walk_eatout,-2.5139966855713642,-2.5139966855713642,-0.043400000000000001,0
+coef_sr3p_ASC_walk_escort,-3.4006765281458122,-3.4006765281458122,-1.0075000000000001,0
+coef_sr3p_ASC_walk_othdiscr,-5.8689862851164607,-5.8689862851164607,-0.5272,0
+coef_sr3p_ASC_walk_othmaint,-5.0613355985663731,-5.0613355985663731,0.042200000000000001,0
+coef_sr3p_ASC_walk_school,-2.4681086096393896,-2.4681086096393896,-1.2126999999999999,0
+coef_sr3p_ASC_walk_shopping,-3.9238148057027744,-3.9238148057027744,-0.50790000000000002,0
+coef_sr3p_ASC_walk_social,-3.0951059771109648,-3.0951059771109648,-0.31340000000000001,0
+coef_sr3p_ASC_walk_univ,1.6793,1.6793,1.6793,0
+coef_sr3p_ASC_walk_work,-2.3560377610366339,-2.3560377610366339,0.21709999999999999,0
+coef_walk_ASC_rh,-7,-7,-7,0
+coef_walk_transit_ASC_commuter_escort,0.54420000000000002,0.54420000000000002,0.54420000000000002,0
+coef_walk_transit_ASC_commuter_shopping_eatout_othmaint_social_othdiscr_atwork,0.51290000000000002,0.51290000000000002,0.51290000000000002,0
+coef_walk_transit_ASC_commuter_univ_school,0.90820000000000001,0.90820000000000001,0.90820000000000001,0
+coef_walk_transit_ASC_commuter_work,0.4012,0.4012,0.4012,0
+coef_walk_transit_ASC_express_escort,0.75470000000000004,0.75470000000000004,0.75470000000000004,0
+coef_walk_transit_ASC_express_shopping_eatout_othmaint_social_othdiscr_atwork,0.66479999999999995,0.66479999999999995,0.66479999999999995,0
+coef_walk_transit_ASC_express_univ_school,0.32240000000000002,0.32240000000000002,0.32240000000000002,0
+coef_walk_transit_ASC_express_work,-0.35539999999999999,-0.35539999999999999,-0.35539999999999999,0
+coef_walk_transit_ASC_ferry_escort,0.60050000000000003,0.60050000000000003,0.60050000000000003,0
+coef_walk_transit_ASC_ferry_shopping_eatout_othmaint_social_othdiscr_atwork,0.64659999999999995,0.64659999999999995,0.64659999999999995,0
+coef_walk_transit_ASC_ferry_univ_school,1.7237,1.7237,1.7237,0
+coef_walk_transit_ASC_ferry_work,0.52769999999999995,0.52769999999999995,0.52769999999999995,0
+coef_walk_transit_ASC_heavyrail_escort,0.82721493724592188,0.82721493724592188,0.56730000000000003,0
+coef_walk_transit_ASC_heavyrail_shopping_eatout_othmaint_social_othdiscr_atwork,0.92635472370348126,0.92635472370348126,0.5403,0
+coef_walk_transit_ASC_heavyrail_univ_school,0.86667504489837865,0.86667504489837865,0.84899999999999998,0
+coef_walk_transit_ASC_heavyrail_work,0.5025352261009528,0.5025352261009528,0.3538,0
+coef_walk_transit_ASC_lightrail_escort,1.1220737240827967,1.1220737240827967,0.5252,0
+coef_walk_transit_ASC_lightrail_shopping_eatout_othmaint_social_othdiscr_atwork,0.83144252485479686,0.83144252485479686,0.53920000000000001,0
+coef_walk_transit_ASC_lightrail_univ_school,1.5673106432418389,1.5673106432418389,1.4436,0
+coef_walk_transit_ASC_lightrail_work,0.63258933455537403,0.63258933455537403,0.46210000000000001,0
+coef_walk_transit_ASC_rh_eatout_social_othdiscr,-2.6606459058042766,-2.6606459058042766,-4.7507999999999999,0
+coef_walk_transit_ASC_rh_escort_shopping_othmaint,-2.3584519726828503,-2.3584519726828503,-3.1135999999999999,0
+coef_walk_transit_ASC_rh_school,-4.3651480868436616,-4.3651480868436616,-7,0
+coef_walk_transit_ASC_rh_univ,-4.2690999999999999,-4.2690999999999999,-4.2690999999999999,0
+coef_walk_transit_ASC_rh_work,-2.8694950408844635,-2.8694950408844635,-3.7408000000000001,0
+coef_walk_transit_ASC_sr2_eatout,-2.0166783466764731,-2.0166783466764731,-3.1434000000000002,0
+coef_walk_transit_ASC_sr2_escort,-0.99918778660088436,-0.99918778660088436,-2.6284000000000001,0
+coef_walk_transit_ASC_sr2_othdiscr,-1.239023652712798,-1.239023652712798,-2.7589999999999999,0
+coef_walk_transit_ASC_sr2_othmaint,-34.674600000000112,-34.674600000000112,-34.674599999999998,0
+coef_walk_transit_ASC_sr2_school,-2.274826392672725,-2.274826392672725,-4.2961,0
+coef_walk_transit_ASC_sr2_shopping,-2.1328304552358719,-2.1328304552358719,-4.0114999999999998,0
+coef_walk_transit_ASC_sr2_social,-2.0833502428062123,-2.0833502428062123,-3.3662999999999998,0
+coef_walk_transit_ASC_sr2_univ,-4.0049999999999999,-4.0049999999999999,-4.0049999999999999,0
+coef_walk_transit_ASC_sr2_work,-2.2668862736328519,-2.2668862736328519,-3.6631,0
+coef_walk_transit_ASC_sr3p_eatout,-2.5264121576158045,-2.5264121576158045,-3.8519999999999999,0
+coef_walk_transit_ASC_sr3p_escort,-5.8381371662273835,-5.8381371662273835,-3.2073999999999998,0
+coef_walk_transit_ASC_sr3p_othdiscr,-1.2063771576374867,-1.2063771576374867,-2.5125999999999999,0
+coef_walk_transit_ASC_sr3p_othmaint,-29.385800000282099,-29.385800000282099,-29.3858,0
+coef_walk_transit_ASC_sr3p_school,-2.4112913709689163,-2.4112913709689163,-3.8664999999999998,0
+coef_walk_transit_ASC_sr3p_shopping,-9.3867562985269899,-9.3867562985269899,-4.3852000000000002,0
+coef_walk_transit_ASC_sr3p_social,-21.630900000230085,-21.630900000230085,-21.6309,0
+coef_walk_transit_ASC_sr3p_univ,-28.697199999999999,-28.697199999999999,-28.697199999999999,0
+coef_walk_transit_ASC_sr3p_work,-2.6637022892916695,-2.6637022892916695,-4.1314000000000002,0
+coef_walk_transit_ASC_walk_eatout,0.16644232569851822,0.16644232569851822,1.3504,0
+coef_walk_transit_ASC_walk_escort,-7.2572232561591434,-7.2572232561591434,-0.99739999999999995,0
+coef_walk_transit_ASC_walk_othdiscr,-0.97975419372738359,-0.97975419372738359,-0.49969999999999998,0
+coef_walk_transit_ASC_walk_othmaint,-0.28905978556563527,-0.28905978556563527,0.7248,0
+coef_walk_transit_ASC_walk_school,-1.4956108248781241,-1.4956108248781241,-1.1828000000000001,0
+coef_walk_transit_ASC_walk_shopping,-0.81195924640993355,-0.81195924640993355,-0.1943,0
+coef_walk_transit_ASC_walk_social,-2.3212936443153995,-2.3212936443153995,-0.7651,0
+coef_walk_transit_ASC_walk_univ,-1.0310999999999999,-1.0310999999999999,-1.0310999999999999,0
+coef_walk_transit_ASC_walk_work,-0.39145632958685811,-0.39145632958685811,0.44319999999999998,0
diff --git a/activitysim/estimation/test/test_larch_estimation/test_stop_freq_model.csv b/activitysim/estimation/test/test_larch_estimation/test_stop_freq_model.csv
index fe3ad8745e..8226d916b6 100644
--- a/activitysim/estimation/test/test_larch_estimation/test_stop_freq_model.csv
+++ b/activitysim/estimation/test/test_larch_estimation/test_stop_freq_model.csv
@@ -1,189 +1,189 @@
-,value,initvalue,nullvalue,minimum,maximum,best
-coef_alternative_specific_constant_for_outbound_stops_1out_0in,-0.64459225156448208,-0.83299999999999996,0,,,-0.64459225156448208
-coef_alternative_specific_constant_for_outbound_stops_2out_0in,-2.4255802366653585,-2.613,0,,,-2.4255802366653585
-coef_alternative_specific_constant_for_outbound_stops_3out_0in,-3.5820111930695417,-3.9340000000000002,0,,,-3.5820111930695417
-coef_alternative_specific_constant_for_return_stops_0out_1in,-0.3361407605068179,-0.44500000000000001,0,,,-0.3361407605068179
-coef_alternative_specific_constant_for_return_stops_0out_2in,-1.4776978296906871,-1.7749999999999999,0,,,-1.4776978296906871
-coef_alternative_specific_constant_for_return_stops_0out_3in,-1.8942287851285506,-2.1389999999999998,0,,,-1.8942287851285506
-coef_alternative_specific_constant_for_the_total_number_of_stops_0out_2in,-0.066082964956457158,0,0,,,-0.066082964956457158
-coef_alternative_specific_constant_for_the_total_number_of_stops_2out_3in,0.39410022765664782,0.69499999999999995,0,,,0.39410022765664782
-coef_am_peak_departure_between_6am_and_7_am_including_interacted_with_outbound_tours,-1.9991650147668323,-1.9299999999999999,0,,,-1.9991650147668323
-coef_dummy_for_all_stops_made_by_transit,-0.67359832175323664,-0.69999999999999996,0,,,-0.67359832175323664
-coef_dummy_for_distance_in_miles,0.044964434234324543,0.01,0,,,0.044964434234324543
-coef_dummy_for_distance_less_than_20_miles,-0.706160965748858,-0.22,0,,,-0.706160965748858
-coef_dummy_for_female,0.28231394503923868,0.22,0,,,0.28231394503923868
-coef_dummy_for_the_duration_of_the_tour_being_equal_or_greater_than_or_equal_to_11_hours,0.71316112803981435,0.59999999999999998,0,,,0.71316112803981435
-coef_dummy_for_walking_to_all_stops,-1.4873003617932004,-1.54,0,,,-1.4873003617932004
-coef_evening_arrival_19_00_interacted_with_return_tours,0.60673724793430617,0.31,0,,,0.60673724793430617
-coef_high_income_hh,0.24000000000001878,0.23999999999999999,0,,,0.24000000000001878
-coef_mid_to_high_income_hh,0.22999999999999904,0.23000000000000001,0,,,0.22999999999999904
-coef_middle_to_low_income_hh,0.16999999999999266,0.17000000000000001,0,,,0.16999999999999266
-coef_no_stops_if_tour_mode_is_drivetransit,-999,-999,0,,,-999
-coef_num_kids_between_5_and_15_including_years_old,0.092924351471183969,0.080000000000000002,0,,,0.092924351471183969
-coef_number_of_adults_16_years_old_,0.077365010457442138,0.029999999999999999,0,,,0.077365010457442138
-coef_number_of_cars_number_of_workers,-0.066249623271299782,0.16,0,,,-0.066249623271299782
-coef_number_of_escort_tours_tours_undertaken_by_the_person,0.096330730862920849,0.20000000000000001,0,,,0.096330730862920849
-coef_number_of_hh_persons,-0.33185226515031135,-0.31,0,,,-0.33185226515031135
-coef_number_of_school_tours_tours_undertaken_by_the_person,0.08642823107614464,-1.55,0,,,0.08642823107614464
-coef_number_of_shop_tours_undertaken_by_the_houshold,-0.32741940681713538,-0.050000000000000003,0,,,-0.32741940681713538
-coef_number_of_students_in_hh,0.31650418957116999,0.20999999999999999,0,,,0.31650418957116999
-coef_number_of_subtours_in_the_tour,0.33666132961145517,0.19,0,,,0.33666132961145517
-coef_number_of_university_tours_tours_undertaken_by_the_person,-0.48000000000000226,-0.47999999999999998,0,,,-0.48000000000000226
-coef_number_of_work_tours_undertaken_by_the_person,-0.17466645120795349,-0.14999999999999999,0,,,-0.17466645120795349
-coef_presence_of_kids_between_0_and_4_including_years_old,0.56261491842472322,0.73999999999999999,0,,,0.56261491842472322
-coef_presence_of_kids_between_5_and_15_including_years_old,0.1165493262082634,0.26000000000000001,0,,,0.1165493262082634
-coef_alternative_specific_constant_for_outbound_stops_1out_0in_school,-1.7790649191402255,-2.1230000000000002,0,,,-1.7790649191402255
-coef_alternative_specific_constant_for_outbound_stops_2out_0in_school,-4.234917600900892,-3.798,0,,,-4.234917600900892
-coef_alternative_specific_constant_for_outbound_stops_3out_0in_school,-6.1101913112134891,-5.8499999999999996,0,,,-6.1101913112134891
-coef_alternative_specific_constant_for_return_stops_0out_1in_school,-1.2575756776155038,-1.206,0,,,-1.2575756776155038
-coef_alternative_specific_constant_for_return_stops_0out_2in_school,-2.7008487973600204,-2.6720000000000002,0,,,-2.7008487973600204
-coef_alternative_specific_constant_for_return_stops_0out_3in_school,-3.1227065529446167,-3.3639999999999999,0,,,-3.1227065529446167
-coef_alternative_specific_constant_for_the_total_number_of_stops_1out_3in,1.474045133717242,0.70099999999999996,0,,,1.474045133717242
-coef_alternative_specific_constant_for_the_total_number_of_stops_2out_3in_school,1.992911512841014,1.135,0,,,1.992911512841014
-coef_arrival_later_than_17_00_,1.3670454388826592,1.8376999999999999,0,,,1.3670454388826592
-coef_dummy_for_distance_in_miles_school,0.095083267583630102,0.043799999999999999,0,,,0.095083267583630102
-coef_dummy_for_female_school,0.68909925924380133,0.40989999999999999,0,,,0.68909925924380133
-coef_dummy_for_the_duration_of_the_tour_being_equal_or_greater_than_or_equal_to_9_hours_,1.9145027660467904,0.95489999999999997,0,,,1.9145027660467904
-coef_dummy_for_walking_to_all_stops_school,-1.514711575382329,-1.8163,0,,,-1.514711575382329
-coef_number_of_cars_number_of_workers_school,0.29163991408877671,0.53310000000000002,0,,,0.29163991408877671
-coef_number_of_escort_tours_tours_undertaken_by_the_person_school,2.311650198005148,1.2364999999999999,0,,,2.311650198005148
-coef_number_of_hh_persons_school,-0.59762555971611364,-0.50600000000000001,0,,,-0.59762555971611364
-coef_presence_of_kids_between_5_and_15_including_years_old_school,0.025364840519008454,0.32990000000000003,0,,,0.025364840519008454
-coef_alternative_specific_constant_for_outbound_stops_1out_0in_univ,-2.1635923818442357,-2.6280000000000001,0,,,-2.1635923818442357
-coef_alternative_specific_constant_for_outbound_stops_2out_0in_univ,-3.922683293550401,-3.7410000000000001,0,,,-3.922683293550401
-coef_alternative_specific_constant_for_outbound_stops_3out_0in_univ,-4.4868172910452992,-4.9809999999999999,0,,,-4.4868172910452992
-coef_alternative_specific_constant_for_return_stops_0out_1in_univ,-1.5298270302866508,-2.0030000000000001,0,,,-1.5298270302866508
-coef_alternative_specific_constant_for_return_stops_0out_2in_univ,-3.3006601948863188,-3.5099999999999998,0,,,-3.3006601948863188
-coef_alternative_specific_constant_for_return_stops_0out_3in_univ,-3.7075364155245767,-3.677,0,,,-3.7075364155245767
-coef_alternative_specific_constant_for_the_total_number_of_stops_1out_3in_univ,1.8522535636157311,1.272,0,,,1.8522535636157311
-coef_alternative_specific_constant_for_the_total_number_of_stops_2out_3in_univ,1.8679561735778554,1.871,0,,,1.8679561735778554
-coef_arrival_later_than_17_00__univ,0.38609418401942114,0.38900000000000001,0,,,0.38609418401942114
-coef_dummy_for_female_univ,0.51916166319197454,0.7349,0,,,0.51916166319197454
-coef_dummy_for_the_duration_of_the_tour_being_equal_or_greater_than_or_equal_to_9_hours__univ,1.0828661743516874,0.84340000000000004,0,,,1.0828661743516874
-coef_hh_accesibility_for_inbound_tours_interaction,0.24105038323693603,0.24809999999999999,0,,,0.24105038323693603
-coef_number_of_escort_tours_tours_undertaken_by_the_person_univ,1.8575681307186125,0.90180000000000005,0,,,1.8575681307186125
-coef_number_of_hh_persons_univ,-0.33066321661527537,-0.28270000000000001,0,,,-0.33066321661527537
-coef_number_of_vehicles,0.26364695030485774,0.17030000000000001,0,,,0.26364695030485774
-coef_presence_of_kids_between_5_and_15_including_years_old_univ,-0.044568923553371873,0.68230000000000002,0,,,-0.044568923553371873
-coef_alternative_specific_constant_for_outbound_stops_1out_0in_social,-2.311541928791784,-1.081,0,,,-2.311541928791784
-coef_alternative_specific_constant_for_outbound_stops_2out_0in_social,-3.971643113248795,-2.8740000000000001,0,,,-3.971643113248795
-coef_alternative_specific_constant_for_outbound_stops_3out_0in_social,-14.469243911405519,-4.5519999999999996,0,,,-14.469243911405519
-coef_alternative_specific_constant_for_outbound_stops_on_joint_tours_1out_0in,-2.3802074504942019,-1.7829999999999999,0,,,-2.3802074504942019
-coef_alternative_specific_constant_for_outbound_stops_on_joint_tours_2out_0in,-4.719796104655666,-4.0670000000000002,0,,,-4.719796104655666
-coef_alternative_specific_constant_for_outbound_stops_on_joint_tours_3out_0in,-11.749677886071149,-4.9980000000000002,0,,,-11.749677886071149
-coef_alternative_specific_constant_for_return_stops_0out_1in_social,0.20587483859873654,-1.1200000000000001,0,,,0.20587483859873654
-coef_alternative_specific_constant_for_return_stops_0out_2in_social,-2.5883343811753692,-2.7639999999999998,0,,,-2.5883343811753692
-coef_alternative_specific_constant_for_return_stops_0out_3in_social,-3.3206409198297089,-3.4510000000000001,0,,,-3.3206409198297089
-coef_alternative_specific_constant_for_return_stops_on_joint_tours_0out_1in,-1.6522833462248787,-1.329,0,,,-1.6522833462248787
-coef_alternative_specific_constant_for_return_stops_on_joint_tours_0out_2in,-4.1415469266822509,-2.7960000000000003,0,,,-4.1415469266822509
-coef_alternative_specific_constant_for_return_stops_on_joint_tours_0out_3in,-4.0471873952483204,-3.379,0,,,-4.0471873952483204
-coef_alternative_specific_constant_for_the_total_number_of_stops_1out_3in_social,2.4766471322901977,0.496,0,,,2.4766471322901977
-coef_alternative_specific_constant_for_the_total_number_of_stops_2out_3in_social,-1.7322797167348338,0.88200000000000001,0,,,-1.7322797167348338
-coef_alternative_specific_constant_for_the_total_number_of_stops_on_joint_tours_0out_2in,0.33004028360351806,0,0,,,0.33004028360351806
-coef_alternative_specific_constant_for_the_total_number_of_stops_on_joint_tours_1out_3in,-4.3574765624568856,0.51800000000000002,0,,,-4.3574765624568856
-coef_alternative_specific_constant_for_the_total_number_of_stops_on_joint_tours_2out_3in,-1.4567085446015828,1.4970000000000001,0,,,-1.4567085446015828
-coef_arrival_later_than_17_00__social,-0.46270836809978866,-0.45000000000000001,0,,,-0.46270836809978866
-coef_at_least_one_kid_and_one_adult_participate_in_the_tour,1.9188835397128035,0.37,0,,,1.9188835397128035
-coef_dummy_for_a_return_visiting_tour,-1.5149329165512258,-0.64000000000000001,0,,,-1.5149329165512258
-coef_dummy_for_a_visiting_tour_with_both_outbound_and_return_leg,0.47207475952054606,0.44,0,,,0.47207475952054606
-coef_dummy_for_an_outbound_visiting_tour,0.23539836860732627,-0.68999999999999995,0,,,0.23539836860732627
-coef_dummy_for_distance_in_miles_social,-0.072029213636538594,-0.01,0,,,-0.072029213636538594
-coef_dummy_for_the_duration_of_the_tour_being_equal_or_greater_than_or_equal_to_3_hours_,1.1553718422199695,1.3100000000000001,0,,,1.1553718422199695
-coef_dummy_for_walking_to_all_stops_social,-2.0728871373961595,-1.73,0,,,-2.0728871373961595
-coef_number_of_persons_participating_in_the_tour_outgoing_stops_interaction,-0.050333392255275736,-0.46000000000000002,0,,,-0.050333392255275736
-coef_number_of_shop_tours_undertaken_by_the_person,-0.17568161789582087,-0.23999999999999999,0,,,-0.17568161789582087
-coef_number_of_vehicles_social,-0.15477794105663009,-0.19,0,,,-0.15477794105663009
-coef_number_of_work_tours_undertaken_by_the_person_social,-0.0089584068199000319,-0.28000000000000003,0,,,-0.0089584068199000319
-coef_alternative_specific_constant_for_outbound_stops_1out_0in_shopping,-1.4838947085615379,-1.339,0,,,-1.4838947085615379
-coef_alternative_specific_constant_for_outbound_stops_2out_0in_shopping,-3.2620315739726551,-3.1099999999999999,0,,,-3.2620315739726551
-coef_alternative_specific_constant_for_outbound_stops_3out_0in_shopping,-4.4603602952393357,-4.4870000000000001,0,,,-4.4603602952393357
-coef_alternative_specific_constant_for_return_stops_0out_1in_shopping,-1.2344970570494438,-1.179,0,,,-1.2344970570494438
-coef_alternative_specific_constant_for_return_stops_0out_2in_shopping,-2.4998350943155576,-2.3050000000000002,0,,,-2.4998350943155576
-coef_alternative_specific_constant_for_return_stops_0out_3in_shopping,-3.0179726864409173,-3.024,0,,,-3.0179726864409173
-coef_alternative_specific_constant_for_the_total_number_of_stops_1out_3in_shopping,0.51786237531360479,0.252,0,,,0.51786237531360479
-coef_alternative_specific_constant_for_the_total_number_of_stops_2out_3in_shopping,-0.13999198594270704,0.51400000000000001,0,,,-0.13999198594270704
-coef_dummy_for_distance_in_miles_shopping,0.023954475817419198,0.028899999999999999,0,,,0.023954475817419198
-coef_dummy_for_distance_less_than_5_miles,0.16375057013711192,0.37680000000000002,0,,,0.16375057013711192
-coef_dummy_for_female_shopping,0.33555842166191147,0.1721,0,,,0.33555842166191147
-coef_dummy_for_only_adults_participate_in_the_tour,1.8328392426308462,0.19020000000000001,0,,,1.8328392426308462
-coef_dummy_for_the_duration_of_the_tour_being_equal_or_greater_than_or_equal_to_9_hours__shopping,3.0901330214553973,0.90559999999999996,0,,,3.0901330214553973
-coef_dummy_for_walking_to_all_stops_shopping,-1.8757970066056326,-1.4907999999999999,0,,,-1.8757970066056326
-coef_num_kids_between_5_and_15_including_years_old_shopping,-0.041573431257791199,0.0482,0,,,-0.041573431257791199
-coef_number_of_hh_persons_shopping,-0.086440021903122138,-0.1522,0,,,-0.086440021903122138
-coef_number_of_maintenace_tours_tours_undertaken_by_the_person,-0.32594276341704287,-0.19769999999999999,0,,,-0.32594276341704287
-coef_number_of_shop_tours_undertaken_by_the_houshold_shopping,0.148064037095576,-0.073300000000000004,0,,,0.148064037095576
-coef_number_of_university_tours_tours_undertaken_by_the_person_shopping,-0.67089999999999317,-0.67090000000000005,0,,,-0.67089999999999317
-coef_number_of_work_tours_undertaken_by_the_person_shopping,-0.43852307225491766,-0.54799999999999993,0,,,-0.43852307225491766
-coef_alternative_specific_constant_for_outbound_stops_1out_0in_eatout,-1.8947544828670186,-2.1899999999999999,0,,,-1.8947544828670186
-coef_alternative_specific_constant_for_outbound_stops_2out_0in_eatout,-12.056169150387893,-4.516,0,,,-12.056169150387893
-coef_alternative_specific_constant_for_outbound_stops_3out_0in_eatout,-3.6615505167080027,-5.2549999999999999,0,,,-3.6615505167080027
-coef_alternative_specific_constant_for_return_stops_0out_1in_eatout,-1.7027857761249232,-1.7609999999999999,0,,,-1.7027857761249232
-coef_alternative_specific_constant_for_return_stops_0out_2in_eatout,-2.9579857808480341,-3.6970000000000001,0,,,-2.9579857808480341
-coef_alternative_specific_constant_for_return_stops_0out_3in_eatout,-4.7624817489674145,-4.7169999999999996,0,,,-4.7624817489674145
-coef_alternative_specific_constant_for_the_total_number_of_stops_1out_3in_eatout,-7.6049863056520284,0.93999999999999995,0,,,-7.6049863056520284
-coef_alternative_specific_constant_for_the_total_number_of_stops_2out_3in_eatout,-6.3461221747969292,2.0259999999999998,0,,,-6.3461221747969292
-coef_alternative_specific_constant_for_outbound_stops_1out_0in_escort,-2.2250757954780624,-2.173,0,,,-2.2250757954780624
-coef_alternative_specific_constant_for_outbound_stops_2out_0in_escort,-4.7895755848191897,-4.2939999999999996,0,,,-4.7895755848191897
-coef_alternative_specific_constant_for_outbound_stops_3out_0in_escort,-4.7102122245889007,-4.758,0,,,-4.7102122245889007
-coef_alternative_specific_constant_for_return_stops_0out_1in_escort,-1.2974740994833047,-0.96799999999999997,0,,,-1.2974740994833047
-coef_alternative_specific_constant_for_return_stops_0out_2in_escort,-2.384295363242952,-2.4100000000000001,0,,,-2.384295363242952
-coef_alternative_specific_constant_for_the_total_number_of_stops_2out_3in_escort,-4.200646186979724,-1.8069999999999999,0,,,-4.200646186979724
-coef_dummy_for_distance_less_than_5_miles_escort,0.28109442258515044,0.32000000000000001,0,,,0.28109442258515044
-coef_dummy_for_the_duration_of_the_tour_being_equal_or_greater_than_or_equal_to_9_hours__escort,1.399121270410205,0.58999999999999997,0,,,1.399121270410205
-coef_dummy_for_walking_to_all_stops_escort,-0.33797126945456507,-1.9099999999999999,0,,,-0.33797126945456507
-coef_number_of_escort_tours_tours_undertaken_by_the_person_escort,-0.25348532544405961,-0.14999999999999999,0,,,-0.25348532544405961
-coef_number_of_hh_persons_escort,-0.17640711121772834,-0.23999999999999999,0,,,-0.17640711121772834
-coef_number_of_students_in_hh_escort,0.15956368405077143,0.19,0,,,0.15956368405077143
-coef_number_of_work_tours_undertaken_by_the_person_escort,-0.15468473406122965,-0.28999999999999998,0,,,-0.15468473406122965
-coef_alternative_specific_constant_for_outbound_stops_1out_0in_othmaint,-1.7954028317479085,-1.7609999999999999,0,,,-1.7954028317479085
-coef_alternative_specific_constant_for_outbound_stops_2out_0in_othmaint,-2.9624065700982283,-3.661,0,,,-2.9624065700982283
-coef_alternative_specific_constant_for_outbound_stops_3out_0in_othmaint,-3.5347850519252844,-5.4260000000000002,0,,,-3.5347850519252844
-coef_alternative_specific_constant_for_return_stops_0out_1in_othmaint,-0.31247075228968507,-0.58499999999999996,0,,,-0.31247075228968507
-coef_alternative_specific_constant_for_return_stops_0out_2in_othmaint,-0.55780644045958916,-1.48,0,,,-0.55780644045958916
-coef_alternative_specific_constant_for_return_stops_0out_3in_othmaint,-1.4356606147103497,-2.4620000000000002,0,,,-1.4356606147103497
-coef_alternative_specific_constant_for_the_total_number_of_stops_1out_3in_othmaint,-0.36815794089018233,0.41399999999999998,0,,,-0.36815794089018233
-coef_alternative_specific_constant_for_the_total_number_of_stops_2out_3in_othmaint,-9.3990479541430307,0.48799999999999999,0,,,-9.3990479541430307
-coef_dummy_for_distance_in_miles_othmaint,0.10402635612778853,0.027300000000000001,0,,,0.10402635612778853
-coef_dummy_for_distance_less_than_20_miles_,-1.1515269947782993,-0.40799999999999997,0,,,-1.1515269947782993
-coef_dummy_for_female_othmaint,0.25071759069742156,0.30120000000000002,0,,,0.25071759069742156
-coef_dummy_for_the_duration_of_the_tour_being_equal_or_greater_than_or_equal_to_9_hours__othmaint,0.15444184637909519,0.51339999999999997,0,,,0.15444184637909519
-coef_dummy_for_walking_to_all_stops_othmaint,-2.3023894742054765,-1.4329000000000001,0,,,-2.3023894742054765
-coef_middle_to_low_income_hh_,0.16999999999999751,0.17000000000000001,0,,,0.16999999999999751
-coef_number_of_maintenace_tours_undertaken_by_the_houshold,-0.28330678921194874,-0.046800000000000001,0,,,-0.28330678921194874
-coef_number_of_persons_participating_in_the_tour_return_stops_interaction,0.86852209944195768,0.4904,0,,,0.86852209944195768
-coef_number_of_shool_tours_tours_undertaken_by_the_person,-8.3600381729826356,-1.4135,0,,,-8.3600381729826356
-coef_number_of_shop_tours_undertaken_by_the_person_othmaint,-0.2135166522304546,-0.14280000000000001,0,,,-0.2135166522304546
-coef_number_of_university_tours_tours_undertaken_by_the_person_othmaint,-0.62519999999999998,-0.62519999999999998,0,,,-0.62519999999999998
-coef_number_of_work_tours_undertaken_by_the_person_othmaint,-0.37594536286827945,-0.36399999999999999,0,,,-0.37594536286827945
-coef_alternative_specific_constant_for_outbound_stops_1out_0in_othdiscr,-1.4221678878531314,-1.581,0,,,-1.4221678878531314
-coef_alternative_specific_constant_for_outbound_stops_2out_0in_othdiscr,-2.8848210033043737,-3.323,0,,,-2.8848210033043737
-coef_alternative_specific_constant_for_outbound_stops_3out_0in_othdiscr,-4.252076697537615,-4.6230000000000002,0,,,-4.252076697537615
-coef_alternative_specific_constant_for_return_stops_0out_1in_othdiscr,-1.0106467090607749,-0.92100000000000004,0,,,-1.0106467090607749
-coef_alternative_specific_constant_for_return_stops_0out_2in_othdiscr,-2.4905380449227463,-2.3359999999999999,0,,,-2.4905380449227463
-coef_alternative_specific_constant_for_return_stops_0out_3in_othdiscr,-2.9393725902979506,-2.927,0,,,-2.9393725902979506
-coef_alternative_specific_constant_for_the_total_number_of_stops_1out_3in_othdiscr,0.93746509917896281,0.86299999999999999,0,,,0.93746509917896281
-coef_alternative_specific_constant_for_the_total_number_of_stops_2out_3in_othdiscr,0.1562826739961867,0.93899999999999995,0,,,0.1562826739961867
-coef_arrival_later_than_17_00__othdiscr,-0.36444328163105733,-0.63829999999999998,0,,,-0.36444328163105733
-coef_dummy_for_distance_in_miles_othdiscr,0.050978615843919654,-0.022499999999999999,0,,,0.050978615843919654
-coef_dummy_for_distance_less_than_10_miles_,-0.041691234906133287,0.37559999999999999,0,,,-0.041691234906133287
-coef_dummy_for_the_duration_of_the_tour_being_equal_or_greater_than_or_equal_to_9_hours__othdiscr,0.24111825316596613,0.83350000000000002,0,,,0.24111825316596613
-coef_dummy_for_walking_to_all_stops_othdiscr,-2.0711353545710396,-2.4578000000000002,0,,,-2.0711353545710396
-coef_number_of_maintenace_tours_tours_undertaken_by_the_person_othdiscr,-0.63013749629210336,-0.3715,0,,,-0.63013749629210336
-coef_number_of_shool_tours_tours_undertaken_by_the_person_othdiscr,-0.60717706214459344,-0.81759999999999999,0,,,-0.60717706214459344
-coef_number_of_shop_tours_undertaken_by_the_person_othdiscr,-0.61831778671278581,-0.629,0,,,-0.61831778671278581
-coef_number_of_work_tours_undertaken_by_the_person_othdiscr,-0.48765485585276552,-0.61529999999999996,0,,,-0.48765485585276552
-coef_alternative_specific_constant_for_outbound_stops_1out_0in_atwork,-3.4794056872571746,-3.8959999999999999,0,,,-3.4794056872571746
-coef_alternative_specific_constant_for_outbound_stops_2out_0in_atwork,-5.1779127909529326,-5.7089999999999996,0,,,-5.1779127909529326
-coef_alternative_specific_constant_for_outbound_stops_3out_0in_atwork,-6.8972239265618009,-7.3610000000000007,0,,,-6.8972239265618009
-coef_alternative_specific_constant_for_return_stops_0out_1in_atwork,-3.4084307916883305,-3.6709999999999998,0,,,-3.4084307916883305
-coef_alternative_specific_constant_for_return_stops_0out_2in_atwork,-5.5993645137153578,-5.3879999999999999,0,,,-5.5993645137153578
-coef_alternative_specific_constant_for_return_stops_0out_3in_atwork,-7.6012050846491075,-6.21,0,,,-7.6012050846491075
-coef_alternative_specific_constant_for_the_total_number_of_stops_1out_3in_atwork,2.1051947898870833,2.1269999999999998,0,,,2.1051947898870833
-coef_dummy_for_subtour_origin_tour_destination_at_exurban_or_rual_areatypes_6_or_7_,0.27000000000000002,0.27000000000000002,0,,,0.27000000000000002
-coef_middle_to_low_income_hh__atwork,0.60212861030437703,0.45000000000000001,0,,,0.60212861030437703
-coef_number_of_eating_tours_tours_undertaken_by_the_person,-0.2548910504386343,-0.28000000000000003,0,,,-0.2548910504386343
-coef_primary_destination_accessibility_log_of_it_,0.17070563536066408,0.17999999999999999,0,,,0.17070563536066408
-coef_subtour_departure_less_than_or_equal_to_11am,0.2690647561783549,0.31,0,,,0.2690647561783549
-coef_subtour_distance_in_miles_from_tour_destination_to_subtour_primary_destination_one_way_,-0.15252472133506134,0.02,0,,,-0.15252472133506134
-coef_subtour_duration_in_hours_integer_,0.68175040347788651,0.56000000000000005,0,,,0.68175040347788651
-coef_subtour_return_time_greater_or_equal_to_2pm,1.5555725209500013,0.34000000000000002,0,,,1.5555725209500013
+param_name,value,best,initvalue,nullvalue
+coef_alternative_specific_constant_for_outbound_stops_1out_0in,-0.64664292294462322,-0.64664292294462322,-0.83300000429153442,0
+coef_alternative_specific_constant_for_outbound_stops_1out_0in_atwork,-3.4646908445777185,-3.4646908445777185,-3.8959999084472656,0
+coef_alternative_specific_constant_for_outbound_stops_1out_0in_eatout,-1.9002755809567333,-1.9002755809567333,-2.190000057220459,0
+coef_alternative_specific_constant_for_outbound_stops_1out_0in_escort,-2.2236727981595754,-2.2236727981595754,-2.1730000972747803,0
+coef_alternative_specific_constant_for_outbound_stops_1out_0in_othdiscr,-1.4225160376379478,-1.4225160376379478,-1.5809999704360962,0
+coef_alternative_specific_constant_for_outbound_stops_1out_0in_othmaint,-1.7982672995567395,-1.7982672995567395,-1.7610000371932983,0
+coef_alternative_specific_constant_for_outbound_stops_1out_0in_school,-1.7843866978905401,-1.7843866978905401,-2.122999906539917,0
+coef_alternative_specific_constant_for_outbound_stops_1out_0in_shopping,-1.4865329275382189,-1.4865329275382189,-1.3389999866485596,0
+coef_alternative_specific_constant_for_outbound_stops_1out_0in_social,-2.4183081291403341,-2.4183081291403341,-1.0809999704360962,0
+coef_alternative_specific_constant_for_outbound_stops_1out_0in_univ,-2.1599604516652944,-2.1599604516652944,-2.628000020980835,0
+coef_alternative_specific_constant_for_outbound_stops_2out_0in,-2.4294460976186265,-2.4294460976186265,-2.6129999160766602,0
+coef_alternative_specific_constant_for_outbound_stops_2out_0in_atwork,-5.162092909819334,-5.162092909819334,-5.7090001106262207,0
+coef_alternative_specific_constant_for_outbound_stops_2out_0in_eatout,-12.348235464701929,-12.348235464701929,-4.5159997940063477,0
+coef_alternative_specific_constant_for_outbound_stops_2out_0in_escort,-4.7869220327015922,-4.7869220327015922,-4.2940001487731934,0
+coef_alternative_specific_constant_for_outbound_stops_2out_0in_othdiscr,-2.8878858646220089,-2.8878858646220089,-3.3229999542236328,0
+coef_alternative_specific_constant_for_outbound_stops_2out_0in_othmaint,-2.9665698636514888,-2.9665698636514888,-3.6610000133514404,0
+coef_alternative_specific_constant_for_outbound_stops_2out_0in_school,-4.2448419370273394,-4.2448419370273394,-3.7980000972747803,0
+coef_alternative_specific_constant_for_outbound_stops_2out_0in_shopping,-3.2674224134549679,-3.2674224134549679,-3.1099998950958252,0
+coef_alternative_specific_constant_for_outbound_stops_2out_0in_social,-4.083061579914375,-4.083061579914375,-2.874000072479248,0
+coef_alternative_specific_constant_for_outbound_stops_2out_0in_univ,-3.9124510768537806,-3.9124510768537806,-3.7409999370574951,0
+coef_alternative_specific_constant_for_outbound_stops_3out_0in,-3.5882985172757271,-3.5882985172757271,-3.9340000152587891,0
+coef_alternative_specific_constant_for_outbound_stops_3out_0in_atwork,-6.8802912288167422,-6.8802912288167422,-7.3610000610351562,0
+coef_alternative_specific_constant_for_outbound_stops_3out_0in_eatout,-3.6740988604843077,-3.6740988604843077,-5.255000114440918,0
+coef_alternative_specific_constant_for_outbound_stops_3out_0in_escort,-4.7119993374061275,-4.7119993374061275,-4.7579998970031738,0
+coef_alternative_specific_constant_for_outbound_stops_3out_0in_othdiscr,-4.2547457784063534,-4.2547457784063534,-4.6230001449584961,0
+coef_alternative_specific_constant_for_outbound_stops_3out_0in_othmaint,-3.5457191991847736,-3.5457191991847736,-5.4260001182556152,0
+coef_alternative_specific_constant_for_outbound_stops_3out_0in_school,-6.1404126227480189,-6.1404126227480189,-5.8499999046325684,0
+coef_alternative_specific_constant_for_outbound_stops_3out_0in_shopping,-4.4728129557270648,-4.4728129557270648,-4.4869999885559082,0
+coef_alternative_specific_constant_for_outbound_stops_3out_0in_social,-14.181486266726454,-14.181486266726454,-4.5520000457763672,0
+coef_alternative_specific_constant_for_outbound_stops_3out_0in_univ,-4.4862998759715698,-4.4862998759715698,-4.9809999465942383,0
+coef_alternative_specific_constant_for_outbound_stops_on_joint_tours_1out_0in,-2.3818839828880933,-2.3818839828880933,-1.7829999923706055,0
+coef_alternative_specific_constant_for_outbound_stops_on_joint_tours_2out_0in,-4.7211128189494742,-4.7211128189494742,-4.0669999122619629,0
+coef_alternative_specific_constant_for_outbound_stops_on_joint_tours_3out_0in,-11.512801227605346,-11.512801227605346,-4.9980001449584961,0
+coef_alternative_specific_constant_for_return_stops_0out_1in,-0.33835620803188837,-0.33835620803188837,-0.44499999284744263,0
+coef_alternative_specific_constant_for_return_stops_0out_1in_atwork,-3.3927653179415662,-3.3927653179415662,-3.6710000038146973,0
+coef_alternative_specific_constant_for_return_stops_0out_1in_eatout,-1.7128159843448749,-1.7128159843448749,-1.7610000371932983,0
+coef_alternative_specific_constant_for_return_stops_0out_1in_escort,-1.2952840546510411,-1.2952840546510411,-0.96799999475479126,0
+coef_alternative_specific_constant_for_return_stops_0out_1in_othdiscr,-1.0109237306426695,-1.0109237306426695,-0.92100000381469727,0
+coef_alternative_specific_constant_for_return_stops_0out_1in_othmaint,-0.31261766892443127,-0.31261766892443127,-0.58499997854232788,0
+coef_alternative_specific_constant_for_return_stops_0out_1in_school,-1.263001355242064,-1.263001355242064,-1.2059999704360962,0
+coef_alternative_specific_constant_for_return_stops_0out_1in_shopping,-1.2369710581521229,-1.2369710581521229,-1.1790000200271606,0
+coef_alternative_specific_constant_for_return_stops_0out_1in_social,0.17362744454328641,0.17362744454328641,-1.1200000047683716,0
+coef_alternative_specific_constant_for_return_stops_0out_1in_univ,-1.5271071961686673,-1.5271071961686673,-2.003000020980835,0
+coef_alternative_specific_constant_for_return_stops_0out_2in,-1.4815144916155247,-1.4815144916155247,-1.7749999761581421,0
+coef_alternative_specific_constant_for_return_stops_0out_2in_atwork,-5.5866314294429644,-5.5866314294429644,-5.3880000114440918,0
+coef_alternative_specific_constant_for_return_stops_0out_2in_eatout,-2.9694905231062454,-2.9694905231062454,-3.6970000267028809,0
+coef_alternative_specific_constant_for_return_stops_0out_2in_escort,-2.382475901775571,-2.382475901775571,-2.4100000858306885,0
+coef_alternative_specific_constant_for_return_stops_0out_2in_othdiscr,-2.4932337056093066,-2.4932337056093066,-2.3359999656677246,0
+coef_alternative_specific_constant_for_return_stops_0out_2in_othmaint,-0.559549687865037,-0.559549687865037,-1.4800000190734863,0
+coef_alternative_specific_constant_for_return_stops_0out_2in_school,-2.7043554260825506,-2.7043554260825506,-2.6719999313354492,0
+coef_alternative_specific_constant_for_return_stops_0out_2in_shopping,-2.5050450260948609,-2.5050450260948609,-2.3050000667572021,0
+coef_alternative_specific_constant_for_return_stops_0out_2in_social,-2.6165947696422243,-2.6165947696422243,-2.7639999389648438,0
+coef_alternative_specific_constant_for_return_stops_0out_2in_univ,-3.3021693186962295,-3.3021693186962295,-3.5099999904632568,0
+coef_alternative_specific_constant_for_return_stops_0out_3in,-1.8983525585535195,-1.8983525585535195,-2.1389999389648438,0
+coef_alternative_specific_constant_for_return_stops_0out_3in_atwork,-7.5705523838869704,-7.5705523838869704,-6.2100000381469727,0
+coef_alternative_specific_constant_for_return_stops_0out_3in_eatout,-4.796417149118664,-4.796417149118664,-4.7170000076293945,0
+coef_alternative_specific_constant_for_return_stops_0out_3in_othdiscr,-2.9420323763794887,-2.9420323763794887,-2.9270000457763672,0
+coef_alternative_specific_constant_for_return_stops_0out_3in_othmaint,-1.4387779329032728,-1.4387779329032728,-2.4619998931884766,0
+coef_alternative_specific_constant_for_return_stops_0out_3in_school,-3.1370907253356171,-3.1370907253356171,-3.3640000820159912,0
+coef_alternative_specific_constant_for_return_stops_0out_3in_shopping,-3.0227423732428385,-3.0227423732428385,-3.0239999294281006,0
+coef_alternative_specific_constant_for_return_stops_0out_3in_social,-3.365589571395263,-3.365589571395263,-3.4509999752044678,0
+coef_alternative_specific_constant_for_return_stops_0out_3in_univ,-3.7066457714767771,-3.7066457714767771,-3.6770000457763672,0
+coef_alternative_specific_constant_for_return_stops_on_joint_tours_0out_1in,-1.6502808127233042,-1.6502808127233042,-1.3289999961853027,0
+coef_alternative_specific_constant_for_return_stops_on_joint_tours_0out_2in,-4.1259435861090799,-4.1259435861090799,-2.7960000038146973,0
+coef_alternative_specific_constant_for_return_stops_on_joint_tours_0out_3in,-4.0391454462416165,-4.0391454462416165,-3.3789999485015869,0
+coef_alternative_specific_constant_for_the_total_number_of_stops_0out_2in,-0.063749295179186538,-0.063749295179186538,0,0
+coef_alternative_specific_constant_for_the_total_number_of_stops_1out_3in,1.488754315051501,1.488754315051501,0.70099997520446777,0
+coef_alternative_specific_constant_for_the_total_number_of_stops_1out_3in_atwork,2.075702350960686,2.075702350960686,2.127000093460083,0
+coef_alternative_specific_constant_for_the_total_number_of_stops_1out_3in_eatout,-7.6034666858545901,-7.6034666858545901,0.93999999761581421,0
+coef_alternative_specific_constant_for_the_total_number_of_stops_1out_3in_othdiscr,0.94069720899608722,0.94069720899608722,0.86299997568130493,0
+coef_alternative_specific_constant_for_the_total_number_of_stops_1out_3in_othmaint,-0.36444527841576962,-0.36444527841576962,0.414000004529953,0
+coef_alternative_specific_constant_for_the_total_number_of_stops_1out_3in_shopping,0.52573690053968991,0.52573690053968991,0.25200000405311584,0
+coef_alternative_specific_constant_for_the_total_number_of_stops_1out_3in_social,2.4865763319224596,2.4865763319224596,0.49599999189376831,0
+coef_alternative_specific_constant_for_the_total_number_of_stops_1out_3in_univ,1.8527731047949576,1.8527731047949576,1.2719999551773071,0
+coef_alternative_specific_constant_for_the_total_number_of_stops_2out_3in,0.4026073230010761,0.4026073230010761,0.69499999284744263,0
+coef_alternative_specific_constant_for_the_total_number_of_stops_2out_3in_eatout,-6.1299064789603026,-6.1299064789603026,2.0260000228881836,0
+coef_alternative_specific_constant_for_the_total_number_of_stops_2out_3in_escort,-3.7134719215772845,-3.7134719215772845,-1.8070000410079956,0
+coef_alternative_specific_constant_for_the_total_number_of_stops_2out_3in_othdiscr,0.17361191938538348,0.17361191938538348,0.93900001049041748,0
+coef_alternative_specific_constant_for_the_total_number_of_stops_2out_3in_othmaint,-9.4707846262842086,-9.4707846262842086,0.48800000548362732,0
+coef_alternative_specific_constant_for_the_total_number_of_stops_2out_3in_school,2.0224057350148397,2.0224057350148397,1.1349999904632568,0
+coef_alternative_specific_constant_for_the_total_number_of_stops_2out_3in_shopping,-0.12757312512048605,-0.12757312512048605,0.51399999856948853,0
+coef_alternative_specific_constant_for_the_total_number_of_stops_2out_3in_social,-1.3744527120467618,-1.3744527120467618,0.88200002908706665,0
+coef_alternative_specific_constant_for_the_total_number_of_stops_2out_3in_univ,1.8597722433784889,1.8597722433784889,1.8710000514984131,0
+coef_alternative_specific_constant_for_the_total_number_of_stops_on_joint_tours_0out_2in,0.32162618139688331,0.32162618139688331,0,0
+coef_alternative_specific_constant_for_the_total_number_of_stops_on_joint_tours_1out_3in,-4.2949115331788805,-4.2949115331788805,0.51800000667572021,0
+coef_alternative_specific_constant_for_the_total_number_of_stops_on_joint_tours_2out_3in,-1.3125472274782721,-1.3125472274782721,1.496999979019165,0
+coef_am_peak_departure_between_6am_and_7_am_including_interacted_with_outbound_tours,-1.9993783388249304,-1.9993783388249304,-1.9299999475479126,0
+coef_arrival_later_than_17_00_,1.3712401433259278,1.3712401433259278,1.8377000093460083,0
+coef_arrival_later_than_17_00__othdiscr,-0.36182578620009853,-0.36182578620009853,-0.63830000162124634,0
+coef_arrival_later_than_17_00__social,-0.45958068481537828,-0.45958068481537828,-0.44999998807907104,0
+coef_arrival_later_than_17_00__univ,0.3855005796150392,0.3855005796150392,0.38899999856948853,0
+coef_at_least_one_kid_and_one_adult_participate_in_the_tour,1.8868763384626477,1.8868763384626477,0.37000000476837158,0
+coef_dummy_for_a_return_visiting_tour,-1.4902612723336455,-1.4902612723336455,-0.63999998569488525,0
+coef_dummy_for_a_visiting_tour_with_both_outbound_and_return_leg,0.4774633750050547,0.4774633750050547,0.43999999761581421,0
+coef_dummy_for_all_stops_made_by_transit,-0.67365004739838075,-0.67365004739838075,-0.69999998807907104,0
+coef_dummy_for_an_outbound_visiting_tour,0.33371222702629083,0.33371222702629083,-0.68999999761581421,0
+coef_dummy_for_distance_in_miles,0.04459896461230884,0.04459896461230884,0.0099999997764825821,0
+coef_dummy_for_distance_in_miles_othdiscr,0.050994204723024648,0.050994204723024648,-0.022500000894069672,0
+coef_dummy_for_distance_in_miles_othmaint,0.10425996435025388,0.10425996435025388,0.027300000190734863,0
+coef_dummy_for_distance_in_miles_school,0.095129477447622096,0.095129477447622096,0.043800000101327896,0
+coef_dummy_for_distance_in_miles_shopping,0.024311169311439184,0.024311169311439184,0.028899999335408211,0
+coef_dummy_for_distance_in_miles_social,-0.071016613228709641,-0.071016613228709641,-0.0099999997764825821,0
+coef_dummy_for_distance_less_than_10_miles_,-0.042062943317224627,-0.042062943317224627,0.37560001015663147,0
+coef_dummy_for_distance_less_than_20_miles,-0.69994214881030159,-0.69994214881030159,-0.2199999988079071,0
+coef_dummy_for_distance_less_than_20_miles_,-1.1529791304602006,-1.1529791304602006,-0.40799999237060547,0
+coef_dummy_for_distance_less_than_5_miles,0.16605718344134035,0.16605718344134035,0.37680000066757202,0
+coef_dummy_for_distance_less_than_5_miles_escort,0.27909765242825124,0.27909765242825124,0.31999999284744263,0
+coef_dummy_for_female,0.28229839587426708,0.28229839587426708,0.2199999988079071,0
+coef_dummy_for_female_othmaint,0.25086336764451594,0.25086336764451594,0.30120000243186951,0
+coef_dummy_for_female_school,0.69500027366692196,0.69500027366692196,0.4099000096321106,0
+coef_dummy_for_female_shopping,0.33523175540304978,0.33523175540304978,0.17209999263286591,0
+coef_dummy_for_female_univ,0.51700991234531735,0.51700991234531735,0.73489999771118164,0
+coef_dummy_for_only_adults_participate_in_the_tour,1.823935137209177,1.823935137209177,0.19020000100135803,0
+coef_dummy_for_subtour_origin_tour_destination_at_exurban_or_rual_areatypes_6_or_7_,0.27000001072883606,0.27000001072883606,0.27000001072883606,0
+coef_dummy_for_the_duration_of_the_tour_being_equal_or_greater_than_or_equal_to_11_hours,0.71310000535072282,0.71310000535072282,0.60000002384185791,0
+coef_dummy_for_the_duration_of_the_tour_being_equal_or_greater_than_or_equal_to_3_hours_,1.1559795820114029,1.1559795820114029,1.309999942779541,0
+coef_dummy_for_the_duration_of_the_tour_being_equal_or_greater_than_or_equal_to_9_hours_,1.9112642049973785,1.9112642049973785,0.95490002632141113,0
+coef_dummy_for_the_duration_of_the_tour_being_equal_or_greater_than_or_equal_to_9_hours__escort,1.4016231431941613,1.4016231431941613,0.5899999737739563,0
+coef_dummy_for_the_duration_of_the_tour_being_equal_or_greater_than_or_equal_to_9_hours__othdiscr,0.23693003799296872,0.23693003799296872,0.83350002765655518,0
+coef_dummy_for_the_duration_of_the_tour_being_equal_or_greater_than_or_equal_to_9_hours__othmaint,0.15461331684851626,0.15461331684851626,0.51340001821517944,0
+coef_dummy_for_the_duration_of_the_tour_being_equal_or_greater_than_or_equal_to_9_hours__shopping,3.0905565103897032,3.0905565103897032,0.90560001134872437,0
+coef_dummy_for_the_duration_of_the_tour_being_equal_or_greater_than_or_equal_to_9_hours__univ,1.0776052104148675,1.0776052104148675,0.84340000152587891,0
+coef_dummy_for_walking_to_all_stops,-1.4898874048260706,-1.4898874048260706,-1.5399999618530273,0
+coef_dummy_for_walking_to_all_stops_escort,-0.34448329904128916,-0.34448329904128916,-1.9099999666213989,0
+coef_dummy_for_walking_to_all_stops_othdiscr,-2.0623131666705032,-2.0623131666705032,-2.4577999114990234,0
+coef_dummy_for_walking_to_all_stops_othmaint,-2.2984130311760791,-2.2984130311760791,-1.4328999519348145,0
+coef_dummy_for_walking_to_all_stops_school,-1.5166153192565364,-1.5166153192565364,-1.8163000345230103,0
+coef_dummy_for_walking_to_all_stops_shopping,-1.8770352536650028,-1.8770352536650028,-1.4908000230789185,0
+coef_dummy_for_walking_to_all_stops_social,-2.069393000920547,-2.069393000920547,-1.7300000190734863,0
+coef_evening_arrival_19_00_interacted_with_return_tours,0.606474995858996,0.606474995858996,0.31000000238418579,0
+coef_hh_accesibility_for_inbound_tours_interaction,0.24072323322804254,0.24072323322804254,0.24809999763965607,0
+coef_high_income_hh,0.23999999463558197,0.23999999463558197,0.23999999463558197,0
+coef_mid_to_high_income_hh,0.23000000417232513,0.23000000417232513,0.23000000417232513,0
+coef_middle_to_low_income_hh,0.17000000178813934,0.17000000178813934,0.17000000178813934,0
+coef_middle_to_low_income_hh_,0.17000000178813934,0.17000000178813934,0.17000000178813934,0
+coef_middle_to_low_income_hh__atwork,0.5862265411484473,0.5862265411484473,0.44999998807907104,0
+coef_no_stops_if_tour_mode_is_drivetransit,-999,-999,-999,0
+coef_num_kids_between_5_and_15_including_years_old,0.091794962859674076,0.091794962859674076,0.079999998211860657,0
+coef_num_kids_between_5_and_15_including_years_old_shopping,-0.041937522351757225,-0.041937522351757225,0.048200000077486038,0
+coef_number_of_adults_16_years_old_,0.077287692445891232,0.077287692445891232,0.029999999329447746,0
+coef_number_of_cars_number_of_workers,-0.066693087232745682,-0.066693087232745682,0.15999999642372131,0
+coef_number_of_cars_number_of_workers_school,0.29115625638327919,0.29115625638327919,0.53310000896453857,0
+coef_number_of_eating_tours_tours_undertaken_by_the_person,-0.25037573867732094,-0.25037573867732094,-0.2800000011920929,0
+coef_number_of_escort_tours_tours_undertaken_by_the_person,0.09806050880270635,0.09806050880270635,0.20000000298023224,0
+coef_number_of_escort_tours_tours_undertaken_by_the_person_escort,-0.25353945421619623,-0.25353945421619623,-0.15000000596046448,0
+coef_number_of_escort_tours_tours_undertaken_by_the_person_school,2.3120956941836317,2.3120956941836317,1.2365000247955322,0
+coef_number_of_escort_tours_tours_undertaken_by_the_person_univ,1.830804423840976,1.830804423840976,0.90179997682571411,0
+coef_number_of_hh_persons,-0.33185754187761923,-0.33185754187761923,-0.31000000238418579,0
+coef_number_of_hh_persons_escort,-0.17646847789383999,-0.17646847789383999,-0.23999999463558197,0
+coef_number_of_hh_persons_school,-0.59789398459025822,-0.59789398459025822,-0.50599998235702515,0
+coef_number_of_hh_persons_shopping,-0.086269571752504437,-0.086269571752504437,-0.15219999849796295,0
+coef_number_of_hh_persons_univ,-0.3306926246943428,-0.3306926246943428,-0.28270000219345093,0
+coef_number_of_maintenace_tours_tours_undertaken_by_the_person,-0.32592941005324705,-0.32592941005324705,-0.19769999384880066,0
+coef_number_of_maintenace_tours_tours_undertaken_by_the_person_othdiscr,-0.63285637282069895,-0.63285637282069895,-0.37149998545646667,0
+coef_number_of_maintenace_tours_undertaken_by_the_houshold,-0.28437497321740485,-0.28437497321740485,-0.046799998730421066,0
+coef_number_of_persons_participating_in_the_tour_outgoing_stops_interaction,-0.073331456006935747,-0.073331456006935747,-0.46000000834465027,0
+coef_number_of_persons_participating_in_the_tour_return_stops_interaction,0.86868810623690584,0.86868810623690584,0.49039998650550842,0
+coef_number_of_school_tours_tours_undertaken_by_the_person,0.13029516970232355,0.13029516970232355,-1.5499999523162842,0
+coef_number_of_shool_tours_tours_undertaken_by_the_person,-8.132575401995668,-8.132575401995668,-1.4134999513626099,0
+coef_number_of_shool_tours_tours_undertaken_by_the_person_othdiscr,-0.6130966929400905,-0.6130966929400905,-0.81760001182556152,0
+coef_number_of_shop_tours_undertaken_by_the_houshold,-0.32765232732837346,-0.32765232732837346,-0.05000000074505806,0
+coef_number_of_shop_tours_undertaken_by_the_houshold_shopping,0.14836308529667627,0.14836308529667627,-0.073299996554851532,0
+coef_number_of_shop_tours_undertaken_by_the_person,-0.17448403101684509,-0.17448403101684509,-0.23999999463558197,0
+coef_number_of_shop_tours_undertaken_by_the_person_othdiscr,-0.61731020325001096,-0.61731020325001096,-0.62900000810623169,0
+coef_number_of_shop_tours_undertaken_by_the_person_othmaint,-0.20994314934766711,-0.20994314934766711,-0.14280000329017639,0
+coef_number_of_students_in_hh,0.31655751614649219,0.31655751614649219,0.20999999344348907,0
+coef_number_of_students_in_hh_escort,0.15949746173262461,0.15949746173262461,0.18999999761581421,0
+coef_number_of_subtours_in_the_tour,0.33681763025289185,0.33681763025289185,0.18999999761581421,0
+coef_number_of_university_tours_tours_undertaken_by_the_person,-0.47999998927116394,-0.47999998927116394,-0.47999998927116394,0
+coef_number_of_university_tours_tours_undertaken_by_the_person_othmaint,-0.62519997358322144,-0.62519997358322144,-0.62519997358322144,0
+coef_number_of_university_tours_tours_undertaken_by_the_person_shopping,-0.67089998722076416,-0.67089998722076416,-0.67089998722076416,0
+coef_number_of_vehicles,0.26376160794948833,0.26376160794948833,0.17030000686645508,0
+coef_number_of_vehicles_social,-0.15425969899603631,-0.15425969899603631,-0.18999999761581421,0
+coef_number_of_work_tours_undertaken_by_the_person,-0.17654196807499356,-0.17654196807499356,-0.15000000596046448,0
+coef_number_of_work_tours_undertaken_by_the_person_escort,-0.1509302945890815,-0.1509302945890815,-0.28999999165534973,0
+coef_number_of_work_tours_undertaken_by_the_person_othdiscr,-0.49002581553862051,-0.49002581553862051,-0.61529999971389771,0
+coef_number_of_work_tours_undertaken_by_the_person_othmaint,-0.37756033423406382,-0.37756033423406382,-0.36399999260902405,0
+coef_number_of_work_tours_undertaken_by_the_person_shopping,-0.43906376866089675,-0.43906376866089675,-0.54799997806549072,0
+coef_number_of_work_tours_undertaken_by_the_person_social,-0.0062244254965315264,-0.0062244254965315264,-0.2800000011920929,0
+coef_presence_of_kids_between_0_and_4_including_years_old,0.56347076554717646,0.56347076554717646,0.74000000953674316,0
+coef_presence_of_kids_between_5_and_15_including_years_old,0.1180989290788108,0.1180989290788108,0.25999999046325684,0
+coef_presence_of_kids_between_5_and_15_including_years_old_school,0.02961104507186792,0.02961104507186792,0.32989999651908875,0
+coef_presence_of_kids_between_5_and_15_including_years_old_univ,-0.046419488763570535,-0.046419488763570535,0.68229997158050537,0
+coef_primary_destination_accessibility_log_of_it_,0.17066218967701827,0.17066218967701827,0.18000000715255737,0
+coef_subtour_departure_less_than_or_equal_to_11am,0.26747568517112724,0.26747568517112724,0.31000000238418579,0
+coef_subtour_distance_in_miles_from_tour_destination_to_subtour_primary_destination_one_way_,-0.15255084910340322,-0.15255084910340322,0.019999999552965164,0
+coef_subtour_duration_in_hours_integer_,0.68168671797342328,0.68168671797342328,0.56000000238418579,0
+coef_subtour_return_time_greater_or_equal_to_2pm,1.5553971310301449,1.5553971310301449,0.34000000357627869,0
diff --git a/activitysim/estimation/test/test_larch_estimation/test_stop_frequency_loglike.csv b/activitysim/estimation/test/test_larch_estimation/test_stop_frequency_loglike.csv
index c888032785..d60deb239c 100644
--- a/activitysim/estimation/test/test_larch_estimation/test_stop_frequency_loglike.csv
+++ b/activitysim/estimation/test/test_larch_estimation/test_stop_frequency_loglike.csv
@@ -1,2 +1,2 @@
 ,loglike_prior,loglike_converge
-0,-6184.4158915598673,-6090.2588006296801
+0,-6184.4158913795764,-6090.2665603871901
diff --git a/activitysim/estimation/test/test_larch_estimation/test_tour_and_subtour_mode_choice.csv b/activitysim/estimation/test/test_larch_estimation/test_tour_and_subtour_mode_choice.csv
index eb7dd67ad4..8d8064cbb4 100644
--- a/activitysim/estimation/test/test_larch_estimation/test_tour_and_subtour_mode_choice.csv
+++ b/activitysim/estimation/test/test_larch_estimation/test_tour_and_subtour_mode_choice.csv
@@ -1,302 +1,302 @@
-,value,initvalue,nullvalue,minimum,maximum,best
--999,-999,-999,-999,-999,-999,-999
-1,1,1,1,1,1,1
-bike_ASC_auto_deficient_eatout,-95.05184217157273,-1.5691105999999999,0,,,-95.05184217157273
-bike_ASC_auto_sufficient_eatout,-1.464117844170342,-1.2003470999999999,0,,,-1.464117844170342
-bike_ASC_no_auto_eatout,7.2018489969700603,0.86807095999999995,0,,,7.2018489969700603
-coef_age010_trn_multiplier_eatout_escort_othdiscr_othmaint_shopping_social_work,0.71970855821176882,0,0,,,0.71970855821176882
-coef_age1619_da_multiplier_eatout_escort_othdiscr_othmaint_shopping_social_work,-0.019079686463276232,0,0,,,-0.019079686463276232
-coef_age16p_sr_multiplier_eatout_escort_othdiscr_othmaint_shopping_social,-1.1399641109136807,-1.3660000000000001,0,,,-1.1399641109136807
-coef_hhsize1_sr_multiplier_eatout_escort_othdiscr_othmaint_school_shopping_social_univ_atwork,0.020999157406492247,0,0,,,0.020999157406492247
-coef_hhsize2_sr_multiplier_eatout_escort_othdiscr_othmaint_shopping_social_work_atwork,-0.0039274834138578957,0,0,,,-0.0039274834138578957
-coef_ivt_eatout_escort_othdiscr_othmaint_shopping_social,-0.016936905425988552,-0.017500000000000002,0,,,-0.016936905425988552
-coef_nest_AUTO,0.71999999999999997,0.71999999999999997,1,0.71999999999999997,0.71999999999999997,0.71999999999999997
-coef_nest_AUTO_DRIVEALONE,0.34999999999999998,0.34999999999999998,1,0.34999999999999998,0.34999999999999998,0.34999999999999998
-coef_nest_AUTO_SHAREDRIDE2,0.34999999999999998,0.34999999999999998,1,0.34999999999999998,0.34999999999999998,0.34999999999999998
-coef_nest_AUTO_SHAREDRIDE3,0.34999999999999998,0.34999999999999998,1,0.34999999999999998,0.34999999999999998,0.34999999999999998
-coef_nest_NONMOTORIZED,0.71999999999999997,0.71999999999999997,1,0.71999999999999997,0.71999999999999997,0.71999999999999997
-coef_nest_RIDEHAIL,0.35999999999999999,0.35999999999999999,1,0.35999999999999999,0.35999999999999999,0.35999999999999999
-coef_nest_TRANSIT,0.71999999999999997,0.71999999999999997,1,0.71999999999999997,0.71999999999999997,0.71999999999999997
-coef_nest_TRANSIT_DRIVEACCESS,0.5,0.5,1,0.5,0.5,0.5
-coef_nest_TRANSIT_WALKACCESS,0.5,0.5,1,0.5,0.5,0.5
-commuter_rail_ASC_eatout_escort_othdiscr_othmaint_shopping_social_atwork,-38.790613234584711,0.72701850000000001,0,,,-38.790613234584711
-drive_ferry_ASC_eatout_escort_othdiscr_othmaint_shopping_social_atwork,0.94012379999999995,0.94012379999999995,0,,,0.94012379999999995
-drive_light_rail_ASC_eatout_escort_othdiscr_othmaint_shopping_social_atwork,-25.934367224180519,0.76895475000000002,0,,,-25.934367224180519
-drive_transit_ASC_auto_deficient_eatout,14.683282344019709,0.59980610000000001,0,,,14.683282344019709
-drive_transit_ASC_auto_sufficient_eatout,12.110507359997341,-0.96951586000000001,0,,,12.110507359997341
-drive_transit_ASC_no_auto_all,0,0,0,,,0
-drive_transit_CBD_ASC_eatout_escort_othdiscr_othmaint_shopping_social,0.5534042664919846,0.52500000000000002,0,,,0.5534042664919846
-express_bus_ASC_eatout_escort_othdiscr_othmaint_shopping_social_atwork,-61.526574455540178,0.96923159999999997,0,,,-61.526574455540178
-heavy_rail_ASC_eatout_escort_othdiscr_othmaint_shopping_social_atwork,-11.341188179738285,0.77061210000000002,0,,,-11.341188179738285
-joint_bike_ASC_auto_deficient_all,-154.53293340147803,-6.0764149999999999,0,,,-154.53293340147803
-joint_bike_ASC_auto_sufficient_all,-108.23845192023519,-6.3760656999999998,0,,,-108.23845192023519
-joint_bike_ASC_no_auto_all,-47.716366793432869,-2.8671598,0,,,-47.716366793432869
-joint_drive_transit_ASC_auto_deficient_all,-36.092321468347947,-5.9632215000000004,0,,,-36.092321468347947
-joint_drive_transit_ASC_auto_sufficient_all,-24.112388481073179,-8.0452849999999998,0,,,-24.112388481073179
-joint_drive_transit_ASC_no_auto_all,0,0,0,0,0,0
-joint_sr2_ASC_auto_deficient_all,0,0,0,0,0,0
-joint_sr2_ASC_auto_sufficient_all,0,0,0,0,0,0
-joint_sr2_ASC_no_auto_all,0,0,0,0,0,0
-joint_sr3p_ASC_auto_deficient_all,-5.3440373640659899,-1.8841692000000001,0,,,-5.3440373640659899
-joint_sr3p_ASC_auto_sufficient_all,-3.3313993635418799,-2.234826,0,,,-3.3313993635418799
-joint_sr3p_ASC_no_auto_all,0.97681497679456009,0.56306710000000004,0,,,0.97681497679456009
-joint_taxi_ASC_auto_deficient_all,-45.521802684568371,-9.8156999999999996,0,,,-45.521802684568371
-joint_taxi_ASC_auto_sufficient_all,-11.709899999999999,-11.709899999999999,0,-11.709899999999999,-11.709899999999999,-11.709899999999999
-joint_taxi_ASC_no_auto_all,-12.836772689761483,-4.5792000000000002,0,,,-12.836772689761483
-joint_tnc_shared_ASC_auto_deficient_all,-37.818891366620065,-11.1572,0,,,-37.818891366620065
-joint_tnc_shared_ASC_auto_sufficient_all,-13.205,-13.205,0,-13.205,-13.205,-13.205
-joint_tnc_shared_ASC_no_auto_all,-24.544220954818456,-4.3002000000000002,0,,,-24.544220954818456
-joint_tnc_single_ASC_auto_deficient_all,-51.742391051044301,-9.8961000000000006,0,,,-51.742391051044301
-joint_tnc_single_ASC_auto_sufficient_all,-14.0159,-14.0159,0,-14.0159,-14.0159,-14.0159
-joint_tnc_single_ASC_no_auto_all,-16.690109945634145,-4.4916999999999998,0,,,-16.690109945634145
-joint_walk_ASC_auto_deficient_all,-1.3109169286458668,-1.9607706,0,,,-1.3109169286458668
-joint_walk_ASC_auto_sufficient_all,-3.6267323534729816,-3.2352156999999999,0,,,-3.6267323534729816
-joint_walk_ASC_no_auto_all,0.96782165602250947,-0.21274700999999999,0,,,0.96782165602250947
-joint_walk_transit_ASC_auto_deficient_all,4.47692459281539,-5.1634482999999998,0,,,4.47692459281539
-joint_walk_transit_ASC_auto_sufficient_all,-18.266087843452436,-18.264534000000001,0,,,-18.266087843452436
-joint_walk_transit_ASC_no_auto_all,13.576834007614055,0.62292415000000001,0,,,13.576834007614055
-local_bus_ASC_eatout_escort_othdiscr_othmaint_shopping_social_atwork,-12.586753852403735,-0.090703264000000006,0,,,-12.586753852403735
-sr2_ASC_auto_deficient_eatout,0.23544005287595454,0.58823449999999999,0,,,0.23544005287595454
-sr2_ASC_auto_sufficient_eatout,0.45709380576692815,0.86280555000000003,0,,,0.45709380576692815
-sr2_ASC_no_auto_all,5.3017687689662525,0,0,,,5.3017687689662525
-sr3p_ASC_auto_deficient_eatout,-0.084427303598265835,0.046052360000000001,0,,,-0.084427303598265835
-sr3p_ASC_auto_sufficient_eatout,0.5022326090064464,0.84685960000000005,0,,,0.5022326090064464
-sr3p_ASC_no_auto_eatout,5.8000711004385348,0.3219998,0,,,5.8000711004385348
-taxi_ASC_auto_deficient_eatout_othdiscr_social,-34.267917620077426,-3.1316999999999999,0,,,-34.267917620077426
-taxi_ASC_auto_sufficient_eatout_othdiscr_social,-2.3771385102751132,-3.0373999999999999,0,,,-2.3771385102751132
-taxi_ASC_no_auto_eatout_othdiscr_social,-25.802108248945846,0.99229999999999996,0,,,-25.802108248945846
-tnc_shared_ASC_auto_deficient_eatout_othdiscr_social,-2.9229081712184213,-4.3575999999999997,0,,,-2.9229081712184213
-tnc_shared_ASC_auto_sufficient_eatout_othdiscr_social,-3.4681630975727953,-3.6638000000000002,0,,,-3.4681630975727953
-tnc_shared_ASC_no_auto_eatout_othdiscr_social,5.5019116236636574,0.64639999999999997,0,,,5.5019116236636574
-tnc_single_ASC_auto_deficient_eatout_othdiscr_social,-30.032668619901013,-2.9622999999999999,0,,,-30.032668619901013
-tnc_single_ASC_auto_sufficient_eatout_othdiscr_social,-2.0882587225999232,-2.3239000000000001,0,,,-2.0882587225999232
-tnc_single_ASC_no_auto_eatout_othdiscr_social,6.6972430765281166,1.6852,0,,,6.6972430765281166
-walk_ASC_auto_deficient_eatout,2.9644622570813723,3.2746050000000002,0,,,2.9644622570813723
-walk_ASC_auto_sufficient_eatout,0.80408030631941008,1.5516903,0,,,0.80408030631941008
-walk_ASC_no_auto_eatout,10.214310524095858,5.1251173000000003,0,,,10.214310524095858
-walk_ferry_ASC_eatout_escort_othdiscr_othmaint_shopping_social_atwork,0.94012379999999995,0.94012379999999995,0,,,0.94012379999999995
-walk_light_rail_ASC_eatout_escort_othdiscr_othmaint_shopping_social_atwork,-11.57159128546653,0.76895475000000002,0,,,-11.57159128546653
-walk_transit_ASC_auto_deficient_eatout,12.342017037167501,-0.038963240000000003,0,,,12.342017037167501
-walk_transit_ASC_auto_sufficient_eatout,10.754005322077003,-1.1126906000000001,0,,,10.754005322077003
-walk_transit_ASC_no_auto_eatout,20.50374109308898,2.5936368000000001,0,,,20.50374109308898
-walk_transit_CBD_ASC_eatout_escort_othdiscr_othmaint_shopping_social,0.69084760274299939,0.52500000000000002,0,,,0.69084760274299939
-bike_ASC_auto_deficient_escort,-80.815682010385316,-4.5279280000000002,0,,,-80.815682010385316
-bike_ASC_auto_sufficient_escort,-4.2321601413248553,-5.0631084,0,,,-4.2321601413248553
-bike_ASC_no_auto_escort,-82.613015375494186,-0.71621199999999996,0,,,-82.613015375494186
-drive_transit_ASC_auto_deficient_escort,12.026459792966101,-1.1537067000000001,0,,,12.026459792966101
-drive_transit_ASC_auto_sufficient_escort,-38.422040468436286,-4.6014246999999999,0,,,-38.422040468436286
-sr2_ASC_auto_deficient_escort,-0.028872449257253224,0,0,,,-0.028872449257253224
-sr2_ASC_auto_sufficient_escort,-0.44574542118914673,0,0,,,-0.44574542118914673
-sr3p_ASC_auto_deficient_escort,-0.24177007008960669,-0.40818766000000001,0,,,-0.24177007008960669
-sr3p_ASC_auto_sufficient_escort,-0.57332666707255331,-0.057412530000000003,0,,,-0.57332666707255331
-sr3p_ASC_no_auto_escort,-48.558116584856315,-1.8129267,0,,,-48.558116584856315
-taxi_ASC_auto_deficient_escort_othmaint_shopping,0.22119642025031605,0.17660000000000001,0,,,0.22119642025031605
-taxi_ASC_auto_sufficient_escort_othmaint_shopping,-1.8747078913779172,-1.8055000000000001,0,,,-1.8747078913779172
-taxi_ASC_no_auto_escort_othmaint_shopping,7.3609237955139406,1.8938999999999999,0,,,7.3609237955139406
-tnc_shared_ASC_auto_deficient_escort_othmaint_shopping,-0.24413343003260302,-0.38629999999999998,0,,,-0.24413343003260302
-tnc_shared_ASC_auto_sufficient_escort_othmaint_shopping,-2.7057545852498914,-2.4365000000000001,0,,,-2.7057545852498914
-tnc_shared_ASC_no_auto_escort_othmaint_shopping,6.659950525915475,0.93610000000000004,0,,,6.659950525915475
-tnc_single_ASC_auto_deficient_escort_othmaint_shopping,0.8961844796143621,0.67479999999999996,0,,,0.8961844796143621
-tnc_single_ASC_auto_sufficient_escort_othmaint_shopping,-1.7457428565324109,-1.45,0,,,-1.7457428565324109
-tnc_single_ASC_no_auto_escort_othmaint_shopping,7.4428007891764407,1.8605,0,,,7.4428007891764407
-walk_ASC_auto_deficient_escort,-103.0336443777916,-0.90204656000000005,0,,,-103.0336443777916
-walk_ASC_auto_sufficient_escort,-2.1951400279195017,-0.81160659999999996,0,,,-2.1951400279195017
-walk_ASC_no_auto_escort,7.3688522520263184,2.8012068000000001,0,,,7.3688522520263184
-walk_transit_ASC_auto_deficient_escort,8.7582882394391213,-4.9607039999999998,0,,,8.7582882394391213
-walk_transit_ASC_auto_sufficient_escort,7.5679819008069709,-4.9348470000000004,0,,,7.5679819008069709
-walk_transit_ASC_no_auto_escort,-44.292550039991539,-2.2172081000000001,0,,,-44.292550039991539
-bike_ASC_auto_deficient_othdiscr,0.22855250662092905,-0.092468339999999996,0,,,0.22855250662092905
-bike_ASC_auto_sufficient_othdiscr,-1.9167540400011813,-1.0714596999999999,0,,,-1.9167540400011813
-bike_ASC_no_auto_othdiscr,5.4577562038310869,-0.37642320000000001,0,,,5.4577562038310869
-drive_transit_ASC_auto_deficient_othdiscr,-61.370153497008388,0.31993080000000002,0,,,-61.370153497008388
-drive_transit_ASC_auto_sufficient_othdiscr,11.330970889251063,-0.37859169999999998,0,,,11.330970889251063
-sr2_ASC_auto_deficient_othdiscr,0.73863776841688022,0.6601513,0,,,0.73863776841688022
-sr2_ASC_auto_sufficient_othdiscr,0.1229837233438586,0.49684616999999998,0,,,0.1229837233438586
-sr3p_ASC_auto_deficient_othdiscr,0.935476440999231,1.0470965999999999,0,,,0.935476440999231
-sr3p_ASC_auto_sufficient_othdiscr,0.24598820830201615,0.58850205,0,,,0.24598820830201615
-sr3p_ASC_no_auto_othdiscr,6.4061820861081387,0.27216901999999998,0,,,6.4061820861081387
-walk_ASC_auto_deficient_othdiscr,1.6258274516143363,2.2494074999999998,0,,,1.6258274516143363
-walk_ASC_auto_sufficient_othdiscr,1.0941805514117351,1.2633475999999999,0,,,1.0941805514117351
-walk_ASC_no_auto_othdiscr,8.7710297682817657,3.2665945999999999,0,,,8.7710297682817657
-walk_transit_ASC_auto_deficient_othdiscr,13.266819655208037,0.95308839999999995,0,,,13.266819655208037
-walk_transit_ASC_auto_sufficient_othdiscr,11.302586771209716,-0.80636792999999996,0,,,11.302586771209716
-walk_transit_ASC_no_auto_othdiscr,20.427662059570103,2.2437784999999999,0,,,20.427662059570103
-bike_ASC_auto_deficient_othmaint,-1.5527604047004422,-1.5184648999999999,0,,,-1.5527604047004422
-bike_ASC_auto_sufficient_othmaint,-2.4841948233012818,-2.8083024000000001,0,,,-2.4841948233012818
-bike_ASC_no_auto_othmaint,7.0881917223708513,1.5394334000000001,0,,,7.0881917223708513
-drive_transit_ASC_auto_deficient_othmaint,-65.867616159128147,-0.29943228,0,,,-65.867616159128147
-drive_transit_ASC_auto_sufficient_othmaint,-32.152894844805871,-2.6249478000000002,0,,,-32.152894844805871
-sr2_ASC_auto_deficient_othmaint,-0.17432511879711185,0.26215270000000002,0,,,-0.17432511879711185
-sr2_ASC_auto_sufficient_othmaint,0.22153081726667476,0.25817883000000003,0,,,0.22153081726667476
-sr3p_ASC_auto_deficient_othmaint,-1.7678027401708742,-1.3493925,0,,,-1.7678027401708742
-sr3p_ASC_auto_sufficient_othmaint,-0.25110618149419051,-0.075498670000000004,0,,,-0.25110618149419051
-sr3p_ASC_no_auto_othmaint,4.5931064543486562,-0.80318540000000005,0,,,4.5931064543486562
-walk_ASC_auto_deficient_othmaint,1.8335810139202195,1.3690404,0,,,1.8335810139202195
-walk_ASC_auto_sufficient_othmaint,0.88973692144242589,0.79996339999999999,0,,,0.88973692144242589
-walk_ASC_no_auto_othmaint,6.2906587601839359,1.287299,0,,,6.2906587601839359
-walk_transit_ASC_auto_deficient_othmaint,9.407080733783447,-3.0597257999999998,0,,,9.407080733783447
-walk_transit_ASC_auto_sufficient_othmaint,10.958165434769871,-1.5471172,0,,,10.958165434769871
-walk_transit_ASC_no_auto_othmaint,20.617092448325504,2.5643455999999998,0,,,20.617092448325504
-bike_ASC_auto_deficient_school,-0.41778199451832254,-0.52806779999999998,0,,,-0.41778199451832254
-bike_ASC_auto_sufficient_school,-3.5078886893560863,-2.1134686,0,,,-3.5078886893560863
-bike_ASC_no_auto_school,-28.724176190313326,12.098735,0,,,-28.724176190313326
-coef_age010_trn_multiplier_school_univ,-1.1120244370243391,-1.5548,0,,,-1.1120244370243391
-coef_age1619_da_multiplier_school_univ,-1.5951711270563249,-1.3813,0,,,-1.5951711270563249
-coef_age16p_sr_multiplier_school_univ_work_atwork,-0.72100839095028546,0,0,,,-0.72100839095028546
-coef_hhsize2_sr_multiplier_school_univ,-0.53400766253899179,-0.63590000000000002,0,,,-0.53400766253899179
-coef_ivt_school_univ,-0.021192297603561172,-0.0224,0,,,-0.021192297603561172
-commuter_rail_ASC_school_univ,-32.353210620182892,1.0336205999999999,0,,,-32.353210620182892
-drive_ferry_ASC_school_univ,2.0202317000000001,2.0202317000000001,0,,,2.0202317000000001
-drive_light_rail_ASC_school_univ,-19.108400881329299,1.6814003,0,,,-19.108400881329299
-drive_transit_ASC_auto_deficient_school,-95.982095698903436,5.3252654000000001,0,,,-95.982095698903436
-drive_transit_ASC_auto_sufficient_school,-46.151623937860776,1.4013500000000001,0,,,-46.151623937860776
-drive_transit_CBD_ASC_school_univ,62.459413404223476,0.67200000000000004,0,,,62.459413404223476
-express_bus_ASC_school_univ,0.32496937999999997,0.32496937999999997,0,,,0.32496937999999997
-heavy_rail_ASC_school_univ,-12.380133019206522,0.96200377000000004,0,,,-12.380133019206522
-local_bus_ASC_school_univ,-13.872178494981991,-0.065086210000000005,0,,,-13.872178494981991
-sr2_ASC_auto_deficient_school,0.11627333557951013,0.12474365,0,,,0.11627333557951013
-sr2_ASC_auto_sufficient_school,-1.6466117937376035,-1.6062657,0,,,-1.6466117937376035
-sr3p_ASC_auto_deficient_school,0.72079329001052006,0.71495710000000001,0,,,0.72079329001052006
-sr3p_ASC_auto_sufficient_school,-1.1869716638057384,-1.0201935,0,,,-1.1869716638057384
-sr3p_ASC_no_auto_school,-6.0240829874137232,-6.0240827000000001,0,,,-6.0240829874137232
-taxi_ASC_auto_deficient_school,1.5929016972992514,-0.33379999999999999,0,,,1.5929016972992514
-taxi_ASC_auto_sufficient_school,-1.6320342977823235,-2.4293999999999998,0,,,-1.6320342977823235
-taxi_ASC_no_auto_school_univ,-7,-7,0,-7,-7,-7
-tnc_shared_ASC_auto_deficient_school,0.96832753972334895,-1.4745999999999999,0,,,0.96832753972334895
-tnc_shared_ASC_auto_sufficient_school,-2.7739120530297634,-3.7219000000000002,0,,,-2.7739120530297634
-tnc_shared_ASC_no_auto_school,-7,-7,0,-7,-7,-7
-tnc_single_ASC_auto_deficient_school,-3.3648846265737218,-0.5524,0,,,-3.3648846265737218
-tnc_single_ASC_auto_sufficient_school,-2.3704008497944398,-2.8374999999999999,0,,,-2.3704008497944398
-tnc_single_ASC_no_auto_school,-7,-7,0,-7,-7,-7
-walk_ASC_auto_deficient_school,3.2349172133905824,3.2573623999999999,0,,,3.2349172133905824
-walk_ASC_auto_sufficient_school,0.69222756273388997,0.64768559999999997,0,,,0.69222756273388997
-walk_ASC_no_auto_school,31.884868503149736,18.414556999999999,0,,,31.884868503149736
-walk_ferry_ASC_school_univ,2.0202317000000001,2.0202317000000001,0,,,2.0202317000000001
-walk_light_rail_ASC_school_univ,-12.140651343565191,1.6814003,0,,,-12.140651343565191
-walk_transit_ASC_auto_deficient_school,17.064091325381543,4.1207079999999996,0,,,17.064091325381543
-walk_transit_ASC_auto_sufficient_school,14.160601613148902,0.74590873999999996,0,,,14.160601613148902
-walk_transit_ASC_no_auto_school,48.738094718979411,21.383749000000002,0,,,48.738094718979411
-walk_transit_CBD_ASC_school_univ,0.78788966521195125,0.67200000000000004,0,,,0.78788966521195125
-bike_ASC_auto_deficient_shopping,-0.98208504158712495,-0.87584466000000005,0,,,-0.98208504158712495
-bike_ASC_auto_sufficient_shopping,-4.7656989395473435,-2.5662102999999998,0,,,-4.7656989395473435
-bike_ASC_no_auto_shopping,6.3473397917421011,0.83415550000000005,0,,,6.3473397917421011
-drive_transit_ASC_auto_deficient_shopping,-69.120302733575414,-0.41849177999999998,0,,,-69.120302733575414
-drive_transit_ASC_auto_sufficient_shopping,-74.360368326848842,-2.1718937999999999,0,,,-74.360368326848842
-sr2_ASC_auto_deficient_shopping,0.34099442656713952,0.24409755999999999,0,,,0.34099442656713952
-sr2_ASC_auto_sufficient_shopping,0.14451282933821491,0.19770707000000001,0,,,0.14451282933821491
-sr3p_ASC_auto_deficient_shopping,-0.26249087797911946,-0.073370166000000001,0,,,-0.26249087797911946
-sr3p_ASC_auto_sufficient_shopping,-0.2963226415957782,-0.077571294999999998,0,,,-0.2963226415957782
-sr3p_ASC_no_auto_shopping,5.6484952721990362,-0.27978947999999998,0,,,5.6484952721990362
-walk_ASC_auto_deficient_shopping,2.8036057394781277,2.2701733000000002,0,,,2.8036057394781277
-walk_ASC_auto_sufficient_shopping,0.47346256501524292,0.73126630000000004,0,,,0.47346256501524292
-walk_ASC_no_auto_shopping,8.2155350323455529,2.3768772999999999,0,,,8.2155350323455529
-walk_transit_ASC_auto_deficient_shopping,11.256552971319946,-0.84765690000000005,0,,,11.256552971319946
-walk_transit_ASC_auto_sufficient_shopping,9.7542972055490029,-2.2036798000000002,0,,,9.7542972055490029
-walk_transit_ASC_no_auto_shopping,19.703542063063956,2.1067475999999998,0,,,19.703542063063956
-bike_ASC_auto_deficient_social,-0.26949163972926454,0.63452140000000001,0,,,-0.26949163972926454
-bike_ASC_auto_sufficient_social,-0.85401921523485835,-1.368071,0,,,-0.85401921523485835
-bike_ASC_no_auto_social,5.5137426913975727,0.020583210000000001,0,,,5.5137426913975727
-drive_transit_ASC_auto_deficient_social,-52.758046290102875,1.5627195,0,,,-52.758046290102875
-drive_transit_ASC_auto_sufficient_social,-47.996801808437127,-0.61585575000000004,0,,,-47.996801808437127
-sr2_ASC_auto_deficient_social,1.429304838044295,1.8558528000000001,0,,,1.429304838044295
-sr2_ASC_auto_sufficient_social,0.97730089864256342,0.52360249999999997,0,,,0.97730089864256342
-sr3p_ASC_auto_deficient_social,0.67630143929989783,1.5007242999999999,0,,,0.67630143929989783
-sr3p_ASC_auto_sufficient_social,0.75744513577301464,0.50617886000000001,0,,,0.75744513577301464
-sr3p_ASC_no_auto_social,3.972071101285167,-1.4036902,0,,,3.972071101285167
-walk_ASC_auto_deficient_social,3.1688988708714376,2.8701840000000001,0,,,3.1688988708714376
-walk_ASC_auto_sufficient_social,2.6607837167356201,1.7072186,0,,,2.6607837167356201
-walk_ASC_no_auto_social,6.4445317299061999,1.8680915,0,,,6.4445317299061999
-walk_transit_ASC_auto_deficient_social,12.875988741851154,0.97444487000000002,0,,,12.875988741851154
-walk_transit_ASC_auto_sufficient_social,12.613259624057664,-0.34537590000000001,0,,,12.613259624057664
-walk_transit_ASC_no_auto_social,18.966818965194228,1.3814651,0,,,18.966818965194228
-bike_ASC_auto_deficient_univ,-0.66923500000000002,-0.66923500000000002,0,,,-0.66923500000000002
-bike_ASC_auto_sufficient_univ,-1.9397831999999999,-1.9397831999999999,0,,,-1.9397831999999999
-bike_ASC_no_auto_univ,4.2945156000000004,4.2945156000000004,0,,,4.2945156000000004
-drive_transit_ASC_auto_deficient_univ,1.8501175999999999,1.8501175999999999,0,,,1.8501175999999999
-drive_transit_ASC_auto_sufficient_univ,1.3587753,1.3587753,0,,,1.3587753
-sr2_ASC_auto_deficient_univ,-1.6922345999999999,-1.6922345999999999,0,,,-1.6922345999999999
-sr2_ASC_auto_sufficient_univ,-1.8594269999999999,-1.8594269999999999,0,,,-1.8594269999999999
-sr3p_ASC_auto_deficient_univ,-1.7277422,-1.7277422,0,,,-1.7277422
-sr3p_ASC_auto_sufficient_univ,-1.9047098,-1.9047098,0,,,-1.9047098
-sr3p_ASC_no_auto_univ,-6.0560010000000002,-6.0560010000000002,0,,,-6.0560010000000002
-taxi_ASC_auto_deficient_univ,4.2492000000000001,4.2492000000000001,0,,,4.2492000000000001
-taxi_ASC_auto_sufficient_univ,-0.31309999999999999,-0.31309999999999999,0,,,-0.31309999999999999
-tnc_shared_ASC_auto_deficient_univ,3.25,3.25,0,,,3.25
-tnc_shared_ASC_auto_sufficient_univ,-0.90680000000000005,-0.90680000000000005,0,,,-0.90680000000000005
-tnc_shared_ASC_no_auto_univ,-5.8116000000000003,-5.8116000000000003,0,,,-5.8116000000000003
-tnc_single_ASC_auto_deficient_univ,1.0221,1.0221,0,,,1.0221
-tnc_single_ASC_auto_sufficient_univ,0.20880000000000001,0.20880000000000001,0,,,0.20880000000000001
-tnc_single_ASC_no_auto_univ,-2.5190000000000001,-2.5190000000000001,0,,,-2.5190000000000001
-walk_ASC_auto_deficient_univ,4.5059100000000001,4.5059100000000001,0,,,4.5059100000000001
-walk_ASC_auto_sufficient_univ,1.0607664999999999,1.0607664999999999,0,,,1.0607664999999999
-walk_ASC_no_auto_univ,6.4089669999999996,6.4089669999999996,0,,,6.4089669999999996
-walk_transit_ASC_auto_deficient_univ,3.1362554999999999,3.1362554999999999,0,,,3.1362554999999999
-walk_transit_ASC_auto_sufficient_univ,0.47311629999999999,0.47311629999999999,0,,,0.47311629999999999
-walk_transit_ASC_no_auto_univ,8.7860370000000003,8.7860370000000003,0,,,8.7860370000000003
-bike_ASC_auto_deficient_work,0.1093970633711833,0.25318967999999997,0,,,0.1093970633711833
-bike_ASC_auto_sufficient_work,-1.7147321677779845,-1.5800232000000001,0,,,-1.7147321677779845
-bike_ASC_no_auto_work,7.916152782688358,3.1940088000000002,0,,,7.916152782688358
-coef_hhsize1_sr_multiplier_work,-0.6790273309383883,-0.73458800000000002,0,,,-0.6790273309383883
-coef_ivt_work,-0.013061382875350648,-0.0134,0,,,-0.013061382875350648
-commuter_rail_ASC_work,12.116488014803043,0.72550300000000001,0,,,12.116488014803043
-drive_ferry_ASC_work,0.93322605000000003,0.93322605000000003,0,,,0.93322605000000003
-drive_light_rail_ASC_work,-36.000808246088518,0.82555670000000003,0,,,-36.000808246088518
-drive_transit_ASC_auto_deficient_work,-10.817730116154191,0.10081567,0,,,-10.817730116154191
-drive_transit_ASC_auto_sufficient_work,-11.922033211338155,-1.0045459000000001,0,,,-11.922033211338155
-drive_transit_CBD_ASC_work,1.4326312016814422,1.1000000000000001,0,,,1.4326312016814422
-express_bus_ASC_work,-54.606930216243668,-0.51654739999999999,0,,,-54.606930216243668
-heavy_rail_ASC_work,11.025029288750547,0.64772974999999999,0,,,11.025029288750547
-local_bus_ASC_work,10.288307853536837,0.066895070000000001,0,,,10.288307853536837
-sr2_ASC_auto_deficient_work,0.46312369609634996,-0.33803123000000002,0,,,0.46312369609634996
-sr2_ASC_auto_sufficient_work,-0.39096777455191095,-1.0857458,0,,,-0.39096777455191095
-sr3p_ASC_auto_deficient_work,-0.050072021249821817,-0.85270420000000002,0,,,-0.050072021249821817
-sr3p_ASC_auto_sufficient_work,-0.71640219472524347,-1.4699701999999999,0,,,-0.71640219472524347
-sr3p_ASC_no_auto_work,5.2865327465387555,-0.5831269,0,,,5.2865327465387555
-taxi_ASC_auto_deficient_work,-1.3594600760328026,-1.4765999999999999,0,,,-1.3594600760328026
-taxi_ASC_auto_sufficient_work,-55.988330866418792,-4.8509000000000002,0,,,-55.988330866418792
-taxi_ASC_no_auto_work,9.43236827804283,4.7290999999999999,0,,,9.43236827804283
-tnc_shared_ASC_auto_deficient_work,-2.4348067005945464,-2.1435,0,,,-2.4348067005945464
-tnc_shared_ASC_auto_sufficient_work,-63.386791172965488,-5.3574999999999999,0,,,-63.386791172965488
-tnc_shared_ASC_no_auto_work,-47.309135186133922,3.2429000000000001,0,,,-47.309135186133922
-tnc_single_ASC_auto_deficient_work,-0.78812679103952732,-0.80130000000000001,0,,,-0.78812679103952732
-tnc_single_ASC_auto_sufficient_work,-4.8755977035592224,-4.1946000000000003,0,,,-4.8755977035592224
-tnc_single_ASC_no_auto_work,10.295672942342067,5.7854999999999999,0,,,10.295672942342067
-walk_ASC_auto_deficient_work,2.1275102930594469,2.4010416999999999,0,,,2.1275102930594469
-walk_ASC_auto_sufficient_work,0.17637095807617828,0.053265337000000003,0,,,0.17637095807617828
-walk_ASC_no_auto_work,10.356832861443557,5.7672157000000004,0,,,10.356832861443557
-walk_ferry_ASC_work,0.93322605000000003,0.93322605000000003,0,,,0.93322605000000003
-walk_light_rail_ASC_work,11.204407103182628,0.82555670000000003,0,,,11.204407103182628
-walk_transit_ASC_auto_deficient_work,-9.7699412444923333,0.65302855000000004,0,,,-9.7699412444923333
-walk_transit_ASC_auto_sufficient_work,-11.327002198633336,-0.89165070000000002,0,,,-11.327002198633336
-walk_transit_ASC_no_auto_work,-0.8184290314119107,5.0354165999999996,0,,,-0.8184290314119107
-walk_transit_CBD_ASC_work,0.97698021606324725,0.80400000000000005,0,,,0.97698021606324725
-bike_ASC_auto_deficient_atwork,-1.3755365229511889,-0.80740829999999997,0,,,-1.3755365229511889
-bike_ASC_auto_sufficient_atwork,15.727786619761421,15.72017,0,,,15.727786619761421
-bike_ASC_no_auto_atwork,-28.399708381108002,-0.90725845000000005,0,,,-28.399708381108002
-coef_age010_trn_multiplier_atwork,0.00072199999999999999,0.00072199999999999999,0,,,0.00072199999999999999
-coef_age1619_da_multiplier_atwork,-0.80694718452625747,0.0032336000000000001,0,,,-0.80694718452625747
-coef_ivt_atwork,-0.021019454866270101,-0.018800000000000001,0,,,-0.021019454866270101
-drive_transit_ASC_auto_deficient_atwork,-998.81960000000004,-998.81960000000004,0,,,-998.81960000000004
-drive_transit_ASC_auto_sufficient_atwork,-999.21465999999998,-999.21465999999998,0,,,-999.21465999999998
-drive_transit_CBD_ASC_atwork,0.56399999999999995,0.56399999999999995,0,,,0.56399999999999995
-sr2_ASC_auto_deficient_atwork,-1.892695657391221,-2.1102420999999998,0,,,-1.892695657391221
-sr2_ASC_auto_sufficient_atwork,-0.65249983963035285,-1.4450618,0,,,-0.65249983963035285
-sr3p_ASC_auto_deficient_atwork,-2.383158561544211,-2.5146579999999998,0,,,-2.383158561544211
-sr3p_ASC_auto_sufficient_atwork,-0.82204450780308591,-1.652174,0,,,-0.82204450780308591
-sr3p_ASC_no_auto_atwork,6.2362869423849405,0.58266260000000003,0,,,6.2362869423849405
-taxi_ASC_auto_deficient_atwork,-28.540908119718239,-4.4046000000000003,0,,,-28.540908119718239
-taxi_ASC_auto_sufficient_atwork,-28.643971281649424,-2.8803999999999998,0,,,-28.643971281649424
-taxi_ASC_no_auto_atwork,10.212879604829233,4.1021000000000001,0,,,10.212879604829233
-tnc_shared_ASC_auto_deficient_atwork,-3.912212918042727,-4.5088999999999997,0,,,-3.912212918042727
-tnc_shared_ASC_auto_sufficient_atwork,-2.6881377816112022,-3.5396999999999998,0,,,-2.6881377816112022
-tnc_shared_ASC_no_auto_atwork,9.0603158795129275,3.3672,0,,,9.0603158795129275
-tnc_single_ASC_auto_deficient_atwork,-3.1078735470600058,-3.7625999999999999,0,,,-3.1078735470600058
-tnc_single_ASC_auto_sufficient_atwork,-2.6270251391593975,-2.7988,0,,,-2.6270251391593975
-tnc_single_ASC_no_auto_atwork,10.48194785788473,4.4981999999999998,0,,,10.48194785788473
-walk_ASC_auto_deficient_atwork,1.82422508083581,0.92546092999999996,0,,,1.82422508083581
-walk_ASC_auto_sufficient_atwork,1.428722206355812,0.67721600000000004,0,,,1.428722206355812
-walk_ASC_no_auto_atwork,12.824108683156906,6.6692130000000001,0,,,12.824108683156906
-walk_transit_ASC_auto_deficient_atwork,8.9851772342267946,-2.9988291,0,,,8.9851772342267946
-walk_transit_ASC_auto_sufficient_atwork,9.1279962633935359,-3.401027,0,,,9.1279962633935359
-walk_transit_ASC_no_auto_atwork,21.234895822541418,2.7041876,0,,,21.234895822541418
-walk_transit_CBD_ASC_atwork,0.35194949771152162,0.56399999999999995,0,,,0.35194949771152162
+param_name,value,best,initvalue,nullvalue
+-999,-999,-999,-999,0
+1,1,1,1,0
+bike_ASC_auto_deficient_atwork,-1.3785489288550536,-1.3785489288550536,-0.80740827322006226,0
+bike_ASC_auto_deficient_eatout,-13.478289059952681,-13.478289059952681,-1.569110631942749,0
+bike_ASC_auto_deficient_escort,-12.549532816371221,-12.549532816371221,-4.5279278755187988,0
+bike_ASC_auto_deficient_othdiscr,0.23084257669564343,0.23084257669564343,-0.092468343675136566,0
+bike_ASC_auto_deficient_othmaint,-1.5508409145945901,-1.5508409145945901,-1.5184649229049683,0
+bike_ASC_auto_deficient_school,-0.4215455293721031,-0.4215455293721031,-0.52806782722473145,0
+bike_ASC_auto_deficient_shopping,-0.98162820928675221,-0.98162820928675221,-0.87584465742111206,0
+bike_ASC_auto_deficient_social,-0.26248269451457257,-0.26248269451457257,0.63452142477035522,0
+bike_ASC_auto_deficient_univ,-0.6692349910736084,-0.6692349910736084,-0.6692349910736084,0
+bike_ASC_auto_deficient_work,0.10890208866785125,0.10890208866785125,0.25318968296051025,0
+bike_ASC_auto_sufficient_atwork,15.720436744241237,15.720436744241237,15.720170021057129,0
+bike_ASC_auto_sufficient_eatout,-1.4652985888010346,-1.4652985888010346,-1.2003470659255981,0
+bike_ASC_auto_sufficient_escort,-4.2292784418487299,-4.2292784418487299,-5.0631084442138672,0
+bike_ASC_auto_sufficient_othdiscr,-1.9171536174387396,-1.9171536174387396,-1.0714596509933472,0
+bike_ASC_auto_sufficient_othmaint,-2.480889498913136,-2.480889498913136,-2.8083024024963379,0
+bike_ASC_auto_sufficient_school,-3.5085898921949115,-3.5085898921949115,-2.1134686470031738,0
+bike_ASC_auto_sufficient_shopping,-4.7741583038198092,-4.7741583038198092,-2.5662102699279785,0
+bike_ASC_auto_sufficient_social,-0.84654185177446273,-0.84654185177446273,-1.3680709600448608,0
+bike_ASC_auto_sufficient_univ,-1.9397832155227661,-1.9397832155227661,-1.9397832155227661,0
+bike_ASC_auto_sufficient_work,-1.7160300530004202,-1.7160300530004202,-1.5800231695175171,0
+bike_ASC_no_auto_atwork,-3.4373940217027688,-3.4373940217027688,-0.90725845098495483,0
+bike_ASC_no_auto_eatout,2.5630036190317327,2.5630036190317327,0.86807096004486084,0
+bike_ASC_no_auto_escort,-10.607463256083799,-10.607463256083799,-0.71621197462081909,0
+bike_ASC_no_auto_othdiscr,0.81582185622492365,0.81582185622492365,-0.37642320990562439,0
+bike_ASC_no_auto_othmaint,2.4455151268361357,2.4455151268361357,1.5394333600997925,0
+bike_ASC_no_auto_school,8.1256976107813834,8.1256976107813834,12.098734855651855,0
+bike_ASC_no_auto_shopping,1.7027997220715445,1.7027997220715445,0.83415549993515015,0
+bike_ASC_no_auto_social,0.87324419595226233,0.87324419595226233,0.02058321051299572,0
+bike_ASC_no_auto_univ,4.2945156097412109,4.2945156097412109,4.2945156097412109,0
+bike_ASC_no_auto_work,3.288259145708162,3.288259145708162,3.1940088272094727,0
+coef_age010_trn_multiplier_atwork,0.00072200002614408731,0.00072200002614408731,0.00072200002614408731,0
+coef_age010_trn_multiplier_eatout_escort_othdiscr_othmaint_shopping_social_work,0.71776731826369955,0.71776731826369955,0,0
+coef_age010_trn_multiplier_school_univ,-1.1170494621014921,-1.1170494621014921,-1.5548000335693359,0
+coef_age1619_da_multiplier_atwork,-0.81723517651260913,-0.81723517651260913,0.0032335999421775341,0
+coef_age1619_da_multiplier_eatout_escort_othdiscr_othmaint_shopping_social_work,-0.019963399047300222,-0.019963399047300222,0,0
+coef_age1619_da_multiplier_school_univ,-1.5953290804661184,-1.5953290804661184,-1.3812999725341797,0
+coef_age16p_sr_multiplier_eatout_escort_othdiscr_othmaint_shopping_social,-1.1377269298937951,-1.1377269298937951,-1.3660000562667847,0
+coef_age16p_sr_multiplier_school_univ_work_atwork,-0.70763139612535009,-0.70763139612535009,0,0
+coef_hhsize1_sr_multiplier_eatout_escort_othdiscr_othmaint_school_shopping_social_univ_atwork,0.020926329864022951,0.020926329864022951,0,0
+coef_hhsize1_sr_multiplier_work,-0.678704061342841,-0.678704061342841,-0.73458802700042725,0
+coef_hhsize2_sr_multiplier_eatout_escort_othdiscr_othmaint_shopping_social_work_atwork,-0.0037484351975650902,-0.0037484351975650902,0,0
+coef_hhsize2_sr_multiplier_school_univ,-0.52956030309171354,-0.52956030309171354,-0.63590002059936523,0
+coef_ivt_atwork,-0.021030839623199092,-0.021030839623199092,-0.018799999728798866,0
+coef_ivt_eatout_escort_othdiscr_othmaint_shopping_social,-0.016938907736903215,-0.016938907736903215,-0.017500000074505806,0
+coef_ivt_school_univ,-0.021216638430089751,-0.021216638430089751,-0.02239999920129776,0
+coef_ivt_work,-0.01305918522300771,-0.01305918522300771,-0.013399999588727951,0
+coef_nest_AUTO,0.72000002861022949,0.72000002861022949,0.72000002861022949,1
+coef_nest_AUTO_DRIVEALONE,0.34999999403953552,0.34999999403953552,0.34999999403953552,1
+coef_nest_AUTO_SHAREDRIDE2,0.34999999403953552,0.34999999403953552,0.34999999403953552,1
+coef_nest_AUTO_SHAREDRIDE3,0.34999999403953552,0.34999999403953552,0.34999999403953552,1
+coef_nest_NONMOTORIZED,0.72000002861022949,0.72000002861022949,0.72000002861022949,1
+coef_nest_RIDEHAIL,0.36000001430511475,0.36000001430511475,0.36000001430511475,1
+coef_nest_TRANSIT,0.72000002861022949,0.72000002861022949,0.72000002861022949,1
+coef_nest_TRANSIT_DRIVEACCESS,0.5,0.5,0.5,1
+coef_nest_TRANSIT_WALKACCESS,0.5,0.5,0.5,1
+commuter_rail_ASC_eatout_escort_othdiscr_othmaint_shopping_social_atwork,-2.8955274103001964,-2.8955274103001964,0.72701847553253174,0
+commuter_rail_ASC_school_univ,-0.3828325284031272,-0.3828325284031272,1.0336205959320068,0
+commuter_rail_ASC_work,2.8534564834779914,2.8534564834779914,0.72550302743911743,0
+drive_ferry_ASC_eatout_escort_othdiscr_othmaint_shopping_social_atwork,0.9401237964630127,0.9401237964630127,0.9401237964630127,0
+drive_ferry_ASC_school_univ,2.0202317237854004,2.0202317237854004,2.0202317237854004,0
+drive_ferry_ASC_work,0.93322604894638062,0.93322604894638062,0.93322604894638062,0
+drive_light_rail_ASC_eatout_escort_othdiscr_othmaint_shopping_social_atwork,-1.00533509415796,-1.00533509415796,0.76895475387573242,0
+drive_light_rail_ASC_school_univ,1.4260795934130517,1.4260795934130517,1.6814002990722656,0
+drive_light_rail_ASC_work,-3.2587187286001322,-3.2587187286001322,0.82555669546127319,0
+drive_transit_ASC_auto_deficient_atwork,-998.819580078125,-998.819580078125,-998.819580078125,0
+drive_transit_ASC_auto_deficient_eatout,3.5996749037366738,3.5996749037366738,0.59980607032775879,0
+drive_transit_ASC_auto_deficient_escort,0.92276171873072177,0.92276171873072177,-1.1537066698074341,0
+drive_transit_ASC_auto_deficient_othdiscr,-6.8970438511600394,-6.8970438511600394,0.3199307918548584,0
+drive_transit_ASC_auto_deficient_othmaint,-8.1349064582353137,-8.1349064582353137,-0.29943227767944336,0
+drive_transit_ASC_auto_deficient_school,-7.2801790952573704,-7.2801790952573704,5.3252654075622559,0
+drive_transit_ASC_auto_deficient_shopping,-9.1219590941274866,-9.1219590941274866,-0.41849178075790405,0
+drive_transit_ASC_auto_deficient_social,-4.499078495566291,-4.499078495566291,1.562719464302063,0
+drive_transit_ASC_auto_deficient_univ,1.850117564201355,1.850117564201355,1.850117564201355,0
+drive_transit_ASC_auto_deficient_work,-1.5562979857982473,-1.5562979857982473,0.10081566870212555,0
+drive_transit_ASC_auto_sufficient_atwork,-999.21466064453125,-999.21466064453125,-999.21466064453125,0
+drive_transit_ASC_auto_sufficient_eatout,1.0207079688485654,1.0207079688485654,-0.96951586008071899,0
+drive_transit_ASC_auto_sufficient_escort,-7.9500240568205331,-7.9500240568205331,-4.6014246940612793,0
+drive_transit_ASC_auto_sufficient_othdiscr,0.25224567100130202,0.25224567100130202,-0.37859168648719788,0
+drive_transit_ASC_auto_sufficient_othmaint,-5.4951856025086832,-5.4951856025086832,-2.6249477863311768,0
+drive_transit_ASC_auto_sufficient_school,-3.3190578583246007,-3.3190578583246007,1.4013500213623047,0
+drive_transit_ASC_auto_sufficient_shopping,-11.522003993598938,-11.522003993598938,-2.171893835067749,0
+drive_transit_ASC_auto_sufficient_social,-5.7724175852315387,-5.7724175852315387,-0.61585575342178345,0
+drive_transit_ASC_auto_sufficient_univ,1.35877525806427,1.35877525806427,1.35877525806427,0
+drive_transit_ASC_auto_sufficient_work,-2.6606417198651755,-2.6606417198651755,-1.0045459270477295,0
+drive_transit_ASC_no_auto_all,0,0,0,0
+drive_transit_CBD_ASC_atwork,0.56400001049041748,0.56400001049041748,0.56400001049041748,0
+drive_transit_CBD_ASC_eatout_escort_othdiscr_othmaint_shopping_social,0.57243952183743552,0.57243952183743552,0.52499997615814209,0
+drive_transit_CBD_ASC_school_univ,8.6081678280152776,8.6081678280152776,0.67199999094009399,0
+drive_transit_CBD_ASC_work,1.4288229016936926,1.4288229016936926,1.1000000238418579,0
+express_bus_ASC_eatout_escort_othdiscr_othmaint_shopping_social_atwork,-8.1976039135865104,-8.1976039135865104,0.96923160552978516,0
+express_bus_ASC_school_univ,0.32496938109397888,0.32496938109397888,0.32496938109397888,0
+express_bus_ASC_work,-8.6406993130396952,-8.6406993130396952,-0.51654738187789917,0
+heavy_rail_ASC_eatout_escort_othdiscr_othmaint_shopping_social_atwork,-0.2687341241545948,-0.2687341241545948,0.77061212062835693,0
+heavy_rail_ASC_school_univ,-1.3601210931327823,-1.3601210931327823,0.96200376749038696,0
+heavy_rail_ASC_work,1.7664108281965281,1.7664108281965281,0.64772975444793701,0
+joint_bike_ASC_auto_deficient_all,-22.84817785648125,-22.84817785648125,-6.0764150619506836,0
+joint_bike_ASC_auto_sufficient_all,-18.668876824664544,-18.668876824664544,-6.376065731048584,0
+joint_bike_ASC_no_auto_all,-7.3396332420646599,-7.3396332420646599,-2.8671598434448242,0
+joint_drive_transit_ASC_auto_deficient_all,-8.4548732733491221,-8.4548732733491221,-5.963221549987793,0
+joint_drive_transit_ASC_auto_sufficient_all,-9.2618141878214857,-9.2618141878214857,-8.0452852249145508,0
+joint_drive_transit_ASC_no_auto_all,0,0,0,0
+joint_sr2_ASC_auto_deficient_all,0,0,0,0
+joint_sr2_ASC_auto_sufficient_all,0,0,0,0
+joint_sr2_ASC_no_auto_all,0,0,0,0
+joint_sr3p_ASC_auto_deficient_all,-5.2973107825320627,-5.2973107825320627,-1.8841692209243774,0
+joint_sr3p_ASC_auto_sufficient_all,-3.3177208022324396,-3.3177208022324396,-2.2348260879516602,0
+joint_sr3p_ASC_no_auto_all,0.9763115464901333,0.9763115464901333,0.56306707859039307,0
+joint_taxi_ASC_auto_deficient_all,-12.577952947400721,-12.577952947400721,-9.815699577331543,0
+joint_taxi_ASC_auto_sufficient_all,-11.70989990234375,-11.70989990234375,-11.70989990234375,0
+joint_taxi_ASC_no_auto_all,-4.7921931444441226,-4.7921931444441226,-4.5791997909545898,0
+joint_tnc_shared_ASC_auto_deficient_all,-12.022080317768388,-12.022080317768388,-11.157199859619141,0
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+walk_transit_ASC_auto_sufficient_social,1.5414229264152464,1.5414229264152464,-0.34537589550018311,0
+walk_transit_ASC_auto_sufficient_univ,0.47311630845069885,0.47311630845069885,0.47311630845069885,0
+walk_transit_ASC_auto_sufficient_work,-2.068884016996956,-2.068884016996956,-0.89165067672729492,0
+walk_transit_ASC_no_auto_atwork,5.5473795796852494,5.5473795796852494,2.7041876316070557,0
+walk_transit_ASC_no_auto_eatout,4.7919626958724812,4.7919626958724812,2.5936367511749268,0
+walk_transit_ASC_no_auto_escort,-6.3455503549741206,-6.3455503549741206,-2.2172081470489502,0
+walk_transit_ASC_no_auto_othdiscr,4.7143623015036109,4.7143623015036109,2.2437784671783447,0
+walk_transit_ASC_no_auto_othmaint,4.9031528637634745,4.9031528637634745,2.5643455982208252,0
+walk_transit_ASC_no_auto_school,24.806205948504321,24.806205948504321,21.383749008178711,0
+walk_transit_ASC_no_auto_shopping,3.9873866943560854,3.9873866943560854,2.1067476272583008,0
+walk_transit_ASC_no_auto_social,3.2552848716526133,3.2552848716526133,1.3814650774002075,0
+walk_transit_ASC_no_auto_univ,8.7860374450683594,8.7860374450683594,8.7860374450683594,0
+walk_transit_ASC_no_auto_work,3.8120013671186221,3.8120013671186221,5.0354166030883789,0
+walk_transit_CBD_ASC_atwork,0.34851829905878767,0.34851829905878767,0.56400001049041748,0
+walk_transit_CBD_ASC_eatout_escort_othdiscr_othmaint_shopping_social,0.69144903771302224,0.69144903771302224,0.52499997615814209,0
+walk_transit_CBD_ASC_school_univ,0.78893465707209709,0.78893465707209709,0.67199999094009399,0
+walk_transit_CBD_ASC_work,0.97702352207787502,0.97702352207787502,0.80400002002716064,0
diff --git a/activitysim/estimation/test/test_larch_estimation/test_workplace_location.csv b/activitysim/estimation/test/test_larch_estimation/test_workplace_location.csv
index 4fbab98906..528d77a9ba 100644
--- a/activitysim/estimation/test/test_larch_estimation/test_workplace_location.csv
+++ b/activitysim/estimation/test/test_larch_estimation/test_workplace_location.csv
@@ -1,35 +1,35 @@
-,value,initvalue,nullvalue,minimum,maximum,best
--999,-999,-999,-999,-999,-999,-999
-1,1,1,1,1,1,1
-coef_dist_0_1,-1.0822922946274103,-0.84279999999999999,0,-25,25,-1.0822922946274103
-coef_dist_0_5_high,0.1207879915621165,0.14999999999999999,0,-25,25,0.1207879915621165
-coef_dist_15_up,-0.091700000000000004,-0.091700000000000004,0,-25,25,-0.091700000000000004
-coef_dist_1_2,-0.24766620079389307,-0.31040000000000001,0,-25,25,-0.24766620079389307
-coef_dist_2_5,-0.3685512775196465,-0.37830000000000003,0,-25,25,-0.3685512775196465
-coef_dist_5_15,-0.15169975841932976,-0.1285,0,-25,25,-0.15169975841932976
-coef_dist_5_up_high,-0.015068815366553389,0.02,0,-25,25,-0.015068815366553389
-coef_mode_logsum,0.1608428973358158,0.29999999999999999,0,-25,25,0.1608428973358158
-work_high_AGREMPN,-5.414473039484391,-5.1159958097540823,0,-6,6,-5.414473039484391
-work_high_FPSEMPN,-2.0198354749074623,-1.575036485716768,0,-6,6,-2.0198354749074623
-work_high_HEREMPN,-1.5774962961301324,-1.258781040820931,0,-6,6,-1.5774962961301324
-work_high_MWTEMPN,-2.0728064576402221,-1.4312917270506265,0,-6,6,-2.0728064576402221
-work_high_OTHEMPN,-2.1440619487784449,-1.870802676568508,0,-6,6,-2.1440619487784449
-work_high_RETEMPN,-2.2072749131897207,-2.2072749131897207,0,-2.2072749131897207,-2.2072749131897207,-2.2072749131897207
-work_low_AGREMPN,-5.8479826351063204,-4.6051701859880909,0,-6,6,-5.8479826351063204
-work_low_FPSEMPN,-0.64550992870675994,-1.6450650900772514,0,-6,6,-0.64550992870675994
-work_low_HEREMPN,0.10934025159883133,-0.95972028980149104,0,-6,6,0.10934025159883133
-work_low_MWTEMPN,-0.35351399513998311,-1.8078888511579385,0,-6,6,-0.35351399513998311
-work_low_OTHEMPN,-0.68434316293298214,-2.120263536200091,0,-6,6,-0.68434316293298214
-work_low_RETEMPN,-2.0479428746204649,-2.0479428746204649,0,-2.0479428746204649,-2.0479428746204649,-2.0479428746204649
-work_med_AGREMPN,-6,-4.8283137373023015,0,-6,6,-6
-work_med_FPSEMPN,-1.9402118373687092,-1.6245515502441485,0,-6,6,-1.9402118373687092
-work_med_HEREMPN,-1.3812045016840873,-1.1239300966523995,0,-6,6,-1.3812045016840873
-work_med_MWTEMPN,-0.90824261771266779,-1.5606477482646683,0,-6,6,-0.90824261771266779
-work_med_OTHEMPN,-2.533158060495702,-1.9732813458514451,0,-6,6,-2.533158060495702
-work_med_RETEMPN,-2.120263536200091,-2.120263536200091,0,-2.120263536200091,-2.120263536200091,-2.120263536200091
-work_veryhigh_AGREMPN,-0.27766271475654764,-5.521460917862246,0,-6,6,-0.27766271475654764
-work_veryhigh_FPSEMPN,-1.7531684994723506,-1.3093333199837622,0,-6,6,-1.7531684994723506
-work_veryhigh_HEREMPN,-1.6190143529862893,-1.422958345491482,0,-6,6,-1.6190143529862893
-work_veryhigh_MWTEMPN,-1.7198536938187046,-1.4024237430497744,0,-6,6,-1.7198536938187046
-work_veryhigh_OTHEMPN,-2.4806660321461727,-1.9241486572738007,0,-6,6,-2.4806660321461727
-work_veryhigh_RETEMPN,-2.375155785828881,-2.375155785828881,0,-2.375155785828881,-2.375155785828881,-2.375155785828881
+param_name,value,best,initvalue,nullvalue
+-999,-999,-999,-999,0
+1,1,1,1,0
+coef_dist_0_1,-0.30581956658755333,-0.30581956658755333,-0.84280002117156982,0
+coef_dist_0_5_high,-0.037591580411684179,-0.037591580411684179,0.15000000596046448,0
+coef_dist_15_up,-0.091700002551078796,-0.091700002551078796,-0.091700002551078796,0
+coef_dist_1_2,0.36403861650270469,0.36403861650270469,-0.31040000915527344,0
+coef_dist_2_5,0.074928140378863833,0.074928140378863833,-0.3783000111579895,0
+coef_dist_5_15,0.042013884570839009,0.042013884570839009,-0.12849999964237213,0
+coef_dist_5_up_high,-0.091028422362310263,-0.091028422362310263,0.019999999552965164,0
+coef_mode_logsum,0.30841772929564437,0.30841772929564437,0.30000001192092896,0
+work_high_AGREMPN,-5.1363934448871946,-5.1363934448871946,-5.1159958839416504,0
+work_high_FPSEMPN,-6,-6,-1.5750365257263184,0
+work_high_HEREMPN,-5.8758079453903402,-5.8758079453903402,-1.2587810754776001,0
+work_high_MWTEMPN,-6,-6,-1.4312916994094849,0
+work_high_OTHEMPN,-4.7871339627162968,-4.7871339627162968,-1.870802640914917,0
+work_high_RETEMPN,-2.2072749137878418,-2.2072749137878418,-2.2072749137878418,0
+work_low_AGREMPN,-4.62261674278023,-4.62261674278023,-4.6051702499389648,0
+work_low_FPSEMPN,-6,-6,-1.6450650691986084,0
+work_low_HEREMPN,-5.0606787642354085,-5.0606787642354085,-0.95972031354904175,0
+work_low_MWTEMPN,-5.9999999999999991,-5.9999999999999991,-1.8078888654708862,0
+work_low_OTHEMPN,-4.6880188560666634,-4.6880188560666634,-2.1202635765075684,0
+work_low_RETEMPN,-2.0479428768157959,-2.0479428768157959,-2.0479428768157959,0
+work_med_AGREMPN,-4.8408567797905402,-4.8408567797905402,-4.8283138275146484,0
+work_med_FPSEMPN,-6,-6,-1.62455153465271,0
+work_med_HEREMPN,-5.4208328700623296,-5.4208328700623296,-1.1239300966262817,0
+work_med_MWTEMPN,-5.8367726149021344,-5.8367726149021344,-1.56064772605896,0
+work_med_OTHEMPN,-4.8724459817438781,-4.8724459817438781,-1.9732813835144043,0
+work_med_RETEMPN,-2.1202635765075684,-2.1202635765075684,-2.1202635765075684,0
+work_veryhigh_AGREMPN,-5.543114854785494,-5.543114854785494,-5.521461009979248,0
+work_veryhigh_FPSEMPN,-6,-6,-1.309333324432373,0
+work_veryhigh_HEREMPN,-5.6530572756846489,-5.6530572756846489,-1.4229583740234375,0
+work_veryhigh_MWTEMPN,-6,-6,-1.4024237394332886,0
+work_veryhigh_OTHEMPN,-5.8240005358464035,-5.8240005358464035,-1.9241486787796021,0
+work_veryhigh_RETEMPN,-2.3751556873321533,-2.3751556873321533,-2.3751556873321533,0
diff --git a/activitysim/estimation/test/test_larch_estimation/test_workplace_location_loglike.csv b/activitysim/estimation/test/test_larch_estimation/test_workplace_location_loglike.csv
index 71e9b13b18..dcd02282b7 100644
--- a/activitysim/estimation/test/test_larch_estimation/test_workplace_location_loglike.csv
+++ b/activitysim/estimation/test/test_larch_estimation/test_workplace_location_loglike.csv
@@ -1,2 +1,2 @@
 ,loglike_prior,loglike_converge
-0,-13535.154991016063,-13520.930381371694
+0,-8694.16639312677943963,-7268.65904321087054996
diff --git a/activitysim/estimation/test/test_larch_estimation/test_workplace_location_size_spec.csv b/activitysim/estimation/test/test_larch_estimation/test_workplace_location_size_spec.csv
index b568bafc7b..f6d6b17462 100644
--- a/activitysim/estimation/test/test_larch_estimation/test_workplace_location_size_spec.csv
+++ b/activitysim/estimation/test/test_larch_estimation/test_workplace_location_size_spec.csv
@@ -1,8 +1,8 @@
 ,segment,model_selector,TOTHH,RETEMPN,FPSEMPN,HEREMPN,OTHEMPN,AGREMPN,MWTEMPN,AGE0519,HSENROLL,COLLFTE,COLLPTE
-0,work_low,workplace,0,0.04331096924066484,0.17606247084331519,0.37453642466033488,0.16935644669165648,0.000968861288590913,0.23576482727543777,0,0,0,0
-1,work_med,workplace,0,0.11999183383359351,0.14366373395357587,0.25125860903337882,0.079402445282216183,0.0024785834941433989,0.40320479440309209,0,0,0,0
-2,work_high,workplace,0,0.15790294154771911,0.19045576988955706,0.29641460514585227,0.1682066889662423,0.0063903077215986892,0.18062968672903063,0,0,0,0
-3,work_veryhigh,workplace,0,0.062641019242734242,0.11667678718376452,0.13342796655219047,0.056368476597385232,0.51025642529636983,0.12062932512755588,0,0,0,0
+0,work_low,workplace,0,0.8096367605074406,0.015557278192424053,0.039799319567405213,0.057772317445170702,0.06167704609513544,0.015557278192424065,0,0,0,0
+1,work_med,workplace,0,0.8254493658270311,0.017050704122867678,0.030427859824865577,0.052654174261774579,0.054344027646221538,0.020073868317239382,0,0,0,0
+2,work_high,workplace,0,0.83346467076784692,0.018781385164327268,0.02126490971714939,0.063163857701673223,0.044543791484676111,0.018781385164327268,0,0,0,0
+3,work_veryhigh,workplace,0,0.85845344910642152,0.022880571461814655,0.032369961125427262,0.027283649594894748,0.03613179724962709,0.022880571461814655,0,0,0,0
 4,university,school,0,0,0,0,0,0,0,0,0,0.59199999999999997,0.40799999999999997
 5,gradeschool,school,0,0,0,0,0,0,0,1,0,0,0
 6,highschool,school,0,0,0,0,0,0,0,0,1,0,0
diff --git a/activitysim/examples/example_estimation/build_full_mtc_example.py b/activitysim/examples/example_estimation/build_full_mtc_example.py
new file mode 100644
index 0000000000..1d92a35acd
--- /dev/null
+++ b/activitysim/examples/example_estimation/build_full_mtc_example.py
@@ -0,0 +1,195 @@
+"""
+This script builds estimation data bundles for the full MTC example for ActivitySim.
+
+It does so by running ActivitySim twice: once to create synthetic survey data and then
+a second time to create the estimation data bundles. For "real" applications, the
+synthetic survey data would not be generated by ActivitySim; it would be real survey data.
+
+It downloads the necessary example data, runs the ActivitySim model with specified configurations,
+and processes the output data. The script accepts the working directory and household sample size
+as command-line arguments.
+
+Functions:
+    download_example(download_dir: Path) -> Path:
+        Downloads the prototype MTC extended example data to the specified directory.
+
+    main(working_dir: Path, household_sample_size: int):
+        Main function that sets up directories, runs the ActivitySim model, and processes the output data.
+
+Usage:
+    python build-full-mtc.py -d <working_directory> -s <household_sample_size>
+
+Arguments:
+    -d, --directory: Directory to use as the working directory. Defaults to '/tmp/edb-test'.
+    -s, --household_sample_size: Household sample size. Defaults to 2000.
+"""
+
+from __future__ import annotations
+
+import argparse
+import os
+import shutil
+import subprocess
+import time
+from pathlib import Path
+
+from activitysim.examples.external import download_external_example
+
+
+def download_example(download_dir):
+    example_dir = download_external_example(
+        name="prototype_mtc_extended",
+        working_dir=download_dir,
+        url="https://github.com/ActivitySim/activitysim-prototype-mtc/archive/refs/heads/extended.tar.gz",
+        assets={
+            "data_full.tar.zst": {
+                "url": "https://github.com/ActivitySim/activitysim-prototype-mtc/releases/download/v1.3.4/data_full.tar.zst",
+                "sha256": "b402506a61055e2d38621416dd9a5c7e3cf7517c0a9ae5869f6d760c03284ef3",
+                "unpack": "data_full",
+            },
+            "test/prototype_mtc_reference_pipeline.zip": {
+                "url": "https://github.com/ActivitySim/activitysim-prototype-mtc/releases/download/v1.3.2/prototype_mtc_extended_reference_pipeline.zip",
+                "sha256": "4d94b6a8a83225dda17e9ca19c9110bc1df2df5b4b362effa153d1c8d31524f5",
+            },
+        },
+    )
+    return example_dir
+
+
+def main(working_dir: Path, household_sample_size: int, skip_to_edb: bool = False):
+    working_dir = Path(working_dir)
+    working_dir.mkdir(parents=True, exist_ok=True)
+
+    script_dir = Path(__file__).resolve().parent
+    infer_py = script_dir / "scripts" / "infer.py"
+
+    print(f'The current CONDA environment is {os.getenv("CONDA_DEFAULT_ENV")}')
+
+    configs_dir = working_dir / "activitysim-prototype-mtc-extended" / "configs"
+    full_data_dir = working_dir / "activitysim-prototype-mtc-extended" / "data_full"
+    pseudosurvey_dir = working_dir / "activitysim-prototype-mtc-extended" / "output"
+
+    if not skip_to_edb:
+        download_example(working_dir)
+
+        subprocess.run(
+            [
+                "python",
+                "-m",
+                "activitysim",
+                "run",
+                "-c",
+                str(configs_dir),
+                "-d",
+                str(full_data_dir),
+                "-o",
+                str(pseudosurvey_dir),
+                "--households_sample_size",
+                str(household_sample_size),
+            ],
+            check=True,
+        )
+
+        survey_data_dir = pseudosurvey_dir / "survey_data"
+        survey_data_dir.mkdir(parents=True, exist_ok=True)
+
+        for file in pseudosurvey_dir.glob("final_*.csv"):
+            shutil.copy(str(file), str(survey_data_dir))
+
+        files_to_copy = [
+            "final_households.csv",
+            "final_persons.csv",
+            "final_tours.csv",
+            "final_joint_tour_participants.csv",
+            "final_trips.csv",
+        ]
+
+        for file_name in files_to_copy:
+            src = pseudosurvey_dir / file_name
+            dest = survey_data_dir / file_name.replace("final_", "survey_")
+            shutil.copy(src, dest)
+
+        output_dir = working_dir / "infer-output"
+        output_dir.mkdir(parents=True, exist_ok=True)
+        output_dir.joinpath(".gitignore").write_text("**\n")
+
+        subprocess.run(
+            [
+                "python",
+                str(infer_py),
+                str(pseudosurvey_dir),
+                str(configs_dir),
+                str(output_dir),
+            ],
+            check=True,
+        )
+
+        for file in output_dir.glob("override_*.csv"):
+            shutil.copy(str(file), str(full_data_dir))
+
+    edb_dir = working_dir / "activitysim-prototype-mtc-extended" / "output-est-mode"
+    edb_dir.mkdir(parents=True, exist_ok=True)
+
+    subprocess.run(
+        [
+            "python",
+            "-m",
+            "activitysim",
+            "run",
+            "-c",
+            str(script_dir / "configs_estimation"),
+            "-c",
+            str(configs_dir),
+            "-d",
+            str(full_data_dir),
+            "-o",
+            str(edb_dir),
+        ],
+        check=True,
+    )
+
+    # mark the entire created directory as ignored for git
+    edb_dir.parent.joinpath(".gitignore").write_text("**\n")
+
+    # create a success.txt file to indicate that the EDB was successfully built
+    completed_at = time.strftime("%Y-%m-%d %H:%M:%S")
+    edb_dir.joinpath("success.txt").write_text(
+        f"Successfully built the full MTC estimation data bundle example with {household_sample_size} households.\n"
+        f"Completed at {completed_at}"
+    )
+
+
+def as_needed(working_dir: Path, household_sample_size: int):
+    """Check if the EDB directory has already been built. If not, build it."""
+    edb_dir = (
+        Path(working_dir) / "activitysim-prototype-mtc-extended" / "output-est-mode"
+    )
+    if not edb_dir.joinpath("success.txt").exists():
+        main(working_dir, household_sample_size)
+    else:
+        print("EDB directory already populated.")
+
+
+if __name__ == "__main__":
+    parser = argparse.ArgumentParser(description="Build the full MTC example.")
+    parser.add_argument(
+        "-d",
+        "--directory",
+        type=str,
+        default="/tmp/edb-test",
+        help="Directory to use as the working directory. Defaults to '/tmp/edb-test'.",
+    )
+    parser.add_argument(
+        "-s",
+        "--household_sample_size",
+        type=int,
+        default=2000,
+        help="Household sample size. Defaults to 2000.",
+    )
+    parser.add_argument(
+        "--skip_to_edb",
+        action="store_true",
+        help="Skip to EDB step. Defaults to False.",
+    )
+    args = parser.parse_args()
+    main(args.directory, args.household_sample_size, args.skip_to_edb)
diff --git a/activitysim/examples/example_estimation/configs/estimation.yaml b/activitysim/examples/example_estimation/configs/estimation.yaml
index 7e8112c0f0..b6bb5831ab 100644
--- a/activitysim/examples/example_estimation/configs/estimation.yaml
+++ b/activitysim/examples/example_estimation/configs/estimation.yaml
@@ -60,7 +60,7 @@ estimation_table_recipes:
       alternatives_combined:
         - interaction_sample_alternatives
         - interaction_expression_values
-    omnibus_tables_append_columns: [choosers_combined]
+    omnibus_tables_append_columns: [choosers_combined, alternatives_combined]
 
   interaction_simulate:
     omnibus_tables:
@@ -97,7 +97,7 @@ estimation_table_recipes:
     omnibus_tables_append_columns: [values_combined]
 
 
-model_estimation_table_types:
+estimation_table_types:
   school_location: interaction_sample_simulate
   workplace_location:  interaction_sample_simulate
   auto_ownership: simple_simulate
diff --git a/activitysim/examples/example_estimation/configs_estimation/estimation.yaml b/activitysim/examples/example_estimation/configs_estimation/estimation.yaml
new file mode 100644
index 0000000000..1f7bdfa6cd
--- /dev/null
+++ b/activitysim/examples/example_estimation/configs_estimation/estimation.yaml
@@ -0,0 +1,129 @@
+EDB_ALTS_FILE_FORMAT: compact   # options: compact, verbose
+EDB_FILETYPE: parquet           # options: csv, parquet, pkl
+
+enable: True
+
+bundles:
+  - school_location
+  - workplace_location
+  - auto_ownership
+  - vehicle_type_choice
+  - free_parking
+  - cdap
+  - mandatory_tour_frequency
+  - mandatory_tour_scheduling_work
+  - mandatory_tour_scheduling_school
+  - joint_tour_frequency
+  - joint_tour_composition
+  - joint_tour_participation
+  - joint_tour_destination
+  - joint_tour_scheduling
+  - non_mandatory_tour_frequency
+  - non_mandatory_tour_destination
+  - non_mandatory_tour_scheduling
+  - tour_mode_choice
+  - atwork_subtour_frequency
+  - atwork_subtour_destination
+  - atwork_subtour_scheduling
+  - atwork_subtour_mode_choice
+  - stop_frequency
+  - trip_purpose
+  - trip_destination
+  - trip_scheduling
+  - trip_mode_choice
+
+#  - atwork_subtour_mode_choice  subtours.tour_mode
+
+survey_tables:
+  households:
+    file_name: override_households.csv
+    index_col: household_id
+  persons:
+    file_name: override_persons.csv
+    index_col: person_id
+  tours:
+    file_name: override_tours.csv
+    index_col: tour_id
+  joint_tour_participants:
+    file_name: override_joint_tour_participants.csv
+    index_col: participant_id
+  trips:
+    file_name: override_trips.csv
+    index_col: trip_id
+
+estimation_table_recipes:
+
+  interaction_sample_simulate:
+    omnibus_tables:
+      choosers_combined:
+        - choices
+        - override_choices
+        - choosers
+      alternatives_combined:
+        - interaction_sample_alternatives
+        - interaction_expression_values
+    omnibus_tables_append_columns: [choosers_combined, alternatives_combined]
+
+  interaction_simulate:
+    omnibus_tables:
+      choosers_combined:
+        - choices
+        - override_choices
+        - choosers
+    omnibus_tables_append_columns: [choosers_combined]
+
+  simple_simulate:
+    omnibus_tables:
+      values_combined:
+        - choices
+        - override_choices
+        - expression_values
+        - choosers
+    omnibus_tables_append_columns: [values_combined]
+
+  cdap_simulate:
+    omnibus_tables:
+      values_combined:
+        - choices
+        - override_choices
+        - choosers
+    omnibus_tables_append_columns: [values_combined]
+
+  simple_probabilistic:
+    omnibus_tables:
+      values_combined:
+        - choices
+        - override_choices
+        - choosers
+        - probs
+    omnibus_tables_append_columns: [values_combined]
+
+
+estimation_table_types:
+  school_location: interaction_sample_simulate
+  workplace_location:  interaction_sample_simulate
+  auto_ownership: simple_simulate
+  vehicle_type_choice: interaction_simulate
+  free_parking: simple_simulate
+  cdap: cdap_simulate
+  mandatory_tour_frequency: simple_simulate
+  mandatory_tour_scheduling_work: interaction_sample_simulate
+  mandatory_tour_scheduling_school: interaction_sample_simulate
+  joint_tour_frequency: simple_simulate
+  joint_tour_composition: simple_simulate
+  joint_tour_participation: simple_simulate
+  joint_tour_destination: interaction_sample_simulate
+  joint_tour_scheduling: interaction_sample_simulate
+  non_mandatory_tour_frequency: interaction_simulate
+  non_mandatory_tour_destination: interaction_sample_simulate
+  non_mandatory_tour_scheduling: interaction_sample_simulate
+  tour_mode_choice: simple_simulate
+  atwork_subtour_frequency: simple_simulate
+  atwork_subtour_destination: interaction_sample_simulate
+  atwork_subtour_scheduling: interaction_sample_simulate
+  atwork_subtour_mode_choice: simple_simulate
+  stop_frequency: simple_simulate
+  trip_purpose: simple_probabilistic
+  trip_destination: interaction_sample_simulate
+  trip_scheduling: simple_probabilistic
+  trip_mode_choice: simple_simulate
diff --git a/activitysim/examples/example_estimation/configs_estimation/logging.yaml b/activitysim/examples/example_estimation/configs_estimation/logging.yaml
new file mode 100644
index 0000000000..f4902943d6
--- /dev/null
+++ b/activitysim/examples/example_estimation/configs_estimation/logging.yaml
@@ -0,0 +1,67 @@
+# Config for logging
+# ------------------
+# See http://docs.python.org/2.7/library/logging.config.html#configuration-dictionary-schema
+
+logging:
+  version: 1
+  disable_existing_loggers: true
+
+
+  # Configuring the default (root) logger is highly recommended
+  root:
+    level: NOTSET
+    handlers: [console, logfile, elogfile]
+
+  loggers:
+
+    estimation:
+      level: DEBUG
+      handlers: [console, elogfile]
+      propagate: false
+
+    activitysim:
+      level: INFO
+      handlers: [console, logfile]
+      propagate: false
+
+    orca:
+      level: WARN
+      handlers: [console, logfile]
+      propagate: false
+
+  handlers:
+
+    elogfile:
+      class: logging.FileHandler
+      filename:
+        get_log_file_path: 'estimation.log'
+      mode: w
+      formatter: fileFormatter
+      level: NOTSET
+
+    logfile:
+      class: logging.FileHandler
+      filename:
+        get_log_file_path: 'activitysim.log'
+      mode: w
+      formatter: fileFormatter
+      level: NOTSET
+
+    console:
+      class: logging.StreamHandler
+      stream: ext://sys.stdout
+      formatter: simpleFormatter
+      level: NOTSET
+
+  formatters:
+
+    simpleFormatter:
+      class: logging.Formatter
+      # format: '%(levelname)s - %(name)s - %(message)s'
+      format: '%(levelname)s - %(message)s'
+      datefmt: '%d/%m/%Y %H:%M:%S'
+
+    fileFormatter:
+      class: logging.Formatter
+      format: '%(asctime)s - %(levelname)s - %(name)s - %(message)s'
+      datefmt: '%d/%m/%Y %H:%M:%S'
diff --git a/activitysim/examples/example_estimation/configs_estimation/settings.yaml b/activitysim/examples/example_estimation/configs_estimation/settings.yaml
new file mode 100644
index 0000000000..1e96b0f1a5
--- /dev/null
+++ b/activitysim/examples/example_estimation/configs_estimation/settings.yaml
@@ -0,0 +1,165 @@
+
+inherit_settings: True
+
+# assume enough RAM to not chunk
+chunk_training_mode: disabled
+
+# input tables
+input_table_list:
+  #
+  # households (table index 'household_id')
+  #
+  - tablename: households
+    filename: override_households.csv
+    index_col: household_id
+    keep_columns:
+      - home_zone_id
+      - income
+      - hhsize
+      - HHT
+      - auto_ownership
+      - num_workers
+  #
+  # persons (table index 'person_id')
+  #
+  - tablename: persons
+    filename: override_persons.csv
+    keep_columns:
+      - household_id
+      - age
+      - PNUM
+      - sex
+      - pemploy
+      - pstudent
+      - ptype
+  #
+  # land_use (table index 'zone_id')
+  #
+  - tablename: land_use
+    filename: land_use.csv
+    rename_columns:
+      # accept either TAZ or ZONE (but not both)
+      TAZ: zone_id
+      ZONE: zone_id
+      COUNTY: county_id
+    keep_columns:
+      - DISTRICT
+      - SD
+      - county_id
+      - TOTHH
+      - TOTPOP
+      - TOTACRE
+      - RESACRE
+      - CIACRE
+      - TOTEMP
+      - AGE0519
+      - RETEMPN
+      - FPSEMPN
+      - HEREMPN
+      - OTHEMPN
+      - AGREMPN
+      - MWTEMPN
+      - PRKCST
+      - OPRKCST
+      - area_type
+      - HSENROLL
+      - COLLFTE
+      - COLLPTE
+      - TOPOLOGY
+      - TERMINAL
+
+write_raw_tables: False
+rng_base_seed: 42
+
+fail_fast: True
+
+use_shadow_pricing: False
+
+# turn writing of sample_tables on and off for all models
+# (if True, tables will be written if DEST_CHOICE_SAMPLE_TABLE_NAME is specified in individual model settings)
+want_dest_choice_sample_tables: False
+
+# number of households to simulate
+households_sample_size: 0
+
+# to resume after last successful checkpoint, specify resume_after: _
+#resume_after: initialize_households
+
+trace_hh_id:
+
+multiprocess: true
+num_processes: 2
+
+
+output_tables:
+  h5_store: False
+  action: include
+  prefix: final_
+  sort: True
+  tables:
+    - checkpoints
+    - accessibility
+    - land_use
+    - households
+    - persons
+    - tours
+    - trips
+    - joint_tour_participants
+
+resume_after:
+
+models:
+  - initialize_landuse
+  - initialize_households
+  - compute_accessibility
+  - school_location
+  - workplace_location
+  - auto_ownership_simulate
+  - free_parking
+  - cdap_simulate
+  - mandatory_tour_frequency
+  - mandatory_tour_scheduling
+  - joint_tour_frequency
+  - joint_tour_composition
+  - joint_tour_participation
+  - joint_tour_destination
+  - joint_tour_scheduling
+  - non_mandatory_tour_frequency
+  - non_mandatory_tour_destination
+  - non_mandatory_tour_scheduling
+  - tour_mode_choice_simulate
+  - atwork_subtour_frequency
+  - atwork_subtour_destination
+  - atwork_subtour_scheduling
+  - atwork_subtour_mode_choice
+  - stop_frequency
+  - trip_purpose
+  - trip_destination
+#  - trip_purpose_and_destination
+  - trip_scheduling
+  - trip_mode_choice
+#  - write_data_dictionary
+#  - track_skim_usage
+#  - write_trip_matrices
+  - write_tables
+  - coalesce_estimation_data_bundles
+
+
+multiprocess_steps:
+  - name: mp_initialize
+    begin: initialize_landuse
+  - name: mp_accessibility
+    begin: compute_accessibility
+    slice:
+      tables:
+        - accessibility
+      # don't slice any tables not explicitly listed above in slice.tables
+      exclude: True
+  - name: mp_households
+    begin: school_location
+    slice:
+      tables:
+        - households
+        - persons
+  - name: mp_summarize
+    begin: write_tables
diff --git a/activitysim/examples/example_estimation/notebooks/02_school_location.ipynb b/activitysim/examples/example_estimation/notebooks/02_school_location.ipynb
index f838803020..8562928ae1 100644
--- a/activitysim/examples/example_estimation/notebooks/02_school_location.ipynb
+++ b/activitysim/examples/example_estimation/notebooks/02_school_location.ipynb
@@ -26,30 +26,73 @@
    "cell_type": "code",
    "execution_count": 1,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "JAX not found. Some functionality will be unavailable.\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "{'larch': '6.0.31.dev37+gd94e3a6',\n",
+       " 'sharrow': '2.12.2.dev4+gea8174f',\n",
+       " 'numpy': '1.26.4',\n",
+       " 'pandas': '1.5.3',\n",
+       " 'xarray': '2024.3.0',\n",
+       " 'numba': '0.60.0'}"
+      ]
+     },
+     "execution_count": 1,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "import larch  # !conda install larch #for estimation\n",
+    "import larch as lx\n",
     "import pandas as pd\n",
-    "import numpy as np\n",
-    "import yaml \n",
-    "import larch.util.excel\n",
-    "import os"
+    "\n",
+    "lx.versions()"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "We'll work in our `test` directory, where ActivitySim has saved the estimation data bundles."
+    "For this demo, we will assume that you have already run ActivitySim in estimation\n",
+    "mode, and saved the required estimation data bundles (EDB's) to disk.  See\n",
+    "the [first notebook](./01_estimation_mode.ipynb) for details.  The following module\n",
+    "will run a script to set everything up if the example data is not already available."
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 2,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "EDB directory already populated.\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "PosixPath('test-estimation-data/activitysim-prototype-mtc-extended')"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "os.chdir('test')"
+    "from est_mode_setup import prepare\n",
+    "prepare()"
    ]
   },
   {
@@ -72,10 +115,27 @@
    "cell_type": "code",
    "execution_count": 4,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "loading from output-est-mode/estimation_data_bundle/school_location/school_location_coefficients.csv\n",
+      "loading from output-est-mode/estimation_data_bundle/school_location/school_location_SPEC.csv\n",
+      "loading from output-est-mode/estimation_data_bundle/school_location/school_location_alternatives_combined.parquet\n",
+      "loading from output-est-mode/estimation_data_bundle/school_location/school_location_choosers_combined.parquet\n",
+      "loading from output-est-mode/estimation_data_bundle/school_location/school_location_landuse.csv\n",
+      "loading from output-est-mode/estimation_data_bundle/school_location/school_location_size_terms.csv\n"
+     ]
+    }
+   ],
    "source": [
     "from activitysim.estimation.larch import component_model\n",
-    "model, data = component_model(modelname, return_data=True)"
+    "\n",
+    "model, data = component_model(\n",
+    "    modelname, return_data=True, \n",
+    "    edb_directory=f\"output-est-mode/estimation_data_bundle/{modelname}/\",\n",
+    ")"
    ]
   },
   {
@@ -266,148 +326,130 @@
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>person_id</th>\n",
-       "      <th>variable</th>\n",
-       "      <th>5</th>\n",
-       "      <th>9</th>\n",
-       "      <th>10</th>\n",
-       "      <th>12</th>\n",
-       "      <th>13</th>\n",
-       "      <th>14</th>\n",
-       "      <th>37</th>\n",
-       "      <th>39</th>\n",
-       "      <th>...</th>\n",
-       "      <th>178</th>\n",
-       "      <th>179</th>\n",
-       "      <th>180</th>\n",
-       "      <th>181</th>\n",
-       "      <th>182</th>\n",
-       "      <th>184</th>\n",
-       "      <th>186</th>\n",
-       "      <th>187</th>\n",
-       "      <th>189</th>\n",
-       "      <th>190</th>\n",
+       "      <th>alt_dest</th>\n",
+       "      <th>prob</th>\n",
+       "      <th>pick_count</th>\n",
+       "      <th>mode_choice_logsum</th>\n",
+       "      <th>size_term</th>\n",
+       "      <th>shadow_price_size_term_adjustment</th>\n",
+       "      <th>shadow_price_utility_adjustment</th>\n",
+       "      <th>util_dist_0_1</th>\n",
+       "      <th>util_dist_1_2</th>\n",
+       "      <th>util_dist_2_5</th>\n",
+       "      <th>util_dist_5_15</th>\n",
+       "      <th>util_dist_15_up</th>\n",
+       "      <th>util_size_variable</th>\n",
+       "      <th>util_utility_adjustment</th>\n",
+       "      <th>util_no_attractions</th>\n",
+       "      <th>util_mode_choice_logsum</th>\n",
+       "      <th>util_sample_of_corrections_factor</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>629</td>\n",
-       "      <td>mode_choice_logsum</td>\n",
-       "      <td>-1.2112310566711697</td>\n",
-       "      <td>-0.932235390015777</td>\n",
-       "      <td>-0.9960110406421955</td>\n",
-       "      <td>-1.2780595287661722</td>\n",
-       "      <td>-1.4547553701284834</td>\n",
-       "      <td>-1.4573412829661365</td>\n",
-       "      <td>-3.8602604963599583</td>\n",
-       "      <td>-3.8673170163655084</td>\n",
-       "      <td>...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
+       "      <td>1918</td>\n",
+       "      <td>13</td>\n",
+       "      <td>0.006688</td>\n",
+       "      <td>1</td>\n",
+       "      <td>-0.748611</td>\n",
+       "      <td>2578.276039</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.00</td>\n",
+       "      <td>3.00</td>\n",
+       "      <td>2.18</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>7.855264</td>\n",
+       "      <td>0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>-0.748611</td>\n",
+       "      <td>5.007436</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>629</td>\n",
-       "      <td>pick_count</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
+       "      <td>1918</td>\n",
+       "      <td>69</td>\n",
+       "      <td>0.034697</td>\n",
+       "      <td>2</td>\n",
+       "      <td>-1.228993</td>\n",
+       "      <td>4541.220657</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
        "      <td>1.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
+       "      <td>1.00</td>\n",
+       "      <td>3.00</td>\n",
+       "      <td>0.02</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>8.421171</td>\n",
+       "      <td>0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>-1.228993</td>\n",
+       "      <td>4.054244</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>629</td>\n",
-       "      <td>prob</td>\n",
-       "      <td>3.964160543594042e-05</td>\n",
-       "      <td>0.0016781637363059928</td>\n",
-       "      <td>0.0006643895574387415</td>\n",
-       "      <td>0.00279311489869619</td>\n",
-       "      <td>0.0021809528368544094</td>\n",
-       "      <td>0.000462535262887269</td>\n",
-       "      <td>0.0001419935499379287</td>\n",
-       "      <td>0.00020956937572710045</td>\n",
-       "      <td>...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
+       "      <td>1918</td>\n",
+       "      <td>133</td>\n",
+       "      <td>0.249356</td>\n",
+       "      <td>5</td>\n",
+       "      <td>-0.916451</td>\n",
+       "      <td>13419.153743</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.00</td>\n",
+       "      <td>1.46</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>9.504513</td>\n",
+       "      <td>0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>-0.916451</td>\n",
+       "      <td>2.998311</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>629</td>\n",
-       "      <td>shadow_price_size_term_adjustment</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
+       "      <td>1918</td>\n",
+       "      <td>185</td>\n",
+       "      <td>0.073783</td>\n",
+       "      <td>6</td>\n",
+       "      <td>0.075435</td>\n",
+       "      <td>146.752243</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
        "      <td>1.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
+       "      <td>0.09</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>4.995537</td>\n",
+       "      <td>0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>0.075435</td>\n",
+       "      <td>4.398386</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>629</td>\n",
-       "      <td>shadow_price_utility_adjustment</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
+       "      <td>1918</td>\n",
+       "      <td>188</td>\n",
+       "      <td>0.563157</td>\n",
+       "      <td>16</td>\n",
+       "      <td>-0.494830</td>\n",
+       "      <td>14849.890384</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.00</td>\n",
+       "      <td>0.21</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>9.605815</td>\n",
+       "      <td>0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>-0.494830</td>\n",
+       "      <td>3.346785</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>...</th>\n",
@@ -429,202 +471,197 @@
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>15739</th>\n",
-       "      <td>7541072</td>\n",
-       "      <td>util_mode_choice_logsum</td>\n",
-       "      <td>0.40135279939989227</td>\n",
-       "      <td>0.6886076440937283</td>\n",
-       "      <td>-0.19687426761567137</td>\n",
-       "      <td>0.2984571875113106</td>\n",
-       "      <td>0.12893352536731956</td>\n",
-       "      <td>0.11661882054650644</td>\n",
-       "      <td>-0.6296937346519611</td>\n",
-       "      <td>-1.8050089284615745</td>\n",
-       "      <td>...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>15740</th>\n",
-       "      <td>7541072</td>\n",
-       "      <td>util_no_attractions</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
+       "      <th>280369</th>\n",
+       "      <td>7560173</td>\n",
+       "      <td>961</td>\n",
+       "      <td>0.009587</td>\n",
+       "      <td>2</td>\n",
+       "      <td>-7.651546</td>\n",
+       "      <td>2344.192182</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.00</td>\n",
+       "      <td>3.00</td>\n",
+       "      <td>10.00</td>\n",
+       "      <td>12.840000</td>\n",
+       "      <td>7.760123</td>\n",
+       "      <td>0</td>\n",
        "      <td>False</td>\n",
-       "      <td>...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>15741</th>\n",
-       "      <td>7541072</td>\n",
-       "      <td>util_sample_of_corrections_factor</td>\n",
-       "      <td>7.389915782617758</td>\n",
-       "      <td>3.63171689160651</td>\n",
-       "      <td>4.086567141458603</td>\n",
-       "      <td>3.0685803316958498</td>\n",
-       "      <td>3.329370934699213</td>\n",
-       "      <td>4.894970267088966</td>\n",
-       "      <td>6.157455562658895</td>\n",
-       "      <td>5.794602181057687</td>\n",
-       "      <td>...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>15742</th>\n",
-       "      <td>7541072</td>\n",
-       "      <td>util_size_variable</td>\n",
-       "      <td>3.7775981687727715</td>\n",
-       "      <td>7.102065086612786</td>\n",
-       "      <td>6.0156825253211785</td>\n",
-       "      <td>8.007621568875283</td>\n",
-       "      <td>7.855264033670534</td>\n",
-       "      <td>6.409511700926014</td>\n",
-       "      <td>5.523688361666357</td>\n",
-       "      <td>5.897955675114184</td>\n",
-       "      <td>...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>15743</th>\n",
-       "      <td>7541072</td>\n",
-       "      <td>util_utility_adjustment</td>\n",
+       "      <td>-7.651546</td>\n",
+       "      <td>5.340517</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>280370</th>\n",
+       "      <td>7560173</td>\n",
+       "      <td>1019</td>\n",
+       "      <td>0.066276</td>\n",
+       "      <td>3</td>\n",
+       "      <td>-8.962833</td>\n",
+       "      <td>19615.000247</td>\n",
+       "      <td>1</td>\n",
        "      <td>0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.00</td>\n",
+       "      <td>3.00</td>\n",
+       "      <td>10.00</td>\n",
+       "      <td>15.450001</td>\n",
+       "      <td>9.884101</td>\n",
        "      <td>0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>-8.962833</td>\n",
+       "      <td>3.812534</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>280371</th>\n",
+       "      <td>7560173</td>\n",
+       "      <td>1127</td>\n",
+       "      <td>0.046707</td>\n",
+       "      <td>2</td>\n",
+       "      <td>-7.268993</td>\n",
+       "      <td>9729.629299</td>\n",
+       "      <td>1</td>\n",
        "      <td>0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.00</td>\n",
+       "      <td>3.00</td>\n",
+       "      <td>10.00</td>\n",
+       "      <td>10.639999</td>\n",
+       "      <td>9.183034</td>\n",
        "      <td>0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>-7.268993</td>\n",
+       "      <td>3.757005</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>280372</th>\n",
+       "      <td>7560173</td>\n",
+       "      <td>1198</td>\n",
+       "      <td>0.007698</td>\n",
+       "      <td>1</td>\n",
+       "      <td>-10.470374</td>\n",
+       "      <td>3124.400431</td>\n",
+       "      <td>1</td>\n",
        "      <td>0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.00</td>\n",
+       "      <td>3.00</td>\n",
+       "      <td>10.00</td>\n",
+       "      <td>19.779999</td>\n",
+       "      <td>8.047318</td>\n",
        "      <td>0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>-10.470374</td>\n",
+       "      <td>4.866794</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>280373</th>\n",
+       "      <td>7561903</td>\n",
+       "      <td>1127</td>\n",
+       "      <td>0.981543</td>\n",
+       "      <td>31</td>\n",
+       "      <td>4.218881</td>\n",
+       "      <td>9729.629299</td>\n",
+       "      <td>1</td>\n",
        "      <td>0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.00</td>\n",
+       "      <td>0.32</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>9.183034</td>\n",
        "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
+       "      <td>False</td>\n",
+       "      <td>4.218881</td>\n",
+       "      <td>3.452616</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>15744 rows × 192 columns</p>\n",
+       "<p>280374 rows × 18 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "       person_id                           variable                      5  \\\n",
-       "0            629                 mode_choice_logsum    -1.2112310566711697   \n",
-       "1            629                         pick_count                    1.0   \n",
-       "2            629                               prob  3.964160543594042e-05   \n",
-       "3            629  shadow_price_size_term_adjustment                    1.0   \n",
-       "4            629    shadow_price_utility_adjustment                    0.0   \n",
-       "...          ...                                ...                    ...   \n",
-       "15739    7541072            util_mode_choice_logsum    0.40135279939989227   \n",
-       "15740    7541072                util_no_attractions                  False   \n",
-       "15741    7541072  util_sample_of_corrections_factor      7.389915782617758   \n",
-       "15742    7541072                 util_size_variable     3.7775981687727715   \n",
-       "15743    7541072            util_utility_adjustment                      0   \n",
+       "        person_id  alt_dest      prob  pick_count  mode_choice_logsum  \\\n",
+       "0            1918        13  0.006688           1           -0.748611   \n",
+       "1            1918        69  0.034697           2           -1.228993   \n",
+       "2            1918       133  0.249356           5           -0.916451   \n",
+       "3            1918       185  0.073783           6            0.075435   \n",
+       "4            1918       188  0.563157          16           -0.494830   \n",
+       "...           ...       ...       ...         ...                 ...   \n",
+       "280369    7560173       961  0.009587           2           -7.651546   \n",
+       "280370    7560173      1019  0.066276           3           -8.962833   \n",
+       "280371    7560173      1127  0.046707           2           -7.268993   \n",
+       "280372    7560173      1198  0.007698           1          -10.470374   \n",
+       "280373    7561903      1127  0.981543          31            4.218881   \n",
        "\n",
-       "                           9                     10                   12  \\\n",
-       "0         -0.932235390015777    -0.9960110406421955  -1.2780595287661722   \n",
-       "1                        1.0                    1.0                  1.0   \n",
-       "2      0.0016781637363059928  0.0006643895574387415  0.00279311489869619   \n",
-       "3                        1.0                    1.0                  1.0   \n",
-       "4                        0.0                    0.0                  0.0   \n",
-       "...                      ...                    ...                  ...   \n",
-       "15739     0.6886076440937283   -0.19687426761567137   0.2984571875113106   \n",
-       "15740                  False                  False                False   \n",
-       "15741       3.63171689160651      4.086567141458603   3.0685803316958498   \n",
-       "15742      7.102065086612786     6.0156825253211785    8.007621568875283   \n",
-       "15743                      0                      0                    0   \n",
+       "           size_term  shadow_price_size_term_adjustment  \\\n",
+       "0        2578.276039                                  1   \n",
+       "1        4541.220657                                  1   \n",
+       "2       13419.153743                                  1   \n",
+       "3         146.752243                                  1   \n",
+       "4       14849.890384                                  1   \n",
+       "...              ...                                ...   \n",
+       "280369   2344.192182                                  1   \n",
+       "280370  19615.000247                                  1   \n",
+       "280371   9729.629299                                  1   \n",
+       "280372   3124.400431                                  1   \n",
+       "280373   9729.629299                                  1   \n",
        "\n",
-       "                          13                    14                     37  \\\n",
-       "0        -1.4547553701284834   -1.4573412829661365    -3.8602604963599583   \n",
-       "1                        1.0                   1.0                    1.0   \n",
-       "2      0.0021809528368544094  0.000462535262887269  0.0001419935499379287   \n",
-       "3                        1.0                   1.0                    1.0   \n",
-       "4                        0.0                   0.0                    0.0   \n",
-       "...                      ...                   ...                    ...   \n",
-       "15739    0.12893352536731956   0.11661882054650644    -0.6296937346519611   \n",
-       "15740                  False                 False                  False   \n",
-       "15741      3.329370934699213     4.894970267088966      6.157455562658895   \n",
-       "15742      7.855264033670534     6.409511700926014      5.523688361666357   \n",
-       "15743                      0                     0                      0   \n",
+       "        shadow_price_utility_adjustment  util_dist_0_1  util_dist_1_2  \\\n",
+       "0                                     0            1.0           1.00   \n",
+       "1                                     0            1.0           1.00   \n",
+       "2                                     0            1.0           1.00   \n",
+       "3                                     0            1.0           0.09   \n",
+       "4                                     0            1.0           1.00   \n",
+       "...                                 ...            ...            ...   \n",
+       "280369                                0            1.0           1.00   \n",
+       "280370                                0            1.0           1.00   \n",
+       "280371                                0            1.0           1.00   \n",
+       "280372                                0            1.0           1.00   \n",
+       "280373                                0            1.0           1.00   \n",
        "\n",
-       "                           39  ...  178  179  180  181  182  184  186  187  \\\n",
-       "0         -3.8673170163655084  ...  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN   \n",
-       "1                         1.0  ...  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN   \n",
-       "2      0.00020956937572710045  ...  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN   \n",
-       "3                         1.0  ...  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN   \n",
-       "4                         0.0  ...  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN   \n",
-       "...                       ...  ...  ...  ...  ...  ...  ...  ...  ...  ...   \n",
-       "15739     -1.8050089284615745  ...  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN   \n",
-       "15740                   False  ...  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN   \n",
-       "15741       5.794602181057687  ...  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN   \n",
-       "15742       5.897955675114184  ...  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN   \n",
-       "15743                       0  ...  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN   \n",
+       "        util_dist_2_5  util_dist_5_15  util_dist_15_up  util_size_variable  \\\n",
+       "0                3.00            2.18         0.000000            7.855264   \n",
+       "1                3.00            0.02         0.000000            8.421171   \n",
+       "2                1.46            0.00         0.000000            9.504513   \n",
+       "3                0.00            0.00         0.000000            4.995537   \n",
+       "4                0.21            0.00         0.000000            9.605815   \n",
+       "...               ...             ...              ...                 ...   \n",
+       "280369           3.00           10.00        12.840000            7.760123   \n",
+       "280370           3.00           10.00        15.450001            9.884101   \n",
+       "280371           3.00           10.00        10.639999            9.183034   \n",
+       "280372           3.00           10.00        19.779999            8.047318   \n",
+       "280373           0.32            0.00         0.000000            9.183034   \n",
        "\n",
-       "       189  190  \n",
-       "0      NaN  NaN  \n",
-       "1      NaN  NaN  \n",
-       "2      NaN  NaN  \n",
-       "3      NaN  NaN  \n",
-       "4      NaN  NaN  \n",
-       "...    ...  ...  \n",
-       "15739  NaN  NaN  \n",
-       "15740  NaN  NaN  \n",
-       "15741  NaN  NaN  \n",
-       "15742  NaN  NaN  \n",
-       "15743  NaN  NaN  \n",
+       "        util_utility_adjustment  util_no_attractions  util_mode_choice_logsum  \\\n",
+       "0                             0                False                -0.748611   \n",
+       "1                             0                False                -1.228993   \n",
+       "2                             0                False                -0.916451   \n",
+       "3                             0                False                 0.075435   \n",
+       "4                             0                False                -0.494830   \n",
+       "...                         ...                  ...                      ...   \n",
+       "280369                        0                False                -7.651546   \n",
+       "280370                        0                False                -8.962833   \n",
+       "280371                        0                False                -7.268993   \n",
+       "280372                        0                False               -10.470374   \n",
+       "280373                        0                False                 4.218881   \n",
        "\n",
-       "[15744 rows x 192 columns]"
+       "        util_sample_of_corrections_factor  \n",
+       "0                                5.007436  \n",
+       "1                                4.054244  \n",
+       "2                                2.998311  \n",
+       "3                                4.398386  \n",
+       "4                                3.346785  \n",
+       "...                                   ...  \n",
+       "280369                           5.340517  \n",
+       "280370                           3.812534  \n",
+       "280371                           3.757005  \n",
+       "280372                           4.866794  \n",
+       "280373                           3.452616  \n",
+       "\n",
+       "[280374 rows x 18 columns]"
       ]
      },
      "execution_count": 6,
@@ -680,48 +717,48 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>629</td>\n",
-       "      <td>13</td>\n",
-       "      <td>12</td>\n",
-       "      <td>131</td>\n",
+       "      <td>1918</td>\n",
+       "      <td>188</td>\n",
+       "      <td>188</td>\n",
+       "      <td>186</td>\n",
        "      <td>3</td>\n",
-       "      <td>629</td>\n",
+       "      <td>1918</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>1274</td>\n",
-       "      <td>10</td>\n",
-       "      <td>10</td>\n",
-       "      <td>166</td>\n",
+       "      <td>2256</td>\n",
+       "      <td>133</td>\n",
+       "      <td>229</td>\n",
+       "      <td>208</td>\n",
        "      <td>3</td>\n",
-       "      <td>1274</td>\n",
+       "      <td>2256</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>27266</td>\n",
-       "      <td>10</td>\n",
-       "      <td>12</td>\n",
-       "      <td>9</td>\n",
+       "      <td>3215</td>\n",
+       "      <td>291</td>\n",
+       "      <td>229</td>\n",
+       "      <td>252</td>\n",
        "      <td>3</td>\n",
-       "      <td>27266</td>\n",
+       "      <td>3215</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>28012</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>10</td>\n",
+       "      <td>4362</td>\n",
+       "      <td>300</td>\n",
+       "      <td>342</td>\n",
+       "      <td>313</td>\n",
        "      <td>3</td>\n",
-       "      <td>28012</td>\n",
+       "      <td>4362</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>29368</td>\n",
-       "      <td>185</td>\n",
-       "      <td>185</td>\n",
-       "      <td>16</td>\n",
+       "      <td>5859</td>\n",
+       "      <td>490</td>\n",
+       "      <td>490</td>\n",
+       "      <td>400</td>\n",
        "      <td>3</td>\n",
-       "      <td>29368</td>\n",
+       "      <td>5859</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>...</th>\n",
@@ -733,83 +770,83 @@
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>979</th>\n",
-       "      <td>7514214</td>\n",
-       "      <td>185</td>\n",
-       "      <td>185</td>\n",
-       "      <td>56</td>\n",
-       "      <td>3</td>\n",
-       "      <td>2822879</td>\n",
+       "      <th>14984</th>\n",
+       "      <td>7550994</td>\n",
+       "      <td>1091</td>\n",
+       "      <td>1091</td>\n",
+       "      <td>1124</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2859659</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>980</th>\n",
-       "      <td>7514777</td>\n",
-       "      <td>185</td>\n",
-       "      <td>185</td>\n",
-       "      <td>106</td>\n",
-       "      <td>3</td>\n",
-       "      <td>2823442</td>\n",
+       "      <th>14985</th>\n",
+       "      <td>7552418</td>\n",
+       "      <td>1270</td>\n",
+       "      <td>1263</td>\n",
+       "      <td>1268</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2861083</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>981</th>\n",
-       "      <td>7515185</td>\n",
-       "      <td>188</td>\n",
-       "      <td>188</td>\n",
-       "      <td>142</td>\n",
-       "      <td>3</td>\n",
-       "      <td>2823850</td>\n",
+       "      <th>14986</th>\n",
+       "      <td>7553232</td>\n",
+       "      <td>1324</td>\n",
+       "      <td>1324</td>\n",
+       "      <td>1320</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2861897</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>982</th>\n",
-       "      <td>7527597</td>\n",
-       "      <td>69</td>\n",
-       "      <td>13</td>\n",
-       "      <td>188</td>\n",
+       "      <th>14987</th>\n",
+       "      <td>7560173</td>\n",
+       "      <td>557</td>\n",
+       "      <td>811</td>\n",
+       "      <td>743</td>\n",
        "      <td>3</td>\n",
-       "      <td>2836262</td>\n",
+       "      <td>2868838</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>983</th>\n",
-       "      <td>7541072</td>\n",
-       "      <td>112</td>\n",
-       "      <td>107</td>\n",
-       "      <td>117</td>\n",
+       "      <th>14988</th>\n",
+       "      <td>7561903</td>\n",
+       "      <td>1127</td>\n",
+       "      <td>1127</td>\n",
+       "      <td>1121</td>\n",
        "      <td>3</td>\n",
-       "      <td>2849737</td>\n",
+       "      <td>2870568</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>984 rows × 6 columns</p>\n",
+       "<p>14989 rows × 6 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "     person_id  model_choice  override_choice  home_zone_id  school_segment  \\\n",
-       "0          629            13               12           131               3   \n",
-       "1         1274            10               10           166               3   \n",
-       "2        27266            10               12             9               3   \n",
-       "3        28012             5                5            10               3   \n",
-       "4        29368           185              185            16               3   \n",
-       "..         ...           ...              ...           ...             ...   \n",
-       "979    7514214           185              185            56               3   \n",
-       "980    7514777           185              185           106               3   \n",
-       "981    7515185           188              188           142               3   \n",
-       "982    7527597            69               13           188               3   \n",
-       "983    7541072           112              107           117               3   \n",
+       "       person_id  model_choice  override_choice  home_zone_id  school_segment  \\\n",
+       "0           1918           188              188           186               3   \n",
+       "1           2256           133              229           208               3   \n",
+       "2           3215           291              229           252               3   \n",
+       "3           4362           300              342           313               3   \n",
+       "4           5859           490              490           400               3   \n",
+       "...          ...           ...              ...           ...             ...   \n",
+       "14984    7550994          1091             1091          1124               2   \n",
+       "14985    7552418          1270             1263          1268               2   \n",
+       "14986    7553232          1324             1324          1320               2   \n",
+       "14987    7560173           557              811           743               3   \n",
+       "14988    7561903          1127             1127          1121               3   \n",
        "\n",
-       "     household_id  \n",
-       "0             629  \n",
-       "1            1274  \n",
-       "2           27266  \n",
-       "3           28012  \n",
-       "4           29368  \n",
-       "..            ...  \n",
-       "979       2822879  \n",
-       "980       2823442  \n",
-       "981       2823850  \n",
-       "982       2836262  \n",
-       "983       2849737  \n",
+       "       household_id  \n",
+       "0              1918  \n",
+       "1              2256  \n",
+       "2              3215  \n",
+       "3              4362  \n",
+       "4              5859  \n",
+       "...             ...  \n",
+       "14984       2859659  \n",
+       "14985       2861083  \n",
+       "14986       2861897  \n",
+       "14987       2868838  \n",
+       "14988       2870568  \n",
        "\n",
-       "[984 rows x 6 columns]"
+       "[14989 rows x 6 columns]"
       ]
      },
      "execution_count": 7,
@@ -916,9 +953,9 @@
        "      <td>7</td>\n",
        "      <td>...</td>\n",
        "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>3</td>\n",
        "      <td>5.89564</td>\n",
        "      <td>2.875000</td>\n",
@@ -940,9 +977,9 @@
        "      <td>19</td>\n",
        "      <td>...</td>\n",
        "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>1</td>\n",
        "      <td>5.84871</td>\n",
        "      <td>5.195214</td>\n",
@@ -964,9 +1001,9 @@
        "      <td>38</td>\n",
        "      <td>...</td>\n",
        "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>1</td>\n",
        "      <td>5.53231</td>\n",
        "      <td>80.470405</td>\n",
@@ -988,9 +1025,9 @@
        "      <td>20</td>\n",
        "      <td>...</td>\n",
        "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>2</td>\n",
        "      <td>5.64330</td>\n",
        "      <td>7.947368</td>\n",
@@ -1012,9 +1049,9 @@
        "      <td>86</td>\n",
        "      <td>...</td>\n",
        "      <td>0</td>\n",
-       "      <td>0.00000</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>72.14684</td>\n",
-       "      <td>0.00000</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>1</td>\n",
        "      <td>5.52555</td>\n",
        "      <td>38.187500</td>\n",
@@ -1047,188 +1084,188 @@
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>186</th>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2779</td>\n",
-       "      <td>8062</td>\n",
-       "      <td>376.0</td>\n",
-       "      <td>172.0</td>\n",
-       "      <td>15.00000</td>\n",
-       "      <td>1760</td>\n",
-       "      <td>1178</td>\n",
+       "      <th>1450</th>\n",
+       "      <td>34</td>\n",
+       "      <td>34</td>\n",
+       "      <td>9</td>\n",
+       "      <td>2724</td>\n",
+       "      <td>6493</td>\n",
+       "      <td>1320.0</td>\n",
+       "      <td>630.0</td>\n",
+       "      <td>69.00000</td>\n",
+       "      <td>1046</td>\n",
+       "      <td>1013</td>\n",
        "      <td>...</td>\n",
-       "      <td>3</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0.00000</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>1</td>\n",
-       "      <td>2.04173</td>\n",
-       "      <td>14.860963</td>\n",
-       "      <td>9.411765</td>\n",
-       "      <td>5.762347</td>\n",
+       "      <td>1.12116</td>\n",
+       "      <td>3.896996</td>\n",
+       "      <td>1.496423</td>\n",
+       "      <td>1.081235</td>\n",
        "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>187</th>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1492</td>\n",
-       "      <td>4139</td>\n",
-       "      <td>214.0</td>\n",
-       "      <td>116.0</td>\n",
-       "      <td>10.00000</td>\n",
-       "      <td>808</td>\n",
-       "      <td>603</td>\n",
+       "      <th>1451</th>\n",
+       "      <td>34</td>\n",
+       "      <td>34</td>\n",
+       "      <td>9</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>4835</td>\n",
+       "      <td>664.0</td>\n",
+       "      <td>379.0</td>\n",
+       "      <td>43.00000</td>\n",
+       "      <td>757</td>\n",
+       "      <td>757</td>\n",
        "      <td>...</td>\n",
-       "      <td>3</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0.00000</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1.73676</td>\n",
-       "      <td>11.841270</td>\n",
-       "      <td>6.412698</td>\n",
-       "      <td>4.159890</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1.17116</td>\n",
+       "      <td>4.777251</td>\n",
+       "      <td>1.793839</td>\n",
+       "      <td>1.304140</td>\n",
        "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>188</th>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>1</td>\n",
-       "      <td>753</td>\n",
-       "      <td>4072</td>\n",
-       "      <td>232.0</td>\n",
-       "      <td>11.0</td>\n",
-       "      <td>178.00000</td>\n",
-       "      <td>4502</td>\n",
-       "      <td>1117</td>\n",
+       "      <th>1452</th>\n",
+       "      <td>34</td>\n",
+       "      <td>34</td>\n",
+       "      <td>9</td>\n",
+       "      <td>2178</td>\n",
+       "      <td>5055</td>\n",
+       "      <td>1068.0</td>\n",
+       "      <td>602.0</td>\n",
+       "      <td>35.00000</td>\n",
+       "      <td>2110</td>\n",
+       "      <td>789</td>\n",
        "      <td>...</td>\n",
-       "      <td>2</td>\n",
-       "      <td>3961.04761</td>\n",
-       "      <td>17397.79102</td>\n",
-       "      <td>11152.93652</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>1</td>\n",
-       "      <td>2.28992</td>\n",
-       "      <td>3.984127</td>\n",
-       "      <td>23.820106</td>\n",
-       "      <td>3.413233</td>\n",
+       "      <td>1.17587</td>\n",
+       "      <td>3.419152</td>\n",
+       "      <td>3.312402</td>\n",
+       "      <td>1.682465</td>\n",
        "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>189</th>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>1</td>\n",
-       "      <td>3546</td>\n",
-       "      <td>8476</td>\n",
-       "      <td>201.0</td>\n",
-       "      <td>72.0</td>\n",
-       "      <td>6.00000</td>\n",
-       "      <td>226</td>\n",
-       "      <td>1057</td>\n",
+       "      <th>1453</th>\n",
+       "      <td>34</td>\n",
+       "      <td>34</td>\n",
+       "      <td>9</td>\n",
+       "      <td>298</td>\n",
+       "      <td>779</td>\n",
+       "      <td>14195.0</td>\n",
+       "      <td>429.0</td>\n",
+       "      <td>4.00000</td>\n",
+       "      <td>922</td>\n",
+       "      <td>88</td>\n",
        "      <td>...</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0.00000</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>1</td>\n",
-       "      <td>2.88773</td>\n",
-       "      <td>45.461538</td>\n",
-       "      <td>2.897436</td>\n",
-       "      <td>2.723836</td>\n",
+       "      <td>1.01972</td>\n",
+       "      <td>0.688222</td>\n",
+       "      <td>2.129330</td>\n",
+       "      <td>0.520115</td>\n",
        "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>190</th>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>1</td>\n",
-       "      <td>968</td>\n",
-       "      <td>1647</td>\n",
-       "      <td>1381.0</td>\n",
-       "      <td>14.0</td>\n",
-       "      <td>28.00000</td>\n",
-       "      <td>1010</td>\n",
-       "      <td>114</td>\n",
+       "      <th>1454</th>\n",
+       "      <td>34</td>\n",
+       "      <td>34</td>\n",
+       "      <td>9</td>\n",
+       "      <td>1068</td>\n",
+       "      <td>2337</td>\n",
+       "      <td>10469.0</td>\n",
+       "      <td>1114.0</td>\n",
+       "      <td>27.00000</td>\n",
+       "      <td>607</td>\n",
+       "      <td>418</td>\n",
        "      <td>...</td>\n",
-       "      <td>3</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0.00000</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>1</td>\n",
-       "      <td>2.60309</td>\n",
-       "      <td>23.047619</td>\n",
-       "      <td>24.047619</td>\n",
-       "      <td>11.768501</td>\n",
+       "      <td>0.95542</td>\n",
+       "      <td>0.936021</td>\n",
+       "      <td>0.531989</td>\n",
+       "      <td>0.339203</td>\n",
        "      <td>False</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>190 rows × 28 columns</p>\n",
+       "<p>1454 rows × 28 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "         DISTRICT  SD  county_id  TOTHH  TOTPOP  TOTACRE  RESACRE     CIACRE  \\\n",
-       "zone_id                                                                        \n",
-       "1               1   1          1     46      82     20.3      1.0   15.00000   \n",
-       "2               1   1          1    134     240     31.1      1.0   24.79297   \n",
-       "3               1   1          1    267     476     14.7      1.0    2.31799   \n",
-       "4               1   1          1    151     253     19.3      1.0   18.00000   \n",
-       "5               1   1          1    611    1069     52.7      1.0   15.00000   \n",
-       "...           ...  ..        ...    ...     ...      ...      ...        ...   \n",
-       "186             4   4          1   2779    8062    376.0    172.0   15.00000   \n",
-       "187             4   4          1   1492    4139    214.0    116.0   10.00000   \n",
-       "188             4   4          1    753    4072    232.0     11.0  178.00000   \n",
-       "189             4   4          1   3546    8476    201.0     72.0    6.00000   \n",
-       "190             4   4          1    968    1647   1381.0     14.0   28.00000   \n",
+       "         DISTRICT  SD  county_id  TOTHH  TOTPOP  TOTACRE  RESACRE    CIACRE  \\\n",
+       "zone_id                                                                       \n",
+       "1               1   1          1     46      82     20.3      1.0  15.00000   \n",
+       "2               1   1          1    134     240     31.1      1.0  24.79297   \n",
+       "3               1   1          1    267     476     14.7      1.0   2.31799   \n",
+       "4               1   1          1    151     253     19.3      1.0  18.00000   \n",
+       "5               1   1          1    611    1069     52.7      1.0  15.00000   \n",
+       "...           ...  ..        ...    ...     ...      ...      ...       ...   \n",
+       "1450           34  34          9   2724    6493   1320.0    630.0  69.00000   \n",
+       "1451           34  34          9   2016    4835    664.0    379.0  43.00000   \n",
+       "1452           34  34          9   2178    5055   1068.0    602.0  35.00000   \n",
+       "1453           34  34          9    298     779  14195.0    429.0   4.00000   \n",
+       "1454           34  34          9   1068    2337  10469.0   1114.0  27.00000   \n",
        "\n",
-       "         TOTEMP  AGE0519  ...  area_type    HSENROLL      COLLFTE  \\\n",
-       "zone_id                   ...                                       \n",
-       "1         27318        7  ...          0     0.00000      0.00000   \n",
-       "2         42078       19  ...          0     0.00000      0.00000   \n",
-       "3          2445       38  ...          0     0.00000      0.00000   \n",
-       "4         22434       20  ...          0     0.00000      0.00000   \n",
-       "5         15662       86  ...          0     0.00000     72.14684   \n",
-       "...         ...      ...  ...        ...         ...          ...   \n",
-       "186        1760     1178  ...          3     0.00000      0.00000   \n",
-       "187         808      603  ...          3     0.00000      0.00000   \n",
-       "188        4502     1117  ...          2  3961.04761  17397.79102   \n",
-       "189         226     1057  ...          2     0.00000      0.00000   \n",
-       "190        1010      114  ...          3     0.00000      0.00000   \n",
+       "         TOTEMP  AGE0519  ...  area_type  HSENROLL   COLLFTE  COLLPTE  \\\n",
+       "zone_id                   ...                                           \n",
+       "1         27318        7  ...          0       0.0   0.00000      0.0   \n",
+       "2         42078       19  ...          0       0.0   0.00000      0.0   \n",
+       "3          2445       38  ...          0       0.0   0.00000      0.0   \n",
+       "4         22434       20  ...          0       0.0   0.00000      0.0   \n",
+       "5         15662       86  ...          0       0.0  72.14684      0.0   \n",
+       "...         ...      ...  ...        ...       ...       ...      ...   \n",
+       "1450       1046     1013  ...          4       0.0   0.00000      0.0   \n",
+       "1451        757      757  ...          4       0.0   0.00000      0.0   \n",
+       "1452       2110      789  ...          4       0.0   0.00000      0.0   \n",
+       "1453        922       88  ...          5       0.0   0.00000      0.0   \n",
+       "1454        607      418  ...          5       0.0   0.00000      0.0   \n",
        "\n",
-       "             COLLPTE  TOPOLOGY  TERMINAL  household_density  \\\n",
-       "zone_id                                                       \n",
-       "1            0.00000         3   5.89564           2.875000   \n",
-       "2            0.00000         1   5.84871           5.195214   \n",
-       "3            0.00000         1   5.53231          80.470405   \n",
-       "4            0.00000         2   5.64330           7.947368   \n",
-       "5            0.00000         1   5.52555          38.187500   \n",
-       "...              ...       ...       ...                ...   \n",
-       "186          0.00000         1   2.04173          14.860963   \n",
-       "187          0.00000         2   1.73676          11.841270   \n",
-       "188      11152.93652         1   2.28992           3.984127   \n",
-       "189          0.00000         1   2.88773          45.461538   \n",
-       "190          0.00000         1   2.60309          23.047619   \n",
+       "         TOPOLOGY  TERMINAL  household_density  employment_density  \\\n",
+       "zone_id                                                              \n",
+       "1               3   5.89564           2.875000         1707.375000   \n",
+       "2               1   5.84871           5.195214         1631.374751   \n",
+       "3               1   5.53231          80.470405          736.891913   \n",
+       "4               2   5.64330           7.947368         1180.736842   \n",
+       "5               1   5.52555          38.187500          978.875000   \n",
+       "...           ...       ...                ...                 ...   \n",
+       "1450            1   1.12116           3.896996            1.496423   \n",
+       "1451            1   1.17116           4.777251            1.793839   \n",
+       "1452            1   1.17587           3.419152            3.312402   \n",
+       "1453            1   1.01972           0.688222            2.129330   \n",
+       "1454            1   0.95542           0.936021            0.531989   \n",
        "\n",
-       "         employment_density  density_index  is_cbd  \n",
-       "zone_id                                             \n",
-       "1               1707.375000       2.870167   False  \n",
-       "2               1631.374751       5.178722   False  \n",
-       "3                736.891913      72.547987   False  \n",
-       "4               1180.736842       7.894233   False  \n",
-       "5                978.875000      36.753679   False  \n",
-       "...                     ...            ...     ...  \n",
-       "186                9.411765       5.762347   False  \n",
-       "187                6.412698       4.159890   False  \n",
-       "188               23.820106       3.413233   False  \n",
-       "189                2.897436       2.723836   False  \n",
-       "190               24.047619      11.768501   False  \n",
+       "         density_index  is_cbd  \n",
+       "zone_id                         \n",
+       "1             2.870167   False  \n",
+       "2             5.178722   False  \n",
+       "3            72.547987   False  \n",
+       "4             7.894233   False  \n",
+       "5            36.753679   False  \n",
+       "...                ...     ...  \n",
+       "1450          1.081235   False  \n",
+       "1451          1.304140   False  \n",
+       "1452          1.682465   False  \n",
+       "1453          0.520115   False  \n",
+       "1454          0.339203   False  \n",
        "\n",
-       "[190 rows x 28 columns]"
+       "[1454 rows x 28 columns]"
       ]
      },
      "execution_count": 8,
@@ -1498,31 +1535,129 @@
     "data.size_spec"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div><table style=\"margin-top:1px;\"><tr><th>key</th><th style=\"text-align:left;\">value</th></tr><tr><td>ca</td><td style=\"text-align:left;\"><pre>['AGE0519*(school_segment==1)',\n",
+       " 'COLLFTE*(school_segment==3)',\n",
+       " 'COLLPTE*(school_segment==3)',\n",
+       " 'HSENROLL*(school_segment==2)',\n",
+       " 'util_dist_0_1*(school_segment==1)',\n",
+       " 'util_dist_0_1*(school_segment==2)',\n",
+       " 'util_dist_0_1*(school_segment==3)',\n",
+       " 'util_dist_15_up*(school_segment==1)',\n",
+       " 'util_dist_15_up*(school_segment==2)',\n",
+       " 'util_dist_15_up*(school_segment==3)',\n",
+       " 'util_dist_1_2*(school_segment==1)',\n",
+       " 'util_dist_1_2*(school_segment==2)',\n",
+       " 'util_dist_1_2*(school_segment==3)',\n",
+       " 'util_dist_2_5*(school_segment==1)',\n",
+       " 'util_dist_2_5*(school_segment==2)',\n",
+       " 'util_dist_2_5*(school_segment==3)',\n",
+       " 'util_dist_5_15*(school_segment==1)',\n",
+       " 'util_dist_5_15*(school_segment==2)',\n",
+       " 'util_dist_5_15*(school_segment==3)',\n",
+       " 'util_mode_choice_logsum*(school_segment==1)',\n",
+       " 'util_mode_choice_logsum*(school_segment==2)',\n",
+       " 'util_mode_choice_logsum*(school_segment==3)',\n",
+       " 'util_no_attractions*(school_segment==1)',\n",
+       " 'util_no_attractions*(school_segment==2)',\n",
+       " 'util_no_attractions*(school_segment==3)',\n",
+       " 'util_sample_of_corrections_factor*(school_segment==1)',\n",
+       " 'util_sample_of_corrections_factor*(school_segment==2)',\n",
+       " 'util_sample_of_corrections_factor*(school_segment==3)']</pre></td></tr><tr><td>choice_ca</td><td style=\"text-align:left;\">'override_choice == _original_zone_id'</td></tr><tr><td>avail_ca</td><td style=\"text-align:left;\">'_avail_'</td></tr></table></div>"
+      ],
+      "text/plain": [
+       "┣        ca: ['AGE0519*(school_segment==1)',\n",
+       "┃             'COLLFTE*(school_segment==3)',\n",
+       "┃             'COLLPTE*(school_segment==3)',\n",
+       "┃             'HSENROLL*(school_segment==2)',\n",
+       "┃             'util_dist_0_1*(school_segment==1)',\n",
+       "┃             'util_dist_0_1*(school_segment==2)',\n",
+       "┃             'util_dist_0_1*(school_segment==3)',\n",
+       "┃             'util_dist_15_up*(school_segment==1)',\n",
+       "┃             'util_dist_15_up*(school_segment==2)',\n",
+       "┃             'util_dist_15_up*(school_segment==3)',\n",
+       "┃             'util_dist_1_2*(school_segment==1)',\n",
+       "┃             'util_dist_1_2*(school_segment==2)',\n",
+       "┃             'util_dist_1_2*(school_segment==3)',\n",
+       "┃             'util_dist_2_5*(school_segment==1)',\n",
+       "┃             'util_dist_2_5*(school_segment==2)',\n",
+       "┃             'util_dist_2_5*(school_segment==3)',\n",
+       "┃             'util_dist_5_15*(school_segment==1)',\n",
+       "┃             'util_dist_5_15*(school_segment==2)',\n",
+       "┃             'util_dist_5_15*(school_segment==3)',\n",
+       "┃             'util_mode_choice_logsum*(school_segment==1)',\n",
+       "┃             'util_mode_choice_logsum*(school_segment==2)',\n",
+       "┃             'util_mode_choice_logsum*(school_segment==3)',\n",
+       "┃             'util_no_attractions*(school_segment==1)',\n",
+       "┃             'util_no_attractions*(school_segment==2)',\n",
+       "┃             'util_no_attractions*(school_segment==3)',\n",
+       "┃             'util_sample_of_corrections_factor*(school_segment==1)',\n",
+       "┃             'util_sample_of_corrections_factor*(school_segment==2)',\n",
+       "┃             'util_sample_of_corrections_factor*(school_segment==3)']\n",
+       "┣ choice_ca: 'override_choice == _original_zone_id'\n",
+       "┣  avail_ca: '_avail_'"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "model.required_data()"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Estimate\n",
-    "\n",
-    "With the model setup for estimation, the next step is to estimate the model coefficients.  Make sure to use a sufficiently large enough household sample and set of zones to avoid an over-specified model, which does not have a numerically stable likelihood maximizing solution.  Larch has a built-in estimation methods including BHHH, and also offers access to more advanced general purpose non-linear optimizers in the `scipy` package, including SLSQP, which allows for bounds and constraints on parameters.  BHHH is the default and typically runs faster, but does not follow constraints on parameters."
+    "Running the `doctor` method will check the model specification for potential issues."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
-     "name": "stderr",
+     "name": "stdout",
      "output_type": "stream",
      "text": [
-      "req_data does not request avail_ca or avail_co but it is set and being provided\n"
+      "dictx()\n"
      ]
-    },
+    }
+   ],
+   "source": [
+    "model, problems = model.doctor()\n",
+    "\n",
+    "print(problems)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Estimate\n",
+    "\n",
+    "With the model setup for estimation, the next step is to estimate the model coefficients.  Make sure to use a sufficiently large enough household sample and set of zones to avoid an over-specified model, which does not have a numerically stable likelihood maximizing solution.  Larch has a built-in estimation methods including BHHH, and also offers access to more advanced general purpose non-linear optimizers in the `scipy` package, including SLSQP, which allows for bounds and constraints on parameters.  BHHH is the default and typically runs faster, but does not follow constraints on parameters."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [
     {
      "data": {
       "text/html": [
-       "<h3>Iteration 006 [Optimization terminated successfully.] </h3>"
+       "<h3>Iteration 013 [Optimization terminated successfully] </h3>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -1534,7 +1669,7 @@
     {
      "data": {
       "text/html": [
-       "<p>Best LL = -4058.719620832402</p>"
+       "<p>Best LL = -30424.700914962996</p>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -1565,13 +1700,22 @@
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>value</th>\n",
+       "      <th>best</th>\n",
        "      <th>initvalue</th>\n",
-       "      <th>nullvalue</th>\n",
        "      <th>minimum</th>\n",
        "      <th>maximum</th>\n",
+       "      <th>nullvalue</th>\n",
        "      <th>holdfast</th>\n",
-       "      <th>note</th>\n",
-       "      <th>best</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>param_name</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
@@ -1579,301 +1723,261 @@
        "      <th>-999</th>\n",
        "      <td>-999.000000</td>\n",
        "      <td>-999.000000</td>\n",
-       "      <td>-999.0</td>\n",
-       "      <td>-999.0</td>\n",
-       "      <td>-999.0</td>\n",
-       "      <td>1</td>\n",
-       "      <td></td>\n",
        "      <td>-999.000000</td>\n",
+       "      <td>-999.000000</td>\n",
+       "      <td>-999.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>1.000000</td>\n",
        "      <td>1.000000</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1</td>\n",
-       "      <td></td>\n",
        "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_grade_dist_0_1</th>\n",
-       "      <td>-1.824840</td>\n",
+       "      <td>-1.886212</td>\n",
+       "      <td>-1.886212</td>\n",
        "      <td>-1.641900</td>\n",
+       "      <td>-25.000000</td>\n",
+       "      <td>25.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-1.824840</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_grade_dist_15_up</th>\n",
+       "      <td>-0.103616</td>\n",
+       "      <td>-0.103616</td>\n",
        "      <td>-0.046000</td>\n",
-       "      <td>-0.046000</td>\n",
+       "      <td>-25.000000</td>\n",
+       "      <td>25.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.046000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_grade_dist_5_15</th>\n",
-       "      <td>-0.144663</td>\n",
+       "      <td>-0.285452</td>\n",
+       "      <td>-0.285452</td>\n",
        "      <td>-0.203100</td>\n",
+       "      <td>-25.000000</td>\n",
+       "      <td>25.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.144663</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_high_dist_0_1</th>\n",
-       "      <td>-2.106211</td>\n",
+       "      <td>-0.869799</td>\n",
+       "      <td>-0.869799</td>\n",
        "      <td>-0.952300</td>\n",
+       "      <td>-25.000000</td>\n",
+       "      <td>25.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-2.106211</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_high_dist_15_up</th>\n",
+       "      <td>-0.233127</td>\n",
+       "      <td>-0.233127</td>\n",
        "      <td>-0.188200</td>\n",
-       "      <td>-0.188200</td>\n",
+       "      <td>-25.000000</td>\n",
+       "      <td>25.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.188200</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_high_dist_5_15</th>\n",
-       "      <td>-0.101747</td>\n",
+       "      <td>-0.285690</td>\n",
+       "      <td>-0.285690</td>\n",
        "      <td>-0.193000</td>\n",
+       "      <td>-25.000000</td>\n",
+       "      <td>25.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.101747</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_high_grade_dist_1_2</th>\n",
-       "      <td>-0.751852</td>\n",
+       "      <td>-0.931692</td>\n",
+       "      <td>-0.931692</td>\n",
        "      <td>-0.570000</td>\n",
+       "      <td>-25.000000</td>\n",
+       "      <td>25.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.751852</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_high_grade_dist_2_5</th>\n",
-       "      <td>-0.667119</td>\n",
+       "      <td>-0.694687</td>\n",
+       "      <td>-0.694687</td>\n",
        "      <td>-0.570000</td>\n",
+       "      <td>-25.000000</td>\n",
+       "      <td>25.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.667119</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_mode_logsum</th>\n",
-       "      <td>0.372245</td>\n",
+       "      <td>0.074994</td>\n",
+       "      <td>0.074994</td>\n",
        "      <td>0.535800</td>\n",
+       "      <td>-25.000000</td>\n",
+       "      <td>25.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.372245</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_univ_dist_0_1</th>\n",
-       "      <td>-3.311744</td>\n",
+       "      <td>-2.780799</td>\n",
+       "      <td>-2.780799</td>\n",
        "      <td>-3.245100</td>\n",
+       "      <td>-25.000000</td>\n",
+       "      <td>25.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-3.311744</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_univ_dist_15_up</th>\n",
+       "      <td>-0.145257</td>\n",
+       "      <td>-0.145257</td>\n",
        "      <td>-0.073000</td>\n",
-       "      <td>-0.073000</td>\n",
+       "      <td>-25.000000</td>\n",
+       "      <td>25.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.073000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_univ_dist_1_2</th>\n",
-       "      <td>-2.878224</td>\n",
+       "      <td>-3.082102</td>\n",
+       "      <td>-3.082102</td>\n",
        "      <td>-2.701100</td>\n",
+       "      <td>-25.000000</td>\n",
+       "      <td>25.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-2.878224</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_univ_dist_2_5</th>\n",
-       "      <td>-0.456009</td>\n",
+       "      <td>-0.668470</td>\n",
+       "      <td>-0.668470</td>\n",
        "      <td>-0.570700</td>\n",
+       "      <td>-25.000000</td>\n",
+       "      <td>25.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.456009</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_univ_dist_5_15</th>\n",
-       "      <td>-0.572553</td>\n",
+       "      <td>-0.563338</td>\n",
+       "      <td>-0.563338</td>\n",
        "      <td>-0.500200</td>\n",
+       "      <td>-25.000000</td>\n",
+       "      <td>25.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.572553</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>gradeschool_AGE0519</th>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>-6.0</td>\n",
-       "      <td>6.0</td>\n",
        "      <td>1</td>\n",
-       "      <td></td>\n",
-       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>highschool_HSENROLL</th>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>-6.0</td>\n",
-       "      <td>6.0</td>\n",
        "      <td>1</td>\n",
-       "      <td></td>\n",
-       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>university_COLLFTE</th>\n",
        "      <td>-0.524249</td>\n",
        "      <td>-0.524249</td>\n",
+       "      <td>-0.524249</td>\n",
+       "      <td>-0.524249</td>\n",
+       "      <td>-0.524249</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>-6.0</td>\n",
-       "      <td>6.0</td>\n",
        "      <td>1</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.524249</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>university_COLLPTE</th>\n",
-       "      <td>-1.208828</td>\n",
+       "      <td>-0.900765</td>\n",
+       "      <td>-0.900765</td>\n",
        "      <td>-0.896488</td>\n",
+       "      <td>-6.000000</td>\n",
+       "      <td>6.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>-6.0</td>\n",
-       "      <td>6.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-1.208828</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "                               value   initvalue  nullvalue  minimum  maximum  \\\n",
-       "-999                     -999.000000 -999.000000     -999.0   -999.0   -999.0   \n",
-       "1                           1.000000    1.000000        1.0      1.0      1.0   \n",
-       "coef_grade_dist_0_1        -1.824840   -1.641900        0.0      NaN      NaN   \n",
-       "coef_grade_dist_15_up      -0.046000   -0.046000        0.0      NaN      NaN   \n",
-       "coef_grade_dist_5_15       -0.144663   -0.203100        0.0      NaN      NaN   \n",
-       "coef_high_dist_0_1         -2.106211   -0.952300        0.0      NaN      NaN   \n",
-       "coef_high_dist_15_up       -0.188200   -0.188200        0.0      NaN      NaN   \n",
-       "coef_high_dist_5_15        -0.101747   -0.193000        0.0      NaN      NaN   \n",
-       "coef_high_grade_dist_1_2   -0.751852   -0.570000        0.0      NaN      NaN   \n",
-       "coef_high_grade_dist_2_5   -0.667119   -0.570000        0.0      NaN      NaN   \n",
-       "coef_mode_logsum            0.372245    0.535800        0.0      NaN      NaN   \n",
-       "coef_univ_dist_0_1         -3.311744   -3.245100        0.0      NaN      NaN   \n",
-       "coef_univ_dist_15_up       -0.073000   -0.073000        0.0      NaN      NaN   \n",
-       "coef_univ_dist_1_2         -2.878224   -2.701100        0.0      NaN      NaN   \n",
-       "coef_univ_dist_2_5         -0.456009   -0.570700        0.0      NaN      NaN   \n",
-       "coef_univ_dist_5_15        -0.572553   -0.500200        0.0      NaN      NaN   \n",
-       "gradeschool_AGE0519         0.000000    0.000000        0.0     -6.0      6.0   \n",
-       "highschool_HSENROLL         0.000000    0.000000        0.0     -6.0      6.0   \n",
-       "university_COLLFTE         -0.524249   -0.524249        0.0     -6.0      6.0   \n",
-       "university_COLLPTE         -1.208828   -0.896488        0.0     -6.0      6.0   \n",
+       "                               value        best   initvalue     minimum  \\\n",
+       "param_name                                                                 \n",
+       "-999                     -999.000000 -999.000000 -999.000000 -999.000000   \n",
+       "1                           1.000000    1.000000    1.000000    1.000000   \n",
+       "coef_grade_dist_0_1        -1.886212   -1.886212   -1.641900  -25.000000   \n",
+       "coef_grade_dist_15_up      -0.103616   -0.103616   -0.046000  -25.000000   \n",
+       "coef_grade_dist_5_15       -0.285452   -0.285452   -0.203100  -25.000000   \n",
+       "coef_high_dist_0_1         -0.869799   -0.869799   -0.952300  -25.000000   \n",
+       "coef_high_dist_15_up       -0.233127   -0.233127   -0.188200  -25.000000   \n",
+       "coef_high_dist_5_15        -0.285690   -0.285690   -0.193000  -25.000000   \n",
+       "coef_high_grade_dist_1_2   -0.931692   -0.931692   -0.570000  -25.000000   \n",
+       "coef_high_grade_dist_2_5   -0.694687   -0.694687   -0.570000  -25.000000   \n",
+       "coef_mode_logsum            0.074994    0.074994    0.535800  -25.000000   \n",
+       "coef_univ_dist_0_1         -2.780799   -2.780799   -3.245100  -25.000000   \n",
+       "coef_univ_dist_15_up       -0.145257   -0.145257   -0.073000  -25.000000   \n",
+       "coef_univ_dist_1_2         -3.082102   -3.082102   -2.701100  -25.000000   \n",
+       "coef_univ_dist_2_5         -0.668470   -0.668470   -0.570700  -25.000000   \n",
+       "coef_univ_dist_5_15        -0.563338   -0.563338   -0.500200  -25.000000   \n",
+       "gradeschool_AGE0519         0.000000    0.000000    0.000000    0.000000   \n",
+       "highschool_HSENROLL         0.000000    0.000000    0.000000    0.000000   \n",
+       "university_COLLFTE         -0.524249   -0.524249   -0.524249   -0.524249   \n",
+       "university_COLLPTE         -0.900765   -0.900765   -0.896488   -6.000000   \n",
        "\n",
-       "                          holdfast note        best  \n",
-       "-999                             1      -999.000000  \n",
-       "1                                1         1.000000  \n",
-       "coef_grade_dist_0_1              0        -1.824840  \n",
-       "coef_grade_dist_15_up            0        -0.046000  \n",
-       "coef_grade_dist_5_15             0        -0.144663  \n",
-       "coef_high_dist_0_1               0        -2.106211  \n",
-       "coef_high_dist_15_up             0        -0.188200  \n",
-       "coef_high_dist_5_15              0        -0.101747  \n",
-       "coef_high_grade_dist_1_2         0        -0.751852  \n",
-       "coef_high_grade_dist_2_5         0        -0.667119  \n",
-       "coef_mode_logsum                 0         0.372245  \n",
-       "coef_univ_dist_0_1               0        -3.311744  \n",
-       "coef_univ_dist_15_up             0        -0.073000  \n",
-       "coef_univ_dist_1_2               0        -2.878224  \n",
-       "coef_univ_dist_2_5               0        -0.456009  \n",
-       "coef_univ_dist_5_15              0        -0.572553  \n",
-       "gradeschool_AGE0519              1         0.000000  \n",
-       "highschool_HSENROLL              1         0.000000  \n",
-       "university_COLLFTE               1        -0.524249  \n",
-       "university_COLLPTE               0        -1.208828  "
+       "                             maximum  nullvalue  holdfast  \n",
+       "param_name                                                 \n",
+       "-999                     -999.000000        0.0         1  \n",
+       "1                           1.000000        0.0         1  \n",
+       "coef_grade_dist_0_1        25.000000        0.0         0  \n",
+       "coef_grade_dist_15_up      25.000000        0.0         0  \n",
+       "coef_grade_dist_5_15       25.000000        0.0         0  \n",
+       "coef_high_dist_0_1         25.000000        0.0         0  \n",
+       "coef_high_dist_15_up       25.000000        0.0         0  \n",
+       "coef_high_dist_5_15        25.000000        0.0         0  \n",
+       "coef_high_grade_dist_1_2   25.000000        0.0         0  \n",
+       "coef_high_grade_dist_2_5   25.000000        0.0         0  \n",
+       "coef_mode_logsum           25.000000        0.0         0  \n",
+       "coef_univ_dist_0_1         25.000000        0.0         0  \n",
+       "coef_univ_dist_15_up       25.000000        0.0         0  \n",
+       "coef_univ_dist_1_2         25.000000        0.0         0  \n",
+       "coef_univ_dist_2_5         25.000000        0.0         0  \n",
+       "coef_univ_dist_5_15        25.000000        0.0         0  \n",
+       "gradeschool_AGE0519         0.000000        0.0         1  \n",
+       "highschool_HSENROLL         0.000000        0.0         1  \n",
+       "university_COLLFTE         -0.524249        0.0         1  \n",
+       "university_COLLPTE          6.000000        0.0         0  "
       ]
      },
      "metadata": {},
      "output_type": "display_data"
     },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.702173976472811e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 7.452131216396507e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.6859854144555066e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.0694117400754151e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 7.262790059748344e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.6292481359929981e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.818811050478879e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.2608013734918816e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n"
-     ]
-    },
     {
      "data": {
       "text/html": [
-       "<div><table style=\"margin-top:1px;\"><tr><th>key</th><th style=\"text-align:left;\">value</th></tr><tr><td>loglike</td><td style=\"text-align:left;\">-4058.719620832402</td></tr><tr><td>x</td><td style=\"text-align:left;\"><table border=\"1\" class=\"dataframe\">\n",
+       "<div><table style=\"margin-top:1px;\"><tr><th>key</th><th style=\"text-align:left;\">value</th></tr><tr><td>loglike</td><td style=\"text-align:left;\">-30424.700914962996</td></tr><tr><td>x</td><td style=\"text-align:left;\"><table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
@@ -1891,59 +1995,59 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_grade_dist_0_1</th>\n",
-       "      <td>-1.824840</td>\n",
+       "      <td>-1.886212</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_grade_dist_15_up</th>\n",
-       "      <td>-0.046000</td>\n",
+       "      <td>-0.103616</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_grade_dist_5_15</th>\n",
-       "      <td>-0.144663</td>\n",
+       "      <td>-0.285452</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_high_dist_0_1</th>\n",
-       "      <td>-2.106211</td>\n",
+       "      <td>-0.869799</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_high_dist_15_up</th>\n",
-       "      <td>-0.188200</td>\n",
+       "      <td>-0.233127</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_high_dist_5_15</th>\n",
-       "      <td>-0.101747</td>\n",
+       "      <td>-0.285690</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_high_grade_dist_1_2</th>\n",
-       "      <td>-0.751852</td>\n",
+       "      <td>-0.931692</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_high_grade_dist_2_5</th>\n",
-       "      <td>-0.667119</td>\n",
+       "      <td>-0.694687</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_mode_logsum</th>\n",
-       "      <td>0.372245</td>\n",
+       "      <td>0.074994</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_univ_dist_0_1</th>\n",
-       "      <td>-3.311744</td>\n",
+       "      <td>-2.780799</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_univ_dist_15_up</th>\n",
-       "      <td>-0.073000</td>\n",
+       "      <td>-0.145257</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_univ_dist_1_2</th>\n",
-       "      <td>-2.878224</td>\n",
+       "      <td>-3.082102</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_univ_dist_2_5</th>\n",
-       "      <td>-0.456009</td>\n",
+       "      <td>-0.668470</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_univ_dist_5_15</th>\n",
-       "      <td>-0.572553</td>\n",
+       "      <td>-0.563338</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>gradeschool_AGE0519</th>\n",
@@ -1959,45 +2063,44 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>university_COLLPTE</th>\n",
-       "      <td>-1.208828</td>\n",
+       "      <td>-0.900765</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
-       "</table></td></tr><tr><td>tolerance</td><td style=\"text-align:left;\">7.272237631812952e-06</td></tr><tr><td>steps</td><td style=\"text-align:left;\">array([1., 1., 1., 1., 1., 1.])</td></tr><tr><td>message</td><td style=\"text-align:left;\">'Optimization terminated successfully.'</td></tr><tr><td>elapsed_time</td><td style=\"text-align:left;\">0:00:00.218468</td></tr><tr><td>method</td><td style=\"text-align:left;\">'BHHH'</td></tr><tr><td>n_cases</td><td style=\"text-align:left;\">984</td></tr><tr><td>iteration_number</td><td style=\"text-align:left;\">6</td></tr><tr><td>logloss</td><td style=\"text-align:left;\">4.124715061821547</td></tr></table></div>"
+       "</table></td></tr><tr><td>tolerance</td><td style=\"text-align:left;\">4.213233078884777e-06</td></tr><tr><td>steps</td><td style=\"text-align:left;\">array([1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1.])</td></tr><tr><td>message</td><td style=\"text-align:left;\">'Optimization terminated successfully'</td></tr><tr><td>elapsed_time</td><td style=\"text-align:left;\">0:00:00.994749</td></tr><tr><td>method</td><td style=\"text-align:left;\">'BHHH'</td></tr><tr><td>n_cases</td><td style=\"text-align:left;\">14989</td></tr><tr><td>iteration_number</td><td style=\"text-align:left;\">13</td></tr></table></div>"
       ],
       "text/plain": [
-       "┣          loglike: -4058.719620832402\n",
+       "┣          loglike: -30424.700914962996\n",
        "┣                x: -999                       -999.000000\n",
        "┃                   1                             1.000000\n",
-       "┃                   coef_grade_dist_0_1          -1.824840\n",
-       "┃                   coef_grade_dist_15_up        -0.046000\n",
-       "┃                   coef_grade_dist_5_15         -0.144663\n",
-       "┃                   coef_high_dist_0_1           -2.106211\n",
-       "┃                   coef_high_dist_15_up         -0.188200\n",
-       "┃                   coef_high_dist_5_15          -0.101747\n",
-       "┃                   coef_high_grade_dist_1_2     -0.751852\n",
-       "┃                   coef_high_grade_dist_2_5     -0.667119\n",
-       "┃                   coef_mode_logsum              0.372245\n",
-       "┃                   coef_univ_dist_0_1           -3.311744\n",
-       "┃                   coef_univ_dist_15_up         -0.073000\n",
-       "┃                   coef_univ_dist_1_2           -2.878224\n",
-       "┃                   coef_univ_dist_2_5           -0.456009\n",
-       "┃                   coef_univ_dist_5_15          -0.572553\n",
+       "┃                   coef_grade_dist_0_1          -1.886212\n",
+       "┃                   coef_grade_dist_15_up        -0.103616\n",
+       "┃                   coef_grade_dist_5_15         -0.285452\n",
+       "┃                   coef_high_dist_0_1           -0.869799\n",
+       "┃                   coef_high_dist_15_up         -0.233127\n",
+       "┃                   coef_high_dist_5_15          -0.285690\n",
+       "┃                   coef_high_grade_dist_1_2     -0.931692\n",
+       "┃                   coef_high_grade_dist_2_5     -0.694687\n",
+       "┃                   coef_mode_logsum              0.074994\n",
+       "┃                   coef_univ_dist_0_1           -2.780799\n",
+       "┃                   coef_univ_dist_15_up         -0.145257\n",
+       "┃                   coef_univ_dist_1_2           -3.082102\n",
+       "┃                   coef_univ_dist_2_5           -0.668470\n",
+       "┃                   coef_univ_dist_5_15          -0.563338\n",
        "┃                   gradeschool_AGE0519           0.000000\n",
        "┃                   highschool_HSENROLL           0.000000\n",
        "┃                   university_COLLFTE           -0.524249\n",
-       "┃                   university_COLLPTE           -1.208828\n",
+       "┃                   university_COLLPTE           -0.900765\n",
        "┃                   dtype: float64\n",
-       "┣        tolerance: 7.272237631812952e-06\n",
-       "┣            steps: array([1., 1., 1., 1., 1., 1.])\n",
-       "┣          message: 'Optimization terminated successfully.'\n",
-       "┣     elapsed_time: datetime.timedelta(microseconds=218468)\n",
+       "┣        tolerance: 4.213233078884777e-06\n",
+       "┣            steps: array([1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1.])\n",
+       "┣          message: 'Optimization terminated successfully'\n",
+       "┣     elapsed_time: datetime.timedelta(microseconds=994749)\n",
        "┣           method: 'BHHH'\n",
-       "┣          n_cases: 984\n",
-       "┣ iteration_number: 6\n",
-       "┣          logloss: 4.124715061821547"
+       "┣          n_cases: 14989\n",
+       "┣ iteration_number: 13"
       ]
      },
-     "execution_count": 11,
+     "execution_count": 13,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2015,209 +2118,235 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/html": [
-       "<style  type=\"text/css\" >\n",
-       "    #T_3d7b2_ th {\n",
-       "          vertical-align: top;\n",
-       "          text-align: left;\n",
-       "    }    #T_3d7b2_ td {\n",
-       "          vertical-align: top;\n",
-       "          text-align: left;\n",
-       "    }#T_3d7b2_row0_col0,#T_3d7b2_row0_col1,#T_3d7b2_row0_col2,#T_3d7b2_row0_col3,#T_3d7b2_row0_col4,#T_3d7b2_row1_col0,#T_3d7b2_row1_col1,#T_3d7b2_row1_col2,#T_3d7b2_row1_col3,#T_3d7b2_row1_col4,#T_3d7b2_row2_col0,#T_3d7b2_row2_col1,#T_3d7b2_row2_col2,#T_3d7b2_row2_col3,#T_3d7b2_row2_col4,#T_3d7b2_row3_col0,#T_3d7b2_row3_col1,#T_3d7b2_row3_col2,#T_3d7b2_row3_col3,#T_3d7b2_row3_col4,#T_3d7b2_row4_col0,#T_3d7b2_row4_col1,#T_3d7b2_row4_col2,#T_3d7b2_row4_col3,#T_3d7b2_row4_col4,#T_3d7b2_row5_col0,#T_3d7b2_row5_col1,#T_3d7b2_row5_col2,#T_3d7b2_row5_col3,#T_3d7b2_row5_col4,#T_3d7b2_row6_col0,#T_3d7b2_row6_col1,#T_3d7b2_row6_col2,#T_3d7b2_row6_col3,#T_3d7b2_row6_col4,#T_3d7b2_row7_col0,#T_3d7b2_row7_col1,#T_3d7b2_row7_col2,#T_3d7b2_row7_col3,#T_3d7b2_row7_col4,#T_3d7b2_row8_col0,#T_3d7b2_row8_col1,#T_3d7b2_row8_col2,#T_3d7b2_row8_col3,#T_3d7b2_row8_col4,#T_3d7b2_row9_col0,#T_3d7b2_row9_col1,#T_3d7b2_row9_col2,#T_3d7b2_row9_col3,#T_3d7b2_row9_col4,#T_3d7b2_row10_col0,#T_3d7b2_row10_col1,#T_3d7b2_row10_col2,#T_3d7b2_row10_col3,#T_3d7b2_row10_col4,#T_3d7b2_row11_col0,#T_3d7b2_row11_col1,#T_3d7b2_row11_col2,#T_3d7b2_row11_col3,#T_3d7b2_row11_col4,#T_3d7b2_row12_col0,#T_3d7b2_row12_col1,#T_3d7b2_row12_col2,#T_3d7b2_row12_col3,#T_3d7b2_row12_col4,#T_3d7b2_row13_col0,#T_3d7b2_row13_col1,#T_3d7b2_row13_col2,#T_3d7b2_row13_col3,#T_3d7b2_row13_col4,#T_3d7b2_row14_col0,#T_3d7b2_row14_col1,#T_3d7b2_row14_col2,#T_3d7b2_row14_col3,#T_3d7b2_row14_col4,#T_3d7b2_row15_col0,#T_3d7b2_row15_col1,#T_3d7b2_row15_col2,#T_3d7b2_row15_col3,#T_3d7b2_row15_col4,#T_3d7b2_row16_col0,#T_3d7b2_row16_col1,#T_3d7b2_row16_col2,#T_3d7b2_row16_col3,#T_3d7b2_row16_col4,#T_3d7b2_row17_col0,#T_3d7b2_row17_col1,#T_3d7b2_row17_col2,#T_3d7b2_row17_col3,#T_3d7b2_row17_col4,#T_3d7b2_row18_col0,#T_3d7b2_row18_col1,#T_3d7b2_row18_col2,#T_3d7b2_row18_col3,#T_3d7b2_row18_col4,#T_3d7b2_row19_col0,#T_3d7b2_row19_col1,#T_3d7b2_row19_col2,#T_3d7b2_row19_col3,#T_3d7b2_row19_col4{\n",
-       "            font-family: monospace;\n",
-       "        }</style><table id=\"T_3d7b2_\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >Value</th>        <th class=\"col_heading level0 col1\" >Std Err</th>        <th class=\"col_heading level0 col2\" >t Stat</th>        <th class=\"col_heading level0 col3\" >Signif</th>        <th class=\"col_heading level0 col4\" >Null Value</th>        <th class=\"col_heading level0 col5\" >Constrained</th>    </tr></thead><tbody>\n",
-       "                <tr>\n",
-       "                        <th id=\"T_3d7b2_level0_row0\" class=\"row_heading level0 row0\" >-999</th>\n",
-       "                        <td id=\"T_3d7b2_row0_col0\" class=\"data row0 col0\" >-999.</td>\n",
-       "                        <td id=\"T_3d7b2_row0_col1\" class=\"data row0 col1\" > NA</td>\n",
-       "                        <td id=\"T_3d7b2_row0_col2\" class=\"data row0 col2\" > NA</td>\n",
-       "                        <td id=\"T_3d7b2_row0_col3\" class=\"data row0 col3\" ></td>\n",
-       "                        <td id=\"T_3d7b2_row0_col4\" class=\"data row0 col4\" >-999.00</td>\n",
-       "                        <td id=\"T_3d7b2_row0_col5\" class=\"data row0 col5\" >fixed value</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_3d7b2_level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
-       "                        <td id=\"T_3d7b2_row1_col0\" class=\"data row1 col0\" > 1.00</td>\n",
-       "                        <td id=\"T_3d7b2_row1_col1\" class=\"data row1 col1\" > NA</td>\n",
-       "                        <td id=\"T_3d7b2_row1_col2\" class=\"data row1 col2\" > NA</td>\n",
-       "                        <td id=\"T_3d7b2_row1_col3\" class=\"data row1 col3\" ></td>\n",
-       "                        <td id=\"T_3d7b2_row1_col4\" class=\"data row1 col4\" > 1.00</td>\n",
-       "                        <td id=\"T_3d7b2_row1_col5\" class=\"data row1 col5\" >fixed value</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_3d7b2_level0_row2\" class=\"row_heading level0 row2\" >coef_grade_dist_0_1</th>\n",
-       "                        <td id=\"T_3d7b2_row2_col0\" class=\"data row2 col0\" >-1.82</td>\n",
-       "                        <td id=\"T_3d7b2_row2_col1\" class=\"data row2 col1\" > 0.435</td>\n",
-       "                        <td id=\"T_3d7b2_row2_col2\" class=\"data row2 col2\" >-4.19</td>\n",
-       "                        <td id=\"T_3d7b2_row2_col3\" class=\"data row2 col3\" >***</td>\n",
-       "                        <td id=\"T_3d7b2_row2_col4\" class=\"data row2 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_3d7b2_row2_col5\" class=\"data row2 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_3d7b2_level0_row3\" class=\"row_heading level0 row3\" >coef_grade_dist_15_up</th>\n",
-       "                        <td id=\"T_3d7b2_row3_col0\" class=\"data row3 col0\" >-0.0460</td>\n",
-       "                        <td id=\"T_3d7b2_row3_col1\" class=\"data row3 col1\" > 4.66e-15</td>\n",
-       "                        <td id=\"T_3d7b2_row3_col2\" class=\"data row3 col2\" >-BIG</td>\n",
-       "                        <td id=\"T_3d7b2_row3_col3\" class=\"data row3 col3\" >***</td>\n",
-       "                        <td id=\"T_3d7b2_row3_col4\" class=\"data row3 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_3d7b2_row3_col5\" class=\"data row3 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_3d7b2_level0_row4\" class=\"row_heading level0 row4\" >coef_grade_dist_5_15</th>\n",
-       "                        <td id=\"T_3d7b2_row4_col0\" class=\"data row4 col0\" >-0.145</td>\n",
-       "                        <td id=\"T_3d7b2_row4_col1\" class=\"data row4 col1\" > 0.0638</td>\n",
-       "                        <td id=\"T_3d7b2_row4_col2\" class=\"data row4 col2\" >-2.27</td>\n",
-       "                        <td id=\"T_3d7b2_row4_col3\" class=\"data row4 col3\" >*</td>\n",
-       "                        <td id=\"T_3d7b2_row4_col4\" class=\"data row4 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_3d7b2_row4_col5\" class=\"data row4 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_3d7b2_level0_row5\" class=\"row_heading level0 row5\" >coef_high_dist_0_1</th>\n",
-       "                        <td id=\"T_3d7b2_row5_col0\" class=\"data row5 col0\" >-2.11</td>\n",
-       "                        <td id=\"T_3d7b2_row5_col1\" class=\"data row5 col1\" > 0.801</td>\n",
-       "                        <td id=\"T_3d7b2_row5_col2\" class=\"data row5 col2\" >-2.63</td>\n",
-       "                        <td id=\"T_3d7b2_row5_col3\" class=\"data row5 col3\" >**</td>\n",
-       "                        <td id=\"T_3d7b2_row5_col4\" class=\"data row5 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_3d7b2_row5_col5\" class=\"data row5 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_3d7b2_level0_row6\" class=\"row_heading level0 row6\" >coef_high_dist_15_up</th>\n",
-       "                        <td id=\"T_3d7b2_row6_col0\" class=\"data row6 col0\" >-0.188</td>\n",
-       "                        <td id=\"T_3d7b2_row6_col1\" class=\"data row6 col1\" > 3.34e-15</td>\n",
-       "                        <td id=\"T_3d7b2_row6_col2\" class=\"data row6 col2\" >-BIG</td>\n",
-       "                        <td id=\"T_3d7b2_row6_col3\" class=\"data row6 col3\" >***</td>\n",
-       "                        <td id=\"T_3d7b2_row6_col4\" class=\"data row6 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_3d7b2_row6_col5\" class=\"data row6 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_3d7b2_level0_row7\" class=\"row_heading level0 row7\" >coef_high_dist_5_15</th>\n",
-       "                        <td id=\"T_3d7b2_row7_col0\" class=\"data row7 col0\" >-0.102</td>\n",
-       "                        <td id=\"T_3d7b2_row7_col1\" class=\"data row7 col1\" > 0.143</td>\n",
-       "                        <td id=\"T_3d7b2_row7_col2\" class=\"data row7 col2\" >-0.71</td>\n",
-       "                        <td id=\"T_3d7b2_row7_col3\" class=\"data row7 col3\" ></td>\n",
-       "                        <td id=\"T_3d7b2_row7_col4\" class=\"data row7 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_3d7b2_row7_col5\" class=\"data row7 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_3d7b2_level0_row8\" class=\"row_heading level0 row8\" >coef_high_grade_dist_1_2</th>\n",
-       "                        <td id=\"T_3d7b2_row8_col0\" class=\"data row8 col0\" >-0.752</td>\n",
-       "                        <td id=\"T_3d7b2_row8_col1\" class=\"data row8 col1\" > 0.186</td>\n",
-       "                        <td id=\"T_3d7b2_row8_col2\" class=\"data row8 col2\" >-4.05</td>\n",
-       "                        <td id=\"T_3d7b2_row8_col3\" class=\"data row8 col3\" >***</td>\n",
-       "                        <td id=\"T_3d7b2_row8_col4\" class=\"data row8 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_3d7b2_row8_col5\" class=\"data row8 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_3d7b2_level0_row9\" class=\"row_heading level0 row9\" >coef_high_grade_dist_2_5</th>\n",
-       "                        <td id=\"T_3d7b2_row9_col0\" class=\"data row9 col0\" >-0.667</td>\n",
-       "                        <td id=\"T_3d7b2_row9_col1\" class=\"data row9 col1\" > 0.0510</td>\n",
-       "                        <td id=\"T_3d7b2_row9_col2\" class=\"data row9 col2\" >-13.09</td>\n",
-       "                        <td id=\"T_3d7b2_row9_col3\" class=\"data row9 col3\" >***</td>\n",
-       "                        <td id=\"T_3d7b2_row9_col4\" class=\"data row9 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_3d7b2_row9_col5\" class=\"data row9 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_3d7b2_level0_row10\" class=\"row_heading level0 row10\" >coef_mode_logsum</th>\n",
-       "                        <td id=\"T_3d7b2_row10_col0\" class=\"data row10 col0\" > 0.372</td>\n",
-       "                        <td id=\"T_3d7b2_row10_col1\" class=\"data row10 col1\" > 0.0461</td>\n",
-       "                        <td id=\"T_3d7b2_row10_col2\" class=\"data row10 col2\" > 8.08</td>\n",
-       "                        <td id=\"T_3d7b2_row10_col3\" class=\"data row10 col3\" >***</td>\n",
-       "                        <td id=\"T_3d7b2_row10_col4\" class=\"data row10 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_3d7b2_row10_col5\" class=\"data row10 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_3d7b2_level0_row11\" class=\"row_heading level0 row11\" >coef_univ_dist_0_1</th>\n",
-       "                        <td id=\"T_3d7b2_row11_col0\" class=\"data row11 col0\" >-3.31</td>\n",
-       "                        <td id=\"T_3d7b2_row11_col1\" class=\"data row11 col1\" > 0.740</td>\n",
-       "                        <td id=\"T_3d7b2_row11_col2\" class=\"data row11 col2\" >-4.47</td>\n",
-       "                        <td id=\"T_3d7b2_row11_col3\" class=\"data row11 col3\" >***</td>\n",
-       "                        <td id=\"T_3d7b2_row11_col4\" class=\"data row11 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_3d7b2_row11_col5\" class=\"data row11 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_3d7b2_level0_row12\" class=\"row_heading level0 row12\" >coef_univ_dist_15_up</th>\n",
-       "                        <td id=\"T_3d7b2_row12_col0\" class=\"data row12 col0\" >-0.0730</td>\n",
-       "                        <td id=\"T_3d7b2_row12_col1\" class=\"data row12 col1\" > 3.48e-16</td>\n",
-       "                        <td id=\"T_3d7b2_row12_col2\" class=\"data row12 col2\" >-BIG</td>\n",
-       "                        <td id=\"T_3d7b2_row12_col3\" class=\"data row12 col3\" >***</td>\n",
-       "                        <td id=\"T_3d7b2_row12_col4\" class=\"data row12 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_3d7b2_row12_col5\" class=\"data row12 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_3d7b2_level0_row13\" class=\"row_heading level0 row13\" >coef_univ_dist_1_2</th>\n",
-       "                        <td id=\"T_3d7b2_row13_col0\" class=\"data row13 col0\" >-2.88</td>\n",
-       "                        <td id=\"T_3d7b2_row13_col1\" class=\"data row13 col1\" > 0.299</td>\n",
-       "                        <td id=\"T_3d7b2_row13_col2\" class=\"data row13 col2\" >-9.64</td>\n",
-       "                        <td id=\"T_3d7b2_row13_col3\" class=\"data row13 col3\" >***</td>\n",
-       "                        <td id=\"T_3d7b2_row13_col4\" class=\"data row13 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_3d7b2_row13_col5\" class=\"data row13 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_3d7b2_level0_row14\" class=\"row_heading level0 row14\" >coef_univ_dist_2_5</th>\n",
-       "                        <td id=\"T_3d7b2_row14_col0\" class=\"data row14 col0\" >-0.456</td>\n",
-       "                        <td id=\"T_3d7b2_row14_col1\" class=\"data row14 col1\" > 0.0773</td>\n",
-       "                        <td id=\"T_3d7b2_row14_col2\" class=\"data row14 col2\" >-5.90</td>\n",
-       "                        <td id=\"T_3d7b2_row14_col3\" class=\"data row14 col3\" >***</td>\n",
-       "                        <td id=\"T_3d7b2_row14_col4\" class=\"data row14 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_3d7b2_row14_col5\" class=\"data row14 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_3d7b2_level0_row15\" class=\"row_heading level0 row15\" >coef_univ_dist_5_15</th>\n",
-       "                        <td id=\"T_3d7b2_row15_col0\" class=\"data row15 col0\" >-0.573</td>\n",
-       "                        <td id=\"T_3d7b2_row15_col1\" class=\"data row15 col1\" > 0.0938</td>\n",
-       "                        <td id=\"T_3d7b2_row15_col2\" class=\"data row15 col2\" >-6.11</td>\n",
-       "                        <td id=\"T_3d7b2_row15_col3\" class=\"data row15 col3\" >***</td>\n",
-       "                        <td id=\"T_3d7b2_row15_col4\" class=\"data row15 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_3d7b2_row15_col5\" class=\"data row15 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_3d7b2_level0_row16\" class=\"row_heading level0 row16\" >gradeschool_AGE0519</th>\n",
-       "                        <td id=\"T_3d7b2_row16_col0\" class=\"data row16 col0\" > 0.00</td>\n",
-       "                        <td id=\"T_3d7b2_row16_col1\" class=\"data row16 col1\" > NA</td>\n",
-       "                        <td id=\"T_3d7b2_row16_col2\" class=\"data row16 col2\" > NA</td>\n",
-       "                        <td id=\"T_3d7b2_row16_col3\" class=\"data row16 col3\" ></td>\n",
-       "                        <td id=\"T_3d7b2_row16_col4\" class=\"data row16 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_3d7b2_row16_col5\" class=\"data row16 col5\" >fixed value</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_3d7b2_level0_row17\" class=\"row_heading level0 row17\" >highschool_HSENROLL</th>\n",
-       "                        <td id=\"T_3d7b2_row17_col0\" class=\"data row17 col0\" > 0.00</td>\n",
-       "                        <td id=\"T_3d7b2_row17_col1\" class=\"data row17 col1\" > NA</td>\n",
-       "                        <td id=\"T_3d7b2_row17_col2\" class=\"data row17 col2\" > NA</td>\n",
-       "                        <td id=\"T_3d7b2_row17_col3\" class=\"data row17 col3\" ></td>\n",
-       "                        <td id=\"T_3d7b2_row17_col4\" class=\"data row17 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_3d7b2_row17_col5\" class=\"data row17 col5\" >fixed value</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_3d7b2_level0_row18\" class=\"row_heading level0 row18\" >university_COLLFTE</th>\n",
-       "                        <td id=\"T_3d7b2_row18_col0\" class=\"data row18 col0\" >-0.524</td>\n",
-       "                        <td id=\"T_3d7b2_row18_col1\" class=\"data row18 col1\" > NA</td>\n",
-       "                        <td id=\"T_3d7b2_row18_col2\" class=\"data row18 col2\" > NA</td>\n",
-       "                        <td id=\"T_3d7b2_row18_col3\" class=\"data row18 col3\" ></td>\n",
-       "                        <td id=\"T_3d7b2_row18_col4\" class=\"data row18 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_3d7b2_row18_col5\" class=\"data row18 col5\" >fixed value</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_3d7b2_level0_row19\" class=\"row_heading level0 row19\" >university_COLLPTE</th>\n",
-       "                        <td id=\"T_3d7b2_row19_col0\" class=\"data row19 col0\" >-1.21</td>\n",
-       "                        <td id=\"T_3d7b2_row19_col1\" class=\"data row19 col1\" > 0.314</td>\n",
-       "                        <td id=\"T_3d7b2_row19_col2\" class=\"data row19 col2\" >-3.85</td>\n",
-       "                        <td id=\"T_3d7b2_row19_col3\" class=\"data row19 col3\" >***</td>\n",
-       "                        <td id=\"T_3d7b2_row19_col4\" class=\"data row19 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_3d7b2_row19_col5\" class=\"data row19 col5\" ></td>\n",
-       "            </tr>\n",
-       "    </tbody></table>"
+       "<style type=\"text/css\">\n",
+       "#T_b4d48 th {\n",
+       "  vertical-align: top;\n",
+       "  text-align: left;\n",
+       "}\n",
+       "#T_b4d48 td {\n",
+       "  vertical-align: top;\n",
+       "  text-align: left;\n",
+       "}\n",
+       "#T_b4d48_row0_col0, #T_b4d48_row0_col1, #T_b4d48_row0_col2, #T_b4d48_row0_col3, #T_b4d48_row0_col4, #T_b4d48_row1_col0, #T_b4d48_row1_col1, #T_b4d48_row1_col2, #T_b4d48_row1_col3, #T_b4d48_row1_col4, #T_b4d48_row2_col0, #T_b4d48_row2_col1, #T_b4d48_row2_col2, #T_b4d48_row2_col3, #T_b4d48_row2_col4, #T_b4d48_row3_col0, #T_b4d48_row3_col1, #T_b4d48_row3_col2, #T_b4d48_row3_col3, #T_b4d48_row3_col4, #T_b4d48_row4_col0, #T_b4d48_row4_col1, #T_b4d48_row4_col2, #T_b4d48_row4_col3, #T_b4d48_row4_col4, #T_b4d48_row5_col0, #T_b4d48_row5_col1, #T_b4d48_row5_col2, #T_b4d48_row5_col3, #T_b4d48_row5_col4, #T_b4d48_row6_col0, #T_b4d48_row6_col1, #T_b4d48_row6_col2, #T_b4d48_row6_col3, #T_b4d48_row6_col4, #T_b4d48_row7_col0, #T_b4d48_row7_col1, #T_b4d48_row7_col2, #T_b4d48_row7_col3, #T_b4d48_row7_col4, #T_b4d48_row8_col0, #T_b4d48_row8_col1, #T_b4d48_row8_col2, #T_b4d48_row8_col3, #T_b4d48_row8_col4, #T_b4d48_row9_col0, #T_b4d48_row9_col1, #T_b4d48_row9_col2, #T_b4d48_row9_col3, #T_b4d48_row9_col4, #T_b4d48_row10_col0, #T_b4d48_row10_col1, #T_b4d48_row10_col2, #T_b4d48_row10_col3, #T_b4d48_row10_col4, #T_b4d48_row11_col0, #T_b4d48_row11_col1, #T_b4d48_row11_col2, #T_b4d48_row11_col3, #T_b4d48_row11_col4, #T_b4d48_row12_col0, #T_b4d48_row12_col1, #T_b4d48_row12_col2, #T_b4d48_row12_col3, #T_b4d48_row12_col4, #T_b4d48_row13_col0, #T_b4d48_row13_col1, #T_b4d48_row13_col2, #T_b4d48_row13_col3, #T_b4d48_row13_col4, #T_b4d48_row14_col0, #T_b4d48_row14_col1, #T_b4d48_row14_col2, #T_b4d48_row14_col3, #T_b4d48_row14_col4, #T_b4d48_row15_col0, #T_b4d48_row15_col1, #T_b4d48_row15_col2, #T_b4d48_row15_col3, #T_b4d48_row15_col4, #T_b4d48_row16_col0, #T_b4d48_row16_col1, #T_b4d48_row16_col2, #T_b4d48_row16_col3, #T_b4d48_row16_col4, #T_b4d48_row17_col0, #T_b4d48_row17_col1, #T_b4d48_row17_col2, #T_b4d48_row17_col3, #T_b4d48_row17_col4, #T_b4d48_row18_col0, #T_b4d48_row18_col1, #T_b4d48_row18_col2, #T_b4d48_row18_col3, #T_b4d48_row18_col4, #T_b4d48_row19_col0, #T_b4d48_row19_col1, #T_b4d48_row19_col2, #T_b4d48_row19_col3, #T_b4d48_row19_col4 {\n",
+       "  font-family: monospace;\n",
+       "}\n",
+       "</style>\n",
+       "<table id=\"T_b4d48\">\n",
+       "  <thead>\n",
+       "    <tr>\n",
+       "      <th class=\"blank level0\" >&nbsp;</th>\n",
+       "      <th id=\"T_b4d48_level0_col0\" class=\"col_heading level0 col0\" >Value</th>\n",
+       "      <th id=\"T_b4d48_level0_col1\" class=\"col_heading level0 col1\" >Std Err</th>\n",
+       "      <th id=\"T_b4d48_level0_col2\" class=\"col_heading level0 col2\" >t Stat</th>\n",
+       "      <th id=\"T_b4d48_level0_col3\" class=\"col_heading level0 col3\" >Signif</th>\n",
+       "      <th id=\"T_b4d48_level0_col4\" class=\"col_heading level0 col4\" >Null Value</th>\n",
+       "      <th id=\"T_b4d48_level0_col5\" class=\"col_heading level0 col5\" >Constrained</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th class=\"index_name level0\" >Parameter</th>\n",
+       "      <th class=\"blank col0\" >&nbsp;</th>\n",
+       "      <th class=\"blank col1\" >&nbsp;</th>\n",
+       "      <th class=\"blank col2\" >&nbsp;</th>\n",
+       "      <th class=\"blank col3\" >&nbsp;</th>\n",
+       "      <th class=\"blank col4\" >&nbsp;</th>\n",
+       "      <th class=\"blank col5\" >&nbsp;</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th id=\"T_b4d48_level0_row0\" class=\"row_heading level0 row0\" >-999</th>\n",
+       "      <td id=\"T_b4d48_row0_col0\" class=\"data row0 col0\" >-999.</td>\n",
+       "      <td id=\"T_b4d48_row0_col1\" class=\"data row0 col1\" > 0.00</td>\n",
+       "      <td id=\"T_b4d48_row0_col2\" class=\"data row0 col2\" > NA</td>\n",
+       "      <td id=\"T_b4d48_row0_col3\" class=\"data row0 col3\" ></td>\n",
+       "      <td id=\"T_b4d48_row0_col4\" class=\"data row0 col4\" > 0.00</td>\n",
+       "      <td id=\"T_b4d48_row0_col5\" class=\"data row0 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_b4d48_level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
+       "      <td id=\"T_b4d48_row1_col0\" class=\"data row1 col0\" > 1.00</td>\n",
+       "      <td id=\"T_b4d48_row1_col1\" class=\"data row1 col1\" > 0.00</td>\n",
+       "      <td id=\"T_b4d48_row1_col2\" class=\"data row1 col2\" > NA</td>\n",
+       "      <td id=\"T_b4d48_row1_col3\" class=\"data row1 col3\" ></td>\n",
+       "      <td id=\"T_b4d48_row1_col4\" class=\"data row1 col4\" > 0.00</td>\n",
+       "      <td id=\"T_b4d48_row1_col5\" class=\"data row1 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_b4d48_level0_row2\" class=\"row_heading level0 row2\" >coef_grade_dist_0_1</th>\n",
+       "      <td id=\"T_b4d48_row2_col0\" class=\"data row2 col0\" >-1.89</td>\n",
+       "      <td id=\"T_b4d48_row2_col1\" class=\"data row2 col1\" > 0.0843</td>\n",
+       "      <td id=\"T_b4d48_row2_col2\" class=\"data row2 col2\" >-22.37</td>\n",
+       "      <td id=\"T_b4d48_row2_col3\" class=\"data row2 col3\" >***</td>\n",
+       "      <td id=\"T_b4d48_row2_col4\" class=\"data row2 col4\" > 0.00</td>\n",
+       "      <td id=\"T_b4d48_row2_col5\" class=\"data row2 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_b4d48_level0_row3\" class=\"row_heading level0 row3\" >coef_grade_dist_15_up</th>\n",
+       "      <td id=\"T_b4d48_row3_col0\" class=\"data row3 col0\" >-0.104</td>\n",
+       "      <td id=\"T_b4d48_row3_col1\" class=\"data row3 col1\" > 0.00536</td>\n",
+       "      <td id=\"T_b4d48_row3_col2\" class=\"data row3 col2\" >-19.34</td>\n",
+       "      <td id=\"T_b4d48_row3_col3\" class=\"data row3 col3\" >***</td>\n",
+       "      <td id=\"T_b4d48_row3_col4\" class=\"data row3 col4\" > 0.00</td>\n",
+       "      <td id=\"T_b4d48_row3_col5\" class=\"data row3 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_b4d48_level0_row4\" class=\"row_heading level0 row4\" >coef_grade_dist_5_15</th>\n",
+       "      <td id=\"T_b4d48_row4_col0\" class=\"data row4 col0\" >-0.285</td>\n",
+       "      <td id=\"T_b4d48_row4_col1\" class=\"data row4 col1\" > 0.00724</td>\n",
+       "      <td id=\"T_b4d48_row4_col2\" class=\"data row4 col2\" >-39.45</td>\n",
+       "      <td id=\"T_b4d48_row4_col3\" class=\"data row4 col3\" >***</td>\n",
+       "      <td id=\"T_b4d48_row4_col4\" class=\"data row4 col4\" > 0.00</td>\n",
+       "      <td id=\"T_b4d48_row4_col5\" class=\"data row4 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_b4d48_level0_row5\" class=\"row_heading level0 row5\" >coef_high_dist_0_1</th>\n",
+       "      <td id=\"T_b4d48_row5_col0\" class=\"data row5 col0\" >-0.870</td>\n",
+       "      <td id=\"T_b4d48_row5_col1\" class=\"data row5 col1\" > 0.302</td>\n",
+       "      <td id=\"T_b4d48_row5_col2\" class=\"data row5 col2\" >-2.88</td>\n",
+       "      <td id=\"T_b4d48_row5_col3\" class=\"data row5 col3\" >**</td>\n",
+       "      <td id=\"T_b4d48_row5_col4\" class=\"data row5 col4\" > 0.00</td>\n",
+       "      <td id=\"T_b4d48_row5_col5\" class=\"data row5 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_b4d48_level0_row6\" class=\"row_heading level0 row6\" >coef_high_dist_15_up</th>\n",
+       "      <td id=\"T_b4d48_row6_col0\" class=\"data row6 col0\" >-0.233</td>\n",
+       "      <td id=\"T_b4d48_row6_col1\" class=\"data row6 col1\" > 0.0225</td>\n",
+       "      <td id=\"T_b4d48_row6_col2\" class=\"data row6 col2\" >-10.36</td>\n",
+       "      <td id=\"T_b4d48_row6_col3\" class=\"data row6 col3\" >***</td>\n",
+       "      <td id=\"T_b4d48_row6_col4\" class=\"data row6 col4\" > 0.00</td>\n",
+       "      <td id=\"T_b4d48_row6_col5\" class=\"data row6 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_b4d48_level0_row7\" class=\"row_heading level0 row7\" >coef_high_dist_5_15</th>\n",
+       "      <td id=\"T_b4d48_row7_col0\" class=\"data row7 col0\" >-0.286</td>\n",
+       "      <td id=\"T_b4d48_row7_col1\" class=\"data row7 col1\" > 0.0124</td>\n",
+       "      <td id=\"T_b4d48_row7_col2\" class=\"data row7 col2\" >-23.10</td>\n",
+       "      <td id=\"T_b4d48_row7_col3\" class=\"data row7 col3\" >***</td>\n",
+       "      <td id=\"T_b4d48_row7_col4\" class=\"data row7 col4\" > 0.00</td>\n",
+       "      <td id=\"T_b4d48_row7_col5\" class=\"data row7 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_b4d48_level0_row8\" class=\"row_heading level0 row8\" >coef_high_grade_dist_1_2</th>\n",
+       "      <td id=\"T_b4d48_row8_col0\" class=\"data row8 col0\" >-0.932</td>\n",
+       "      <td id=\"T_b4d48_row8_col1\" class=\"data row8 col1\" > 0.0424</td>\n",
+       "      <td id=\"T_b4d48_row8_col2\" class=\"data row8 col2\" >-22.00</td>\n",
+       "      <td id=\"T_b4d48_row8_col3\" class=\"data row8 col3\" >***</td>\n",
+       "      <td id=\"T_b4d48_row8_col4\" class=\"data row8 col4\" > 0.00</td>\n",
+       "      <td id=\"T_b4d48_row8_col5\" class=\"data row8 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_b4d48_level0_row9\" class=\"row_heading level0 row9\" >coef_high_grade_dist_2_5</th>\n",
+       "      <td id=\"T_b4d48_row9_col0\" class=\"data row9 col0\" >-0.695</td>\n",
+       "      <td id=\"T_b4d48_row9_col1\" class=\"data row9 col1\" > 0.0138</td>\n",
+       "      <td id=\"T_b4d48_row9_col2\" class=\"data row9 col2\" >-50.31</td>\n",
+       "      <td id=\"T_b4d48_row9_col3\" class=\"data row9 col3\" >***</td>\n",
+       "      <td id=\"T_b4d48_row9_col4\" class=\"data row9 col4\" > 0.00</td>\n",
+       "      <td id=\"T_b4d48_row9_col5\" class=\"data row9 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_b4d48_level0_row10\" class=\"row_heading level0 row10\" >coef_mode_logsum</th>\n",
+       "      <td id=\"T_b4d48_row10_col0\" class=\"data row10 col0\" > 0.0750</td>\n",
+       "      <td id=\"T_b4d48_row10_col1\" class=\"data row10 col1\" > 0.0118</td>\n",
+       "      <td id=\"T_b4d48_row10_col2\" class=\"data row10 col2\" > 6.35</td>\n",
+       "      <td id=\"T_b4d48_row10_col3\" class=\"data row10 col3\" >***</td>\n",
+       "      <td id=\"T_b4d48_row10_col4\" class=\"data row10 col4\" > 0.00</td>\n",
+       "      <td id=\"T_b4d48_row10_col5\" class=\"data row10 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_b4d48_level0_row11\" class=\"row_heading level0 row11\" >coef_univ_dist_0_1</th>\n",
+       "      <td id=\"T_b4d48_row11_col0\" class=\"data row11 col0\" >-2.78</td>\n",
+       "      <td id=\"T_b4d48_row11_col1\" class=\"data row11 col1\" > 0.391</td>\n",
+       "      <td id=\"T_b4d48_row11_col2\" class=\"data row11 col2\" >-7.11</td>\n",
+       "      <td id=\"T_b4d48_row11_col3\" class=\"data row11 col3\" >***</td>\n",
+       "      <td id=\"T_b4d48_row11_col4\" class=\"data row11 col4\" > 0.00</td>\n",
+       "      <td id=\"T_b4d48_row11_col5\" class=\"data row11 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_b4d48_level0_row12\" class=\"row_heading level0 row12\" >coef_univ_dist_15_up</th>\n",
+       "      <td id=\"T_b4d48_row12_col0\" class=\"data row12 col0\" >-0.145</td>\n",
+       "      <td id=\"T_b4d48_row12_col1\" class=\"data row12 col1\" > 0.0105</td>\n",
+       "      <td id=\"T_b4d48_row12_col2\" class=\"data row12 col2\" >-13.85</td>\n",
+       "      <td id=\"T_b4d48_row12_col3\" class=\"data row12 col3\" >***</td>\n",
+       "      <td id=\"T_b4d48_row12_col4\" class=\"data row12 col4\" > 0.00</td>\n",
+       "      <td id=\"T_b4d48_row12_col5\" class=\"data row12 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_b4d48_level0_row13\" class=\"row_heading level0 row13\" >coef_univ_dist_1_2</th>\n",
+       "      <td id=\"T_b4d48_row13_col0\" class=\"data row13 col0\" >-3.08</td>\n",
+       "      <td id=\"T_b4d48_row13_col1\" class=\"data row13 col1\" > 0.168</td>\n",
+       "      <td id=\"T_b4d48_row13_col2\" class=\"data row13 col2\" >-18.34</td>\n",
+       "      <td id=\"T_b4d48_row13_col3\" class=\"data row13 col3\" >***</td>\n",
+       "      <td id=\"T_b4d48_row13_col4\" class=\"data row13 col4\" > 0.00</td>\n",
+       "      <td id=\"T_b4d48_row13_col5\" class=\"data row13 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_b4d48_level0_row14\" class=\"row_heading level0 row14\" >coef_univ_dist_2_5</th>\n",
+       "      <td id=\"T_b4d48_row14_col0\" class=\"data row14 col0\" >-0.668</td>\n",
+       "      <td id=\"T_b4d48_row14_col1\" class=\"data row14 col1\" > 0.0383</td>\n",
+       "      <td id=\"T_b4d48_row14_col2\" class=\"data row14 col2\" >-17.46</td>\n",
+       "      <td id=\"T_b4d48_row14_col3\" class=\"data row14 col3\" >***</td>\n",
+       "      <td id=\"T_b4d48_row14_col4\" class=\"data row14 col4\" > 0.00</td>\n",
+       "      <td id=\"T_b4d48_row14_col5\" class=\"data row14 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_b4d48_level0_row15\" class=\"row_heading level0 row15\" >coef_univ_dist_5_15</th>\n",
+       "      <td id=\"T_b4d48_row15_col0\" class=\"data row15 col0\" >-0.563</td>\n",
+       "      <td id=\"T_b4d48_row15_col1\" class=\"data row15 col1\" > 0.0167</td>\n",
+       "      <td id=\"T_b4d48_row15_col2\" class=\"data row15 col2\" >-33.63</td>\n",
+       "      <td id=\"T_b4d48_row15_col3\" class=\"data row15 col3\" >***</td>\n",
+       "      <td id=\"T_b4d48_row15_col4\" class=\"data row15 col4\" > 0.00</td>\n",
+       "      <td id=\"T_b4d48_row15_col5\" class=\"data row15 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_b4d48_level0_row16\" class=\"row_heading level0 row16\" >gradeschool_AGE0519</th>\n",
+       "      <td id=\"T_b4d48_row16_col0\" class=\"data row16 col0\" > 0.00</td>\n",
+       "      <td id=\"T_b4d48_row16_col1\" class=\"data row16 col1\" > 0.00</td>\n",
+       "      <td id=\"T_b4d48_row16_col2\" class=\"data row16 col2\" > NA</td>\n",
+       "      <td id=\"T_b4d48_row16_col3\" class=\"data row16 col3\" ></td>\n",
+       "      <td id=\"T_b4d48_row16_col4\" class=\"data row16 col4\" > 0.00</td>\n",
+       "      <td id=\"T_b4d48_row16_col5\" class=\"data row16 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_b4d48_level0_row17\" class=\"row_heading level0 row17\" >highschool_HSENROLL</th>\n",
+       "      <td id=\"T_b4d48_row17_col0\" class=\"data row17 col0\" > 0.00</td>\n",
+       "      <td id=\"T_b4d48_row17_col1\" class=\"data row17 col1\" > 0.00</td>\n",
+       "      <td id=\"T_b4d48_row17_col2\" class=\"data row17 col2\" > NA</td>\n",
+       "      <td id=\"T_b4d48_row17_col3\" class=\"data row17 col3\" ></td>\n",
+       "      <td id=\"T_b4d48_row17_col4\" class=\"data row17 col4\" > 0.00</td>\n",
+       "      <td id=\"T_b4d48_row17_col5\" class=\"data row17 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_b4d48_level0_row18\" class=\"row_heading level0 row18\" >university_COLLFTE</th>\n",
+       "      <td id=\"T_b4d48_row18_col0\" class=\"data row18 col0\" >-0.524</td>\n",
+       "      <td id=\"T_b4d48_row18_col1\" class=\"data row18 col1\" > 0.00</td>\n",
+       "      <td id=\"T_b4d48_row18_col2\" class=\"data row18 col2\" > NA</td>\n",
+       "      <td id=\"T_b4d48_row18_col3\" class=\"data row18 col3\" ></td>\n",
+       "      <td id=\"T_b4d48_row18_col4\" class=\"data row18 col4\" > 0.00</td>\n",
+       "      <td id=\"T_b4d48_row18_col5\" class=\"data row18 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_b4d48_level0_row19\" class=\"row_heading level0 row19\" >university_COLLPTE</th>\n",
+       "      <td id=\"T_b4d48_row19_col0\" class=\"data row19 col0\" >-0.901</td>\n",
+       "      <td id=\"T_b4d48_row19_col1\" class=\"data row19 col1\" > 0.0959</td>\n",
+       "      <td id=\"T_b4d48_row19_col2\" class=\"data row19 col2\" >-9.39</td>\n",
+       "      <td id=\"T_b4d48_row19_col3\" class=\"data row19 col3\" >***</td>\n",
+       "      <td id=\"T_b4d48_row19_col4\" class=\"data row19 col4\" > 0.00</td>\n",
+       "      <td id=\"T_b4d48_row19_col5\" class=\"data row19 col5\" ></td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n"
       ],
       "text/plain": [
-       "<pandas.io.formats.style.Styler at 0x7f8350030c40>"
+       "<pandas.io.formats.style.Styler at 0x177dfe7d0>"
       ]
      },
-     "execution_count": 12,
+     "execution_count": 14,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2226,6 +2355,29 @@
     "model.parameter_summary()"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div><table><thead><tr><th>Statistic</th><th>Aggregate</th><th>Per Case</th></tr></thead><tbody><tr><td>Number of Cases</td><td colspan=\"2\">14989</td></tr><tr><td>Log Likelihood at Convergence</td><td>-30424.70</td><td>-2.03</td></tr><tr><td>Log Likelihood at Null Parameters</td><td>-71673.19</td><td>-4.78</td></tr><tr><td>Rho Squared w.r.t. Null Parameters</td><td colspan=\"2\">0.576</td></tr></tbody></table></div>"
+      ],
+      "text/plain": [
+       "<xmle.Elem 'div' with 1 children>"
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "model.estimation_statistics()"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {
@@ -2238,7 +2390,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 16,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2255,7 +2407,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 17,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2274,7 +2426,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 18,
    "metadata": {},
    "outputs": [
     {
@@ -2391,8 +2543,8 @@
        "      <td>0.000000</td>\n",
        "      <td>0.000</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.664760</td>\n",
-       "      <td>0.335240</td>\n",
+       "      <td>0.593032</td>\n",
+       "      <td>0.406968</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5</th>\n",
@@ -2700,7 +2852,7 @@
        "1   0.139139  0.008008  0.210210    0.000  0.000000  0.000000  0.000000  \n",
        "2   0.154000  0.006000  0.239000    0.000  0.000000  0.000000  0.000000  \n",
        "3   0.146000  0.004000  0.246000    0.000  0.000000  0.000000  0.000000  \n",
-       "4   0.000000  0.000000  0.000000    0.000  0.000000  0.664760  0.335240  \n",
+       "4   0.000000  0.000000  0.000000    0.000  0.000000  0.593032  0.406968  \n",
        "5   0.000000  0.000000  0.000000    1.000  0.000000  0.000000  0.000000  \n",
        "6   0.000000  0.000000  0.000000    0.000  1.000000  0.000000  0.000000  \n",
        "7   0.000000  0.000000  0.000000    0.465  0.166000  0.000000  0.000000  \n",
@@ -2720,7 +2872,7 @@
        "21  0.000000  0.000000  0.000000    0.000  0.000000  0.591409  0.407592  "
       ]
      },
-     "execution_count": 15,
+     "execution_count": 18,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2741,7 +2893,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 19,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2765,7 +2917,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 20,
    "metadata": {},
    "outputs": [
     {
@@ -2798,85 +2950,85 @@
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td>coef_univ_dist_0_1</td>\n",
-       "      <td>-3.311744</td>\n",
+       "      <td>-2.780799</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>coef_univ_dist_1_2</td>\n",
-       "      <td>-2.878224</td>\n",
+       "      <td>-3.082102</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>coef_univ_dist_2_5</td>\n",
-       "      <td>-0.456009</td>\n",
+       "      <td>-0.668470</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td>coef_univ_dist_5_15</td>\n",
-       "      <td>-0.572553</td>\n",
+       "      <td>-0.563338</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
        "      <td>coef_univ_dist_15_up</td>\n",
-       "      <td>-0.073000</td>\n",
+       "      <td>-0.145257</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5</th>\n",
        "      <td>coef_high_dist_0_1</td>\n",
-       "      <td>-2.106211</td>\n",
+       "      <td>-0.869799</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6</th>\n",
        "      <td>coef_high_grade_dist_1_2</td>\n",
-       "      <td>-0.751852</td>\n",
+       "      <td>-0.931692</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>7</th>\n",
        "      <td>coef_high_grade_dist_2_5</td>\n",
-       "      <td>-0.667119</td>\n",
+       "      <td>-0.694687</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>8</th>\n",
        "      <td>coef_high_dist_5_15</td>\n",
-       "      <td>-0.101747</td>\n",
+       "      <td>-0.285690</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>9</th>\n",
        "      <td>coef_high_dist_15_up</td>\n",
-       "      <td>-0.188200</td>\n",
+       "      <td>-0.233127</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>10</th>\n",
        "      <td>coef_grade_dist_0_1</td>\n",
-       "      <td>-1.824840</td>\n",
+       "      <td>-1.886212</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>11</th>\n",
        "      <td>coef_grade_dist_5_15</td>\n",
-       "      <td>-0.144663</td>\n",
+       "      <td>-0.285452</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>12</th>\n",
        "      <td>coef_grade_dist_15_up</td>\n",
-       "      <td>-0.046000</td>\n",
+       "      <td>-0.103616</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>13</th>\n",
        "      <td>coef_mode_logsum</td>\n",
-       "      <td>0.372245</td>\n",
+       "      <td>0.074994</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
@@ -2885,23 +3037,23 @@
       ],
       "text/plain": [
        "            coefficient_name     value constrain\n",
-       "0         coef_univ_dist_0_1 -3.311744         F\n",
-       "1         coef_univ_dist_1_2 -2.878224         F\n",
-       "2         coef_univ_dist_2_5 -0.456009         F\n",
-       "3        coef_univ_dist_5_15 -0.572553         F\n",
-       "4       coef_univ_dist_15_up -0.073000         F\n",
-       "5         coef_high_dist_0_1 -2.106211         F\n",
-       "6   coef_high_grade_dist_1_2 -0.751852         F\n",
-       "7   coef_high_grade_dist_2_5 -0.667119         F\n",
-       "8        coef_high_dist_5_15 -0.101747         F\n",
-       "9       coef_high_dist_15_up -0.188200         F\n",
-       "10       coef_grade_dist_0_1 -1.824840         F\n",
-       "11      coef_grade_dist_5_15 -0.144663         F\n",
-       "12     coef_grade_dist_15_up -0.046000         F\n",
-       "13          coef_mode_logsum  0.372245         F"
+       "0         coef_univ_dist_0_1 -2.780799         F\n",
+       "1         coef_univ_dist_1_2 -3.082102         F\n",
+       "2         coef_univ_dist_2_5 -0.668470         F\n",
+       "3        coef_univ_dist_5_15 -0.563338         F\n",
+       "4       coef_univ_dist_15_up -0.145257         F\n",
+       "5         coef_high_dist_0_1 -0.869799         F\n",
+       "6   coef_high_grade_dist_1_2 -0.931692         F\n",
+       "7   coef_high_grade_dist_2_5 -0.694687         F\n",
+       "8        coef_high_dist_5_15 -0.285690         F\n",
+       "9       coef_high_dist_15_up -0.233127         F\n",
+       "10       coef_grade_dist_0_1 -1.886212         F\n",
+       "11      coef_grade_dist_5_15 -0.285452         F\n",
+       "12     coef_grade_dist_15_up -0.103616         F\n",
+       "13          coef_mode_logsum  0.074994         F"
       ]
      },
-     "execution_count": 17,
+     "execution_count": 20,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2912,7 +3064,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 21,
    "metadata": {},
    "outputs": [
     {
@@ -3035,8 +3187,8 @@
        "      <td>0.000000</td>\n",
        "      <td>0.000</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.664760</td>\n",
-       "      <td>0.335240</td>\n",
+       "      <td>0.593032</td>\n",
+       "      <td>0.406968</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5</th>\n",
@@ -3361,7 +3513,7 @@
        "1   0.325325  0.139139  0.008008  0.210210    0.000  0.000000  0.000000   \n",
        "2   0.284000  0.154000  0.006000  0.239000    0.000  0.000000  0.000000   \n",
        "3   0.241000  0.146000  0.004000  0.246000    0.000  0.000000  0.000000   \n",
-       "4   0.000000  0.000000  0.000000  0.000000    0.000  0.000000  0.664760   \n",
+       "4   0.000000  0.000000  0.000000  0.000000    0.000  0.000000  0.593032   \n",
        "5   0.000000  0.000000  0.000000  0.000000    1.000  0.000000  0.000000   \n",
        "6   0.000000  0.000000  0.000000  0.000000    0.000  1.000000  0.000000   \n",
        "7   0.144000  0.000000  0.000000  0.000000    0.465  0.166000  0.000000   \n",
@@ -3385,7 +3537,7 @@
        "1   0.000000  \n",
        "2   0.000000  \n",
        "3   0.000000  \n",
-       "4   0.335240  \n",
+       "4   0.406968  \n",
        "5   0.000000  \n",
        "6   0.000000  \n",
        "7   0.000000  \n",
@@ -3405,7 +3557,7 @@
        "21  0.407592  "
       ]
      },
-     "execution_count": 18,
+     "execution_count": 21,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3422,7 +3574,7 @@
    "toc_visible": true
   },
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "ESTER",
    "language": "python",
    "name": "python3"
   },
@@ -3436,7 +3588,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.8.6"
+   "version": "3.10.15"
   },
   "toc": {
    "base_numbering": 1,
diff --git a/activitysim/examples/example_estimation/notebooks/03_work_location.ipynb b/activitysim/examples/example_estimation/notebooks/03_work_location.ipynb
index 2a9479023c..4fc0fbc480 100644
--- a/activitysim/examples/example_estimation/notebooks/03_work_location.ipynb
+++ b/activitysim/examples/example_estimation/notebooks/03_work_location.ipynb
@@ -25,38 +25,88 @@
   {
    "cell_type": "code",
    "execution_count": 1,
-   "metadata": {},
-   "outputs": [],
+   "metadata": {
+    "jupyter": {
+     "is_executing": true
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "JAX not found. Some functionality will be unavailable.\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "{'larch': '6.0.33',\n",
+       " 'sharrow': '2.13.0',\n",
+       " 'numpy': '1.26.4',\n",
+       " 'pandas': '1.5.3',\n",
+       " 'xarray': '2024.3.0',\n",
+       " 'numba': '0.60.0'}"
+      ]
+     },
+     "execution_count": 1,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "import larch  # !conda install larch #for estimation\n",
+    "import larch as lx  # !conda install larch #for estimation\n",
     "import pandas as pd\n",
-    "import numpy as np\n",
-    "import yaml \n",
-    "import larch.util.excel\n",
-    "import os"
+    "\n",
+    "lx.versions()"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "We'll work in our `test` directory, where ActivitySim has saved the estimation data bundles."
+    "For this demo, we will assume that you have already run ActivitySim in estimation\n",
+    "mode, and saved the required estimation data bundles (EDB's) to disk.  See\n",
+    "the [first notebook](./01_estimation_mode.ipynb) for details.  The following module\n",
+    "will run a script to set everything up if the example data is not already available."
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 2,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "EDB directory already populated.\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "PosixPath('test-estimation-data/activitysim-prototype-mtc-extended')"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "os.chdir('test')"
+    "from est_mode_setup import prepare, backup\n",
+    "\n",
+    "prepare()"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Load data and prep model for estimation"
+    "In this demo notebook, we will (later) edit the model spec file.  But for demo purposes, we want to\n",
+    "make sure we are starting from the \"original\" spec file, so we'll check that now.  For actual \n",
+    "applications, this step would not be necessary."
    ]
   },
   {
@@ -65,7 +115,14 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "modelname=\"workplace_location\""
+    "backup(\"output-est-mode/estimation_data_bundle/workplace_location/workplace_location_SPEC.csv\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Load data and prep model for estimation"
    ]
   },
   {
@@ -73,9 +130,36 @@
    "execution_count": 4,
    "metadata": {},
    "outputs": [],
+   "source": [
+    "modelname = \"workplace_location\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "loading from output-est-mode/estimation_data_bundle/workplace_location/workplace_location_coefficients.csv\n",
+      "loading from output-est-mode/estimation_data_bundle/workplace_location/workplace_location_SPEC.csv\n",
+      "loading from output-est-mode/estimation_data_bundle/workplace_location/workplace_location_alternatives_combined.parquet\n",
+      "loading from output-est-mode/estimation_data_bundle/workplace_location/workplace_location_choosers_combined.parquet\n",
+      "loading from output-est-mode/estimation_data_bundle/workplace_location/workplace_location_landuse.csv\n",
+      "loading from output-est-mode/estimation_data_bundle/workplace_location/workplace_location_size_terms.csv\n"
+     ]
+    }
+   ],
    "source": [
     "from activitysim.estimation.larch import component_model\n",
-    "model, data = component_model(modelname, return_data=True)"
+    "\n",
+    "model, data = component_model(\n",
+    "    modelname,\n",
+    "    edb_directory=f\"output-est-mode/estimation_data_bundle/{modelname}/\",\n",
+    "    return_data=True,\n",
+    ")"
    ]
   },
   {
@@ -96,7 +180,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [
     {
@@ -187,7 +271,7 @@
        "coef_mode_logsum     0.3000         F"
       ]
      },
-     "execution_count": 5,
+     "execution_count": 6,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -205,7 +289,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
@@ -230,148 +314,142 @@
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>person_id</th>\n",
-       "      <th>variable</th>\n",
-       "      <th>1</th>\n",
-       "      <th>2</th>\n",
-       "      <th>3</th>\n",
-       "      <th>4</th>\n",
-       "      <th>5</th>\n",
-       "      <th>6</th>\n",
-       "      <th>7</th>\n",
-       "      <th>8</th>\n",
-       "      <th>...</th>\n",
-       "      <th>181</th>\n",
-       "      <th>182</th>\n",
-       "      <th>183</th>\n",
-       "      <th>184</th>\n",
-       "      <th>185</th>\n",
-       "      <th>186</th>\n",
-       "      <th>187</th>\n",
-       "      <th>188</th>\n",
-       "      <th>189</th>\n",
-       "      <th>190</th>\n",
+       "      <th>alt_dest</th>\n",
+       "      <th>prob</th>\n",
+       "      <th>pick_count</th>\n",
+       "      <th>mode_choice_logsum</th>\n",
+       "      <th>size_term</th>\n",
+       "      <th>shadow_price_size_term_adjustment</th>\n",
+       "      <th>shadow_price_utility_adjustment</th>\n",
+       "      <th>util_dist_0_1</th>\n",
+       "      <th>util_dist_1_2</th>\n",
+       "      <th>util_dist_2_5</th>\n",
+       "      <th>util_dist_5_15</th>\n",
+       "      <th>util_dist_15_up</th>\n",
+       "      <th>util_dist_0_5_high</th>\n",
+       "      <th>util_dist_15_up_high</th>\n",
+       "      <th>util_size_variable</th>\n",
+       "      <th>util_utility_adjustment</th>\n",
+       "      <th>util_no_attractions</th>\n",
+       "      <th>util_mode_logsum</th>\n",
+       "      <th>util_sample_of_corrections_factor</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>72241</td>\n",
-       "      <td>mode_choice_logsum</td>\n",
-       "      <td>-0.6000073826104492</td>\n",
-       "      <td>-0.4656491845430101</td>\n",
-       "      <td>-0.41794791684660004</td>\n",
-       "      <td>-0.4545880924383482</td>\n",
-       "      <td>-0.3870339464573669</td>\n",
-       "      <td>-0.713189384898449</td>\n",
-       "      <td>-0.6002723120707204</td>\n",
-       "      <td>-0.7303789868909905</td>\n",
-       "      <td>...</td>\n",
-       "      <td>-1.2551998198820722</td>\n",
-       "      <td>-1.444611856370077</td>\n",
-       "      <td>-1.309689434695158</td>\n",
-       "      <td>-1.2118895631639268</td>\n",
-       "      <td>-1.116133290115392</td>\n",
-       "      <td>-1.1401586021041086</td>\n",
-       "      <td>-1.268242046936546</td>\n",
-       "      <td>-1.1992258811031282</td>\n",
-       "      <td>-1.332212687016352</td>\n",
-       "      <td>-1.4322381548918224</td>\n",
+       "      <td>72355</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0.033018</td>\n",
+       "      <td>4</td>\n",
+       "      <td>-1.930058</td>\n",
+       "      <td>8679.220</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>1.01</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>9.068802</td>\n",
+       "      <td>0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>-1.930058</td>\n",
+       "      <td>4.796986</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>72241</td>\n",
-       "      <td>pick_count</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
+       "      <td>72355</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0.015149</td>\n",
+       "      <td>1</td>\n",
+       "      <td>-1.727929</td>\n",
+       "      <td>3811.166</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
        "      <td>1.0</td>\n",
        "      <td>1.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>0.67</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>8.245953</td>\n",
+       "      <td>0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>-1.727929</td>\n",
+       "      <td>4.189851</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>72241</td>\n",
-       "      <td>prob</td>\n",
-       "      <td>0.044801462203924856</td>\n",
-       "      <td>0.06764474840448732</td>\n",
-       "      <td>0.004636496646133522</td>\n",
-       "      <td>0.038560793011622845</td>\n",
-       "      <td>0.029432761447063308</td>\n",
-       "      <td>0.007082161657578104</td>\n",
-       "      <td>0.021002192072313054</td>\n",
-       "      <td>0.007080174169833742</td>\n",
-       "      <td>...</td>\n",
-       "      <td>9.835213648420107e-05</td>\n",
-       "      <td>9.37955508970241e-05</td>\n",
-       "      <td>0.0003916917023644097</td>\n",
-       "      <td>0.0004549197781990045</td>\n",
-       "      <td>0.0006986771541699331</td>\n",
-       "      <td>0.0005700269910735453</td>\n",
-       "      <td>0.00022288388655805036</td>\n",
-       "      <td>0.0015168772236387644</td>\n",
-       "      <td>6.456615866696312e-05</td>\n",
-       "      <td>0.00038493516540732525</td>\n",
+       "      <td>72355</td>\n",
+       "      <td>6</td>\n",
+       "      <td>0.004282</td>\n",
+       "      <td>1</td>\n",
+       "      <td>-1.599405</td>\n",
+       "      <td>1050.528</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>0.48</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>6.958000</td>\n",
+       "      <td>0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>-1.599405</td>\n",
+       "      <td>5.453389</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>72241</td>\n",
-       "      <td>shadow_price_size_term_adjustment</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
+       "      <td>72355</td>\n",
+       "      <td>12</td>\n",
+       "      <td>0.013401</td>\n",
+       "      <td>1</td>\n",
+       "      <td>-1.859328</td>\n",
+       "      <td>3508.389</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
        "      <td>1.0</td>\n",
        "      <td>1.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>0.98</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>8.163197</td>\n",
+       "      <td>0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>-1.859328</td>\n",
+       "      <td>4.312441</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>72241</td>\n",
-       "      <td>shadow_price_utility_adjustment</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>72355</td>\n",
+       "      <td>14</td>\n",
+       "      <td>0.020545</td>\n",
+       "      <td>2</td>\n",
+       "      <td>-2.014588</td>\n",
+       "      <td>5612.293</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>1.31</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>8.632893</td>\n",
+       "      <td>0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>-2.014588</td>\n",
+       "      <td>4.578298</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>...</th>\n",
@@ -395,229 +473,223 @@
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
-       "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>46471</th>\n",
-       "      <td>7515185</td>\n",
-       "      <td>util_mode_logsum</td>\n",
-       "      <td>5.209319664605113</td>\n",
-       "      <td>5.263859224685696</td>\n",
-       "      <td>5.250578793547065</td>\n",
-       "      <td>5.240693588870104</td>\n",
-       "      <td>5.266707024418452</td>\n",
-       "      <td>5.385882663451519</td>\n",
-       "      <td>5.429836866161502</td>\n",
-       "      <td>5.413580929225948</td>\n",
-       "      <td>...</td>\n",
-       "      <td>3.5638723444203606</td>\n",
-       "      <td>3.8737395301473363</td>\n",
-       "      <td>3.939960434175001</td>\n",
-       "      <td>3.896122982249229</td>\n",
-       "      <td>4.037021365960745</td>\n",
-       "      <td>4.008376112238483</td>\n",
-       "      <td>4.022965354450543</td>\n",
-       "      <td>4.2561835681622435</td>\n",
-       "      <td>4.137475938698699</td>\n",
-       "      <td>3.803872808728852</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>46472</th>\n",
-       "      <td>7515185</td>\n",
-       "      <td>util_no_attractions</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>...</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
+       "      <th>766219</th>\n",
+       "      <td>7539317</td>\n",
+       "      <td>1392</td>\n",
+       "      <td>0.012884</td>\n",
+       "      <td>1</td>\n",
+       "      <td>-1.286404</td>\n",
+       "      <td>153.501</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.60</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>5.040201</td>\n",
+       "      <td>0</td>\n",
        "      <td>False</td>\n",
+       "      <td>-1.286404</td>\n",
+       "      <td>4.351731</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>46473</th>\n",
-       "      <td>7515185</td>\n",
-       "      <td>util_sample_of_corrections_factor</td>\n",
-       "      <td>3.773690429573432</td>\n",
-       "      <td>3.2901835133378077</td>\n",
-       "      <td>5.885037102917519</td>\n",
-       "      <td>3.829120168967722</td>\n",
-       "      <td>3.995759873960041</td>\n",
-       "      <td>5.287496147764242</td>\n",
-       "      <td>4.186480380588901</td>\n",
-       "      <td>5.144701771913909</td>\n",
-       "      <td>...</td>\n",
-       "      <td>8.673308209076758</td>\n",
-       "      <td>8.543415039654008</td>\n",
-       "      <td>7.12433751865688</td>\n",
-       "      <td>7.0286614320788905</td>\n",
-       "      <td>6.59573872948536</td>\n",
-       "      <td>6.749128801712912</td>\n",
-       "      <td>7.618771571501497</td>\n",
-       "      <td>5.665033450001899</td>\n",
-       "      <td>8.806332093282728</td>\n",
-       "      <td>7.046647564016155</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>46474</th>\n",
-       "      <td>7515185</td>\n",
-       "      <td>util_size_variable</td>\n",
-       "      <td>8.607993215742676</td>\n",
-       "      <td>9.068802152955321</td>\n",
-       "      <td>6.44746749765505</td>\n",
-       "      <td>8.457988473558888</td>\n",
-       "      <td>8.245952810520611</td>\n",
-       "      <td>6.957999623413992</td>\n",
-       "      <td>7.998487266140552</td>\n",
-       "      <td>6.960822948235117</td>\n",
-       "      <td>...</td>\n",
-       "      <td>4.315499470829833</td>\n",
-       "      <td>4.3335976552693785</td>\n",
-       "      <td>5.721835205763653</td>\n",
-       "      <td>5.789241258107118</td>\n",
-       "      <td>6.1502039682537495</td>\n",
-       "      <td>6.018658905769173</td>\n",
-       "      <td>5.06677615336607</td>\n",
-       "      <td>6.994814238173049</td>\n",
-       "      <td>3.9486056264898335</td>\n",
-       "      <td>5.759690106594497</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>46475</th>\n",
-       "      <td>7515185</td>\n",
-       "      <td>util_utility_adjustment</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
+       "      <th>766220</th>\n",
+       "      <td>7539317</td>\n",
+       "      <td>1397</td>\n",
+       "      <td>0.004689</td>\n",
+       "      <td>1</td>\n",
+       "      <td>-3.658543</td>\n",
+       "      <td>303.136</td>\n",
+       "      <td>1</td>\n",
        "      <td>0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>10.00</td>\n",
+       "      <td>9.440001</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>5.717475</td>\n",
        "      <td>0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>-3.658543</td>\n",
+       "      <td>5.362505</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>766221</th>\n",
+       "      <td>7539317</td>\n",
+       "      <td>1401</td>\n",
+       "      <td>0.005169</td>\n",
+       "      <td>1</td>\n",
+       "      <td>-4.566126</td>\n",
+       "      <td>559.322</td>\n",
+       "      <td>1</td>\n",
        "      <td>0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>10.00</td>\n",
+       "      <td>15.040001</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>6.328512</td>\n",
        "      <td>0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>-4.566126</td>\n",
+       "      <td>5.264988</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>766222</th>\n",
+       "      <td>7539317</td>\n",
+       "      <td>1405</td>\n",
+       "      <td>0.001902</td>\n",
+       "      <td>1</td>\n",
+       "      <td>-6.448663</td>\n",
+       "      <td>763.324</td>\n",
+       "      <td>1</td>\n",
        "      <td>0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>10.00</td>\n",
+       "      <td>29.330002</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>6.638992</td>\n",
        "      <td>0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>-6.448663</td>\n",
+       "      <td>6.264901</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>766223</th>\n",
+       "      <td>7539317</td>\n",
+       "      <td>1415</td>\n",
+       "      <td>0.006110</td>\n",
+       "      <td>1</td>\n",
+       "      <td>-3.668065</td>\n",
+       "      <td>402.607</td>\n",
+       "      <td>1</td>\n",
        "      <td>0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>10.00</td>\n",
+       "      <td>9.639999</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>6.000442</td>\n",
        "      <td>0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>-3.668065</td>\n",
+       "      <td>5.097878</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>46476 rows × 192 columns</p>\n",
+       "<p>766224 rows × 20 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "       person_id                           variable                     1  \\\n",
-       "0          72241                 mode_choice_logsum   -0.6000073826104492   \n",
-       "1          72241                         pick_count                   1.0   \n",
-       "2          72241                               prob  0.044801462203924856   \n",
-       "3          72241  shadow_price_size_term_adjustment                   1.0   \n",
-       "4          72241    shadow_price_utility_adjustment                   0.0   \n",
-       "...          ...                                ...                   ...   \n",
-       "46471    7515185                   util_mode_logsum     5.209319664605113   \n",
-       "46472    7515185                util_no_attractions                 False   \n",
-       "46473    7515185  util_sample_of_corrections_factor     3.773690429573432   \n",
-       "46474    7515185                 util_size_variable     8.607993215742676   \n",
-       "46475    7515185            util_utility_adjustment                     0   \n",
+       "        person_id  alt_dest      prob  pick_count  mode_choice_logsum  \\\n",
+       "0           72355         2  0.033018           4           -1.930058   \n",
+       "1           72355         5  0.015149           1           -1.727929   \n",
+       "2           72355         6  0.004282           1           -1.599405   \n",
+       "3           72355        12  0.013401           1           -1.859328   \n",
+       "4           72355        14  0.020545           2           -2.014588   \n",
+       "...           ...       ...       ...         ...                 ...   \n",
+       "766219    7539317      1392  0.012884           1           -1.286404   \n",
+       "766220    7539317      1397  0.004689           1           -3.658543   \n",
+       "766221    7539317      1401  0.005169           1           -4.566126   \n",
+       "766222    7539317      1405  0.001902           1           -6.448663   \n",
+       "766223    7539317      1415  0.006110           1           -3.668065   \n",
        "\n",
-       "                         2                     3                     4  \\\n",
-       "0      -0.4656491845430101  -0.41794791684660004   -0.4545880924383482   \n",
-       "1                      1.0                   1.0                   1.0   \n",
-       "2      0.06764474840448732  0.004636496646133522  0.038560793011622845   \n",
-       "3                      1.0                   1.0                   1.0   \n",
-       "4                      0.0                   0.0                   0.0   \n",
-       "...                    ...                   ...                   ...   \n",
-       "46471    5.263859224685696     5.250578793547065     5.240693588870104   \n",
-       "46472                False                 False                 False   \n",
-       "46473   3.2901835133378077     5.885037102917519     3.829120168967722   \n",
-       "46474    9.068802152955321      6.44746749765505     8.457988473558888   \n",
-       "46475                    0                     0                     0   \n",
+       "        size_term  shadow_price_size_term_adjustment  \\\n",
+       "0        8679.220                                  1   \n",
+       "1        3811.166                                  1   \n",
+       "2        1050.528                                  1   \n",
+       "3        3508.389                                  1   \n",
+       "4        5612.293                                  1   \n",
+       "...           ...                                ...   \n",
+       "766219    153.501                                  1   \n",
+       "766220    303.136                                  1   \n",
+       "766221    559.322                                  1   \n",
+       "766222    763.324                                  1   \n",
+       "766223    402.607                                  1   \n",
        "\n",
-       "                          5                     6                     7  \\\n",
-       "0       -0.3870339464573669    -0.713189384898449   -0.6002723120707204   \n",
-       "1                       1.0                   1.0                   1.0   \n",
-       "2      0.029432761447063308  0.007082161657578104  0.021002192072313054   \n",
-       "3                       1.0                   1.0                   1.0   \n",
-       "4                       0.0                   0.0                   0.0   \n",
-       "...                     ...                   ...                   ...   \n",
-       "46471     5.266707024418452     5.385882663451519     5.429836866161502   \n",
-       "46472                 False                 False                 False   \n",
-       "46473     3.995759873960041     5.287496147764242     4.186480380588901   \n",
-       "46474     8.245952810520611     6.957999623413992     7.998487266140552   \n",
-       "46475                     0                     0                     0   \n",
+       "        shadow_price_utility_adjustment  util_dist_0_1  util_dist_1_2  \\\n",
+       "0                                     0            1.0            1.0   \n",
+       "1                                     0            1.0            1.0   \n",
+       "2                                     0            1.0            1.0   \n",
+       "3                                     0            1.0            1.0   \n",
+       "4                                     0            1.0            1.0   \n",
+       "...                                 ...            ...            ...   \n",
+       "766219                                0            1.0            1.0   \n",
+       "766220                                0            1.0            1.0   \n",
+       "766221                                0            1.0            1.0   \n",
+       "766222                                0            1.0            1.0   \n",
+       "766223                                0            1.0            1.0   \n",
        "\n",
-       "                          8  ...                    181                   182  \\\n",
-       "0       -0.7303789868909905  ...    -1.2551998198820722    -1.444611856370077   \n",
-       "1                       1.0  ...                    1.0                   1.0   \n",
-       "2      0.007080174169833742  ...  9.835213648420107e-05  9.37955508970241e-05   \n",
-       "3                       1.0  ...                    1.0                   1.0   \n",
-       "4                       0.0  ...                    0.0                   0.0   \n",
-       "...                     ...  ...                    ...                   ...   \n",
-       "46471     5.413580929225948  ...     3.5638723444203606    3.8737395301473363   \n",
-       "46472                 False  ...                  False                 False   \n",
-       "46473     5.144701771913909  ...      8.673308209076758     8.543415039654008   \n",
-       "46474     6.960822948235117  ...      4.315499470829833    4.3335976552693785   \n",
-       "46475                     0  ...                      0                     0   \n",
+       "        util_dist_2_5  util_dist_5_15  util_dist_15_up  util_dist_0_5_high  \\\n",
+       "0                 3.0            1.01         0.000000                 0.0   \n",
+       "1                 3.0            0.67         0.000000                 0.0   \n",
+       "2                 3.0            0.48         0.000000                 0.0   \n",
+       "3                 3.0            0.98         0.000000                 0.0   \n",
+       "4                 3.0            1.31         0.000000                 0.0   \n",
+       "...               ...             ...              ...                 ...   \n",
+       "766219            3.0            3.60         0.000000                 0.0   \n",
+       "766220            3.0           10.00         9.440001                 0.0   \n",
+       "766221            3.0           10.00        15.040001                 0.0   \n",
+       "766222            3.0           10.00        29.330002                 0.0   \n",
+       "766223            3.0           10.00         9.639999                 0.0   \n",
        "\n",
-       "                         183                    184                    185  \\\n",
-       "0         -1.309689434695158    -1.2118895631639268     -1.116133290115392   \n",
-       "1                        1.0                    1.0                    1.0   \n",
-       "2      0.0003916917023644097  0.0004549197781990045  0.0006986771541699331   \n",
-       "3                        1.0                    1.0                    1.0   \n",
-       "4                        0.0                    0.0                    0.0   \n",
-       "...                      ...                    ...                    ...   \n",
-       "46471      3.939960434175001      3.896122982249229      4.037021365960745   \n",
-       "46472                  False                  False                  False   \n",
-       "46473       7.12433751865688     7.0286614320788905       6.59573872948536   \n",
-       "46474      5.721835205763653      5.789241258107118     6.1502039682537495   \n",
-       "46475                      0                      0                      0   \n",
+       "        util_dist_15_up_high  util_size_variable  util_utility_adjustment  \\\n",
+       "0                        0.0            9.068802                        0   \n",
+       "1                        0.0            8.245953                        0   \n",
+       "2                        0.0            6.958000                        0   \n",
+       "3                        0.0            8.163197                        0   \n",
+       "4                        0.0            8.632893                        0   \n",
+       "...                      ...                 ...                      ...   \n",
+       "766219                   0.0            5.040201                        0   \n",
+       "766220                   0.0            5.717475                        0   \n",
+       "766221                   0.0            6.328512                        0   \n",
+       "766222                   0.0            6.638992                        0   \n",
+       "766223                   0.0            6.000442                        0   \n",
        "\n",
-       "                         186                     187                    188  \\\n",
-       "0        -1.1401586021041086      -1.268242046936546    -1.1992258811031282   \n",
-       "1                        1.0                     1.0                    1.0   \n",
-       "2      0.0005700269910735453  0.00022288388655805036  0.0015168772236387644   \n",
-       "3                        1.0                     1.0                    1.0   \n",
-       "4                        0.0                     0.0                    0.0   \n",
-       "...                      ...                     ...                    ...   \n",
-       "46471      4.008376112238483       4.022965354450543     4.2561835681622435   \n",
-       "46472                  False                   False                  False   \n",
-       "46473      6.749128801712912       7.618771571501497      5.665033450001899   \n",
-       "46474      6.018658905769173        5.06677615336607      6.994814238173049   \n",
-       "46475                      0                       0                      0   \n",
+       "        util_no_attractions  util_mode_logsum  \\\n",
+       "0                     False         -1.930058   \n",
+       "1                     False         -1.727929   \n",
+       "2                     False         -1.599405   \n",
+       "3                     False         -1.859328   \n",
+       "4                     False         -2.014588   \n",
+       "...                     ...               ...   \n",
+       "766219                False         -1.286404   \n",
+       "766220                False         -3.658543   \n",
+       "766221                False         -4.566126   \n",
+       "766222                False         -6.448663   \n",
+       "766223                False         -3.668065   \n",
        "\n",
-       "                         189                     190  \n",
-       "0         -1.332212687016352     -1.4322381548918224  \n",
-       "1                        1.0                     1.0  \n",
-       "2      6.456615866696312e-05  0.00038493516540732525  \n",
-       "3                        1.0                     1.0  \n",
-       "4                        0.0                     0.0  \n",
-       "...                      ...                     ...  \n",
-       "46471      4.137475938698699       3.803872808728852  \n",
-       "46472                  False                   False  \n",
-       "46473      8.806332093282728       7.046647564016155  \n",
-       "46474     3.9486056264898335       5.759690106594497  \n",
-       "46475                      0                       0  \n",
+       "        util_sample_of_corrections_factor  \n",
+       "0                                4.796986  \n",
+       "1                                4.189851  \n",
+       "2                                5.453389  \n",
+       "3                                4.312441  \n",
+       "4                                4.578298  \n",
+       "...                                   ...  \n",
+       "766219                           4.351731  \n",
+       "766220                           5.362505  \n",
+       "766221                           5.264988  \n",
+       "766222                           6.264901  \n",
+       "766223                           5.097878  \n",
        "\n",
-       "[46476 rows x 192 columns]"
+       "[766224 rows x 20 columns]"
       ]
      },
-     "execution_count": 6,
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -635,7 +707,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
@@ -669,43 +741,43 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>72241</td>\n",
-       "      <td>13</td>\n",
-       "      <td>9</td>\n",
-       "      <td>1</td>\n",
+       "      <td>72355</td>\n",
+       "      <td>14</td>\n",
        "      <td>17</td>\n",
+       "      <td>1</td>\n",
+       "      <td>55</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>72441</td>\n",
-       "      <td>100</td>\n",
-       "      <td>100</td>\n",
+       "      <td>72384</td>\n",
+       "      <td>1</td>\n",
+       "      <td>16</td>\n",
        "      <td>1</td>\n",
-       "      <td>60</td>\n",
+       "      <td>59</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>72528</td>\n",
-       "      <td>139</td>\n",
-       "      <td>126</td>\n",
+       "      <td>72407</td>\n",
+       "      <td>70</td>\n",
+       "      <td>70</td>\n",
        "      <td>1</td>\n",
-       "      <td>69</td>\n",
+       "      <td>59</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>73144</td>\n",
-       "      <td>77</td>\n",
-       "      <td>77</td>\n",
+       "      <td>72459</td>\n",
+       "      <td>193</td>\n",
+       "      <td>30</td>\n",
        "      <td>1</td>\n",
-       "      <td>125</td>\n",
+       "      <td>61</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>73493</td>\n",
-       "      <td>117</td>\n",
-       "      <td>117</td>\n",
+       "      <td>72529</td>\n",
+       "      <td>16</td>\n",
+       "      <td>57</td>\n",
        "      <td>1</td>\n",
-       "      <td>133</td>\n",
+       "      <td>69</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>...</th>\n",
@@ -716,68 +788,68 @@
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2577</th>\n",
-       "      <td>7514214</td>\n",
-       "      <td>80</td>\n",
-       "      <td>71</td>\n",
+       "      <th>28276</th>\n",
+       "      <td>7539071</td>\n",
+       "      <td>1006</td>\n",
+       "      <td>1019</td>\n",
        "      <td>1</td>\n",
-       "      <td>56</td>\n",
+       "      <td>1006</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2578</th>\n",
-       "      <td>7514284</td>\n",
-       "      <td>187</td>\n",
-       "      <td>186</td>\n",
+       "      <th>28277</th>\n",
+       "      <td>7539203</td>\n",
+       "      <td>1059</td>\n",
+       "      <td>1152</td>\n",
        "      <td>1</td>\n",
-       "      <td>72</td>\n",
+       "      <td>1159</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2579</th>\n",
-       "      <td>7514404</td>\n",
-       "      <td>105</td>\n",
-       "      <td>106</td>\n",
+       "      <th>28278</th>\n",
+       "      <td>7539217</td>\n",
+       "      <td>940</td>\n",
+       "      <td>991</td>\n",
        "      <td>1</td>\n",
-       "      <td>81</td>\n",
+       "      <td>1159</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2580</th>\n",
-       "      <td>7514777</td>\n",
-       "      <td>87</td>\n",
-       "      <td>87</td>\n",
+       "      <th>28279</th>\n",
+       "      <td>7539270</td>\n",
+       "      <td>1162</td>\n",
+       "      <td>1145</td>\n",
        "      <td>1</td>\n",
-       "      <td>106</td>\n",
+       "      <td>1161</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2581</th>\n",
-       "      <td>7515185</td>\n",
-       "      <td>16</td>\n",
-       "      <td>16</td>\n",
+       "      <th>28280</th>\n",
+       "      <td>7539317</td>\n",
+       "      <td>1390</td>\n",
+       "      <td>1381</td>\n",
        "      <td>1</td>\n",
-       "      <td>142</td>\n",
+       "      <td>1390</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>2582 rows × 5 columns</p>\n",
+       "<p>28281 rows × 5 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "      person_id  model_choice  override_choice  income_segment  home_zone_id\n",
-       "0         72241            13                9               1            17\n",
-       "1         72441           100              100               1            60\n",
-       "2         72528           139              126               1            69\n",
-       "3         73144            77               77               1           125\n",
-       "4         73493           117              117               1           133\n",
-       "...         ...           ...              ...             ...           ...\n",
-       "2577    7514214            80               71               1            56\n",
-       "2578    7514284           187              186               1            72\n",
-       "2579    7514404           105              106               1            81\n",
-       "2580    7514777            87               87               1           106\n",
-       "2581    7515185            16               16               1           142\n",
+       "       person_id  model_choice  override_choice  income_segment  home_zone_id\n",
+       "0          72355            14               17               1            55\n",
+       "1          72384             1               16               1            59\n",
+       "2          72407            70               70               1            59\n",
+       "3          72459           193               30               1            61\n",
+       "4          72529            16               57               1            69\n",
+       "...          ...           ...              ...             ...           ...\n",
+       "28276    7539071          1006             1019               1          1006\n",
+       "28277    7539203          1059             1152               1          1159\n",
+       "28278    7539217           940              991               1          1159\n",
+       "28279    7539270          1162             1145               1          1161\n",
+       "28280    7539317          1390             1381               1          1390\n",
        "\n",
-       "[2582 rows x 5 columns]"
+       "[28281 rows x 5 columns]"
       ]
      },
-     "execution_count": 7,
+     "execution_count": 8,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -795,7 +867,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
@@ -881,9 +953,9 @@
        "      <td>7</td>\n",
        "      <td>...</td>\n",
        "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>3</td>\n",
        "      <td>5.89564</td>\n",
        "      <td>2.875000</td>\n",
@@ -905,9 +977,9 @@
        "      <td>19</td>\n",
        "      <td>...</td>\n",
        "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>1</td>\n",
        "      <td>5.84871</td>\n",
        "      <td>5.195214</td>\n",
@@ -929,9 +1001,9 @@
        "      <td>38</td>\n",
        "      <td>...</td>\n",
        "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>1</td>\n",
        "      <td>5.53231</td>\n",
        "      <td>80.470405</td>\n",
@@ -953,9 +1025,9 @@
        "      <td>20</td>\n",
        "      <td>...</td>\n",
        "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>2</td>\n",
        "      <td>5.64330</td>\n",
        "      <td>7.947368</td>\n",
@@ -977,9 +1049,9 @@
        "      <td>86</td>\n",
        "      <td>...</td>\n",
        "      <td>0</td>\n",
-       "      <td>0.00000</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>72.14684</td>\n",
-       "      <td>0.00000</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>1</td>\n",
        "      <td>5.52555</td>\n",
        "      <td>38.187500</td>\n",
@@ -1012,191 +1084,191 @@
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>186</th>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2779</td>\n",
-       "      <td>8062</td>\n",
-       "      <td>376.0</td>\n",
-       "      <td>172.0</td>\n",
-       "      <td>15.00000</td>\n",
-       "      <td>1760</td>\n",
-       "      <td>1178</td>\n",
+       "      <th>1450</th>\n",
+       "      <td>34</td>\n",
+       "      <td>34</td>\n",
+       "      <td>9</td>\n",
+       "      <td>2724</td>\n",
+       "      <td>6493</td>\n",
+       "      <td>1320.0</td>\n",
+       "      <td>630.0</td>\n",
+       "      <td>69.00000</td>\n",
+       "      <td>1046</td>\n",
+       "      <td>1013</td>\n",
        "      <td>...</td>\n",
-       "      <td>3</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0.00000</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>1</td>\n",
-       "      <td>2.04173</td>\n",
-       "      <td>14.860963</td>\n",
-       "      <td>9.411765</td>\n",
-       "      <td>5.762347</td>\n",
+       "      <td>1.12116</td>\n",
+       "      <td>3.896996</td>\n",
+       "      <td>1.496423</td>\n",
+       "      <td>1.081235</td>\n",
        "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>187</th>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1492</td>\n",
-       "      <td>4139</td>\n",
-       "      <td>214.0</td>\n",
-       "      <td>116.0</td>\n",
-       "      <td>10.00000</td>\n",
-       "      <td>808</td>\n",
-       "      <td>603</td>\n",
+       "      <th>1451</th>\n",
+       "      <td>34</td>\n",
+       "      <td>34</td>\n",
+       "      <td>9</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>4835</td>\n",
+       "      <td>664.0</td>\n",
+       "      <td>379.0</td>\n",
+       "      <td>43.00000</td>\n",
+       "      <td>757</td>\n",
+       "      <td>757</td>\n",
        "      <td>...</td>\n",
-       "      <td>3</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0.00000</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1.73676</td>\n",
-       "      <td>11.841270</td>\n",
-       "      <td>6.412698</td>\n",
-       "      <td>4.159890</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1.17116</td>\n",
+       "      <td>4.777251</td>\n",
+       "      <td>1.793839</td>\n",
+       "      <td>1.304140</td>\n",
        "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>188</th>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>1</td>\n",
-       "      <td>753</td>\n",
-       "      <td>4072</td>\n",
-       "      <td>232.0</td>\n",
-       "      <td>11.0</td>\n",
-       "      <td>178.00000</td>\n",
-       "      <td>4502</td>\n",
-       "      <td>1117</td>\n",
+       "      <th>1452</th>\n",
+       "      <td>34</td>\n",
+       "      <td>34</td>\n",
+       "      <td>9</td>\n",
+       "      <td>2178</td>\n",
+       "      <td>5055</td>\n",
+       "      <td>1068.0</td>\n",
+       "      <td>602.0</td>\n",
+       "      <td>35.00000</td>\n",
+       "      <td>2110</td>\n",
+       "      <td>789</td>\n",
        "      <td>...</td>\n",
-       "      <td>2</td>\n",
-       "      <td>3961.04761</td>\n",
-       "      <td>17397.79102</td>\n",
-       "      <td>11152.93652</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>1</td>\n",
-       "      <td>2.28992</td>\n",
-       "      <td>3.984127</td>\n",
-       "      <td>23.820106</td>\n",
-       "      <td>3.413233</td>\n",
+       "      <td>1.17587</td>\n",
+       "      <td>3.419152</td>\n",
+       "      <td>3.312402</td>\n",
+       "      <td>1.682465</td>\n",
        "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>189</th>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>1</td>\n",
-       "      <td>3546</td>\n",
-       "      <td>8476</td>\n",
-       "      <td>201.0</td>\n",
-       "      <td>72.0</td>\n",
-       "      <td>6.00000</td>\n",
-       "      <td>226</td>\n",
-       "      <td>1057</td>\n",
+       "      <th>1453</th>\n",
+       "      <td>34</td>\n",
+       "      <td>34</td>\n",
+       "      <td>9</td>\n",
+       "      <td>298</td>\n",
+       "      <td>779</td>\n",
+       "      <td>14195.0</td>\n",
+       "      <td>429.0</td>\n",
+       "      <td>4.00000</td>\n",
+       "      <td>922</td>\n",
+       "      <td>88</td>\n",
        "      <td>...</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0.00000</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>1</td>\n",
-       "      <td>2.88773</td>\n",
-       "      <td>45.461538</td>\n",
-       "      <td>2.897436</td>\n",
-       "      <td>2.723836</td>\n",
+       "      <td>1.01972</td>\n",
+       "      <td>0.688222</td>\n",
+       "      <td>2.129330</td>\n",
+       "      <td>0.520115</td>\n",
        "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>190</th>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>1</td>\n",
-       "      <td>968</td>\n",
-       "      <td>1647</td>\n",
-       "      <td>1381.0</td>\n",
-       "      <td>14.0</td>\n",
-       "      <td>28.00000</td>\n",
-       "      <td>1010</td>\n",
-       "      <td>114</td>\n",
+       "      <th>1454</th>\n",
+       "      <td>34</td>\n",
+       "      <td>34</td>\n",
+       "      <td>9</td>\n",
+       "      <td>1068</td>\n",
+       "      <td>2337</td>\n",
+       "      <td>10469.0</td>\n",
+       "      <td>1114.0</td>\n",
+       "      <td>27.00000</td>\n",
+       "      <td>607</td>\n",
+       "      <td>418</td>\n",
        "      <td>...</td>\n",
-       "      <td>3</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0.00000</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>1</td>\n",
-       "      <td>2.60309</td>\n",
-       "      <td>23.047619</td>\n",
-       "      <td>24.047619</td>\n",
-       "      <td>11.768501</td>\n",
+       "      <td>0.95542</td>\n",
+       "      <td>0.936021</td>\n",
+       "      <td>0.531989</td>\n",
+       "      <td>0.339203</td>\n",
        "      <td>False</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>190 rows × 28 columns</p>\n",
+       "<p>1454 rows × 28 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "         DISTRICT  SD  county_id  TOTHH  TOTPOP  TOTACRE  RESACRE     CIACRE  \\\n",
-       "zone_id                                                                        \n",
-       "1               1   1          1     46      82     20.3      1.0   15.00000   \n",
-       "2               1   1          1    134     240     31.1      1.0   24.79297   \n",
-       "3               1   1          1    267     476     14.7      1.0    2.31799   \n",
-       "4               1   1          1    151     253     19.3      1.0   18.00000   \n",
-       "5               1   1          1    611    1069     52.7      1.0   15.00000   \n",
-       "...           ...  ..        ...    ...     ...      ...      ...        ...   \n",
-       "186             4   4          1   2779    8062    376.0    172.0   15.00000   \n",
-       "187             4   4          1   1492    4139    214.0    116.0   10.00000   \n",
-       "188             4   4          1    753    4072    232.0     11.0  178.00000   \n",
-       "189             4   4          1   3546    8476    201.0     72.0    6.00000   \n",
-       "190             4   4          1    968    1647   1381.0     14.0   28.00000   \n",
+       "         DISTRICT  SD  county_id  TOTHH  TOTPOP  TOTACRE  RESACRE    CIACRE  \\\n",
+       "zone_id                                                                       \n",
+       "1               1   1          1     46      82     20.3      1.0  15.00000   \n",
+       "2               1   1          1    134     240     31.1      1.0  24.79297   \n",
+       "3               1   1          1    267     476     14.7      1.0   2.31799   \n",
+       "4               1   1          1    151     253     19.3      1.0  18.00000   \n",
+       "5               1   1          1    611    1069     52.7      1.0  15.00000   \n",
+       "...           ...  ..        ...    ...     ...      ...      ...       ...   \n",
+       "1450           34  34          9   2724    6493   1320.0    630.0  69.00000   \n",
+       "1451           34  34          9   2016    4835    664.0    379.0  43.00000   \n",
+       "1452           34  34          9   2178    5055   1068.0    602.0  35.00000   \n",
+       "1453           34  34          9    298     779  14195.0    429.0   4.00000   \n",
+       "1454           34  34          9   1068    2337  10469.0   1114.0  27.00000   \n",
        "\n",
-       "         TOTEMP  AGE0519  ...  area_type    HSENROLL      COLLFTE  \\\n",
-       "zone_id                   ...                                       \n",
-       "1         27318        7  ...          0     0.00000      0.00000   \n",
-       "2         42078       19  ...          0     0.00000      0.00000   \n",
-       "3          2445       38  ...          0     0.00000      0.00000   \n",
-       "4         22434       20  ...          0     0.00000      0.00000   \n",
-       "5         15662       86  ...          0     0.00000     72.14684   \n",
-       "...         ...      ...  ...        ...         ...          ...   \n",
-       "186        1760     1178  ...          3     0.00000      0.00000   \n",
-       "187         808      603  ...          3     0.00000      0.00000   \n",
-       "188        4502     1117  ...          2  3961.04761  17397.79102   \n",
-       "189         226     1057  ...          2     0.00000      0.00000   \n",
-       "190        1010      114  ...          3     0.00000      0.00000   \n",
+       "         TOTEMP  AGE0519  ...  area_type  HSENROLL   COLLFTE  COLLPTE  \\\n",
+       "zone_id                   ...                                           \n",
+       "1         27318        7  ...          0       0.0   0.00000      0.0   \n",
+       "2         42078       19  ...          0       0.0   0.00000      0.0   \n",
+       "3          2445       38  ...          0       0.0   0.00000      0.0   \n",
+       "4         22434       20  ...          0       0.0   0.00000      0.0   \n",
+       "5         15662       86  ...          0       0.0  72.14684      0.0   \n",
+       "...         ...      ...  ...        ...       ...       ...      ...   \n",
+       "1450       1046     1013  ...          4       0.0   0.00000      0.0   \n",
+       "1451        757      757  ...          4       0.0   0.00000      0.0   \n",
+       "1452       2110      789  ...          4       0.0   0.00000      0.0   \n",
+       "1453        922       88  ...          5       0.0   0.00000      0.0   \n",
+       "1454        607      418  ...          5       0.0   0.00000      0.0   \n",
        "\n",
-       "             COLLPTE  TOPOLOGY  TERMINAL  household_density  \\\n",
-       "zone_id                                                       \n",
-       "1            0.00000         3   5.89564           2.875000   \n",
-       "2            0.00000         1   5.84871           5.195214   \n",
-       "3            0.00000         1   5.53231          80.470405   \n",
-       "4            0.00000         2   5.64330           7.947368   \n",
-       "5            0.00000         1   5.52555          38.187500   \n",
-       "...              ...       ...       ...                ...   \n",
-       "186          0.00000         1   2.04173          14.860963   \n",
-       "187          0.00000         2   1.73676          11.841270   \n",
-       "188      11152.93652         1   2.28992           3.984127   \n",
-       "189          0.00000         1   2.88773          45.461538   \n",
-       "190          0.00000         1   2.60309          23.047619   \n",
+       "         TOPOLOGY  TERMINAL  household_density  employment_density  \\\n",
+       "zone_id                                                              \n",
+       "1               3   5.89564           2.875000         1707.375000   \n",
+       "2               1   5.84871           5.195214         1631.374751   \n",
+       "3               1   5.53231          80.470405          736.891913   \n",
+       "4               2   5.64330           7.947368         1180.736842   \n",
+       "5               1   5.52555          38.187500          978.875000   \n",
+       "...           ...       ...                ...                 ...   \n",
+       "1450            1   1.12116           3.896996            1.496423   \n",
+       "1451            1   1.17116           4.777251            1.793839   \n",
+       "1452            1   1.17587           3.419152            3.312402   \n",
+       "1453            1   1.01972           0.688222            2.129330   \n",
+       "1454            1   0.95542           0.936021            0.531989   \n",
        "\n",
-       "         employment_density  density_index  is_cbd  \n",
-       "zone_id                                             \n",
-       "1               1707.375000       2.870167   False  \n",
-       "2               1631.374751       5.178722   False  \n",
-       "3                736.891913      72.547987   False  \n",
-       "4               1180.736842       7.894233   False  \n",
-       "5                978.875000      36.753679   False  \n",
-       "...                     ...            ...     ...  \n",
-       "186                9.411765       5.762347   False  \n",
-       "187                6.412698       4.159890   False  \n",
-       "188               23.820106       3.413233   False  \n",
-       "189                2.897436       2.723836   False  \n",
-       "190               24.047619      11.768501   False  \n",
+       "         density_index  is_cbd  \n",
+       "zone_id                         \n",
+       "1             2.870167   False  \n",
+       "2             5.178722   False  \n",
+       "3            72.547987   False  \n",
+       "4             7.894233   False  \n",
+       "5            36.753679   False  \n",
+       "...                ...     ...  \n",
+       "1450          1.081235   False  \n",
+       "1451          1.304140   False  \n",
+       "1452          1.682465   False  \n",
+       "1453          0.520115   False  \n",
+       "1454          0.339203   False  \n",
        "\n",
-       "[190 rows x 28 columns]"
+       "[1454 rows x 28 columns]"
       ]
      },
-     "execution_count": 8,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1214,7 +1286,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
@@ -1357,7 +1429,7 @@
        "9     @np.minimum(np.log(df.pick_count/df.prob), 60)                    1  "
       ]
      },
-     "execution_count": 9,
+     "execution_count": 10,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1375,7 +1447,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [
     {
@@ -1466,7 +1538,7 @@
        "work_veryhigh    0.093    0.270    0.241    0.146    0.004    0.246"
       ]
      },
-     "execution_count": 10,
+     "execution_count": 11,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1486,20 +1558,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "req_data does not request avail_ca or avail_co but it is set and being provided\n"
-     ]
-    },
     {
      "data": {
       "text/html": [
-       "<h3>Iteration 475 [Optimization terminated successfully.] </h3>"
+       "<h3>Iteration 009 [Optimization terminated successfully] </h3>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -1511,7 +1576,7 @@
     {
      "data": {
       "text/html": [
-       "<p>Best LL = -13521.35475538419</p>"
+       "<p>Best LL = -88683.85038605405</p>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -1542,466 +1607,443 @@
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        "      <th></th>\n",
        "      <th>value</th>\n",
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        "      <th>initvalue</th>\n",
-       "      <th>nullvalue</th>\n",
        "      <th>minimum</th>\n",
        "      <th>maximum</th>\n",
+       "      <th>nullvalue</th>\n",
        "      <th>holdfast</th>\n",
-       "      <th>note</th>\n",
-       "      <th>best</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>param_name</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>-999</th>\n",
+       "      <td>-9.990000e+02</td>\n",
+       "      <td>-9.990000e+02</td>\n",
        "      <td>-999.000000</td>\n",
        "      <td>-999.000000</td>\n",
-       "      <td>-999.0</td>\n",
-       "      <td>-999.0</td>\n",
-       "      <td>-999.0</td>\n",
-       "      <td>1</td>\n",
-       "      <td></td>\n",
        "      <td>-999.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
+       "      <td>1.000000e+00</td>\n",
+       "      <td>1.000000e+00</td>\n",
        "      <td>1.000000</td>\n",
        "      <td>1.000000</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1</td>\n",
-       "      <td></td>\n",
        "      <td>1.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_dist_0_1</th>\n",
-       "      <td>-1.084778</td>\n",
+       "      <td>-1.035381e+00</td>\n",
+       "      <td>-1.035381e+00</td>\n",
        "      <td>-0.842800</td>\n",
+       "      <td>-25.000000</td>\n",
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-       "      <td>NaN</td>\n",
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-       "      <td>-1.084778</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_dist_0_5_high</th>\n",
-       "      <td>0.120981</td>\n",
+       "      <td>1.469662e-01</td>\n",
+       "      <td>1.469662e-01</td>\n",
        "      <td>0.150000</td>\n",
+       "      <td>-25.000000</td>\n",
+       "      <td>25.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.120981</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_dist_15_up</th>\n",
+       "      <td>-1.170512e-01</td>\n",
+       "      <td>-1.170512e-01</td>\n",
        "      <td>-0.091700</td>\n",
-       "      <td>-0.091700</td>\n",
+       "      <td>-25.000000</td>\n",
+       "      <td>25.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.091700</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_dist_1_2</th>\n",
-       "      <td>-0.252580</td>\n",
+       "      <td>-4.652491e-01</td>\n",
+       "      <td>-4.652491e-01</td>\n",
        "      <td>-0.310400</td>\n",
+       "      <td>-25.000000</td>\n",
+       "      <td>25.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.252580</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_dist_2_5</th>\n",
-       "      <td>-0.369689</td>\n",
+       "      <td>-4.177477e-01</td>\n",
+       "      <td>-4.177477e-01</td>\n",
        "      <td>-0.378300</td>\n",
+       "      <td>-25.000000</td>\n",
+       "      <td>25.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.369689</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_dist_5_15</th>\n",
-       "      <td>-0.152259</td>\n",
+       "      <td>-1.558734e-01</td>\n",
+       "      <td>-1.558734e-01</td>\n",
        "      <td>-0.128500</td>\n",
+       "      <td>-25.000000</td>\n",
+       "      <td>25.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.152259</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_dist_5_up_high</th>\n",
-       "      <td>-0.015225</td>\n",
+       "      <td>2.506728e-02</td>\n",
+       "      <td>2.506728e-02</td>\n",
        "      <td>0.020000</td>\n",
+       "      <td>-25.000000</td>\n",
+       "      <td>25.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.015225</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_mode_logsum</th>\n",
-       "      <td>0.155426</td>\n",
+       "      <td>7.423654e-02</td>\n",
+       "      <td>7.423654e-02</td>\n",
        "      <td>0.300000</td>\n",
+       "      <td>-25.000000</td>\n",
+       "      <td>25.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.155426</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>work_high_AGREMPN</th>\n",
-       "      <td>-14.042031</td>\n",
+       "      <td>-1.856268e+00</td>\n",
+       "      <td>-1.856268e+00</td>\n",
        "      <td>-5.115996</td>\n",
+       "      <td>-6.000000</td>\n",
+       "      <td>6.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>-6.0</td>\n",
-       "      <td>6.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-14.042031</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>work_high_FPSEMPN</th>\n",
-       "      <td>-2.021234</td>\n",
-       "      <td>-1.575036</td>\n",
+       "      <td>-1.895722e+00</td>\n",
+       "      <td>-1.895722e+00</td>\n",
+       "      <td>-1.575037</td>\n",
+       "      <td>-6.000000</td>\n",
+       "      <td>6.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>-6.0</td>\n",
-       "      <td>6.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-2.021234</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>work_high_HEREMPN</th>\n",
-       "      <td>-1.578781</td>\n",
+       "      <td>-1.698263e+00</td>\n",
+       "      <td>-1.698263e+00</td>\n",
        "      <td>-1.258781</td>\n",
+       "      <td>-6.000000</td>\n",
+       "      <td>6.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>-6.0</td>\n",
-       "      <td>6.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-1.578781</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>work_high_MWTEMPN</th>\n",
-       "      <td>-2.074250</td>\n",
+       "      <td>-1.815687e+00</td>\n",
+       "      <td>-1.815687e+00</td>\n",
        "      <td>-1.431292</td>\n",
+       "      <td>-6.000000</td>\n",
+       "      <td>6.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>-6.0</td>\n",
-       "      <td>6.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-2.074250</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>work_high_OTHEMPN</th>\n",
-       "      <td>-2.145558</td>\n",
+       "      <td>-2.187482e+00</td>\n",
+       "      <td>-2.187482e+00</td>\n",
        "      <td>-1.870803</td>\n",
+       "      <td>-6.000000</td>\n",
+       "      <td>6.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>-6.0</td>\n",
-       "      <td>6.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-2.145558</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>work_high_RETEMPN</th>\n",
+       "      <td>-2.207275e+00</td>\n",
+       "      <td>-2.207275e+00</td>\n",
+       "      <td>-2.207275</td>\n",
        "      <td>-2.207275</td>\n",
        "      <td>-2.207275</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>-6.0</td>\n",
-       "      <td>6.0</td>\n",
        "      <td>1</td>\n",
-       "      <td></td>\n",
-       "      <td>-2.207275</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>work_low_AGREMPN</th>\n",
-       "      <td>-40.734929</td>\n",
+       "      <td>-7.178467e+01</td>\n",
+       "      <td>-7.178467e+01</td>\n",
        "      <td>-4.605170</td>\n",
+       "      <td>-6.000000</td>\n",
+       "      <td>6.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>-6.0</td>\n",
-       "      <td>6.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-40.734929</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>work_low_FPSEMPN</th>\n",
-       "      <td>-0.670108</td>\n",
+       "      <td>-1.507959e+00</td>\n",
+       "      <td>-1.507959e+00</td>\n",
        "      <td>-1.645065</td>\n",
+       "      <td>-6.000000</td>\n",
+       "      <td>6.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>-6.0</td>\n",
-       "      <td>6.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.670108</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>work_low_HEREMPN</th>\n",
-       "      <td>0.087905</td>\n",
+       "      <td>-8.190703e-01</td>\n",
+       "      <td>-8.190703e-01</td>\n",
        "      <td>-0.959720</td>\n",
+       "      <td>-6.000000</td>\n",
+       "      <td>6.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>-6.0</td>\n",
-       "      <td>6.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.087905</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>work_low_MWTEMPN</th>\n",
-       "      <td>-0.373028</td>\n",
+       "      <td>-1.980587e+00</td>\n",
+       "      <td>-1.980587e+00</td>\n",
        "      <td>-1.807889</td>\n",
+       "      <td>-6.000000</td>\n",
+       "      <td>6.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>-6.0</td>\n",
-       "      <td>6.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.373028</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>work_low_OTHEMPN</th>\n",
-       "      <td>-0.705270</td>\n",
+       "      <td>-2.021455e+00</td>\n",
+       "      <td>-2.021455e+00</td>\n",
        "      <td>-2.120264</td>\n",
+       "      <td>-6.000000</td>\n",
+       "      <td>6.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>-6.0</td>\n",
-       "      <td>6.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.705270</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>work_low_RETEMPN</th>\n",
+       "      <td>-2.047943e+00</td>\n",
+       "      <td>-2.047943e+00</td>\n",
+       "      <td>-2.047943</td>\n",
        "      <td>-2.047943</td>\n",
        "      <td>-2.047943</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>-6.0</td>\n",
-       "      <td>6.0</td>\n",
        "      <td>1</td>\n",
-       "      <td></td>\n",
-       "      <td>-2.047943</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>work_med_AGREMPN</th>\n",
-       "      <td>-14.886841</td>\n",
+       "      <td>-8.087999e+64</td>\n",
+       "      <td>-8.087999e+64</td>\n",
        "      <td>-4.828314</td>\n",
+       "      <td>-6.000000</td>\n",
+       "      <td>6.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>-6.0</td>\n",
-       "      <td>6.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-14.886841</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>work_med_FPSEMPN</th>\n",
-       "      <td>-1.942050</td>\n",
+       "      <td>-2.151306e+00</td>\n",
+       "      <td>-2.151306e+00</td>\n",
        "      <td>-1.624552</td>\n",
+       "      <td>-6.000000</td>\n",
+       "      <td>6.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>-6.0</td>\n",
-       "      <td>6.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-1.942050</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>work_med_HEREMPN</th>\n",
-       "      <td>-1.382809</td>\n",
+       "      <td>-1.606036e+00</td>\n",
+       "      <td>-1.606036e+00</td>\n",
        "      <td>-1.123930</td>\n",
+       "      <td>-6.000000</td>\n",
+       "      <td>6.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>-6.0</td>\n",
-       "      <td>6.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-1.382809</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>work_med_MWTEMPN</th>\n",
-       "      <td>-0.910436</td>\n",
+       "      <td>-2.043992e+00</td>\n",
+       "      <td>-2.043992e+00</td>\n",
        "      <td>-1.560648</td>\n",
+       "      <td>-6.000000</td>\n",
+       "      <td>6.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>-6.0</td>\n",
-       "      <td>6.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.910436</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>work_med_OTHEMPN</th>\n",
-       "      <td>-2.535326</td>\n",
+       "      <td>-2.172089e+00</td>\n",
+       "      <td>-2.172089e+00</td>\n",
        "      <td>-1.973281</td>\n",
+       "      <td>-6.000000</td>\n",
+       "      <td>6.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>-6.0</td>\n",
-       "      <td>6.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-2.535326</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>work_med_RETEMPN</th>\n",
+       "      <td>-2.120264e+00</td>\n",
+       "      <td>-2.120264e+00</td>\n",
+       "      <td>-2.120264</td>\n",
        "      <td>-2.120264</td>\n",
        "      <td>-2.120264</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>-6.0</td>\n",
-       "      <td>6.0</td>\n",
        "      <td>1</td>\n",
-       "      <td></td>\n",
-       "      <td>-2.120264</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>work_veryhigh_AGREMPN</th>\n",
-       "      <td>-0.277725</td>\n",
+       "      <td>-6.042012e+00</td>\n",
+       "      <td>-6.042012e+00</td>\n",
        "      <td>-5.521461</td>\n",
+       "      <td>-6.000000</td>\n",
+       "      <td>6.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>-6.0</td>\n",
-       "      <td>6.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.277725</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>work_veryhigh_FPSEMPN</th>\n",
-       "      <td>-1.757306</td>\n",
+       "      <td>-1.838134e+00</td>\n",
+       "      <td>-1.838134e+00</td>\n",
        "      <td>-1.309333</td>\n",
+       "      <td>-6.000000</td>\n",
+       "      <td>6.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>-6.0</td>\n",
-       "      <td>6.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-1.757306</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>work_veryhigh_HEREMPN</th>\n",
-       "      <td>-1.621894</td>\n",
+       "      <td>-1.992130e+00</td>\n",
+       "      <td>-1.992130e+00</td>\n",
        "      <td>-1.422958</td>\n",
+       "      <td>-6.000000</td>\n",
+       "      <td>6.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>-6.0</td>\n",
-       "      <td>6.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-1.621894</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>work_veryhigh_MWTEMPN</th>\n",
-       "      <td>-1.722069</td>\n",
+       "      <td>-1.763131e+00</td>\n",
+       "      <td>-1.763131e+00</td>\n",
        "      <td>-1.402424</td>\n",
+       "      <td>-6.000000</td>\n",
+       "      <td>6.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>-6.0</td>\n",
-       "      <td>6.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-1.722069</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>work_veryhigh_OTHEMPN</th>\n",
-       "      <td>-2.483268</td>\n",
+       "      <td>-2.509024e+00</td>\n",
+       "      <td>-2.509024e+00</td>\n",
        "      <td>-1.924149</td>\n",
+       "      <td>-6.000000</td>\n",
+       "      <td>6.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>-6.0</td>\n",
-       "      <td>6.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-2.483268</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>work_veryhigh_RETEMPN</th>\n",
+       "      <td>-2.375156e+00</td>\n",
+       "      <td>-2.375156e+00</td>\n",
+       "      <td>-2.375156</td>\n",
        "      <td>-2.375156</td>\n",
        "      <td>-2.375156</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>-6.0</td>\n",
-       "      <td>6.0</td>\n",
        "      <td>1</td>\n",
-       "      <td></td>\n",
-       "      <td>-2.375156</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "                            value   initvalue  nullvalue  minimum  maximum  \\\n",
-       "-999                  -999.000000 -999.000000     -999.0   -999.0   -999.0   \n",
-       "1                        1.000000    1.000000        1.0      1.0      1.0   \n",
-       "coef_dist_0_1           -1.084778   -0.842800        0.0      NaN      NaN   \n",
-       "coef_dist_0_5_high       0.120981    0.150000        0.0      NaN      NaN   \n",
-       "coef_dist_15_up         -0.091700   -0.091700        0.0      NaN      NaN   \n",
-       "coef_dist_1_2           -0.252580   -0.310400        0.0      NaN      NaN   \n",
-       "coef_dist_2_5           -0.369689   -0.378300        0.0      NaN      NaN   \n",
-       "coef_dist_5_15          -0.152259   -0.128500        0.0      NaN      NaN   \n",
-       "coef_dist_5_up_high     -0.015225    0.020000        0.0      NaN      NaN   \n",
-       "coef_mode_logsum         0.155426    0.300000        0.0      NaN      NaN   \n",
-       "work_high_AGREMPN      -14.042031   -5.115996        0.0     -6.0      6.0   \n",
-       "work_high_FPSEMPN       -2.021234   -1.575036        0.0     -6.0      6.0   \n",
-       "work_high_HEREMPN       -1.578781   -1.258781        0.0     -6.0      6.0   \n",
-       "work_high_MWTEMPN       -2.074250   -1.431292        0.0     -6.0      6.0   \n",
-       "work_high_OTHEMPN       -2.145558   -1.870803        0.0     -6.0      6.0   \n",
-       "work_high_RETEMPN       -2.207275   -2.207275        0.0     -6.0      6.0   \n",
-       "work_low_AGREMPN       -40.734929   -4.605170        0.0     -6.0      6.0   \n",
-       "work_low_FPSEMPN        -0.670108   -1.645065        0.0     -6.0      6.0   \n",
-       "work_low_HEREMPN         0.087905   -0.959720        0.0     -6.0      6.0   \n",
-       "work_low_MWTEMPN        -0.373028   -1.807889        0.0     -6.0      6.0   \n",
-       "work_low_OTHEMPN        -0.705270   -2.120264        0.0     -6.0      6.0   \n",
-       "work_low_RETEMPN        -2.047943   -2.047943        0.0     -6.0      6.0   \n",
-       "work_med_AGREMPN       -14.886841   -4.828314        0.0     -6.0      6.0   \n",
-       "work_med_FPSEMPN        -1.942050   -1.624552        0.0     -6.0      6.0   \n",
-       "work_med_HEREMPN        -1.382809   -1.123930        0.0     -6.0      6.0   \n",
-       "work_med_MWTEMPN        -0.910436   -1.560648        0.0     -6.0      6.0   \n",
-       "work_med_OTHEMPN        -2.535326   -1.973281        0.0     -6.0      6.0   \n",
-       "work_med_RETEMPN        -2.120264   -2.120264        0.0     -6.0      6.0   \n",
-       "work_veryhigh_AGREMPN   -0.277725   -5.521461        0.0     -6.0      6.0   \n",
-       "work_veryhigh_FPSEMPN   -1.757306   -1.309333        0.0     -6.0      6.0   \n",
-       "work_veryhigh_HEREMPN   -1.621894   -1.422958        0.0     -6.0      6.0   \n",
-       "work_veryhigh_MWTEMPN   -1.722069   -1.402424        0.0     -6.0      6.0   \n",
-       "work_veryhigh_OTHEMPN   -2.483268   -1.924149        0.0     -6.0      6.0   \n",
-       "work_veryhigh_RETEMPN   -2.375156   -2.375156        0.0     -6.0      6.0   \n",
+       "                              value          best   initvalue     minimum  \\\n",
+       "param_name                                                                  \n",
+       "-999                  -9.990000e+02 -9.990000e+02 -999.000000 -999.000000   \n",
+       "1                      1.000000e+00  1.000000e+00    1.000000    1.000000   \n",
+       "coef_dist_0_1         -1.035381e+00 -1.035381e+00   -0.842800  -25.000000   \n",
+       "coef_dist_0_5_high     1.469662e-01  1.469662e-01    0.150000  -25.000000   \n",
+       "coef_dist_15_up       -1.170512e-01 -1.170512e-01   -0.091700  -25.000000   \n",
+       "coef_dist_1_2         -4.652491e-01 -4.652491e-01   -0.310400  -25.000000   \n",
+       "coef_dist_2_5         -4.177477e-01 -4.177477e-01   -0.378300  -25.000000   \n",
+       "coef_dist_5_15        -1.558734e-01 -1.558734e-01   -0.128500  -25.000000   \n",
+       "coef_dist_5_up_high    2.506728e-02  2.506728e-02    0.020000  -25.000000   \n",
+       "coef_mode_logsum       7.423654e-02  7.423654e-02    0.300000  -25.000000   \n",
+       "work_high_AGREMPN     -1.856268e+00 -1.856268e+00   -5.115996   -6.000000   \n",
+       "work_high_FPSEMPN     -1.895722e+00 -1.895722e+00   -1.575037   -6.000000   \n",
+       "work_high_HEREMPN     -1.698263e+00 -1.698263e+00   -1.258781   -6.000000   \n",
+       "work_high_MWTEMPN     -1.815687e+00 -1.815687e+00   -1.431292   -6.000000   \n",
+       "work_high_OTHEMPN     -2.187482e+00 -2.187482e+00   -1.870803   -6.000000   \n",
+       "work_high_RETEMPN     -2.207275e+00 -2.207275e+00   -2.207275   -2.207275   \n",
+       "work_low_AGREMPN      -7.178467e+01 -7.178467e+01   -4.605170   -6.000000   \n",
+       "work_low_FPSEMPN      -1.507959e+00 -1.507959e+00   -1.645065   -6.000000   \n",
+       "work_low_HEREMPN      -8.190703e-01 -8.190703e-01   -0.959720   -6.000000   \n",
+       "work_low_MWTEMPN      -1.980587e+00 -1.980587e+00   -1.807889   -6.000000   \n",
+       "work_low_OTHEMPN      -2.021455e+00 -2.021455e+00   -2.120264   -6.000000   \n",
+       "work_low_RETEMPN      -2.047943e+00 -2.047943e+00   -2.047943   -2.047943   \n",
+       "work_med_AGREMPN      -8.087999e+64 -8.087999e+64   -4.828314   -6.000000   \n",
+       "work_med_FPSEMPN      -2.151306e+00 -2.151306e+00   -1.624552   -6.000000   \n",
+       "work_med_HEREMPN      -1.606036e+00 -1.606036e+00   -1.123930   -6.000000   \n",
+       "work_med_MWTEMPN      -2.043992e+00 -2.043992e+00   -1.560648   -6.000000   \n",
+       "work_med_OTHEMPN      -2.172089e+00 -2.172089e+00   -1.973281   -6.000000   \n",
+       "work_med_RETEMPN      -2.120264e+00 -2.120264e+00   -2.120264   -2.120264   \n",
+       "work_veryhigh_AGREMPN -6.042012e+00 -6.042012e+00   -5.521461   -6.000000   \n",
+       "work_veryhigh_FPSEMPN -1.838134e+00 -1.838134e+00   -1.309333   -6.000000   \n",
+       "work_veryhigh_HEREMPN -1.992130e+00 -1.992130e+00   -1.422958   -6.000000   \n",
+       "work_veryhigh_MWTEMPN -1.763131e+00 -1.763131e+00   -1.402424   -6.000000   \n",
+       "work_veryhigh_OTHEMPN -2.509024e+00 -2.509024e+00   -1.924149   -6.000000   \n",
+       "work_veryhigh_RETEMPN -2.375156e+00 -2.375156e+00   -2.375156   -2.375156   \n",
        "\n",
-       "                       holdfast note        best  \n",
-       "-999                          1      -999.000000  \n",
-       "1                             1         1.000000  \n",
-       "coef_dist_0_1                 0        -1.084778  \n",
-       "coef_dist_0_5_high            0         0.120981  \n",
-       "coef_dist_15_up               0        -0.091700  \n",
-       "coef_dist_1_2                 0        -0.252580  \n",
-       "coef_dist_2_5                 0        -0.369689  \n",
-       "coef_dist_5_15                0        -0.152259  \n",
-       "coef_dist_5_up_high           0        -0.015225  \n",
-       "coef_mode_logsum              0         0.155426  \n",
-       "work_high_AGREMPN             0       -14.042031  \n",
-       "work_high_FPSEMPN             0        -2.021234  \n",
-       "work_high_HEREMPN             0        -1.578781  \n",
-       "work_high_MWTEMPN             0        -2.074250  \n",
-       "work_high_OTHEMPN             0        -2.145558  \n",
-       "work_high_RETEMPN             1        -2.207275  \n",
-       "work_low_AGREMPN              0       -40.734929  \n",
-       "work_low_FPSEMPN              0        -0.670108  \n",
-       "work_low_HEREMPN              0         0.087905  \n",
-       "work_low_MWTEMPN              0        -0.373028  \n",
-       "work_low_OTHEMPN              0        -0.705270  \n",
-       "work_low_RETEMPN              1        -2.047943  \n",
-       "work_med_AGREMPN              0       -14.886841  \n",
-       "work_med_FPSEMPN              0        -1.942050  \n",
-       "work_med_HEREMPN              0        -1.382809  \n",
-       "work_med_MWTEMPN              0        -0.910436  \n",
-       "work_med_OTHEMPN              0        -2.535326  \n",
-       "work_med_RETEMPN              1        -2.120264  \n",
-       "work_veryhigh_AGREMPN         0        -0.277725  \n",
-       "work_veryhigh_FPSEMPN         0        -1.757306  \n",
-       "work_veryhigh_HEREMPN         0        -1.621894  \n",
-       "work_veryhigh_MWTEMPN         0        -1.722069  \n",
-       "work_veryhigh_OTHEMPN         0        -2.483268  \n",
-       "work_veryhigh_RETEMPN         1        -2.375156  "
+       "                          maximum  nullvalue  holdfast  \n",
+       "param_name                                              \n",
+       "-999                  -999.000000        0.0         1  \n",
+       "1                        1.000000        0.0         1  \n",
+       "coef_dist_0_1           25.000000        0.0         0  \n",
+       "coef_dist_0_5_high      25.000000        0.0         0  \n",
+       "coef_dist_15_up         25.000000        0.0         0  \n",
+       "coef_dist_1_2           25.000000        0.0         0  \n",
+       "coef_dist_2_5           25.000000        0.0         0  \n",
+       "coef_dist_5_15          25.000000        0.0         0  \n",
+       "coef_dist_5_up_high     25.000000        0.0         0  \n",
+       "coef_mode_logsum        25.000000        0.0         0  \n",
+       "work_high_AGREMPN        6.000000        0.0         0  \n",
+       "work_high_FPSEMPN        6.000000        0.0         0  \n",
+       "work_high_HEREMPN        6.000000        0.0         0  \n",
+       "work_high_MWTEMPN        6.000000        0.0         0  \n",
+       "work_high_OTHEMPN        6.000000        0.0         0  \n",
+       "work_high_RETEMPN       -2.207275        0.0         1  \n",
+       "work_low_AGREMPN         6.000000        0.0         0  \n",
+       "work_low_FPSEMPN         6.000000        0.0         0  \n",
+       "work_low_HEREMPN         6.000000        0.0         0  \n",
+       "work_low_MWTEMPN         6.000000        0.0         0  \n",
+       "work_low_OTHEMPN         6.000000        0.0         0  \n",
+       "work_low_RETEMPN        -2.047943        0.0         1  \n",
+       "work_med_AGREMPN         6.000000        0.0         0  \n",
+       "work_med_FPSEMPN         6.000000        0.0         0  \n",
+       "work_med_HEREMPN         6.000000        0.0         0  \n",
+       "work_med_MWTEMPN         6.000000        0.0         0  \n",
+       "work_med_OTHEMPN         6.000000        0.0         0  \n",
+       "work_med_RETEMPN        -2.120264        0.0         1  \n",
+       "work_veryhigh_AGREMPN    6.000000        0.0         0  \n",
+       "work_veryhigh_FPSEMPN    6.000000        0.0         0  \n",
+       "work_veryhigh_HEREMPN    6.000000        0.0         0  \n",
+       "work_veryhigh_MWTEMPN    6.000000        0.0         0  \n",
+       "work_veryhigh_OTHEMPN    6.000000        0.0         0  \n",
+       "work_veryhigh_RETEMPN   -2.375156        0.0         1  "
       ]
      },
      "metadata": {},
@@ -2011,1040 +2053,14 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 6.58075738982826e-14 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 8.609108514589023e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 4.858994087802833e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 4.590724503258719e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 3.764703716398322e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 7.95965356556717e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.818442093095742e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 5.03392554043634e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.5381467152499962e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.0971331763693831e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 3.484283220498793e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.036454788412711e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.2342628444093822e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.1936812514265686e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.1462882066859337e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.2236450588660233e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 8.957773169475355e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 3.403629593864148e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 9.958621143814116e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.4044217977550493e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.24307099519925e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.5832094185085958e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 8.839880932923715e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.8356027731239294e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.1421351948148873e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.2122137179899207e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 3.361811071723201e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 7.424246392034423e-17 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 9.833431869070201e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.3560892176329117e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.3002356046314505e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 8.14760641170999e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.5893755977713855e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.2242791423085704e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 7.840228498303649e-17 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.821310614405388e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 7.602970799131063e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 9.202107985951836e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.345125215845087e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 9.411697752593235e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.9782369679586113e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.874082949306298e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 7.371793040685402e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.938572491694241e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.246124180526511e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.141265756002516e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 3.100401477984635e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.5378782864186965e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.9313922953760897e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.1977191783387483e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.363399913515622e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 5.762226538587988e-17 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 9.06242576436139e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.6385214345090097e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 7.165438390329778e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.1445961972935322e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 9.644187582621805e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 6.541708319680231e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 3.934162645300111e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.134777590184765e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 8.079203492312623e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 3.874033251349113e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.291857936661992e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.814737773513033e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 7.490568774143245e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.2304485728856308e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.485286718972943e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 6.383534175291423e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.613279191505726e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 3.8866154039229413e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.3878250547574447e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.527943739541298e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.909416907139415e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.1510614619527032e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.1368120272688944e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 3.643995712069883e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 6.53776423374248e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.884789133771701e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 3.204048408933774e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.3319513123043316e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 5.705366627147927e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 6.97514592434133e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.0809478465057004e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.5511675499533377e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 7.593689804444176e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.4957755267975435e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 8.696769491557346e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 6.737774617674386e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 6.128045848859581e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.5630230989843793e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.3948944750175547e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.3350636520980866e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 3.1373262852024607e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.431634254132492e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 6.150573731273586e-17 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.840572414827625e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.6440290968450892e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.169148987650627e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.2618601413717198e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.1027363624616727e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.4325420873477145e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.130305386573877e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.5981412998626995e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.8024083176379757e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 8.699848692868201e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.8050041435677926e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.4641893204053784e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 3.3202058990880262e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.7982648639328196e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.682688110753623e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 3.3918073923632958e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.3958454623675576e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.687173737740406e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.4445622876893135e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.593097934685835e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.255178874295989e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 6.938159369904954e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 5.227861479349974e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 9.72281234139755e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 6.67479423854955e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.0701537184819448e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.11956756006857e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.833010368509196e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 7.8836696710125525e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 9.141820313543679e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 4.1835089487134243e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.184244303454254e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.764215386233791e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.8241552638642826e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.4965243982010715e-17 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.79176697115328e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.1623175453554706e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 4.716334545703604e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.7347158495050401e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.6100668210271076e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 6.283546894454948e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 3.852301410439485e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 3.1559061824726984e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.5479661830923281e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.0532255108666818e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.3565906450031844e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 3.798152742434788e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 8.683505014802718e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 6.396183839539828e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.242858084385879e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 9.871895027080846e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 3.6099420086106906e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.1442376790795919e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 7.964118309463358e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 4.274474036241725e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.6677866698481992e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.1051019124998109e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.9324314980494604e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.9595868472785627e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 3.1615547499831387e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.211882484768278e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.8257843151502582e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.4275891045055421e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.4393823211036024e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 4.186384064873585e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 4.824617816113209e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.85880587925525e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.04197500561093e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.4837817685211961e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 5.213652954797472e-18 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.0775275642789367e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.119245313180634e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.4446800617173398e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.2006079813263649e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.1552868224959877e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 5.185573102435832e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.1516592133774406e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 7.762753403181173e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 9.679389943868996e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.9785706753993463e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.8961763259837587e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 3.912979328104873e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.409320601113607e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 3.2305205209386157e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.450335157893293e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.617730387066754e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.2933647368469341e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 5.617409120210384e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.7582779195718458e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 5.280498120639517e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 4.55527755915478e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.9059076312203676e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 4.1114327780888087e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 3.1431278585276687e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 4.969086908423215e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.3500227499265608e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 3.3180244010735768e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.0076130347475153e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.802972279967265e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.2506777229300395e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.80006127424388e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 3.9183933078130794e-17 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.4041773903929795e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.3039887400379244e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.6092169814153935e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 8.760970883046188e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 9.339080979177279e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.2555803195460367e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.6269110645033512e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.2429300546953463e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 8.144357110872857e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.1049947014037147e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 4.1861752823090313e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.18997532580141e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.667880830740113e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.1353398760676563e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.3634447254389383e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.7532943704740856e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.2111462777429524e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 3.864047631107106e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 3.919456911847766e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.7059566840488057e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.9530301995171284e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 5.281202462831353e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 5.758178675470373e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.002078079924329e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 8.784717876753973e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.2017073036704768e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.224557692109661e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 3.721220285890822e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 3.622600675521404e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.6905948817226687e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.694096953470124e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.3569861491836122e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.502124368301506e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 4.7407488468555395e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 8.697990870236535e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 9.81657002649866e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.4045763663198253e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.0436171317361175e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 8.156211561252534e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 5.236987926218086e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.4465307474715075e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.6938449666000817e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.1851170538118256e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.9412774988879662e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.670349853302781e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.0539418212362084e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.6960522608899035e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.5158041025609332e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.008274070634254e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 8.387788535570126e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 3.2157366699296544e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 3.1164266689499806e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 7.56169366819644e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 6.341415195655093e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 3.1987460474379664e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.6679242945202155e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.4998283744619553e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.3250974123734563e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.6657512309526764e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 3.262311118768431e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 7.971903794447176e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.0326431316090163e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.1899909566934324e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 9.914612266695079e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.0155418180309193e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 8.254260491179171e-17 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 8.246312258680058e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.079915324216155e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.359434189708228e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 7.479001432525059e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.38785680989827e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.5537535423433823e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.0646438860936493e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.7426062684941045e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 9.356600196325564e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 3.4928156829210223e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.8414958204326504e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.9454666641041935e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 3.1775477881323708e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.9872394874762908e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.7741148871910914e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.704943625145889e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.1862358973875308e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 3.1140246559184814e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.5738132923875278e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 4.0699709145875876e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.99413957096335e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 3.373934921628027e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.2707344446828852e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.397227292695065e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 8.951049963227158e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 7.574434773695393e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.4661973381560035e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 6.630125120592464e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 7.939235053449032e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 3.4820595131187794e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.309033227216985e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.4957238982110034e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 8.45256101961114e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.623987483173239e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.1188434290325158e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.7749926828214399e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.167526396261573e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 6.733769794433076e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.99031594620759e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.5137491867529069e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.8678560347694442e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.4425868353709017e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 4.711669880302782e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.108065303771809e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 6.47700302747828e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.4679193372517904e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.0589150541969082e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 9.357031130145988e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 5.496661215571298e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 5.221354062959068e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.2929125084500322e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 9.53882441197107e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.799592018965204e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.676438503507691e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.4897864931953783e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.0509512337158769e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 3.1377543116819802e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 3.800744497149333e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 3.761798985494412e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 3.507692743973433e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.013530761663672e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.557012174493833e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 9.88869255041198e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.4825911994196611e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 5.186296285380726e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 4.456851678041965e-17 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.298229559681153e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 6.5295416575948405e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 5.703050109789274e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.964977628120778e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.479400208382722e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.5991615353804856e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.8634813052430688e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.5574781627687292e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.2288042172537719e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 6.963462249414444e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.6400975355957874e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.011177318846845e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.4607022018361702e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 3.22411226175134e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.7327247590654627e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.4617479267964148e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 8.838432338876926e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.2049066531312632e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 4.709955681638656e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 3.419144964441667e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.5077239101806824e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.5154644553620888e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.0943295430134347e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 4.154152454411184e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.3369084380169877e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 5.643717978454996e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.1192182192175586e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.394144656074798e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.5356075335788756e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 7.819817423929502e-17 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.793935653299255e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.572760141364558e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.6997339216435611e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.1181064861447731e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.7735583314998256e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.0642585683351177e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.1570640805269224e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.6107241166309718e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.7420320936727392e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 5.039768761960802e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.6212499861700766e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.8343527227047547e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 3.2409845752709505e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.4967063601660652e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.7538942453424777e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 9.419823097432013e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.753768504526091e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.1803169211084067e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.9335927811055564e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.8337985198780096e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.1595788450687047e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.163229995998657e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.319206816291071e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 3.0344642963221995e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 5.914538178010825e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.814172626767119e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.7313341043920629e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.1327570052022196e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.4320525612200115e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 7.062910043466038e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 7.068367700457203e-17 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 8.343942537437313e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.133333141198636e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.7634333083083658e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 4.524428232383005e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 8.283698248430556e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.87300428221243e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 4.0041905490605394e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 9.460044833168581e-17 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 4.475484180144726e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.6807138587094996e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 3.12666901150351e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.2690788692569342e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.2529104778415598e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.2857704003483711e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.6639657371967774e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 8.708116368811313e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 7.359551245728949e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.701662480669911e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 6.411395341837963e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 7.362463504644525e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.8458916998109383e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.7405199602901939e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.841330698572366e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.7502192508669765e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.9294174536767583e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 8.402220035799741e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.2107427712210815e-17 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 6.815560560305138e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.3914352576601436e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.4957276285738976e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.819962030825361e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.684238192629998e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.3133408766559407e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.758479344731189e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 6.785532501336792e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 7.332348300848999e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 3.2998633887005273e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 3.299917544475223e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.0309929932279618e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.893667387784195e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 8.355467421954927e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 3.6392923072891564e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 9.751557002350106e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.7559513840781222e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.9556048185579777e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.0150426697205012e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.193606413837047e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.4412353473496543e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 8.009465095801536e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.1756221682827464e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.968498188397787e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 8.654759781414213e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 3.3347825517364876e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 5.549793434199604e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.0779798384087633e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.0916143618557568e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.5621546761352962e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 5.460231623809285e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 4.001990522392916e-17 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.8728957809029418e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 3.916365244709291e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 3.851426040947258e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.09706169995224e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 9.801923515469642e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.0022996745020988e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 5.057120670956733e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 9.085373617069858e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 9.800253827647093e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.540628062907866e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.1593434419814125e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 3.946912408791547e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 6.973056912030954e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.3761531107247475e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.1143741746985153e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 9.534192960293222e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.8734374809662115e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.232343583659919e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.0482842256784803e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.467379347282302e-18 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.5759888124606325e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.225617744485029e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 7.703772751192879e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 6.883109514984853e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.455312980236373e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 6.23895606701099e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.0603077714105237e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "<ipython-input-11-ce7e9581522b>:1: PossibleOverspecification: WARNING: Model is possibly over-specified (hessian is nearly singular).\n",
-      "  model.estimate(method='BHHH', options={'maxiter':1000})\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 8.886410808092305e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n"
+      "/Users/jpn/Git/est-mode/larch/src/larch/model/jaxmodel.py:1156: PossibleOverspecification: Model is possibly over-specified (hessian is nearly singular).\n",
+      "  self.calculate_parameter_covariance()\n"
      ]
     },
     {
      "data": {
       "text/html": [
-       "<div><table style=\"margin-top:1px;\"><tr><th>key</th><th style=\"text-align:left;\">value</th></tr><tr><td>loglike</td><td style=\"text-align:left;\">-13521.35475538419</td></tr><tr><td>x</td><td style=\"text-align:left;\"><table border=\"1\" class=\"dataframe\">\n",
+       "<div><table style=\"margin-top:1px;\"><tr><th>key</th><th style=\"text-align:left;\">value</th></tr><tr><td>loglike</td><td style=\"text-align:left;\">-88683.85038605405</td></tr><tr><td>x</td><td style=\"text-align:left;\"><table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
@@ -3054,355 +2070,196 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>-999</th>\n",
-       "      <td>-999.000000</td>\n",
+       "      <td>-9.990000e+02</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>1.000000</td>\n",
+       "      <td>1.000000e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_dist_0_1</th>\n",
-       "      <td>-1.084778</td>\n",
+       "      <td>-1.035381e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_dist_0_5_high</th>\n",
-       "      <td>0.120981</td>\n",
+       "      <td>1.469662e-01</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_dist_15_up</th>\n",
-       "      <td>-0.091700</td>\n",
+       "      <td>-1.170512e-01</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_dist_1_2</th>\n",
-       "      <td>-0.252580</td>\n",
+       "      <td>-4.652491e-01</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_dist_2_5</th>\n",
-       "      <td>-0.369689</td>\n",
+       "      <td>-4.177477e-01</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_dist_5_15</th>\n",
-       "      <td>-0.152259</td>\n",
+       "      <td>-1.558734e-01</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_dist_5_up_high</th>\n",
-       "      <td>-0.015225</td>\n",
+       "      <td>2.506728e-02</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_mode_logsum</th>\n",
-       "      <td>0.155426</td>\n",
+       "      <td>7.423654e-02</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>work_high_AGREMPN</th>\n",
-       "      <td>-14.042031</td>\n",
+       "      <td>-1.856268e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>work_high_FPSEMPN</th>\n",
-       "      <td>-2.021234</td>\n",
+       "      <td>-1.895722e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>work_high_HEREMPN</th>\n",
-       "      <td>-1.578781</td>\n",
+       "      <td>-1.698263e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>work_high_MWTEMPN</th>\n",
-       "      <td>-2.074250</td>\n",
+       "      <td>-1.815687e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>work_high_OTHEMPN</th>\n",
-       "      <td>-2.145558</td>\n",
+       "      <td>-2.187482e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>work_high_RETEMPN</th>\n",
-       "      <td>-2.207275</td>\n",
+       "      <td>-2.207275e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>work_low_AGREMPN</th>\n",
-       "      <td>-40.734929</td>\n",
+       "      <td>-7.178467e+01</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>work_low_FPSEMPN</th>\n",
-       "      <td>-0.670108</td>\n",
+       "      <td>-1.507959e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>work_low_HEREMPN</th>\n",
-       "      <td>0.087905</td>\n",
+       "      <td>-8.190703e-01</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>work_low_MWTEMPN</th>\n",
-       "      <td>-0.373028</td>\n",
+       "      <td>-1.980587e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>work_low_OTHEMPN</th>\n",
-       "      <td>-0.705270</td>\n",
+       "      <td>-2.021455e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>work_low_RETEMPN</th>\n",
-       "      <td>-2.047943</td>\n",
+       "      <td>-2.047943e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>work_med_AGREMPN</th>\n",
-       "      <td>-14.886841</td>\n",
+       "      <td>-8.087999e+64</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>work_med_FPSEMPN</th>\n",
-       "      <td>-1.942050</td>\n",
+       "      <td>-2.151306e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>work_med_HEREMPN</th>\n",
-       "      <td>-1.382809</td>\n",
+       "      <td>-1.606036e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>work_med_MWTEMPN</th>\n",
-       "      <td>-0.910436</td>\n",
+       "      <td>-2.043992e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>work_med_OTHEMPN</th>\n",
-       "      <td>-2.535326</td>\n",
+       "      <td>-2.172089e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>work_med_RETEMPN</th>\n",
-       "      <td>-2.120264</td>\n",
+       "      <td>-2.120264e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>work_veryhigh_AGREMPN</th>\n",
-       "      <td>-0.277725</td>\n",
+       "      <td>-6.042012e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>work_veryhigh_FPSEMPN</th>\n",
-       "      <td>-1.757306</td>\n",
+       "      <td>-1.838134e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>work_veryhigh_HEREMPN</th>\n",
-       "      <td>-1.621894</td>\n",
+       "      <td>-1.992130e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>work_veryhigh_MWTEMPN</th>\n",
-       "      <td>-1.722069</td>\n",
+       "      <td>-1.763131e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>work_veryhigh_OTHEMPN</th>\n",
-       "      <td>-2.483268</td>\n",
+       "      <td>-2.509024e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>work_veryhigh_RETEMPN</th>\n",
-       "      <td>-2.375156</td>\n",
+       "      <td>-2.375156e+00</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
-       "</table></td></tr><tr><td>tolerance</td><td style=\"text-align:left;\">9.957944723905177e-06</td></tr><tr><td>steps</td><td style=\"text-align:left;\"><pre>array([0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "       0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "       0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "       0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "       0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "       0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "       0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "       0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "       0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "       0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "       0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "       0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "       0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "       0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "       0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "       0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "       0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "       0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "       0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "       0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "       0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "       0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "       0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "       0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "       0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "       0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "       0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "       0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "       0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "       0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "       0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "       0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "       0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "       0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "       0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "       0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "       0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "       0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "       0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "       0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "       0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "       0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "       0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "       0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "       0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "       0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "       0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "       0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "       0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "       0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "       0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "       0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "       0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "       0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "       0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "       0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "       0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "       0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "       0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "       0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "       0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "       0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "       0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "       0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "       0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "       0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "       0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "       0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "       0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "       0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "       0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "       0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "       0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "       0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "       0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "       0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "       0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "       0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "       0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "       0.015625])</pre></td></tr><tr><td>message</td><td style=\"text-align:left;\">'Optimization terminated successfully.'</td></tr><tr><td>elapsed_time</td><td style=\"text-align:left;\">0:00:22.109298</td></tr><tr><td>method</td><td style=\"text-align:left;\">'BHHH'</td></tr><tr><td>n_cases</td><td style=\"text-align:left;\">2582</td></tr><tr><td>iteration_number</td><td style=\"text-align:left;\">475</td></tr><tr><td>logloss</td><td style=\"text-align:left;\">5.2367756604896165</td></tr></table></div>"
+       "</table></td></tr><tr><td>tolerance</td><td style=\"text-align:left;\">8.618081038971004e-07</td></tr><tr><td>steps</td><td style=\"text-align:left;\">array([0.125, 0.25 , 0.375, 0.5  , 0.625, 0.75 , 1.   , 1.   , 1.   ])</td></tr><tr><td>message</td><td style=\"text-align:left;\">'Optimization terminated successfully'</td></tr><tr><td>elapsed_time</td><td style=\"text-align:left;\">0:00:02.528580</td></tr><tr><td>method</td><td style=\"text-align:left;\">'BHHH'</td></tr><tr><td>n_cases</td><td style=\"text-align:left;\">28281</td></tr><tr><td>iteration_number</td><td style=\"text-align:left;\">9</td></tr></table></div>"
       ],
       "text/plain": [
-       "┣          loglike: -13521.35475538419\n",
-       "┣                x: -999                    -999.000000\n",
-       "┃                   1                          1.000000\n",
-       "┃                   coef_dist_0_1             -1.084778\n",
-       "┃                   coef_dist_0_5_high         0.120981\n",
-       "┃                   coef_dist_15_up           -0.091700\n",
-       "┃                   coef_dist_1_2             -0.252580\n",
-       "┃                   coef_dist_2_5             -0.369689\n",
-       "┃                   coef_dist_5_15            -0.152259\n",
-       "┃                   coef_dist_5_up_high       -0.015225\n",
-       "┃                   coef_mode_logsum           0.155426\n",
-       "┃                   work_high_AGREMPN        -14.042031\n",
-       "┃                   work_high_FPSEMPN         -2.021234\n",
-       "┃                   work_high_HEREMPN         -1.578781\n",
-       "┃                   work_high_MWTEMPN         -2.074250\n",
-       "┃                   work_high_OTHEMPN         -2.145558\n",
-       "┃                   work_high_RETEMPN         -2.207275\n",
-       "┃                   work_low_AGREMPN         -40.734929\n",
-       "┃                   work_low_FPSEMPN          -0.670108\n",
-       "┃                   work_low_HEREMPN           0.087905\n",
-       "┃                   work_low_MWTEMPN          -0.373028\n",
-       "┃                   work_low_OTHEMPN          -0.705270\n",
-       "┃                   work_low_RETEMPN          -2.047943\n",
-       "┃                   work_med_AGREMPN         -14.886841\n",
-       "┃                   work_med_FPSEMPN          -1.942050\n",
-       "┃                   work_med_HEREMPN          -1.382809\n",
-       "┃                   work_med_MWTEMPN          -0.910436\n",
-       "┃                   work_med_OTHEMPN          -2.535326\n",
-       "┃                   work_med_RETEMPN          -2.120264\n",
-       "┃                   work_veryhigh_AGREMPN     -0.277725\n",
-       "┃                   work_veryhigh_FPSEMPN     -1.757306\n",
-       "┃                   work_veryhigh_HEREMPN     -1.621894\n",
-       "┃                   work_veryhigh_MWTEMPN     -1.722069\n",
-       "┃                   work_veryhigh_OTHEMPN     -2.483268\n",
-       "┃                   work_veryhigh_RETEMPN     -2.375156\n",
+       "┣          loglike: -88683.85038605405\n",
+       "┣                x: -999                    -9.990000e+02\n",
+       "┃                   1                        1.000000e+00\n",
+       "┃                   coef_dist_0_1           -1.035381e+00\n",
+       "┃                   coef_dist_0_5_high       1.469662e-01\n",
+       "┃                   coef_dist_15_up         -1.170512e-01\n",
+       "┃                   coef_dist_1_2           -4.652491e-01\n",
+       "┃                   coef_dist_2_5           -4.177477e-01\n",
+       "┃                   coef_dist_5_15          -1.558734e-01\n",
+       "┃                   coef_dist_5_up_high      2.506728e-02\n",
+       "┃                   coef_mode_logsum         7.423654e-02\n",
+       "┃                   work_high_AGREMPN       -1.856268e+00\n",
+       "┃                   work_high_FPSEMPN       -1.895722e+00\n",
+       "┃                   work_high_HEREMPN       -1.698263e+00\n",
+       "┃                   work_high_MWTEMPN       -1.815687e+00\n",
+       "┃                   work_high_OTHEMPN       -2.187482e+00\n",
+       "┃                   work_high_RETEMPN       -2.207275e+00\n",
+       "┃                   work_low_AGREMPN        -7.178467e+01\n",
+       "┃                   work_low_FPSEMPN        -1.507959e+00\n",
+       "┃                   work_low_HEREMPN        -8.190703e-01\n",
+       "┃                   work_low_MWTEMPN        -1.980587e+00\n",
+       "┃                   work_low_OTHEMPN        -2.021455e+00\n",
+       "┃                   work_low_RETEMPN        -2.047943e+00\n",
+       "┃                   work_med_AGREMPN        -8.087999e+64\n",
+       "┃                   work_med_FPSEMPN        -2.151306e+00\n",
+       "┃                   work_med_HEREMPN        -1.606036e+00\n",
+       "┃                   work_med_MWTEMPN        -2.043992e+00\n",
+       "┃                   work_med_OTHEMPN        -2.172089e+00\n",
+       "┃                   work_med_RETEMPN        -2.120264e+00\n",
+       "┃                   work_veryhigh_AGREMPN   -6.042012e+00\n",
+       "┃                   work_veryhigh_FPSEMPN   -1.838134e+00\n",
+       "┃                   work_veryhigh_HEREMPN   -1.992130e+00\n",
+       "┃                   work_veryhigh_MWTEMPN   -1.763131e+00\n",
+       "┃                   work_veryhigh_OTHEMPN   -2.509024e+00\n",
+       "┃                   work_veryhigh_RETEMPN   -2.375156e+00\n",
        "┃                   dtype: float64\n",
-       "┣        tolerance: 9.957944723905177e-06\n",
-       "┣            steps: array([0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "┃                          0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "┃                          0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "┃                          0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "┃                          0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "┃                          0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "┃                          0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "┃                          0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "┃                          0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "┃                          0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "┃                          0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "┃                          0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "┃                          0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "┃                          0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "┃                          0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "┃                          0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "┃                          0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "┃                          0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "┃                          0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "┃                          0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "┃                          0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "┃                          0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "┃                          0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "┃                          0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "┃                          0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "┃                          0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "┃                          0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "┃                          0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "┃                          0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "┃                          0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "┃                          0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "┃                          0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "┃                          0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "┃                          0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "┃                          0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "┃                          0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "┃                          0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "┃                          0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "┃                          0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "┃                          0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "┃                          0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "┃                          0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "┃                          0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "┃                          0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "┃                          0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "┃                          0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "┃                          0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "┃                          0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "┃                          0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "┃                          0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "┃                          0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "┃                          0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "┃                          0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "┃                          0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "┃                          0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "┃                          0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "┃                          0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "┃                          0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "┃                          0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "┃                          0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "┃                          0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "┃                          0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "┃                          0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "┃                          0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "┃                          0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "┃                          0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "┃                          0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "┃                          0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "┃                          0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "┃                          0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "┃                          0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "┃                          0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "┃                          0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "┃                          0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "┃                          0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "┃                          0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "┃                          0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "┃                          0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "┃                          0.015625, 0.015625, 0.015625, 0.015625, 0.015625, 0.015625,\n",
-       "┃                          0.015625])\n",
-       "┣          message: 'Optimization terminated successfully.'\n",
-       "┣     elapsed_time: datetime.timedelta(seconds=22, microseconds=109298)\n",
+       "┣        tolerance: 8.618081038971004e-07\n",
+       "┣            steps: array([0.125, 0.25 , 0.375, 0.5  , 0.625, 0.75 , 1.   , 1.   , 1.   ])\n",
+       "┣          message: 'Optimization terminated successfully'\n",
+       "┣     elapsed_time: datetime.timedelta(seconds=2, microseconds=528580)\n",
        "┣           method: 'BHHH'\n",
-       "┣          n_cases: 2582\n",
-       "┣ iteration_number: 475\n",
-       "┣          logloss: 5.2367756604896165"
+       "┣          n_cases: 28281\n",
+       "┣ iteration_number: 9"
       ]
      },
-     "execution_count": 11,
+     "execution_count": 12,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "model.estimate(method='BHHH', options={'maxiter':1000})"
+    "model.estimate(method=\"BHHH\", options={\"maxiter\": 1000})"
    ]
   },
   {
@@ -3414,335 +2271,361 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [
     {
      "data": {
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-       "    }#T_30610_row0_col0,#T_30610_row0_col1,#T_30610_row0_col2,#T_30610_row0_col3,#T_30610_row0_col4,#T_30610_row1_col0,#T_30610_row1_col1,#T_30610_row1_col2,#T_30610_row1_col3,#T_30610_row1_col4,#T_30610_row2_col0,#T_30610_row2_col1,#T_30610_row2_col2,#T_30610_row2_col3,#T_30610_row2_col4,#T_30610_row3_col0,#T_30610_row3_col1,#T_30610_row3_col2,#T_30610_row3_col3,#T_30610_row3_col4,#T_30610_row4_col0,#T_30610_row4_col1,#T_30610_row4_col2,#T_30610_row4_col3,#T_30610_row4_col4,#T_30610_row5_col0,#T_30610_row5_col1,#T_30610_row5_col2,#T_30610_row5_col3,#T_30610_row5_col4,#T_30610_row6_col0,#T_30610_row6_col1,#T_30610_row6_col2,#T_30610_row6_col3,#T_30610_row6_col4,#T_30610_row7_col0,#T_30610_row7_col1,#T_30610_row7_col2,#T_30610_row7_col3,#T_30610_row7_col4,#T_30610_row8_col0,#T_30610_row8_col1,#T_30610_row8_col2,#T_30610_row8_col3,#T_30610_row8_col4,#T_30610_row9_col0,#T_30610_row9_col1,#T_30610_row9_col2,#T_30610_row9_col3,#T_30610_row9_col4,#T_30610_row10_col0,#T_30610_row10_col1,#T_30610_row10_col2,#T_30610_row10_col3,#T_30610_row10_col4,#T_30610_row11_col0,#T_30610_row11_col1,#T_30610_row11_col2,#T_30610_row11_col3,#T_30610_row11_col4,#T_30610_row12_col0,#T_30610_row12_col1,#T_30610_row12_col2,#T_30610_row12_col3,#T_30610_row12_col4,#T_30610_row13_col0,#T_30610_row13_col1,#T_30610_row13_col2,#T_30610_row13_col3,#T_30610_row13_col4,#T_30610_row14_col0,#T_30610_row14_col1,#T_30610_row14_col2,#T_30610_row14_col3,#T_30610_row14_col4,#T_30610_row15_col0,#T_30610_row15_col1,#T_30610_row15_col2,#T_30610_row15_col3,#T_30610_row15_col4,#T_30610_row16_col0,#T_30610_row16_col1,#T_30610_row16_col2,#T_30610_row16_col3,#T_30610_row16_col4,#T_30610_row17_col0,#T_30610_row17_col1,#T_30610_row17_col2,#T_30610_row17_col3,#T_30610_row17_col4,#T_30610_row18_col0,#T_30610_row18_col1,#T_30610_row18_col2,#T_30610_row18_col3,#T_30610_row18_col4,#T_30610_row19_col0,#T_30610_row19_col1,#T_30610_row19_col2,#T_30610_row19_col3,#T_30610_row19_col4,#T_30610_row20_col0,#T_30610_row20_col1,#T_30610_row20_col2,#T_30610_row20_col3,#T_30610_row20_col4,#T_30610_row21_col0,#T_30610_row21_col1,#T_30610_row21_col2,#T_30610_row21_col3,#T_30610_row21_col4,#T_30610_row22_col0,#T_30610_row22_col1,#T_30610_row22_col2,#T_30610_row22_col3,#T_30610_row22_col4,#T_30610_row23_col0,#T_30610_row23_col1,#T_30610_row23_col2,#T_30610_row23_col3,#T_30610_row23_col4,#T_30610_row24_col0,#T_30610_row24_col1,#T_30610_row24_col2,#T_30610_row24_col3,#T_30610_row24_col4,#T_30610_row25_col0,#T_30610_row25_col1,#T_30610_row25_col2,#T_30610_row25_col3,#T_30610_row25_col4,#T_30610_row26_col0,#T_30610_row26_col1,#T_30610_row26_col2,#T_30610_row26_col3,#T_30610_row26_col4,#T_30610_row27_col0,#T_30610_row27_col1,#T_30610_row27_col2,#T_30610_row27_col3,#T_30610_row27_col4,#T_30610_row28_col0,#T_30610_row28_col1,#T_30610_row28_col2,#T_30610_row28_col3,#T_30610_row28_col4,#T_30610_row29_col0,#T_30610_row29_col1,#T_30610_row29_col2,#T_30610_row29_col3,#T_30610_row29_col4,#T_30610_row30_col0,#T_30610_row30_col1,#T_30610_row30_col2,#T_30610_row30_col3,#T_30610_row30_col4,#T_30610_row31_col0,#T_30610_row31_col1,#T_30610_row31_col2,#T_30610_row31_col3,#T_30610_row31_col4,#T_30610_row32_col0,#T_30610_row32_col1,#T_30610_row32_col2,#T_30610_row32_col3,#T_30610_row32_col4,#T_30610_row33_col0,#T_30610_row33_col1,#T_30610_row33_col2,#T_30610_row33_col3,#T_30610_row33_col4{\n",
-       "            font-family: monospace;\n",
-       "        }</style><table id=\"T_30610_\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >Value</th>        <th class=\"col_heading level0 col1\" >Std Err</th>        <th class=\"col_heading level0 col2\" >t Stat</th>        <th class=\"col_heading level0 col3\" >Signif</th>        <th class=\"col_heading level0 col4\" >Null Value</th>        <th class=\"col_heading level0 col5\" >Constrained</th>    </tr></thead><tbody>\n",
-       "                <tr>\n",
-       "                        <th id=\"T_30610_level0_row0\" class=\"row_heading level0 row0\" >-999</th>\n",
-       "                        <td id=\"T_30610_row0_col0\" class=\"data row0 col0\" >-999.</td>\n",
-       "                        <td id=\"T_30610_row0_col1\" class=\"data row0 col1\" > NA</td>\n",
-       "                        <td id=\"T_30610_row0_col2\" class=\"data row0 col2\" > NA</td>\n",
-       "                        <td id=\"T_30610_row0_col3\" class=\"data row0 col3\" ></td>\n",
-       "                        <td id=\"T_30610_row0_col4\" class=\"data row0 col4\" >-999.00</td>\n",
-       "                        <td id=\"T_30610_row0_col5\" class=\"data row0 col5\" >fixed value</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_30610_level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
-       "                        <td id=\"T_30610_row1_col0\" class=\"data row1 col0\" > 1.00</td>\n",
-       "                        <td id=\"T_30610_row1_col1\" class=\"data row1 col1\" > NA</td>\n",
-       "                        <td id=\"T_30610_row1_col2\" class=\"data row1 col2\" > NA</td>\n",
-       "                        <td id=\"T_30610_row1_col3\" class=\"data row1 col3\" ></td>\n",
-       "                        <td id=\"T_30610_row1_col4\" class=\"data row1 col4\" > 1.00</td>\n",
-       "                        <td id=\"T_30610_row1_col5\" class=\"data row1 col5\" >fixed value</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_30610_level0_row2\" class=\"row_heading level0 row2\" >coef_dist_0_1</th>\n",
-       "                        <td id=\"T_30610_row2_col0\" class=\"data row2 col0\" >-1.08</td>\n",
-       "                        <td id=\"T_30610_row2_col1\" class=\"data row2 col1\" > 0.270</td>\n",
-       "                        <td id=\"T_30610_row2_col2\" class=\"data row2 col2\" >-4.02</td>\n",
-       "                        <td id=\"T_30610_row2_col3\" class=\"data row2 col3\" >***</td>\n",
-       "                        <td id=\"T_30610_row2_col4\" class=\"data row2 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_30610_row2_col5\" class=\"data row2 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_30610_level0_row3\" class=\"row_heading level0 row3\" >coef_dist_0_5_high</th>\n",
-       "                        <td id=\"T_30610_row3_col0\" class=\"data row3 col0\" > 0.121</td>\n",
-       "                        <td id=\"T_30610_row3_col1\" class=\"data row3 col1\" > 0.0339</td>\n",
-       "                        <td id=\"T_30610_row3_col2\" class=\"data row3 col2\" > 3.57</td>\n",
-       "                        <td id=\"T_30610_row3_col3\" class=\"data row3 col3\" >***</td>\n",
-       "                        <td id=\"T_30610_row3_col4\" class=\"data row3 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_30610_row3_col5\" class=\"data row3 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_30610_level0_row4\" class=\"row_heading level0 row4\" >coef_dist_15_up</th>\n",
-       "                        <td id=\"T_30610_row4_col0\" class=\"data row4 col0\" >-0.0917</td>\n",
-       "                        <td id=\"T_30610_row4_col1\" class=\"data row4 col1\" > 0.000603</td>\n",
-       "                        <td id=\"T_30610_row4_col2\" class=\"data row4 col2\" >-152.16</td>\n",
-       "                        <td id=\"T_30610_row4_col3\" class=\"data row4 col3\" >***</td>\n",
-       "                        <td id=\"T_30610_row4_col4\" class=\"data row4 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_30610_row4_col5\" class=\"data row4 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_30610_level0_row5\" class=\"row_heading level0 row5\" >coef_dist_1_2</th>\n",
-       "                        <td id=\"T_30610_row5_col0\" class=\"data row5 col0\" >-0.253</td>\n",
-       "                        <td id=\"T_30610_row5_col1\" class=\"data row5 col1\" > 0.115</td>\n",
-       "                        <td id=\"T_30610_row5_col2\" class=\"data row5 col2\" >-2.20</td>\n",
-       "                        <td id=\"T_30610_row5_col3\" class=\"data row5 col3\" >*</td>\n",
-       "                        <td id=\"T_30610_row5_col4\" class=\"data row5 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_30610_row5_col5\" class=\"data row5 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_30610_level0_row6\" class=\"row_heading level0 row6\" >coef_dist_2_5</th>\n",
-       "                        <td id=\"T_30610_row6_col0\" class=\"data row6 col0\" >-0.370</td>\n",
-       "                        <td id=\"T_30610_row6_col1\" class=\"data row6 col1\" > 0.0329</td>\n",
-       "                        <td id=\"T_30610_row6_col2\" class=\"data row6 col2\" >-11.23</td>\n",
-       "                        <td id=\"T_30610_row6_col3\" class=\"data row6 col3\" >***</td>\n",
-       "                        <td id=\"T_30610_row6_col4\" class=\"data row6 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_30610_row6_col5\" class=\"data row6 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_30610_level0_row7\" class=\"row_heading level0 row7\" >coef_dist_5_15</th>\n",
-       "                        <td id=\"T_30610_row7_col0\" class=\"data row7 col0\" >-0.152</td>\n",
-       "                        <td id=\"T_30610_row7_col1\" class=\"data row7 col1\" > 0.0419</td>\n",
-       "                        <td id=\"T_30610_row7_col2\" class=\"data row7 col2\" >-3.63</td>\n",
-       "                        <td id=\"T_30610_row7_col3\" class=\"data row7 col3\" >***</td>\n",
-       "                        <td id=\"T_30610_row7_col4\" class=\"data row7 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_30610_row7_col5\" class=\"data row7 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_30610_level0_row8\" class=\"row_heading level0 row8\" >coef_dist_5_up_high</th>\n",
-       "                        <td id=\"T_30610_row8_col0\" class=\"data row8 col0\" >-0.0152</td>\n",
-       "                        <td id=\"T_30610_row8_col1\" class=\"data row8 col1\" > 0.0576</td>\n",
-       "                        <td id=\"T_30610_row8_col2\" class=\"data row8 col2\" >-0.26</td>\n",
-       "                        <td id=\"T_30610_row8_col3\" class=\"data row8 col3\" ></td>\n",
-       "                        <td id=\"T_30610_row8_col4\" class=\"data row8 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_30610_row8_col5\" class=\"data row8 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_30610_level0_row9\" class=\"row_heading level0 row9\" >coef_mode_logsum</th>\n",
-       "                        <td id=\"T_30610_row9_col0\" class=\"data row9 col0\" > 0.155</td>\n",
-       "                        <td id=\"T_30610_row9_col1\" class=\"data row9 col1\" > 0.0455</td>\n",
-       "                        <td id=\"T_30610_row9_col2\" class=\"data row9 col2\" > 3.41</td>\n",
-       "                        <td id=\"T_30610_row9_col3\" class=\"data row9 col3\" >***</td>\n",
-       "                        <td id=\"T_30610_row9_col4\" class=\"data row9 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_30610_row9_col5\" class=\"data row9 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_30610_level0_row10\" class=\"row_heading level0 row10\" >work_high_AGREMPN</th>\n",
-       "                        <td id=\"T_30610_row10_col0\" class=\"data row10 col0\" >-14.0</td>\n",
-       "                        <td id=\"T_30610_row10_col1\" class=\"data row10 col1\" > 9.45e+03</td>\n",
-       "                        <td id=\"T_30610_row10_col2\" class=\"data row10 col2\" >-0.00</td>\n",
-       "                        <td id=\"T_30610_row10_col3\" class=\"data row10 col3\" ></td>\n",
-       "                        <td id=\"T_30610_row10_col4\" class=\"data row10 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_30610_row10_col5\" class=\"data row10 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_30610_level0_row11\" class=\"row_heading level0 row11\" >work_high_FPSEMPN</th>\n",
-       "                        <td id=\"T_30610_row11_col0\" class=\"data row11 col0\" >-2.02</td>\n",
-       "                        <td id=\"T_30610_row11_col1\" class=\"data row11 col1\" > 0.419</td>\n",
-       "                        <td id=\"T_30610_row11_col2\" class=\"data row11 col2\" >-4.83</td>\n",
-       "                        <td id=\"T_30610_row11_col3\" class=\"data row11 col3\" >***</td>\n",
-       "                        <td id=\"T_30610_row11_col4\" class=\"data row11 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_30610_row11_col5\" class=\"data row11 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_30610_level0_row12\" class=\"row_heading level0 row12\" >work_high_HEREMPN</th>\n",
-       "                        <td id=\"T_30610_row12_col0\" class=\"data row12 col0\" >-1.58</td>\n",
-       "                        <td id=\"T_30610_row12_col1\" class=\"data row12 col1\" > 0.398</td>\n",
-       "                        <td id=\"T_30610_row12_col2\" class=\"data row12 col2\" >-3.97</td>\n",
-       "                        <td id=\"T_30610_row12_col3\" class=\"data row12 col3\" >***</td>\n",
-       "                        <td id=\"T_30610_row12_col4\" class=\"data row12 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_30610_row12_col5\" class=\"data row12 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_30610_level0_row13\" class=\"row_heading level0 row13\" >work_high_MWTEMPN</th>\n",
-       "                        <td id=\"T_30610_row13_col0\" class=\"data row13 col0\" >-2.07</td>\n",
-       "                        <td id=\"T_30610_row13_col1\" class=\"data row13 col1\" > 1.07</td>\n",
-       "                        <td id=\"T_30610_row13_col2\" class=\"data row13 col2\" >-1.94</td>\n",
-       "                        <td id=\"T_30610_row13_col3\" class=\"data row13 col3\" ></td>\n",
-       "                        <td id=\"T_30610_row13_col4\" class=\"data row13 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_30610_row13_col5\" class=\"data row13 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_30610_level0_row14\" class=\"row_heading level0 row14\" >work_high_OTHEMPN</th>\n",
-       "                        <td id=\"T_30610_row14_col0\" class=\"data row14 col0\" >-2.15</td>\n",
-       "                        <td id=\"T_30610_row14_col1\" class=\"data row14 col1\" > 0.463</td>\n",
-       "                        <td id=\"T_30610_row14_col2\" class=\"data row14 col2\" >-4.64</td>\n",
-       "                        <td id=\"T_30610_row14_col3\" class=\"data row14 col3\" >***</td>\n",
-       "                        <td id=\"T_30610_row14_col4\" class=\"data row14 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_30610_row14_col5\" class=\"data row14 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_30610_level0_row15\" class=\"row_heading level0 row15\" >work_high_RETEMPN</th>\n",
-       "                        <td id=\"T_30610_row15_col0\" class=\"data row15 col0\" >-2.21</td>\n",
-       "                        <td id=\"T_30610_row15_col1\" class=\"data row15 col1\" > NA</td>\n",
-       "                        <td id=\"T_30610_row15_col2\" class=\"data row15 col2\" > NA</td>\n",
-       "                        <td id=\"T_30610_row15_col3\" class=\"data row15 col3\" ></td>\n",
-       "                        <td id=\"T_30610_row15_col4\" class=\"data row15 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_30610_row15_col5\" class=\"data row15 col5\" >fixed value</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_30610_level0_row16\" class=\"row_heading level0 row16\" >work_low_AGREMPN</th>\n",
-       "                        <td id=\"T_30610_row16_col0\" class=\"data row16 col0\" >-40.7</td>\n",
-       "                        <td id=\"T_30610_row16_col1\" class=\"data row16 col1\" > 3.95e-06</td>\n",
-       "                        <td id=\"T_30610_row16_col2\" class=\"data row16 col2\" >-BIG</td>\n",
-       "                        <td id=\"T_30610_row16_col3\" class=\"data row16 col3\" >***</td>\n",
-       "                        <td id=\"T_30610_row16_col4\" class=\"data row16 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_30610_row16_col5\" class=\"data row16 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_30610_level0_row17\" class=\"row_heading level0 row17\" >work_low_FPSEMPN</th>\n",
-       "                        <td id=\"T_30610_row17_col0\" class=\"data row17 col0\" >-0.670</td>\n",
-       "                        <td id=\"T_30610_row17_col1\" class=\"data row17 col1\" > 1.46</td>\n",
-       "                        <td id=\"T_30610_row17_col2\" class=\"data row17 col2\" >-0.46</td>\n",
-       "                        <td id=\"T_30610_row17_col3\" class=\"data row17 col3\" ></td>\n",
-       "                        <td id=\"T_30610_row17_col4\" class=\"data row17 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_30610_row17_col5\" class=\"data row17 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_30610_level0_row18\" class=\"row_heading level0 row18\" >work_low_HEREMPN</th>\n",
-       "                        <td id=\"T_30610_row18_col0\" class=\"data row18 col0\" > 0.0879</td>\n",
-       "                        <td id=\"T_30610_row18_col1\" class=\"data row18 col1\" > 1.47</td>\n",
-       "                        <td id=\"T_30610_row18_col2\" class=\"data row18 col2\" > 0.06</td>\n",
-       "                        <td id=\"T_30610_row18_col3\" class=\"data row18 col3\" ></td>\n",
-       "                        <td id=\"T_30610_row18_col4\" class=\"data row18 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_30610_row18_col5\" class=\"data row18 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_30610_level0_row19\" class=\"row_heading level0 row19\" >work_low_MWTEMPN</th>\n",
-       "                        <td id=\"T_30610_row19_col0\" class=\"data row19 col0\" >-0.373</td>\n",
-       "                        <td id=\"T_30610_row19_col1\" class=\"data row19 col1\" > 1.66</td>\n",
-       "                        <td id=\"T_30610_row19_col2\" class=\"data row19 col2\" >-0.22</td>\n",
-       "                        <td id=\"T_30610_row19_col3\" class=\"data row19 col3\" ></td>\n",
-       "                        <td id=\"T_30610_row19_col4\" class=\"data row19 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_30610_row19_col5\" class=\"data row19 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_30610_level0_row20\" class=\"row_heading level0 row20\" >work_low_OTHEMPN</th>\n",
-       "                        <td id=\"T_30610_row20_col0\" class=\"data row20 col0\" >-0.705</td>\n",
-       "                        <td id=\"T_30610_row20_col1\" class=\"data row20 col1\" > 1.49</td>\n",
-       "                        <td id=\"T_30610_row20_col2\" class=\"data row20 col2\" >-0.47</td>\n",
-       "                        <td id=\"T_30610_row20_col3\" class=\"data row20 col3\" ></td>\n",
-       "                        <td id=\"T_30610_row20_col4\" class=\"data row20 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_30610_row20_col5\" class=\"data row20 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_30610_level0_row21\" class=\"row_heading level0 row21\" >work_low_RETEMPN</th>\n",
-       "                        <td id=\"T_30610_row21_col0\" class=\"data row21 col0\" >-2.05</td>\n",
-       "                        <td id=\"T_30610_row21_col1\" class=\"data row21 col1\" > NA</td>\n",
-       "                        <td id=\"T_30610_row21_col2\" class=\"data row21 col2\" > NA</td>\n",
-       "                        <td id=\"T_30610_row21_col3\" class=\"data row21 col3\" ></td>\n",
-       "                        <td id=\"T_30610_row21_col4\" class=\"data row21 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_30610_row21_col5\" class=\"data row21 col5\" >fixed value</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_30610_level0_row22\" class=\"row_heading level0 row22\" >work_med_AGREMPN</th>\n",
-       "                        <td id=\"T_30610_row22_col0\" class=\"data row22 col0\" >-14.9</td>\n",
-       "                        <td id=\"T_30610_row22_col1\" class=\"data row22 col1\" > 2.37e+03</td>\n",
-       "                        <td id=\"T_30610_row22_col2\" class=\"data row22 col2\" >-0.01</td>\n",
-       "                        <td id=\"T_30610_row22_col3\" class=\"data row22 col3\" ></td>\n",
-       "                        <td id=\"T_30610_row22_col4\" class=\"data row22 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_30610_row22_col5\" class=\"data row22 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_30610_level0_row23\" class=\"row_heading level0 row23\" >work_med_FPSEMPN</th>\n",
-       "                        <td id=\"T_30610_row23_col0\" class=\"data row23 col0\" >-1.94</td>\n",
-       "                        <td id=\"T_30610_row23_col1\" class=\"data row23 col1\" > 0.484</td>\n",
-       "                        <td id=\"T_30610_row23_col2\" class=\"data row23 col2\" >-4.01</td>\n",
-       "                        <td id=\"T_30610_row23_col3\" class=\"data row23 col3\" >***</td>\n",
-       "                        <td id=\"T_30610_row23_col4\" class=\"data row23 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_30610_row23_col5\" class=\"data row23 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_30610_level0_row24\" class=\"row_heading level0 row24\" >work_med_HEREMPN</th>\n",
-       "                        <td id=\"T_30610_row24_col0\" class=\"data row24 col0\" >-1.38</td>\n",
-       "                        <td id=\"T_30610_row24_col1\" class=\"data row24 col1\" > 0.448</td>\n",
-       "                        <td id=\"T_30610_row24_col2\" class=\"data row24 col2\" >-3.09</td>\n",
-       "                        <td id=\"T_30610_row24_col3\" class=\"data row24 col3\" >**</td>\n",
-       "                        <td id=\"T_30610_row24_col4\" class=\"data row24 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_30610_row24_col5\" class=\"data row24 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_30610_level0_row25\" class=\"row_heading level0 row25\" >work_med_MWTEMPN</th>\n",
-       "                        <td id=\"T_30610_row25_col0\" class=\"data row25 col0\" >-0.910</td>\n",
-       "                        <td id=\"T_30610_row25_col1\" class=\"data row25 col1\" > 0.564</td>\n",
-       "                        <td id=\"T_30610_row25_col2\" class=\"data row25 col2\" >-1.61</td>\n",
-       "                        <td id=\"T_30610_row25_col3\" class=\"data row25 col3\" ></td>\n",
-       "                        <td id=\"T_30610_row25_col4\" class=\"data row25 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_30610_row25_col5\" class=\"data row25 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_30610_level0_row26\" class=\"row_heading level0 row26\" >work_med_OTHEMPN</th>\n",
-       "                        <td id=\"T_30610_row26_col0\" class=\"data row26 col0\" >-2.54</td>\n",
-       "                        <td id=\"T_30610_row26_col1\" class=\"data row26 col1\" > 0.640</td>\n",
-       "                        <td id=\"T_30610_row26_col2\" class=\"data row26 col2\" >-3.96</td>\n",
-       "                        <td id=\"T_30610_row26_col3\" class=\"data row26 col3\" >***</td>\n",
-       "                        <td id=\"T_30610_row26_col4\" class=\"data row26 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_30610_row26_col5\" class=\"data row26 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_30610_level0_row27\" class=\"row_heading level0 row27\" >work_med_RETEMPN</th>\n",
-       "                        <td id=\"T_30610_row27_col0\" class=\"data row27 col0\" >-2.12</td>\n",
-       "                        <td id=\"T_30610_row27_col1\" class=\"data row27 col1\" > NA</td>\n",
-       "                        <td id=\"T_30610_row27_col2\" class=\"data row27 col2\" > NA</td>\n",
-       "                        <td id=\"T_30610_row27_col3\" class=\"data row27 col3\" ></td>\n",
-       "                        <td id=\"T_30610_row27_col4\" class=\"data row27 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_30610_row27_col5\" class=\"data row27 col5\" >fixed value</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_30610_level0_row28\" class=\"row_heading level0 row28\" >work_veryhigh_AGREMPN</th>\n",
-       "                        <td id=\"T_30610_row28_col0\" class=\"data row28 col0\" >-0.278</td>\n",
-       "                        <td id=\"T_30610_row28_col1\" class=\"data row28 col1\" > 2.35</td>\n",
-       "                        <td id=\"T_30610_row28_col2\" class=\"data row28 col2\" >-0.12</td>\n",
-       "                        <td id=\"T_30610_row28_col3\" class=\"data row28 col3\" ></td>\n",
-       "                        <td id=\"T_30610_row28_col4\" class=\"data row28 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_30610_row28_col5\" class=\"data row28 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_30610_level0_row29\" class=\"row_heading level0 row29\" >work_veryhigh_FPSEMPN</th>\n",
-       "                        <td id=\"T_30610_row29_col0\" class=\"data row29 col0\" >-1.76</td>\n",
-       "                        <td id=\"T_30610_row29_col1\" class=\"data row29 col1\" > 0.410</td>\n",
-       "                        <td id=\"T_30610_row29_col2\" class=\"data row29 col2\" >-4.29</td>\n",
-       "                        <td id=\"T_30610_row29_col3\" class=\"data row29 col3\" >***</td>\n",
-       "                        <td id=\"T_30610_row29_col4\" class=\"data row29 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_30610_row29_col5\" class=\"data row29 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_30610_level0_row30\" class=\"row_heading level0 row30\" >work_veryhigh_HEREMPN</th>\n",
-       "                        <td id=\"T_30610_row30_col0\" class=\"data row30 col0\" >-1.62</td>\n",
-       "                        <td id=\"T_30610_row30_col1\" class=\"data row30 col1\" > 0.414</td>\n",
-       "                        <td id=\"T_30610_row30_col2\" class=\"data row30 col2\" >-3.92</td>\n",
-       "                        <td id=\"T_30610_row30_col3\" class=\"data row30 col3\" >***</td>\n",
-       "                        <td id=\"T_30610_row30_col4\" class=\"data row30 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_30610_row30_col5\" class=\"data row30 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_30610_level0_row31\" class=\"row_heading level0 row31\" >work_veryhigh_MWTEMPN</th>\n",
-       "                        <td id=\"T_30610_row31_col0\" class=\"data row31 col0\" >-1.72</td>\n",
-       "                        <td id=\"T_30610_row31_col1\" class=\"data row31 col1\" > 0.739</td>\n",
-       "                        <td id=\"T_30610_row31_col2\" class=\"data row31 col2\" >-2.33</td>\n",
-       "                        <td id=\"T_30610_row31_col3\" class=\"data row31 col3\" >*</td>\n",
-       "                        <td id=\"T_30610_row31_col4\" class=\"data row31 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_30610_row31_col5\" class=\"data row31 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_30610_level0_row32\" class=\"row_heading level0 row32\" >work_veryhigh_OTHEMPN</th>\n",
-       "                        <td id=\"T_30610_row32_col0\" class=\"data row32 col0\" >-2.48</td>\n",
-       "                        <td id=\"T_30610_row32_col1\" class=\"data row32 col1\" > 0.493</td>\n",
-       "                        <td id=\"T_30610_row32_col2\" class=\"data row32 col2\" >-5.03</td>\n",
-       "                        <td id=\"T_30610_row32_col3\" class=\"data row32 col3\" >***</td>\n",
-       "                        <td id=\"T_30610_row32_col4\" class=\"data row32 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_30610_row32_col5\" class=\"data row32 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_30610_level0_row33\" class=\"row_heading level0 row33\" >work_veryhigh_RETEMPN</th>\n",
-       "                        <td id=\"T_30610_row33_col0\" class=\"data row33 col0\" >-2.38</td>\n",
-       "                        <td id=\"T_30610_row33_col1\" class=\"data row33 col1\" > NA</td>\n",
-       "                        <td id=\"T_30610_row33_col2\" class=\"data row33 col2\" > NA</td>\n",
-       "                        <td id=\"T_30610_row33_col3\" class=\"data row33 col3\" ></td>\n",
-       "                        <td id=\"T_30610_row33_col4\" class=\"data row33 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_30610_row33_col5\" class=\"data row33 col5\" >fixed value</td>\n",
-       "            </tr>\n",
-       "    </tbody></table>"
+       "<style type=\"text/css\">\n",
+       "#T_de0ff th {\n",
+       "  vertical-align: top;\n",
+       "  text-align: left;\n",
+       "}\n",
+       "#T_de0ff td {\n",
+       "  vertical-align: top;\n",
+       "  text-align: left;\n",
+       "}\n",
+       "#T_de0ff_row0_col0, #T_de0ff_row0_col1, #T_de0ff_row0_col2, #T_de0ff_row0_col3, #T_de0ff_row0_col4, #T_de0ff_row1_col0, #T_de0ff_row1_col1, #T_de0ff_row1_col2, #T_de0ff_row1_col3, #T_de0ff_row1_col4, #T_de0ff_row2_col0, #T_de0ff_row2_col1, #T_de0ff_row2_col2, #T_de0ff_row2_col3, #T_de0ff_row2_col4, #T_de0ff_row3_col0, #T_de0ff_row3_col1, #T_de0ff_row3_col2, #T_de0ff_row3_col3, #T_de0ff_row3_col4, #T_de0ff_row4_col0, #T_de0ff_row4_col1, #T_de0ff_row4_col2, #T_de0ff_row4_col3, #T_de0ff_row4_col4, #T_de0ff_row5_col0, #T_de0ff_row5_col1, #T_de0ff_row5_col2, #T_de0ff_row5_col3, #T_de0ff_row5_col4, #T_de0ff_row6_col0, #T_de0ff_row6_col1, #T_de0ff_row6_col2, #T_de0ff_row6_col3, #T_de0ff_row6_col4, #T_de0ff_row7_col0, #T_de0ff_row7_col1, #T_de0ff_row7_col2, #T_de0ff_row7_col3, #T_de0ff_row7_col4, #T_de0ff_row8_col0, #T_de0ff_row8_col1, #T_de0ff_row8_col2, #T_de0ff_row8_col3, #T_de0ff_row8_col4, #T_de0ff_row9_col0, #T_de0ff_row9_col1, #T_de0ff_row9_col2, #T_de0ff_row9_col3, #T_de0ff_row9_col4, #T_de0ff_row10_col0, #T_de0ff_row10_col1, #T_de0ff_row10_col2, #T_de0ff_row10_col3, #T_de0ff_row10_col4, #T_de0ff_row11_col0, #T_de0ff_row11_col1, #T_de0ff_row11_col2, #T_de0ff_row11_col3, #T_de0ff_row11_col4, #T_de0ff_row12_col0, #T_de0ff_row12_col1, #T_de0ff_row12_col2, #T_de0ff_row12_col3, #T_de0ff_row12_col4, #T_de0ff_row13_col0, #T_de0ff_row13_col1, #T_de0ff_row13_col2, #T_de0ff_row13_col3, #T_de0ff_row13_col4, #T_de0ff_row14_col0, #T_de0ff_row14_col1, #T_de0ff_row14_col2, #T_de0ff_row14_col3, #T_de0ff_row14_col4, #T_de0ff_row15_col0, #T_de0ff_row15_col1, #T_de0ff_row15_col2, #T_de0ff_row15_col3, #T_de0ff_row15_col4, #T_de0ff_row16_col0, #T_de0ff_row16_col1, #T_de0ff_row16_col2, #T_de0ff_row16_col3, #T_de0ff_row16_col4, #T_de0ff_row17_col0, #T_de0ff_row17_col1, #T_de0ff_row17_col2, #T_de0ff_row17_col3, #T_de0ff_row17_col4, #T_de0ff_row18_col0, #T_de0ff_row18_col1, #T_de0ff_row18_col2, #T_de0ff_row18_col3, #T_de0ff_row18_col4, #T_de0ff_row19_col0, #T_de0ff_row19_col1, #T_de0ff_row19_col2, #T_de0ff_row19_col3, #T_de0ff_row19_col4, #T_de0ff_row20_col0, #T_de0ff_row20_col1, #T_de0ff_row20_col2, #T_de0ff_row20_col3, #T_de0ff_row20_col4, #T_de0ff_row21_col0, #T_de0ff_row21_col1, #T_de0ff_row21_col2, #T_de0ff_row21_col3, #T_de0ff_row21_col4, #T_de0ff_row22_col0, #T_de0ff_row22_col1, #T_de0ff_row22_col2, #T_de0ff_row22_col3, #T_de0ff_row22_col4, #T_de0ff_row23_col0, #T_de0ff_row23_col1, #T_de0ff_row23_col2, #T_de0ff_row23_col3, #T_de0ff_row23_col4, #T_de0ff_row24_col0, #T_de0ff_row24_col1, #T_de0ff_row24_col2, #T_de0ff_row24_col3, #T_de0ff_row24_col4, #T_de0ff_row25_col0, #T_de0ff_row25_col1, #T_de0ff_row25_col2, #T_de0ff_row25_col3, #T_de0ff_row25_col4, #T_de0ff_row26_col0, #T_de0ff_row26_col1, #T_de0ff_row26_col2, #T_de0ff_row26_col3, #T_de0ff_row26_col4, #T_de0ff_row27_col0, #T_de0ff_row27_col1, #T_de0ff_row27_col2, #T_de0ff_row27_col3, #T_de0ff_row27_col4, #T_de0ff_row28_col0, #T_de0ff_row28_col1, #T_de0ff_row28_col2, #T_de0ff_row28_col3, #T_de0ff_row28_col4, #T_de0ff_row29_col0, #T_de0ff_row29_col1, #T_de0ff_row29_col2, #T_de0ff_row29_col3, #T_de0ff_row29_col4, #T_de0ff_row30_col0, #T_de0ff_row30_col1, #T_de0ff_row30_col2, #T_de0ff_row30_col3, #T_de0ff_row30_col4, #T_de0ff_row31_col0, #T_de0ff_row31_col1, #T_de0ff_row31_col2, #T_de0ff_row31_col3, #T_de0ff_row31_col4, #T_de0ff_row32_col0, #T_de0ff_row32_col1, #T_de0ff_row32_col2, #T_de0ff_row32_col3, #T_de0ff_row32_col4, #T_de0ff_row33_col0, #T_de0ff_row33_col1, #T_de0ff_row33_col2, #T_de0ff_row33_col3, #T_de0ff_row33_col4 {\n",
+       "  font-family: monospace;\n",
+       "}\n",
+       "</style>\n",
+       "<table id=\"T_de0ff\">\n",
+       "  <thead>\n",
+       "    <tr>\n",
+       "      <th class=\"blank level0\" >&nbsp;</th>\n",
+       "      <th id=\"T_de0ff_level0_col0\" class=\"col_heading level0 col0\" >Value</th>\n",
+       "      <th id=\"T_de0ff_level0_col1\" class=\"col_heading level0 col1\" >Std Err</th>\n",
+       "      <th id=\"T_de0ff_level0_col2\" class=\"col_heading level0 col2\" >t Stat</th>\n",
+       "      <th id=\"T_de0ff_level0_col3\" class=\"col_heading level0 col3\" >Signif</th>\n",
+       "      <th id=\"T_de0ff_level0_col4\" class=\"col_heading level0 col4\" >Null Value</th>\n",
+       "      <th id=\"T_de0ff_level0_col5\" class=\"col_heading level0 col5\" >Constrained</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th class=\"index_name level0\" >Parameter</th>\n",
+       "      <th class=\"blank col0\" >&nbsp;</th>\n",
+       "      <th class=\"blank col1\" >&nbsp;</th>\n",
+       "      <th class=\"blank col2\" >&nbsp;</th>\n",
+       "      <th class=\"blank col3\" >&nbsp;</th>\n",
+       "      <th class=\"blank col4\" >&nbsp;</th>\n",
+       "      <th class=\"blank col5\" >&nbsp;</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th id=\"T_de0ff_level0_row0\" class=\"row_heading level0 row0\" >-999</th>\n",
+       "      <td id=\"T_de0ff_row0_col0\" class=\"data row0 col0\" >-999.</td>\n",
+       "      <td id=\"T_de0ff_row0_col1\" class=\"data row0 col1\" > 0.00</td>\n",
+       "      <td id=\"T_de0ff_row0_col2\" class=\"data row0 col2\" > NA</td>\n",
+       "      <td id=\"T_de0ff_row0_col3\" class=\"data row0 col3\" ></td>\n",
+       "      <td id=\"T_de0ff_row0_col4\" class=\"data row0 col4\" > 0.00</td>\n",
+       "      <td id=\"T_de0ff_row0_col5\" class=\"data row0 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_de0ff_level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
+       "      <td id=\"T_de0ff_row1_col0\" class=\"data row1 col0\" > 1.00</td>\n",
+       "      <td id=\"T_de0ff_row1_col1\" class=\"data row1 col1\" > 0.00</td>\n",
+       "      <td id=\"T_de0ff_row1_col2\" class=\"data row1 col2\" > NA</td>\n",
+       "      <td id=\"T_de0ff_row1_col3\" class=\"data row1 col3\" ></td>\n",
+       "      <td id=\"T_de0ff_row1_col4\" class=\"data row1 col4\" > 0.00</td>\n",
+       "      <td id=\"T_de0ff_row1_col5\" class=\"data row1 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_de0ff_level0_row2\" class=\"row_heading level0 row2\" >coef_dist_0_1</th>\n",
+       "      <td id=\"T_de0ff_row2_col0\" class=\"data row2 col0\" >-1.04</td>\n",
+       "      <td id=\"T_de0ff_row2_col1\" class=\"data row2 col1\" > 0.105</td>\n",
+       "      <td id=\"T_de0ff_row2_col2\" class=\"data row2 col2\" >-9.89</td>\n",
+       "      <td id=\"T_de0ff_row2_col3\" class=\"data row2 col3\" >***</td>\n",
+       "      <td id=\"T_de0ff_row2_col4\" class=\"data row2 col4\" > 0.00</td>\n",
+       "      <td id=\"T_de0ff_row2_col5\" class=\"data row2 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_de0ff_level0_row3\" class=\"row_heading level0 row3\" >coef_dist_0_5_high</th>\n",
+       "      <td id=\"T_de0ff_row3_col0\" class=\"data row3 col0\" > 0.147</td>\n",
+       "      <td id=\"T_de0ff_row3_col1\" class=\"data row3 col1\" > 0.0114</td>\n",
+       "      <td id=\"T_de0ff_row3_col2\" class=\"data row3 col2\" > 12.86</td>\n",
+       "      <td id=\"T_de0ff_row3_col3\" class=\"data row3 col3\" >***</td>\n",
+       "      <td id=\"T_de0ff_row3_col4\" class=\"data row3 col4\" > 0.00</td>\n",
+       "      <td id=\"T_de0ff_row3_col5\" class=\"data row3 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_de0ff_level0_row4\" class=\"row_heading level0 row4\" >coef_dist_15_up</th>\n",
+       "      <td id=\"T_de0ff_row4_col0\" class=\"data row4 col0\" >-0.117</td>\n",
+       "      <td id=\"T_de0ff_row4_col1\" class=\"data row4 col1\" > 0.00211</td>\n",
+       "      <td id=\"T_de0ff_row4_col2\" class=\"data row4 col2\" >-55.56</td>\n",
+       "      <td id=\"T_de0ff_row4_col3\" class=\"data row4 col3\" >***</td>\n",
+       "      <td id=\"T_de0ff_row4_col4\" class=\"data row4 col4\" > 0.00</td>\n",
+       "      <td id=\"T_de0ff_row4_col5\" class=\"data row4 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_de0ff_level0_row5\" class=\"row_heading level0 row5\" >coef_dist_1_2</th>\n",
+       "      <td id=\"T_de0ff_row5_col0\" class=\"data row5 col0\" >-0.465</td>\n",
+       "      <td id=\"T_de0ff_row5_col1\" class=\"data row5 col1\" > 0.0428</td>\n",
+       "      <td id=\"T_de0ff_row5_col2\" class=\"data row5 col2\" >-10.86</td>\n",
+       "      <td id=\"T_de0ff_row5_col3\" class=\"data row5 col3\" >***</td>\n",
+       "      <td id=\"T_de0ff_row5_col4\" class=\"data row5 col4\" > 0.00</td>\n",
+       "      <td id=\"T_de0ff_row5_col5\" class=\"data row5 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_de0ff_level0_row6\" class=\"row_heading level0 row6\" >coef_dist_2_5</th>\n",
+       "      <td id=\"T_de0ff_row6_col0\" class=\"data row6 col0\" >-0.418</td>\n",
+       "      <td id=\"T_de0ff_row6_col1\" class=\"data row6 col1\" > 0.0116</td>\n",
+       "      <td id=\"T_de0ff_row6_col2\" class=\"data row6 col2\" >-36.15</td>\n",
+       "      <td id=\"T_de0ff_row6_col3\" class=\"data row6 col3\" >***</td>\n",
+       "      <td id=\"T_de0ff_row6_col4\" class=\"data row6 col4\" > 0.00</td>\n",
+       "      <td id=\"T_de0ff_row6_col5\" class=\"data row6 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_de0ff_level0_row7\" class=\"row_heading level0 row7\" >coef_dist_5_15</th>\n",
+       "      <td id=\"T_de0ff_row7_col0\" class=\"data row7 col0\" >-0.156</td>\n",
+       "      <td id=\"T_de0ff_row7_col1\" class=\"data row7 col1\" > 0.00276</td>\n",
+       "      <td id=\"T_de0ff_row7_col2\" class=\"data row7 col2\" >-56.40</td>\n",
+       "      <td id=\"T_de0ff_row7_col3\" class=\"data row7 col3\" >***</td>\n",
+       "      <td id=\"T_de0ff_row7_col4\" class=\"data row7 col4\" > 0.00</td>\n",
+       "      <td id=\"T_de0ff_row7_col5\" class=\"data row7 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_de0ff_level0_row8\" class=\"row_heading level0 row8\" >coef_dist_5_up_high</th>\n",
+       "      <td id=\"T_de0ff_row8_col0\" class=\"data row8 col0\" > 0.0251</td>\n",
+       "      <td id=\"T_de0ff_row8_col1\" class=\"data row8 col1\" > 0.00176</td>\n",
+       "      <td id=\"T_de0ff_row8_col2\" class=\"data row8 col2\" > 14.22</td>\n",
+       "      <td id=\"T_de0ff_row8_col3\" class=\"data row8 col3\" >***</td>\n",
+       "      <td id=\"T_de0ff_row8_col4\" class=\"data row8 col4\" > 0.00</td>\n",
+       "      <td id=\"T_de0ff_row8_col5\" class=\"data row8 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_de0ff_level0_row9\" class=\"row_heading level0 row9\" >coef_mode_logsum</th>\n",
+       "      <td id=\"T_de0ff_row9_col0\" class=\"data row9 col0\" > 0.0742</td>\n",
+       "      <td id=\"T_de0ff_row9_col1\" class=\"data row9 col1\" > 0.00837</td>\n",
+       "      <td id=\"T_de0ff_row9_col2\" class=\"data row9 col2\" > 8.87</td>\n",
+       "      <td id=\"T_de0ff_row9_col3\" class=\"data row9 col3\" >***</td>\n",
+       "      <td id=\"T_de0ff_row9_col4\" class=\"data row9 col4\" > 0.00</td>\n",
+       "      <td id=\"T_de0ff_row9_col5\" class=\"data row9 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_de0ff_level0_row10\" class=\"row_heading level0 row10\" >work_high_AGREMPN</th>\n",
+       "      <td id=\"T_de0ff_row10_col0\" class=\"data row10 col0\" >-1.86</td>\n",
+       "      <td id=\"T_de0ff_row10_col1\" class=\"data row10 col1\" > 0.596</td>\n",
+       "      <td id=\"T_de0ff_row10_col2\" class=\"data row10 col2\" >-3.11</td>\n",
+       "      <td id=\"T_de0ff_row10_col3\" class=\"data row10 col3\" >**</td>\n",
+       "      <td id=\"T_de0ff_row10_col4\" class=\"data row10 col4\" > 0.00</td>\n",
+       "      <td id=\"T_de0ff_row10_col5\" class=\"data row10 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_de0ff_level0_row11\" class=\"row_heading level0 row11\" >work_high_FPSEMPN</th>\n",
+       "      <td id=\"T_de0ff_row11_col0\" class=\"data row11 col0\" >-1.90</td>\n",
+       "      <td id=\"T_de0ff_row11_col1\" class=\"data row11 col1\" > 0.178</td>\n",
+       "      <td id=\"T_de0ff_row11_col2\" class=\"data row11 col2\" >-10.67</td>\n",
+       "      <td id=\"T_de0ff_row11_col3\" class=\"data row11 col3\" >***</td>\n",
+       "      <td id=\"T_de0ff_row11_col4\" class=\"data row11 col4\" > 0.00</td>\n",
+       "      <td id=\"T_de0ff_row11_col5\" class=\"data row11 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_de0ff_level0_row12\" class=\"row_heading level0 row12\" >work_high_HEREMPN</th>\n",
+       "      <td id=\"T_de0ff_row12_col0\" class=\"data row12 col0\" >-1.70</td>\n",
+       "      <td id=\"T_de0ff_row12_col1\" class=\"data row12 col1\" > 0.193</td>\n",
+       "      <td id=\"T_de0ff_row12_col2\" class=\"data row12 col2\" >-8.81</td>\n",
+       "      <td id=\"T_de0ff_row12_col3\" class=\"data row12 col3\" >***</td>\n",
+       "      <td id=\"T_de0ff_row12_col4\" class=\"data row12 col4\" > 0.00</td>\n",
+       "      <td id=\"T_de0ff_row12_col5\" class=\"data row12 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_de0ff_level0_row13\" class=\"row_heading level0 row13\" >work_high_MWTEMPN</th>\n",
+       "      <td id=\"T_de0ff_row13_col0\" class=\"data row13 col0\" >-1.82</td>\n",
+       "      <td id=\"T_de0ff_row13_col1\" class=\"data row13 col1\" > 0.188</td>\n",
+       "      <td id=\"T_de0ff_row13_col2\" class=\"data row13 col2\" >-9.68</td>\n",
+       "      <td id=\"T_de0ff_row13_col3\" class=\"data row13 col3\" >***</td>\n",
+       "      <td id=\"T_de0ff_row13_col4\" class=\"data row13 col4\" > 0.00</td>\n",
+       "      <td id=\"T_de0ff_row13_col5\" class=\"data row13 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_de0ff_level0_row14\" class=\"row_heading level0 row14\" >work_high_OTHEMPN</th>\n",
+       "      <td id=\"T_de0ff_row14_col0\" class=\"data row14 col0\" >-2.19</td>\n",
+       "      <td id=\"T_de0ff_row14_col1\" class=\"data row14 col1\" > 0.207</td>\n",
+       "      <td id=\"T_de0ff_row14_col2\" class=\"data row14 col2\" >-10.56</td>\n",
+       "      <td id=\"T_de0ff_row14_col3\" class=\"data row14 col3\" >***</td>\n",
+       "      <td id=\"T_de0ff_row14_col4\" class=\"data row14 col4\" > 0.00</td>\n",
+       "      <td id=\"T_de0ff_row14_col5\" class=\"data row14 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_de0ff_level0_row15\" class=\"row_heading level0 row15\" >work_high_RETEMPN</th>\n",
+       "      <td id=\"T_de0ff_row15_col0\" class=\"data row15 col0\" >-2.21</td>\n",
+       "      <td id=\"T_de0ff_row15_col1\" class=\"data row15 col1\" > 0.00</td>\n",
+       "      <td id=\"T_de0ff_row15_col2\" class=\"data row15 col2\" > NA</td>\n",
+       "      <td id=\"T_de0ff_row15_col3\" class=\"data row15 col3\" ></td>\n",
+       "      <td id=\"T_de0ff_row15_col4\" class=\"data row15 col4\" > 0.00</td>\n",
+       "      <td id=\"T_de0ff_row15_col5\" class=\"data row15 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_de0ff_level0_row16\" class=\"row_heading level0 row16\" >work_low_AGREMPN</th>\n",
+       "      <td id=\"T_de0ff_row16_col0\" class=\"data row16 col0\" >-71.8</td>\n",
+       "      <td id=\"T_de0ff_row16_col1\" class=\"data row16 col1\" > 7.07e-12</td>\n",
+       "      <td id=\"T_de0ff_row16_col2\" class=\"data row16 col2\" >-BIG</td>\n",
+       "      <td id=\"T_de0ff_row16_col3\" class=\"data row16 col3\" >***</td>\n",
+       "      <td id=\"T_de0ff_row16_col4\" class=\"data row16 col4\" > 0.00</td>\n",
+       "      <td id=\"T_de0ff_row16_col5\" class=\"data row16 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_de0ff_level0_row17\" class=\"row_heading level0 row17\" >work_low_FPSEMPN</th>\n",
+       "      <td id=\"T_de0ff_row17_col0\" class=\"data row17 col0\" >-1.51</td>\n",
+       "      <td id=\"T_de0ff_row17_col1\" class=\"data row17 col1\" > 0.346</td>\n",
+       "      <td id=\"T_de0ff_row17_col2\" class=\"data row17 col2\" >-4.36</td>\n",
+       "      <td id=\"T_de0ff_row17_col3\" class=\"data row17 col3\" >***</td>\n",
+       "      <td id=\"T_de0ff_row17_col4\" class=\"data row17 col4\" > 0.00</td>\n",
+       "      <td id=\"T_de0ff_row17_col5\" class=\"data row17 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_de0ff_level0_row18\" class=\"row_heading level0 row18\" >work_low_HEREMPN</th>\n",
+       "      <td id=\"T_de0ff_row18_col0\" class=\"data row18 col0\" >-0.819</td>\n",
+       "      <td id=\"T_de0ff_row18_col1\" class=\"data row18 col1\" > 0.360</td>\n",
+       "      <td id=\"T_de0ff_row18_col2\" class=\"data row18 col2\" >-2.27</td>\n",
+       "      <td id=\"T_de0ff_row18_col3\" class=\"data row18 col3\" >*</td>\n",
+       "      <td id=\"T_de0ff_row18_col4\" class=\"data row18 col4\" > 0.00</td>\n",
+       "      <td id=\"T_de0ff_row18_col5\" class=\"data row18 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_de0ff_level0_row19\" class=\"row_heading level0 row19\" >work_low_MWTEMPN</th>\n",
+       "      <td id=\"T_de0ff_row19_col0\" class=\"data row19 col0\" >-1.98</td>\n",
+       "      <td id=\"T_de0ff_row19_col1\" class=\"data row19 col1\" > 0.387</td>\n",
+       "      <td id=\"T_de0ff_row19_col2\" class=\"data row19 col2\" >-5.12</td>\n",
+       "      <td id=\"T_de0ff_row19_col3\" class=\"data row19 col3\" >***</td>\n",
+       "      <td id=\"T_de0ff_row19_col4\" class=\"data row19 col4\" > 0.00</td>\n",
+       "      <td id=\"T_de0ff_row19_col5\" class=\"data row19 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_de0ff_level0_row20\" class=\"row_heading level0 row20\" >work_low_OTHEMPN</th>\n",
+       "      <td id=\"T_de0ff_row20_col0\" class=\"data row20 col0\" >-2.02</td>\n",
+       "      <td id=\"T_de0ff_row20_col1\" class=\"data row20 col1\" > 0.407</td>\n",
+       "      <td id=\"T_de0ff_row20_col2\" class=\"data row20 col2\" >-4.97</td>\n",
+       "      <td id=\"T_de0ff_row20_col3\" class=\"data row20 col3\" >***</td>\n",
+       "      <td id=\"T_de0ff_row20_col4\" class=\"data row20 col4\" > 0.00</td>\n",
+       "      <td id=\"T_de0ff_row20_col5\" class=\"data row20 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_de0ff_level0_row21\" class=\"row_heading level0 row21\" >work_low_RETEMPN</th>\n",
+       "      <td id=\"T_de0ff_row21_col0\" class=\"data row21 col0\" >-2.05</td>\n",
+       "      <td id=\"T_de0ff_row21_col1\" class=\"data row21 col1\" > 0.00</td>\n",
+       "      <td id=\"T_de0ff_row21_col2\" class=\"data row21 col2\" > NA</td>\n",
+       "      <td id=\"T_de0ff_row21_col3\" class=\"data row21 col3\" ></td>\n",
+       "      <td id=\"T_de0ff_row21_col4\" class=\"data row21 col4\" > 0.00</td>\n",
+       "      <td id=\"T_de0ff_row21_col5\" class=\"data row21 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_de0ff_level0_row22\" class=\"row_heading level0 row22\" >work_med_AGREMPN</th>\n",
+       "      <td id=\"T_de0ff_row22_col0\" class=\"data row22 col0\" >-8.09e+64</td>\n",
+       "      <td id=\"T_de0ff_row22_col1\" class=\"data row22 col1\" > NA</td>\n",
+       "      <td id=\"T_de0ff_row22_col2\" class=\"data row22 col2\" > NA</td>\n",
+       "      <td id=\"T_de0ff_row22_col3\" class=\"data row22 col3\" ></td>\n",
+       "      <td id=\"T_de0ff_row22_col4\" class=\"data row22 col4\" > 0.00</td>\n",
+       "      <td id=\"T_de0ff_row22_col5\" class=\"data row22 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_de0ff_level0_row23\" class=\"row_heading level0 row23\" >work_med_FPSEMPN</th>\n",
+       "      <td id=\"T_de0ff_row23_col0\" class=\"data row23 col0\" >-2.15</td>\n",
+       "      <td id=\"T_de0ff_row23_col1\" class=\"data row23 col1\" > 0.194</td>\n",
+       "      <td id=\"T_de0ff_row23_col2\" class=\"data row23 col2\" >-11.06</td>\n",
+       "      <td id=\"T_de0ff_row23_col3\" class=\"data row23 col3\" >***</td>\n",
+       "      <td id=\"T_de0ff_row23_col4\" class=\"data row23 col4\" > 0.00</td>\n",
+       "      <td id=\"T_de0ff_row23_col5\" class=\"data row23 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_de0ff_level0_row24\" class=\"row_heading level0 row24\" >work_med_HEREMPN</th>\n",
+       "      <td id=\"T_de0ff_row24_col0\" class=\"data row24 col0\" >-1.61</td>\n",
+       "      <td id=\"T_de0ff_row24_col1\" class=\"data row24 col1\" > 0.205</td>\n",
+       "      <td id=\"T_de0ff_row24_col2\" class=\"data row24 col2\" >-7.85</td>\n",
+       "      <td id=\"T_de0ff_row24_col3\" class=\"data row24 col3\" >***</td>\n",
+       "      <td id=\"T_de0ff_row24_col4\" class=\"data row24 col4\" > 0.00</td>\n",
+       "      <td id=\"T_de0ff_row24_col5\" class=\"data row24 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_de0ff_level0_row25\" class=\"row_heading level0 row25\" >work_med_MWTEMPN</th>\n",
+       "      <td id=\"T_de0ff_row25_col0\" class=\"data row25 col0\" >-2.04</td>\n",
+       "      <td id=\"T_de0ff_row25_col1\" class=\"data row25 col1\" > 0.210</td>\n",
+       "      <td id=\"T_de0ff_row25_col2\" class=\"data row25 col2\" >-9.74</td>\n",
+       "      <td id=\"T_de0ff_row25_col3\" class=\"data row25 col3\" >***</td>\n",
+       "      <td id=\"T_de0ff_row25_col4\" class=\"data row25 col4\" > 0.00</td>\n",
+       "      <td id=\"T_de0ff_row25_col5\" class=\"data row25 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_de0ff_level0_row26\" class=\"row_heading level0 row26\" >work_med_OTHEMPN</th>\n",
+       "      <td id=\"T_de0ff_row26_col0\" class=\"data row26 col0\" >-2.17</td>\n",
+       "      <td id=\"T_de0ff_row26_col1\" class=\"data row26 col1\" > 0.222</td>\n",
+       "      <td id=\"T_de0ff_row26_col2\" class=\"data row26 col2\" >-9.77</td>\n",
+       "      <td id=\"T_de0ff_row26_col3\" class=\"data row26 col3\" >***</td>\n",
+       "      <td id=\"T_de0ff_row26_col4\" class=\"data row26 col4\" > 0.00</td>\n",
+       "      <td id=\"T_de0ff_row26_col5\" class=\"data row26 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_de0ff_level0_row27\" class=\"row_heading level0 row27\" >work_med_RETEMPN</th>\n",
+       "      <td id=\"T_de0ff_row27_col0\" class=\"data row27 col0\" >-2.12</td>\n",
+       "      <td id=\"T_de0ff_row27_col1\" class=\"data row27 col1\" > 0.00</td>\n",
+       "      <td id=\"T_de0ff_row27_col2\" class=\"data row27 col2\" > NA</td>\n",
+       "      <td id=\"T_de0ff_row27_col3\" class=\"data row27 col3\" ></td>\n",
+       "      <td id=\"T_de0ff_row27_col4\" class=\"data row27 col4\" > 0.00</td>\n",
+       "      <td id=\"T_de0ff_row27_col5\" class=\"data row27 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_de0ff_level0_row28\" class=\"row_heading level0 row28\" >work_veryhigh_AGREMPN</th>\n",
+       "      <td id=\"T_de0ff_row28_col0\" class=\"data row28 col0\" >-6.04</td>\n",
+       "      <td id=\"T_de0ff_row28_col1\" class=\"data row28 col1\" > 24.2</td>\n",
+       "      <td id=\"T_de0ff_row28_col2\" class=\"data row28 col2\" >-0.25</td>\n",
+       "      <td id=\"T_de0ff_row28_col3\" class=\"data row28 col3\" ></td>\n",
+       "      <td id=\"T_de0ff_row28_col4\" class=\"data row28 col4\" > 0.00</td>\n",
+       "      <td id=\"T_de0ff_row28_col5\" class=\"data row28 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_de0ff_level0_row29\" class=\"row_heading level0 row29\" >work_veryhigh_FPSEMPN</th>\n",
+       "      <td id=\"T_de0ff_row29_col0\" class=\"data row29 col0\" >-1.84</td>\n",
+       "      <td id=\"T_de0ff_row29_col1\" class=\"data row29 col1\" > 0.152</td>\n",
+       "      <td id=\"T_de0ff_row29_col2\" class=\"data row29 col2\" >-12.10</td>\n",
+       "      <td id=\"T_de0ff_row29_col3\" class=\"data row29 col3\" >***</td>\n",
+       "      <td id=\"T_de0ff_row29_col4\" class=\"data row29 col4\" > 0.00</td>\n",
+       "      <td id=\"T_de0ff_row29_col5\" class=\"data row29 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_de0ff_level0_row30\" class=\"row_heading level0 row30\" >work_veryhigh_HEREMPN</th>\n",
+       "      <td id=\"T_de0ff_row30_col0\" class=\"data row30 col0\" >-1.99</td>\n",
+       "      <td id=\"T_de0ff_row30_col1\" class=\"data row30 col1\" > 0.170</td>\n",
+       "      <td id=\"T_de0ff_row30_col2\" class=\"data row30 col2\" >-11.71</td>\n",
+       "      <td id=\"T_de0ff_row30_col3\" class=\"data row30 col3\" >***</td>\n",
+       "      <td id=\"T_de0ff_row30_col4\" class=\"data row30 col4\" > 0.00</td>\n",
+       "      <td id=\"T_de0ff_row30_col5\" class=\"data row30 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_de0ff_level0_row31\" class=\"row_heading level0 row31\" >work_veryhigh_MWTEMPN</th>\n",
+       "      <td id=\"T_de0ff_row31_col0\" class=\"data row31 col0\" >-1.76</td>\n",
+       "      <td id=\"T_de0ff_row31_col1\" class=\"data row31 col1\" > 0.159</td>\n",
+       "      <td id=\"T_de0ff_row31_col2\" class=\"data row31 col2\" >-11.08</td>\n",
+       "      <td id=\"T_de0ff_row31_col3\" class=\"data row31 col3\" >***</td>\n",
+       "      <td id=\"T_de0ff_row31_col4\" class=\"data row31 col4\" > 0.00</td>\n",
+       "      <td id=\"T_de0ff_row31_col5\" class=\"data row31 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_de0ff_level0_row32\" class=\"row_heading level0 row32\" >work_veryhigh_OTHEMPN</th>\n",
+       "      <td id=\"T_de0ff_row32_col0\" class=\"data row32 col0\" >-2.51</td>\n",
+       "      <td id=\"T_de0ff_row32_col1\" class=\"data row32 col1\" > 0.189</td>\n",
+       "      <td id=\"T_de0ff_row32_col2\" class=\"data row32 col2\" >-13.24</td>\n",
+       "      <td id=\"T_de0ff_row32_col3\" class=\"data row32 col3\" >***</td>\n",
+       "      <td id=\"T_de0ff_row32_col4\" class=\"data row32 col4\" > 0.00</td>\n",
+       "      <td id=\"T_de0ff_row32_col5\" class=\"data row32 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_de0ff_level0_row33\" class=\"row_heading level0 row33\" >work_veryhigh_RETEMPN</th>\n",
+       "      <td id=\"T_de0ff_row33_col0\" class=\"data row33 col0\" >-2.38</td>\n",
+       "      <td id=\"T_de0ff_row33_col1\" class=\"data row33 col1\" > 0.00</td>\n",
+       "      <td id=\"T_de0ff_row33_col2\" class=\"data row33 col2\" > NA</td>\n",
+       "      <td id=\"T_de0ff_row33_col3\" class=\"data row33 col3\" ></td>\n",
+       "      <td id=\"T_de0ff_row33_col4\" class=\"data row33 col4\" > 0.00</td>\n",
+       "      <td id=\"T_de0ff_row33_col5\" class=\"data row33 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n"
       ],
       "text/plain": [
-       "<pandas.io.formats.style.Styler at 0x7f92a8124970>"
+       "<pandas.io.formats.style.Styler at 0x3242fca30>"
       ]
      },
-     "execution_count": 12,
+     "execution_count": 13,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3763,12 +2646,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [],
    "source": [
     "from activitysim.estimation.larch import update_coefficients, update_size_spec\n",
-    "result_dir = data.edb_directory/\"estimated\""
+    "\n",
+    "result_dir = data.edb_directory / \"estimated\""
    ]
   },
   {
@@ -3780,12 +2664,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [],
    "source": [
     "update_coefficients(\n",
-    "    model, data, result_dir,\n",
+    "    model,\n",
+    "    data,\n",
+    "    result_dir,\n",
     "    output_file=f\"{modelname}_coefficients_revised.csv\",\n",
     ");"
    ]
@@ -3799,7 +2685,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 16,
    "metadata": {},
    "outputs": [
     {
@@ -3844,12 +2730,12 @@
        "      <td>work_low</td>\n",
        "      <td>workplace</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.044251</td>\n",
-       "      <td>0.175515</td>\n",
-       "      <td>0.374554</td>\n",
-       "      <td>0.169451</td>\n",
-       "      <td>6.988481e-19</td>\n",
-       "      <td>0.236229</td>\n",
+       "      <td>0.121509</td>\n",
+       "      <td>0.208506</td>\n",
+       "      <td>0.415240</td>\n",
+       "      <td>0.124770</td>\n",
+       "      <td>6.285395e-32</td>\n",
+       "      <td>0.129975</td>\n",
        "      <td>0.000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
@@ -3860,12 +2746,12 @@
        "      <td>work_med</td>\n",
        "      <td>workplace</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.120498</td>\n",
-       "      <td>0.144005</td>\n",
-       "      <td>0.251914</td>\n",
-       "      <td>0.079565</td>\n",
-       "      <td>3.439740e-07</td>\n",
-       "      <td>0.404018</td>\n",
+       "      <td>0.176350</td>\n",
+       "      <td>0.170960</td>\n",
+       "      <td>0.294919</td>\n",
+       "      <td>0.167444</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.190327</td>\n",
        "      <td>0.000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
@@ -3876,12 +2762,12 @@
        "      <td>work_high</td>\n",
        "      <td>workplace</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.159104</td>\n",
-       "      <td>0.191636</td>\n",
-       "      <td>0.298286</td>\n",
-       "      <td>0.169233</td>\n",
-       "      <td>1.153217e-06</td>\n",
-       "      <td>0.181741</td>\n",
+       "      <td>0.125802</td>\n",
+       "      <td>0.171788</td>\n",
+       "      <td>0.209290</td>\n",
+       "      <td>0.128317</td>\n",
+       "      <td>1.787012e-01</td>\n",
+       "      <td>0.186102</td>\n",
        "      <td>0.000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
@@ -3892,12 +2778,12 @@
        "      <td>work_veryhigh</td>\n",
        "      <td>workplace</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.062723</td>\n",
-       "      <td>0.116348</td>\n",
-       "      <td>0.133219</td>\n",
-       "      <td>0.056296</td>\n",
-       "      <td>5.108942e-01</td>\n",
-       "      <td>0.120520</td>\n",
+       "      <td>0.144466</td>\n",
+       "      <td>0.247167</td>\n",
+       "      <td>0.211891</td>\n",
+       "      <td>0.126365</td>\n",
+       "      <td>3.692074e-03</td>\n",
+       "      <td>0.266419</td>\n",
        "      <td>0.000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
@@ -4197,10 +3083,10 @@
       ],
       "text/plain": [
        "          segment model_selector     TOTHH   RETEMPN   FPSEMPN   HEREMPN  \\\n",
-       "0        work_low      workplace  0.000000  0.044251  0.175515  0.374554   \n",
-       "1        work_med      workplace  0.000000  0.120498  0.144005  0.251914   \n",
-       "2       work_high      workplace  0.000000  0.159104  0.191636  0.298286   \n",
-       "3   work_veryhigh      workplace  0.000000  0.062723  0.116348  0.133219   \n",
+       "0        work_low      workplace  0.000000  0.121509  0.208506  0.415240   \n",
+       "1        work_med      workplace  0.000000  0.176350  0.170960  0.294919   \n",
+       "2       work_high      workplace  0.000000  0.125802  0.171788  0.209290   \n",
+       "3   work_veryhigh      workplace  0.000000  0.144466  0.247167  0.211891   \n",
        "4      university         school  0.000000  0.000000  0.000000  0.000000   \n",
        "5     gradeschool         school  0.000000  0.000000  0.000000  0.000000   \n",
        "6      highschool         school  0.000000  0.000000  0.000000  0.000000   \n",
@@ -4221,10 +3107,10 @@
        "21           univ           trip  0.000999  0.000000  0.000000  0.000000   \n",
        "\n",
        "     OTHEMPN       AGREMPN   MWTEMPN  AGE0519  HSENROLL   COLLFTE   COLLPTE  \n",
-       "0   0.169451  6.988481e-19  0.236229    0.000  0.000000  0.000000  0.000000  \n",
-       "1   0.079565  3.439740e-07  0.404018    0.000  0.000000  0.000000  0.000000  \n",
-       "2   0.169233  1.153217e-06  0.181741    0.000  0.000000  0.000000  0.000000  \n",
-       "3   0.056296  5.108942e-01  0.120520    0.000  0.000000  0.000000  0.000000  \n",
+       "0   0.124770  6.285395e-32  0.129975    0.000  0.000000  0.000000  0.000000  \n",
+       "1   0.167444  0.000000e+00  0.190327    0.000  0.000000  0.000000  0.000000  \n",
+       "2   0.128317  1.787012e-01  0.186102    0.000  0.000000  0.000000  0.000000  \n",
+       "3   0.126365  3.692074e-03  0.266419    0.000  0.000000  0.000000  0.000000  \n",
        "4   0.000000  0.000000e+00  0.000000    0.000  0.000000  0.592000  0.408000  \n",
        "5   0.000000  0.000000e+00  0.000000    1.000  0.000000  0.000000  0.000000  \n",
        "6   0.000000  0.000000e+00  0.000000    0.000  1.000000  0.000000  0.000000  \n",
@@ -4245,14 +3131,16 @@
        "21  0.000000  0.000000e+00  0.000000    0.000  0.000000  0.591409  0.407592  "
       ]
      },
-     "execution_count": 15,
+     "execution_count": 16,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "update_size_spec(\n",
-    "    model, data, result_dir, \n",
+    "    model,\n",
+    "    data,\n",
+    "    result_dir,\n",
     "    output_file=f\"{modelname}_size_terms.csv\",\n",
     ")"
    ]
@@ -4266,12 +3154,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 17,
    "metadata": {},
    "outputs": [],
    "source": [
     "model.to_xlsx(\n",
-    "    result_dir/f\"{modelname}_model_estimation.xlsx\", \n",
+    "    result_dir / f\"{modelname}_model_estimation.xlsx\",\n",
     "    data_statistics=False,\n",
     ");"
    ]
@@ -4290,7 +3178,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 18,
    "metadata": {},
    "outputs": [
     {
@@ -4323,49 +3211,49 @@
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td>coef_dist_0_1</td>\n",
-       "      <td>-1.084778</td>\n",
+       "      <td>-1.035381</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>coef_dist_1_2</td>\n",
-       "      <td>-0.252580</td>\n",
+       "      <td>-0.465249</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>coef_dist_2_5</td>\n",
-       "      <td>-0.369689</td>\n",
+       "      <td>-0.417748</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td>coef_dist_5_15</td>\n",
-       "      <td>-0.152259</td>\n",
+       "      <td>-0.155873</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
        "      <td>coef_dist_15_up</td>\n",
-       "      <td>-0.091700</td>\n",
+       "      <td>-0.117051</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5</th>\n",
        "      <td>coef_dist_0_5_high</td>\n",
-       "      <td>0.120981</td>\n",
+       "      <td>0.146966</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6</th>\n",
        "      <td>coef_dist_5_up_high</td>\n",
-       "      <td>-0.015225</td>\n",
+       "      <td>0.025067</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>7</th>\n",
        "      <td>coef_mode_logsum</td>\n",
-       "      <td>0.155426</td>\n",
+       "      <td>0.074237</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
@@ -4374,28 +3262,28 @@
       ],
       "text/plain": [
        "      coefficient_name     value constrain\n",
-       "0        coef_dist_0_1 -1.084778         F\n",
-       "1        coef_dist_1_2 -0.252580         F\n",
-       "2        coef_dist_2_5 -0.369689         F\n",
-       "3       coef_dist_5_15 -0.152259         F\n",
-       "4      coef_dist_15_up -0.091700         F\n",
-       "5   coef_dist_0_5_high  0.120981         F\n",
-       "6  coef_dist_5_up_high -0.015225         F\n",
-       "7     coef_mode_logsum  0.155426         F"
+       "0        coef_dist_0_1 -1.035381         F\n",
+       "1        coef_dist_1_2 -0.465249         F\n",
+       "2        coef_dist_2_5 -0.417748         F\n",
+       "3       coef_dist_5_15 -0.155873         F\n",
+       "4      coef_dist_15_up -0.117051         F\n",
+       "5   coef_dist_0_5_high  0.146966         F\n",
+       "6  coef_dist_5_up_high  0.025067         F\n",
+       "7     coef_mode_logsum  0.074237         F"
       ]
      },
-     "execution_count": 17,
+     "execution_count": 18,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "pd.read_csv(result_dir/f\"{modelname}_coefficients_revised.csv\")"
+    "pd.read_csv(result_dir / f\"{modelname}_coefficients_revised.csv\")"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 19,
    "metadata": {},
    "outputs": [
     {
@@ -4442,12 +3330,12 @@
        "      <td>work_low</td>\n",
        "      <td>workplace</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.044251</td>\n",
-       "      <td>0.175515</td>\n",
-       "      <td>0.374554</td>\n",
-       "      <td>0.169451</td>\n",
-       "      <td>6.988481e-19</td>\n",
-       "      <td>0.236229</td>\n",
+       "      <td>0.121509</td>\n",
+       "      <td>0.208506</td>\n",
+       "      <td>0.415240</td>\n",
+       "      <td>0.124770</td>\n",
+       "      <td>6.285395e-32</td>\n",
+       "      <td>0.129975</td>\n",
        "      <td>0.000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
@@ -4459,12 +3347,12 @@
        "      <td>work_med</td>\n",
        "      <td>workplace</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.120498</td>\n",
-       "      <td>0.144005</td>\n",
-       "      <td>0.251914</td>\n",
-       "      <td>0.079565</td>\n",
-       "      <td>3.439740e-07</td>\n",
-       "      <td>0.404018</td>\n",
+       "      <td>0.176350</td>\n",
+       "      <td>0.170960</td>\n",
+       "      <td>0.294919</td>\n",
+       "      <td>0.167444</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.190327</td>\n",
        "      <td>0.000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
@@ -4476,12 +3364,12 @@
        "      <td>work_high</td>\n",
        "      <td>workplace</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.159104</td>\n",
-       "      <td>0.191636</td>\n",
-       "      <td>0.298286</td>\n",
-       "      <td>0.169233</td>\n",
-       "      <td>1.153217e-06</td>\n",
-       "      <td>0.181741</td>\n",
+       "      <td>0.125802</td>\n",
+       "      <td>0.171788</td>\n",
+       "      <td>0.209290</td>\n",
+       "      <td>0.128317</td>\n",
+       "      <td>1.787012e-01</td>\n",
+       "      <td>0.186102</td>\n",
        "      <td>0.000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
@@ -4493,12 +3381,12 @@
        "      <td>work_veryhigh</td>\n",
        "      <td>workplace</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.062723</td>\n",
-       "      <td>0.116348</td>\n",
-       "      <td>0.133219</td>\n",
-       "      <td>0.056296</td>\n",
-       "      <td>5.108942e-01</td>\n",
-       "      <td>0.120520</td>\n",
+       "      <td>0.144466</td>\n",
+       "      <td>0.247167</td>\n",
+       "      <td>0.211891</td>\n",
+       "      <td>0.126365</td>\n",
+       "      <td>3.692074e-03</td>\n",
+       "      <td>0.266419</td>\n",
        "      <td>0.000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
@@ -4816,10 +3704,10 @@
       ],
       "text/plain": [
        "    index        segment model_selector     TOTHH   RETEMPN   FPSEMPN  \\\n",
-       "0       0       work_low      workplace  0.000000  0.044251  0.175515   \n",
-       "1       1       work_med      workplace  0.000000  0.120498  0.144005   \n",
-       "2       2      work_high      workplace  0.000000  0.159104  0.191636   \n",
-       "3       3  work_veryhigh      workplace  0.000000  0.062723  0.116348   \n",
+       "0       0       work_low      workplace  0.000000  0.121509  0.208506   \n",
+       "1       1       work_med      workplace  0.000000  0.176350  0.170960   \n",
+       "2       2      work_high      workplace  0.000000  0.125802  0.171788   \n",
+       "3       3  work_veryhigh      workplace  0.000000  0.144466  0.247167   \n",
        "4       4     university         school  0.000000  0.000000  0.000000   \n",
        "5       5    gradeschool         school  0.000000  0.000000  0.000000   \n",
        "6       6     highschool         school  0.000000  0.000000  0.000000   \n",
@@ -4840,10 +3728,10 @@
        "21     21           univ           trip  0.000999  0.000000  0.000000   \n",
        "\n",
        "     HEREMPN   OTHEMPN       AGREMPN   MWTEMPN  AGE0519  HSENROLL   COLLFTE  \\\n",
-       "0   0.374554  0.169451  6.988481e-19  0.236229    0.000  0.000000  0.000000   \n",
-       "1   0.251914  0.079565  3.439740e-07  0.404018    0.000  0.000000  0.000000   \n",
-       "2   0.298286  0.169233  1.153217e-06  0.181741    0.000  0.000000  0.000000   \n",
-       "3   0.133219  0.056296  5.108942e-01  0.120520    0.000  0.000000  0.000000   \n",
+       "0   0.415240  0.124770  6.285395e-32  0.129975    0.000  0.000000  0.000000   \n",
+       "1   0.294919  0.167444  0.000000e+00  0.190327    0.000  0.000000  0.000000   \n",
+       "2   0.209290  0.128317  1.787012e-01  0.186102    0.000  0.000000  0.000000   \n",
+       "3   0.211891  0.126365  3.692074e-03  0.266419    0.000  0.000000  0.000000   \n",
        "4   0.000000  0.000000  0.000000e+00  0.000000    0.000  0.000000  0.592000   \n",
        "5   0.000000  0.000000  0.000000e+00  0.000000    1.000  0.000000  0.000000   \n",
        "6   0.000000  0.000000  0.000000e+00  0.000000    0.000  1.000000  0.000000   \n",
@@ -4888,13 +3776,1784 @@
        "21  0.407592  "
       ]
      },
-     "execution_count": 18,
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "pd.read_csv(result_dir / f\"{modelname}_size_terms.csv\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Modify Spec\n",
+    "\n",
+    "Here, we will demonstrate the process of re-estimating the model with a modified\n",
+    "SPEC file.  This does *not* require re-running ActivitySim, it just requires\n",
+    "changing the SPEC file and re-running the Larch estimation only.\n",
+    "\n",
+    "The `backup` command we ran earlier made a backup copy of the  \n",
+    "original spec file in the EDB directory.\n",
+    "This was not strictly necessary, but since we're about to modify it and\n",
+    "we may want undo our changes, it can be handy to keep a copy of the\n",
+    "original spec file around. Since we already have a backup copy, we'll make some \n",
+    "changes directly in the SPEC file.  As an example here, we're going\n",
+    "to change one of the breakpoints on the piecewise distance function in the\n",
+    "utility calculation. For this demo we are editing \n",
+    "the SPEC file using Python code to make the changes, but a user does not need\n",
+    "to change the file using Python; any CSV editor (e.g. Excel) can be used. \n",
+    "\n",
+    "The raw contents of the SPEC file can be loaded and viewed in Python like this:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Label,Description,Expression,coefficient\n",
+      "local_dist,,_DIST@skims['DIST'],1\n",
+      "util_dist_0_1,\"Distance, piecewise linear from 0 to 1 miles\",\"@_DIST.clip(0,1)\",coef_dist_0_1\n",
+      "util_dist_1_2,\"Distance, piecewise linear from 1 to 2 miles\",\"@(_DIST-1).clip(0,1)\",coef_dist_1_2\n",
+      "util_dist_2_5,\"Distance, piecewise linear from 2 to 5 miles\",\"@(_DIST-2).clip(0,3)\",coef_dist_2_5\n",
+      "util_dist_5_15,\"Distance, piecewise linear from 5 to 15 miles\",\"@(_DIST-5).clip(0,10)\",coef_dist_5_15\n",
+      "util_dist_15_up,\"Distance, piecewise linear for 15+ miles\",@(_DIST-15.0).clip(0),coef_dist_15_up\n",
+      "util_dist_0_5_high,\"Distance 0 to 5 mi, high and very high income\",@(df['income_segment']>=WORK_HIGH_SEGMENT_ID) * _DIST.clip(upper=5),coef_dist_0_5_high\n",
+      "util_dist_15_up_high,\"Distance 5+ mi, high and very high income\",@(df['income_segment']>=WORK_HIGH_SEGMENT_ID) * (_DIST-5).clip(0),coef_dist_5_up_high\n",
+      "util_size_variable,Size variable,@(df['size_term'] * df['shadow_price_size_term_adjustment']).apply(np.log1p),1\n",
+      "util_utility_adjustment,utility adjustment,@df['shadow_price_utility_adjustment'],1\n",
+      "util_no_attractions,No attractions,@df['size_term']==0,-999\n",
+      "util_mode_logsum,Mode choice logsum,mode_choice_logsum,coef_mode_logsum\n",
+      "util_sample_of_corrections_factor,Sample of alternatives correction factor,\"@np.minimum(np.log(df.pick_count/df.prob), 60)\",1\n"
+     ]
+    }
+   ],
+   "source": [
+    "with open(data.edb_directory / \"workplace_location_SPEC.csv\") as f:\n",
+    "    raw_spec = f.read()\n",
+    "\n",
+    "print(raw_spec)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Let's move the 2 mile breakpoint to 3 miles.  To do so, we will need to change two lines\n",
+    "of the SPEC file. As we change the file, we will edit all four columns: label, description, \n",
+    "expression, and coefficient. \n",
+    "\n",
+    "## WARNING\n",
+    "\n",
+    "**It is particularly important to make changes to the label when \n",
+    "changing the expression.**  The estimation tools will prefer the pre-calculated variables computed\n",
+    "and stored with the given label, so if the label is not changed the expression changes will be ignored.\n",
+    "\n",
+    "After we make the changes, we'll write the modified SPEC file back to disk, overwriting the original."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "orig_lines = \"\"\"util_dist_1_2,\"Distance, piecewise linear from 1 to 2 miles\",\"@(_DIST-1).clip(0,1)\",coef_dist_1_2\n",
+    "util_dist_2_5,\"Distance, piecewise linear from 2 to 5 miles\",\"@(_DIST-2).clip(0,3)\",coef_dist_2_5\"\"\"\n",
+    "\n",
+    "repl_lines = \"\"\"util_dist_1_3,\"Distance, piecewise linear from 1 to 3 miles\",\"@(_DIST-1).clip(0,2)\",coef_dist_1_3\n",
+    "util_dist_3_5,\"Distance, piecewise linear from 3 to 5 miles\",\"@(_DIST-3).clip(0,2)\",coef_dist_3_5\"\"\"\n",
+    "\n",
+    "raw_spec = raw_spec.replace(orig_lines, repl_lines)\n",
+    "\n",
+    "with open(data.edb_directory / \"workplace_location_SPEC.csv\", mode=\"w\") as f:\n",
+    "    f.write(raw_spec)\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Reloading the model and getting set for re-estimation can be done using the same commands as above."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "loading from output-est-mode/estimation_data_bundle/workplace_location/workplace_location_coefficients.csv\n",
+      "loading from output-est-mode/estimation_data_bundle/workplace_location/workplace_location_SPEC.csv\n",
+      "loading from output-est-mode/estimation_data_bundle/workplace_location/workplace_location_alternatives_combined.parquet\n",
+      "loading from output-est-mode/estimation_data_bundle/workplace_location/workplace_location_choosers_combined.parquet\n",
+      "loading from output-est-mode/estimation_data_bundle/workplace_location/workplace_location_landuse.csv\n",
+      "loading from output-est-mode/estimation_data_bundle/workplace_location/workplace_location_size_terms.csv\n"
+     ]
+    }
+   ],
+   "source": [
+    "model2, data2 = component_model(\n",
+    "    modelname,\n",
+    "    edb_directory=f\"output-est-mode/estimation_data_bundle/{modelname}/\",\n",
+    "    return_data=True,\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "You may notice in the utility functions shown below, all of the unadulterated lines of the \n",
+    "spec file correlate with utility terms that are simple `X.label` data items, which are \n",
+    "stored as pre-computed data variables in the EDB.  Our modified lines, however, are now\n",
+    "showing the complete expression that will be freshly evaluated by Larch using Sharrow."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<pre class=\"LinearFunc\"><span class=\"LinearFunc_Param\">P.coef_dist_0_1</span> * <span class=\"LinearFunc_Data\">X.util_dist_0_1</span><br> + <span class=\"LinearFunc_Param\">P.coef_dist_1_3</span> * <span class=\"LinearFunc_Data\">X('(_DIST-1).clip(0,2)')</span><br> + <span class=\"LinearFunc_Param\">P.coef_dist_3_5</span> * <span class=\"LinearFunc_Data\">X('(_DIST-3).clip(0,2)')</span><br> + <span class=\"LinearFunc_Param\">P.coef_dist_5_15</span> * <span class=\"LinearFunc_Data\">X.util_dist_5_15</span><br> + <span class=\"LinearFunc_Param\">P.coef_dist_15_up</span> * <span class=\"LinearFunc_Data\">X.util_dist_15_up</span><br> + <span class=\"LinearFunc_Param\">P.coef_dist_0_5_high</span> * <span class=\"LinearFunc_Data\">X.util_dist_0_5_high</span><br> + <span class=\"LinearFunc_Param\">P.coef_dist_5_up_high</span> * <span class=\"LinearFunc_Data\">X.util_dist_15_up_high</span><br> + <span class=\"LinearFunc_Param\">P('-999')</span> * <span class=\"LinearFunc_Data\">X.util_no_attractions</span><br> + <span class=\"LinearFunc_Param\">P.coef_mode_logsum</span> * <span class=\"LinearFunc_Data\">X.util_mode_logsum</span><br> + <span class=\"LinearFunc_Param\">P('1')</span> * <span class=\"LinearFunc_Data\">X.util_sample_of_corrections_factor</span></pre>"
+      ],
+      "text/plain": [
+       "  P.coef_dist_0_1 * X.util_dist_0_1\n",
+       "+ P.coef_dist_1_3 * X('(_DIST-1).clip(0,2)')\n",
+       "+ P.coef_dist_3_5 * X('(_DIST-3).clip(0,2)')\n",
+       "+ P.coef_dist_5_15 * X.util_dist_5_15\n",
+       "+ P.coef_dist_15_up * X.util_dist_15_up\n",
+       "+ P.coef_dist_0_5_high * X.util_dist_0_5_high\n",
+       "+ P.coef_dist_5_up_high * X.util_dist_15_up_high\n",
+       "+ P('-999') * X.util_no_attractions\n",
+       "+ P.coef_mode_logsum * X.util_mode_logsum\n",
+       "+ P('1') * X.util_sample_of_corrections_factor"
+      ]
+     },
+     "execution_count": 23,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "pd.read_csv(result_dir/f\"{modelname}_size_terms.csv\")"
+    "model2.utility_ca"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "We are almost ready to go with this model.  But if we attempt to estimate the model now, we will get an error:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "NameError(\"name '_DIST' is not defined\")\n"
+     ]
+    }
+   ],
+   "source": [
+    "from larch.util.shush import shush\n",
+    "\n",
+    "with shush(stderr=True):\n",
+    "    try:\n",
+    "        model2.estimate()\n",
+    "    except NameError as e:\n",
+    "        print(repr(e))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "The error arises because the model SPEC includes a temporary `_DIST` variable, which was not stored in the EDB data files.\n",
+    "There are several ways to solve this problem. The most robust way would be to return to ActivitySim and edit the model specification\n",
+    "and configurations so that this variable is not a temporary value (i.e. add it to a preprocessor or annotator).  This process \n",
+    "may take some time and effort, but it should be able to allow the user to access any variable from ActivitySim.\n",
+    "\n",
+    "Alternatively, it may be possible to reconstruct the value of the temporary variable, or a suitable proxy, by processing \n",
+    "values that did get stored in the EDB.  We can do so here, by reconstituting the distance value as the sum of the piecewise\n",
+    "parts that did get stored in the EDB.  Rather than returning to ActivitySim, we can simply compute the temporary variable\n",
+    "directly in the model's data object, giving it the same name as from the specification file, and otherwise proceed as normal."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "model2.data[\"_DIST\"] = (\n",
+    "    model2.data.util_dist_0_1\n",
+    "    + model2.data.util_dist_1_2\n",
+    "    + model2.data.util_dist_2_5\n",
+    "    + model2.data.util_dist_5_15\n",
+    "    + model2.data.util_dist_15_up\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<h3>Iteration 008 [Optimization terminated successfully] </h3>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<p>Best LL = -88684.18177107332</p>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>value</th>\n",
+       "      <th>best</th>\n",
+       "      <th>initvalue</th>\n",
+       "      <th>minimum</th>\n",
+       "      <th>maximum</th>\n",
+       "      <th>nullvalue</th>\n",
+       "      <th>holdfast</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>param_name</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>-999</th>\n",
+       "      <td>-999.000000</td>\n",
+       "      <td>-999.000000</td>\n",
+       "      <td>-999.000000</td>\n",
+       "      <td>-999.000000</td>\n",
+       "      <td>-999.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_dist_0_1</th>\n",
+       "      <td>-1.072002</td>\n",
+       "      <td>-1.072002</td>\n",
+       "      <td>-0.842800</td>\n",
+       "      <td>-25.000000</td>\n",
+       "      <td>25.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_dist_0_5_high</th>\n",
+       "      <td>0.147163</td>\n",
+       "      <td>0.147163</td>\n",
+       "      <td>0.150000</td>\n",
+       "      <td>-25.000000</td>\n",
+       "      <td>25.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_dist_15_up</th>\n",
+       "      <td>-0.117017</td>\n",
+       "      <td>-0.117017</td>\n",
+       "      <td>-0.091700</td>\n",
+       "      <td>-25.000000</td>\n",
+       "      <td>25.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_dist_1_3</th>\n",
+       "      <td>-0.433865</td>\n",
+       "      <td>-0.433865</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-inf</td>\n",
+       "      <td>inf</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_dist_3_5</th>\n",
+       "      <td>-0.417069</td>\n",
+       "      <td>-0.417069</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-inf</td>\n",
+       "      <td>inf</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_dist_5_15</th>\n",
+       "      <td>-0.155760</td>\n",
+       "      <td>-0.155760</td>\n",
+       "      <td>-0.128500</td>\n",
+       "      <td>-25.000000</td>\n",
+       "      <td>25.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_dist_5_up_high</th>\n",
+       "      <td>0.025050</td>\n",
+       "      <td>0.025050</td>\n",
+       "      <td>0.020000</td>\n",
+       "      <td>-25.000000</td>\n",
+       "      <td>25.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_mode_logsum</th>\n",
+       "      <td>0.074530</td>\n",
+       "      <td>0.074530</td>\n",
+       "      <td>0.300000</td>\n",
+       "      <td>-25.000000</td>\n",
+       "      <td>25.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>work_high_AGREMPN</th>\n",
+       "      <td>-1.857041</td>\n",
+       "      <td>-1.857041</td>\n",
+       "      <td>-5.115996</td>\n",
+       "      <td>-6.000000</td>\n",
+       "      <td>6.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>work_high_FPSEMPN</th>\n",
+       "      <td>-1.895566</td>\n",
+       "      <td>-1.895566</td>\n",
+       "      <td>-1.575037</td>\n",
+       "      <td>-6.000000</td>\n",
+       "      <td>6.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>work_high_HEREMPN</th>\n",
+       "      <td>-1.698595</td>\n",
+       "      <td>-1.698595</td>\n",
+       "      <td>-1.258781</td>\n",
+       "      <td>-6.000000</td>\n",
+       "      <td>6.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>work_high_MWTEMPN</th>\n",
+       "      <td>-1.816036</td>\n",
+       "      <td>-1.816036</td>\n",
+       "      <td>-1.431292</td>\n",
+       "      <td>-6.000000</td>\n",
+       "      <td>6.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>work_high_OTHEMPN</th>\n",
+       "      <td>-2.187730</td>\n",
+       "      <td>-2.187730</td>\n",
+       "      <td>-1.870803</td>\n",
+       "      <td>-6.000000</td>\n",
+       "      <td>6.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>work_high_RETEMPN</th>\n",
+       "      <td>-2.207275</td>\n",
+       "      <td>-2.207275</td>\n",
+       "      <td>-2.207275</td>\n",
+       "      <td>-2.207275</td>\n",
+       "      <td>-2.207275</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>work_low_AGREMPN</th>\n",
+       "      <td>-286.802086</td>\n",
+       "      <td>-286.802086</td>\n",
+       "      <td>-4.605170</td>\n",
+       "      <td>-6.000000</td>\n",
+       "      <td>6.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>work_low_FPSEMPN</th>\n",
+       "      <td>-1.507131</td>\n",
+       "      <td>-1.507131</td>\n",
+       "      <td>-1.645065</td>\n",
+       "      <td>-6.000000</td>\n",
+       "      <td>6.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>work_low_HEREMPN</th>\n",
+       "      <td>-0.818251</td>\n",
+       "      <td>-0.818251</td>\n",
+       "      <td>-0.959720</td>\n",
+       "      <td>-6.000000</td>\n",
+       "      <td>6.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>work_low_MWTEMPN</th>\n",
+       "      <td>-1.979965</td>\n",
+       "      <td>-1.979965</td>\n",
+       "      <td>-1.807889</td>\n",
+       "      <td>-6.000000</td>\n",
+       "      <td>6.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>work_low_OTHEMPN</th>\n",
+       "      <td>-2.020885</td>\n",
+       "      <td>-2.020885</td>\n",
+       "      <td>-2.120264</td>\n",
+       "      <td>-6.000000</td>\n",
+       "      <td>6.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>work_low_RETEMPN</th>\n",
+       "      <td>-2.047943</td>\n",
+       "      <td>-2.047943</td>\n",
+       "      <td>-2.047943</td>\n",
+       "      <td>-2.047943</td>\n",
+       "      <td>-2.047943</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>work_med_AGREMPN</th>\n",
+       "      <td>-1490.624349</td>\n",
+       "      <td>-1490.624349</td>\n",
+       "      <td>-4.828314</td>\n",
+       "      <td>-6.000000</td>\n",
+       "      <td>6.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>work_med_FPSEMPN</th>\n",
+       "      <td>-2.150429</td>\n",
+       "      <td>-2.150429</td>\n",
+       "      <td>-1.624552</td>\n",
+       "      <td>-6.000000</td>\n",
+       "      <td>6.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>work_med_HEREMPN</th>\n",
+       "      <td>-1.605331</td>\n",
+       "      <td>-1.605331</td>\n",
+       "      <td>-1.123930</td>\n",
+       "      <td>-6.000000</td>\n",
+       "      <td>6.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>work_med_MWTEMPN</th>\n",
+       "      <td>-2.043346</td>\n",
+       "      <td>-2.043346</td>\n",
+       "      <td>-1.560648</td>\n",
+       "      <td>-6.000000</td>\n",
+       "      <td>6.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>work_med_OTHEMPN</th>\n",
+       "      <td>-2.171601</td>\n",
+       "      <td>-2.171601</td>\n",
+       "      <td>-1.973281</td>\n",
+       "      <td>-6.000000</td>\n",
+       "      <td>6.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>work_med_RETEMPN</th>\n",
+       "      <td>-2.120264</td>\n",
+       "      <td>-2.120264</td>\n",
+       "      <td>-2.120264</td>\n",
+       "      <td>-2.120264</td>\n",
+       "      <td>-2.120264</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>work_veryhigh_AGREMPN</th>\n",
+       "      <td>-6.028955</td>\n",
+       "      <td>-6.028955</td>\n",
+       "      <td>-5.521461</td>\n",
+       "      <td>-6.000000</td>\n",
+       "      <td>6.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>work_veryhigh_FPSEMPN</th>\n",
+       "      <td>-1.838036</td>\n",
+       "      <td>-1.838036</td>\n",
+       "      <td>-1.309333</td>\n",
+       "      <td>-6.000000</td>\n",
+       "      <td>6.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>work_veryhigh_HEREMPN</th>\n",
+       "      <td>-1.992113</td>\n",
+       "      <td>-1.992113</td>\n",
+       "      <td>-1.422958</td>\n",
+       "      <td>-6.000000</td>\n",
+       "      <td>6.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>work_veryhigh_MWTEMPN</th>\n",
+       "      <td>-1.763204</td>\n",
+       "      <td>-1.763204</td>\n",
+       "      <td>-1.402424</td>\n",
+       "      <td>-6.000000</td>\n",
+       "      <td>6.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>work_veryhigh_OTHEMPN</th>\n",
+       "      <td>-2.509234</td>\n",
+       "      <td>-2.509234</td>\n",
+       "      <td>-1.924149</td>\n",
+       "      <td>-6.000000</td>\n",
+       "      <td>6.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>work_veryhigh_RETEMPN</th>\n",
+       "      <td>-2.375156</td>\n",
+       "      <td>-2.375156</td>\n",
+       "      <td>-2.375156</td>\n",
+       "      <td>-2.375156</td>\n",
+       "      <td>-2.375156</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                             value         best   initvalue     minimum  \\\n",
+       "param_name                                                                \n",
+       "-999                   -999.000000  -999.000000 -999.000000 -999.000000   \n",
+       "1                         1.000000     1.000000    1.000000    1.000000   \n",
+       "coef_dist_0_1            -1.072002    -1.072002   -0.842800  -25.000000   \n",
+       "coef_dist_0_5_high        0.147163     0.147163    0.150000  -25.000000   \n",
+       "coef_dist_15_up          -0.117017    -0.117017   -0.091700  -25.000000   \n",
+       "coef_dist_1_3            -0.433865    -0.433865    0.000000        -inf   \n",
+       "coef_dist_3_5            -0.417069    -0.417069    0.000000        -inf   \n",
+       "coef_dist_5_15           -0.155760    -0.155760   -0.128500  -25.000000   \n",
+       "coef_dist_5_up_high       0.025050     0.025050    0.020000  -25.000000   \n",
+       "coef_mode_logsum          0.074530     0.074530    0.300000  -25.000000   \n",
+       "work_high_AGREMPN        -1.857041    -1.857041   -5.115996   -6.000000   \n",
+       "work_high_FPSEMPN        -1.895566    -1.895566   -1.575037   -6.000000   \n",
+       "work_high_HEREMPN        -1.698595    -1.698595   -1.258781   -6.000000   \n",
+       "work_high_MWTEMPN        -1.816036    -1.816036   -1.431292   -6.000000   \n",
+       "work_high_OTHEMPN        -2.187730    -2.187730   -1.870803   -6.000000   \n",
+       "work_high_RETEMPN        -2.207275    -2.207275   -2.207275   -2.207275   \n",
+       "work_low_AGREMPN       -286.802086  -286.802086   -4.605170   -6.000000   \n",
+       "work_low_FPSEMPN         -1.507131    -1.507131   -1.645065   -6.000000   \n",
+       "work_low_HEREMPN         -0.818251    -0.818251   -0.959720   -6.000000   \n",
+       "work_low_MWTEMPN         -1.979965    -1.979965   -1.807889   -6.000000   \n",
+       "work_low_OTHEMPN         -2.020885    -2.020885   -2.120264   -6.000000   \n",
+       "work_low_RETEMPN         -2.047943    -2.047943   -2.047943   -2.047943   \n",
+       "work_med_AGREMPN      -1490.624349 -1490.624349   -4.828314   -6.000000   \n",
+       "work_med_FPSEMPN         -2.150429    -2.150429   -1.624552   -6.000000   \n",
+       "work_med_HEREMPN         -1.605331    -1.605331   -1.123930   -6.000000   \n",
+       "work_med_MWTEMPN         -2.043346    -2.043346   -1.560648   -6.000000   \n",
+       "work_med_OTHEMPN         -2.171601    -2.171601   -1.973281   -6.000000   \n",
+       "work_med_RETEMPN         -2.120264    -2.120264   -2.120264   -2.120264   \n",
+       "work_veryhigh_AGREMPN    -6.028955    -6.028955   -5.521461   -6.000000   \n",
+       "work_veryhigh_FPSEMPN    -1.838036    -1.838036   -1.309333   -6.000000   \n",
+       "work_veryhigh_HEREMPN    -1.992113    -1.992113   -1.422958   -6.000000   \n",
+       "work_veryhigh_MWTEMPN    -1.763204    -1.763204   -1.402424   -6.000000   \n",
+       "work_veryhigh_OTHEMPN    -2.509234    -2.509234   -1.924149   -6.000000   \n",
+       "work_veryhigh_RETEMPN    -2.375156    -2.375156   -2.375156   -2.375156   \n",
+       "\n",
+       "                          maximum  nullvalue  holdfast  \n",
+       "param_name                                              \n",
+       "-999                  -999.000000        0.0         1  \n",
+       "1                        1.000000        0.0         1  \n",
+       "coef_dist_0_1           25.000000        0.0         0  \n",
+       "coef_dist_0_5_high      25.000000        0.0         0  \n",
+       "coef_dist_15_up         25.000000        0.0         0  \n",
+       "coef_dist_1_3                 inf        0.0         0  \n",
+       "coef_dist_3_5                 inf        0.0         0  \n",
+       "coef_dist_5_15          25.000000        0.0         0  \n",
+       "coef_dist_5_up_high     25.000000        0.0         0  \n",
+       "coef_mode_logsum        25.000000        0.0         0  \n",
+       "work_high_AGREMPN        6.000000        0.0         0  \n",
+       "work_high_FPSEMPN        6.000000        0.0         0  \n",
+       "work_high_HEREMPN        6.000000        0.0         0  \n",
+       "work_high_MWTEMPN        6.000000        0.0         0  \n",
+       "work_high_OTHEMPN        6.000000        0.0         0  \n",
+       "work_high_RETEMPN       -2.207275        0.0         1  \n",
+       "work_low_AGREMPN         6.000000        0.0         0  \n",
+       "work_low_FPSEMPN         6.000000        0.0         0  \n",
+       "work_low_HEREMPN         6.000000        0.0         0  \n",
+       "work_low_MWTEMPN         6.000000        0.0         0  \n",
+       "work_low_OTHEMPN         6.000000        0.0         0  \n",
+       "work_low_RETEMPN        -2.047943        0.0         1  \n",
+       "work_med_AGREMPN         6.000000        0.0         0  \n",
+       "work_med_FPSEMPN         6.000000        0.0         0  \n",
+       "work_med_HEREMPN         6.000000        0.0         0  \n",
+       "work_med_MWTEMPN         6.000000        0.0         0  \n",
+       "work_med_OTHEMPN         6.000000        0.0         0  \n",
+       "work_med_RETEMPN        -2.120264        0.0         1  \n",
+       "work_veryhigh_AGREMPN    6.000000        0.0         0  \n",
+       "work_veryhigh_FPSEMPN    6.000000        0.0         0  \n",
+       "work_veryhigh_HEREMPN    6.000000        0.0         0  \n",
+       "work_veryhigh_MWTEMPN    6.000000        0.0         0  \n",
+       "work_veryhigh_OTHEMPN    6.000000        0.0         0  \n",
+       "work_veryhigh_RETEMPN   -2.375156        0.0         1  "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div><table style=\"margin-top:1px;\"><tr><th>key</th><th style=\"text-align:left;\">value</th></tr><tr><td>loglike</td><td style=\"text-align:left;\">-88684.18177107332</td></tr><tr><td>x</td><td style=\"text-align:left;\"><table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>0</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>-999</th>\n",
+       "      <td>-999.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_dist_0_1</th>\n",
+       "      <td>-1.072002</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_dist_0_5_high</th>\n",
+       "      <td>0.147163</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_dist_15_up</th>\n",
+       "      <td>-0.117017</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_dist_1_3</th>\n",
+       "      <td>-0.433865</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_dist_3_5</th>\n",
+       "      <td>-0.417069</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_dist_5_15</th>\n",
+       "      <td>-0.155760</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_dist_5_up_high</th>\n",
+       "      <td>0.025050</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_mode_logsum</th>\n",
+       "      <td>0.074530</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>work_high_AGREMPN</th>\n",
+       "      <td>-1.857041</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>work_high_FPSEMPN</th>\n",
+       "      <td>-1.895566</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>work_high_HEREMPN</th>\n",
+       "      <td>-1.698595</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>work_high_MWTEMPN</th>\n",
+       "      <td>-1.816036</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>work_high_OTHEMPN</th>\n",
+       "      <td>-2.187730</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>work_high_RETEMPN</th>\n",
+       "      <td>-2.207275</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>work_low_AGREMPN</th>\n",
+       "      <td>-286.802086</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>work_low_FPSEMPN</th>\n",
+       "      <td>-1.507131</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>work_low_HEREMPN</th>\n",
+       "      <td>-0.818251</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>work_low_MWTEMPN</th>\n",
+       "      <td>-1.979965</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>work_low_OTHEMPN</th>\n",
+       "      <td>-2.020885</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>work_low_RETEMPN</th>\n",
+       "      <td>-2.047943</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>work_med_AGREMPN</th>\n",
+       "      <td>-1490.624349</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>work_med_FPSEMPN</th>\n",
+       "      <td>-2.150429</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>work_med_HEREMPN</th>\n",
+       "      <td>-1.605331</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>work_med_MWTEMPN</th>\n",
+       "      <td>-2.043346</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>work_med_OTHEMPN</th>\n",
+       "      <td>-2.171601</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>work_med_RETEMPN</th>\n",
+       "      <td>-2.120264</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>work_veryhigh_AGREMPN</th>\n",
+       "      <td>-6.028955</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>work_veryhigh_FPSEMPN</th>\n",
+       "      <td>-1.838036</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>work_veryhigh_HEREMPN</th>\n",
+       "      <td>-1.992113</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>work_veryhigh_MWTEMPN</th>\n",
+       "      <td>-1.763204</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>work_veryhigh_OTHEMPN</th>\n",
+       "      <td>-2.509234</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>work_veryhigh_RETEMPN</th>\n",
+       "      <td>-2.375156</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table></td></tr><tr><td>tolerance</td><td style=\"text-align:left;\">2.5082874166498626e-07</td></tr><tr><td>steps</td><td style=\"text-align:left;\">array([0.25, 0.5 , 0.75, 1.  , 1.  , 1.  , 1.  , 1.  ])</td></tr><tr><td>message</td><td style=\"text-align:left;\">'Optimization terminated successfully'</td></tr><tr><td>elapsed_time</td><td style=\"text-align:left;\">0:00:02.337866</td></tr><tr><td>method</td><td style=\"text-align:left;\">'BHHH'</td></tr><tr><td>n_cases</td><td style=\"text-align:left;\">28281</td></tr><tr><td>iteration_number</td><td style=\"text-align:left;\">8</td></tr></table></div>"
+      ],
+      "text/plain": [
+       "┣          loglike: -88684.18177107332\n",
+       "┣                x: -999                     -999.000000\n",
+       "┃                   1                           1.000000\n",
+       "┃                   coef_dist_0_1              -1.072002\n",
+       "┃                   coef_dist_0_5_high          0.147163\n",
+       "┃                   coef_dist_15_up            -0.117017\n",
+       "┃                   coef_dist_1_3              -0.433865\n",
+       "┃                   coef_dist_3_5              -0.417069\n",
+       "┃                   coef_dist_5_15             -0.155760\n",
+       "┃                   coef_dist_5_up_high         0.025050\n",
+       "┃                   coef_mode_logsum            0.074530\n",
+       "┃                   work_high_AGREMPN          -1.857041\n",
+       "┃                   work_high_FPSEMPN          -1.895566\n",
+       "┃                   work_high_HEREMPN          -1.698595\n",
+       "┃                   work_high_MWTEMPN          -1.816036\n",
+       "┃                   work_high_OTHEMPN          -2.187730\n",
+       "┃                   work_high_RETEMPN          -2.207275\n",
+       "┃                   work_low_AGREMPN         -286.802086\n",
+       "┃                   work_low_FPSEMPN           -1.507131\n",
+       "┃                   work_low_HEREMPN           -0.818251\n",
+       "┃                   work_low_MWTEMPN           -1.979965\n",
+       "┃                   work_low_OTHEMPN           -2.020885\n",
+       "┃                   work_low_RETEMPN           -2.047943\n",
+       "┃                   work_med_AGREMPN        -1490.624349\n",
+       "┃                   work_med_FPSEMPN           -2.150429\n",
+       "┃                   work_med_HEREMPN           -1.605331\n",
+       "┃                   work_med_MWTEMPN           -2.043346\n",
+       "┃                   work_med_OTHEMPN           -2.171601\n",
+       "┃                   work_med_RETEMPN           -2.120264\n",
+       "┃                   work_veryhigh_AGREMPN      -6.028955\n",
+       "┃                   work_veryhigh_FPSEMPN      -1.838036\n",
+       "┃                   work_veryhigh_HEREMPN      -1.992113\n",
+       "┃                   work_veryhigh_MWTEMPN      -1.763204\n",
+       "┃                   work_veryhigh_OTHEMPN      -2.509234\n",
+       "┃                   work_veryhigh_RETEMPN      -2.375156\n",
+       "┃                   dtype: float64\n",
+       "┣        tolerance: 2.5082874166498626e-07\n",
+       "┣            steps: array([0.25, 0.5 , 0.75, 1.  , 1.  , 1.  , 1.  , 1.  ])\n",
+       "┣          message: 'Optimization terminated successfully'\n",
+       "┣     elapsed_time: datetime.timedelta(seconds=2, microseconds=337866)\n",
+       "┣           method: 'BHHH'\n",
+       "┣          n_cases: 28281\n",
+       "┣ iteration_number: 8"
+      ]
+     },
+     "execution_count": 26,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "with shush(stderr=True):\n",
+    "    # swallow a bunch of error logging related to recovery from our previous estimation failure\n",
+    "    result2 = model2.estimate(method=\"BHHH\", options={\"maxiter\": 1000})\n",
+    "\n",
+    "result2"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "We can then review the original and revised models side-by-side to see the differences."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th>model</th>\n",
+       "      <th>model2</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>Number of Cases</th>\n",
+       "      <th>Aggregate</th>\n",
+       "      <td>28281.000000</td>\n",
+       "      <td>28281.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"2\" valign=\"top\">Log Likelihood at Convergence</th>\n",
+       "      <th>Aggregate</th>\n",
+       "      <td>-88683.850386</td>\n",
+       "      <td>-88684.181771</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Per Case</th>\n",
+       "      <td>-3.135810</td>\n",
+       "      <td>-3.135822</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"2\" valign=\"top\">Log Likelihood at Null Parameters</th>\n",
+       "      <th>Aggregate</th>\n",
+       "      <td>-124263.519724</td>\n",
+       "      <td>-124263.519724</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Per Case</th>\n",
+       "      <td>-4.393887</td>\n",
+       "      <td>-4.393887</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Rho Squared w.r.t. Null Parameters</th>\n",
+       "      <th>Aggregate</th>\n",
+       "      <td>0.286324</td>\n",
+       "      <td>0.286322</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                                      model         model2\n",
+       "Number of Cases                    Aggregate   28281.000000   28281.000000\n",
+       "Log Likelihood at Convergence      Aggregate  -88683.850386  -88684.181771\n",
+       "                                   Per Case       -3.135810      -3.135822\n",
+       "Log Likelihood at Null Parameters  Aggregate -124263.519724 -124263.519724\n",
+       "                                   Per Case       -4.393887      -4.393887\n",
+       "Rho Squared w.r.t. Null Parameters Aggregate       0.286324       0.286322"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "with pd.option_context('display.max_rows', 999):\n",
+    "    display(pd.concat({\n",
+    "        \"model\": model.estimation_statistics_raw(),\n",
+    "        \"model2\": model2.estimation_statistics_raw(),\n",
+    "    }, axis=1).fillna(\"\"))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead tr th {\n",
+       "        text-align: left;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead tr:last-of-type th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr>\n",
+       "      <th></th>\n",
+       "      <th colspan=\"6\" halign=\"left\">model</th>\n",
+       "      <th colspan=\"6\" halign=\"left\">model2</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th></th>\n",
+       "      <th>Value</th>\n",
+       "      <th>Std Err</th>\n",
+       "      <th>t Stat</th>\n",
+       "      <th>Signif</th>\n",
+       "      <th>Null Value</th>\n",
+       "      <th>Constrained</th>\n",
+       "      <th>Value</th>\n",
+       "      <th>Std Err</th>\n",
+       "      <th>t Stat</th>\n",
+       "      <th>Signif</th>\n",
+       "      <th>Null Value</th>\n",
+       "      <th>Constrained</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Parameter</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>-999</th>\n",
+       "      <td>-999.</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>fixed value</td>\n",
+       "      <td>-999.</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>fixed value</td>\n",
+       "      <td>1.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_dist_0_1</th>\n",
+       "      <td>-1.04</td>\n",
+       "      <td>0.105</td>\n",
+       "      <td>-9.89</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>-1.07</td>\n",
+       "      <td>0.0946</td>\n",
+       "      <td>-11.33</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_dist_0_5_high</th>\n",
+       "      <td>0.147</td>\n",
+       "      <td>0.0114</td>\n",
+       "      <td>12.86</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>0.147</td>\n",
+       "      <td>0.0114</td>\n",
+       "      <td>12.86</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_dist_15_up</th>\n",
+       "      <td>-0.117</td>\n",
+       "      <td>0.00211</td>\n",
+       "      <td>-55.56</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>-0.117</td>\n",
+       "      <td>0.00211</td>\n",
+       "      <td>-55.55</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_dist_1_2</th>\n",
+       "      <td>-0.465</td>\n",
+       "      <td>0.0428</td>\n",
+       "      <td>-10.86</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_dist_2_5</th>\n",
+       "      <td>-0.418</td>\n",
+       "      <td>0.0116</td>\n",
+       "      <td>-36.15</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_dist_5_15</th>\n",
+       "      <td>-0.156</td>\n",
+       "      <td>0.00276</td>\n",
+       "      <td>-56.40</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>-0.156</td>\n",
+       "      <td>0.00283</td>\n",
+       "      <td>-55.09</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_dist_5_up_high</th>\n",
+       "      <td>0.0251</td>\n",
+       "      <td>0.00176</td>\n",
+       "      <td>14.22</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0250</td>\n",
+       "      <td>0.00176</td>\n",
+       "      <td>14.20</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_mode_logsum</th>\n",
+       "      <td>0.0742</td>\n",
+       "      <td>0.00837</td>\n",
+       "      <td>8.87</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0745</td>\n",
+       "      <td>0.00836</td>\n",
+       "      <td>8.91</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>work_high_AGREMPN</th>\n",
+       "      <td>-1.86</td>\n",
+       "      <td>0.596</td>\n",
+       "      <td>-3.11</td>\n",
+       "      <td>**</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>-1.86</td>\n",
+       "      <td>0.597</td>\n",
+       "      <td>-3.11</td>\n",
+       "      <td>**</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>work_high_FPSEMPN</th>\n",
+       "      <td>-1.90</td>\n",
+       "      <td>0.178</td>\n",
+       "      <td>-10.67</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>-1.90</td>\n",
+       "      <td>0.178</td>\n",
+       "      <td>-10.67</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>work_high_HEREMPN</th>\n",
+       "      <td>-1.70</td>\n",
+       "      <td>0.193</td>\n",
+       "      <td>-8.81</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>-1.70</td>\n",
+       "      <td>0.193</td>\n",
+       "      <td>-8.81</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>work_high_MWTEMPN</th>\n",
+       "      <td>-1.82</td>\n",
+       "      <td>0.188</td>\n",
+       "      <td>-9.68</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>-1.82</td>\n",
+       "      <td>0.188</td>\n",
+       "      <td>-9.68</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>work_high_OTHEMPN</th>\n",
+       "      <td>-2.19</td>\n",
+       "      <td>0.207</td>\n",
+       "      <td>-10.56</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>-2.19</td>\n",
+       "      <td>0.207</td>\n",
+       "      <td>-10.56</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>work_high_RETEMPN</th>\n",
+       "      <td>-2.21</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>fixed value</td>\n",
+       "      <td>-2.21</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>work_low_AGREMPN</th>\n",
+       "      <td>-71.8</td>\n",
+       "      <td>7.07e-12</td>\n",
+       "      <td>-BIG</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>-287.</td>\n",
+       "      <td>NA</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>work_low_FPSEMPN</th>\n",
+       "      <td>-1.51</td>\n",
+       "      <td>0.346</td>\n",
+       "      <td>-4.36</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>-1.51</td>\n",
+       "      <td>0.346</td>\n",
+       "      <td>-4.36</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>work_low_HEREMPN</th>\n",
+       "      <td>-0.819</td>\n",
+       "      <td>0.360</td>\n",
+       "      <td>-2.27</td>\n",
+       "      <td>*</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>-0.818</td>\n",
+       "      <td>0.361</td>\n",
+       "      <td>-2.27</td>\n",
+       "      <td>*</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>work_low_MWTEMPN</th>\n",
+       "      <td>-1.98</td>\n",
+       "      <td>0.387</td>\n",
+       "      <td>-5.12</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>-1.98</td>\n",
+       "      <td>0.387</td>\n",
+       "      <td>-5.11</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>work_low_OTHEMPN</th>\n",
+       "      <td>-2.02</td>\n",
+       "      <td>0.407</td>\n",
+       "      <td>-4.97</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>-2.02</td>\n",
+       "      <td>0.407</td>\n",
+       "      <td>-4.96</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>work_low_RETEMPN</th>\n",
+       "      <td>-2.05</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>fixed value</td>\n",
+       "      <td>-2.05</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>work_med_AGREMPN</th>\n",
+       "      <td>-8.09e+64</td>\n",
+       "      <td>NA</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>-1.49e+03</td>\n",
+       "      <td>NA</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>work_med_FPSEMPN</th>\n",
+       "      <td>-2.15</td>\n",
+       "      <td>0.194</td>\n",
+       "      <td>-11.06</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>-2.15</td>\n",
+       "      <td>0.195</td>\n",
+       "      <td>-11.05</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>work_med_HEREMPN</th>\n",
+       "      <td>-1.61</td>\n",
+       "      <td>0.205</td>\n",
+       "      <td>-7.85</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>-1.61</td>\n",
+       "      <td>0.205</td>\n",
+       "      <td>-7.84</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>work_med_MWTEMPN</th>\n",
+       "      <td>-2.04</td>\n",
+       "      <td>0.210</td>\n",
+       "      <td>-9.74</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>-2.04</td>\n",
+       "      <td>0.210</td>\n",
+       "      <td>-9.73</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>work_med_OTHEMPN</th>\n",
+       "      <td>-2.17</td>\n",
+       "      <td>0.222</td>\n",
+       "      <td>-9.77</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>-2.17</td>\n",
+       "      <td>0.222</td>\n",
+       "      <td>-9.77</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>work_med_RETEMPN</th>\n",
+       "      <td>-2.12</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>fixed value</td>\n",
+       "      <td>-2.12</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>work_veryhigh_AGREMPN</th>\n",
+       "      <td>-6.04</td>\n",
+       "      <td>24.2</td>\n",
+       "      <td>-0.25</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>-6.03</td>\n",
+       "      <td>23.7</td>\n",
+       "      <td>-0.25</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>work_veryhigh_FPSEMPN</th>\n",
+       "      <td>-1.84</td>\n",
+       "      <td>0.152</td>\n",
+       "      <td>-12.10</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>-1.84</td>\n",
+       "      <td>0.152</td>\n",
+       "      <td>-12.10</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>work_veryhigh_HEREMPN</th>\n",
+       "      <td>-1.99</td>\n",
+       "      <td>0.170</td>\n",
+       "      <td>-11.71</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>-1.99</td>\n",
+       "      <td>0.170</td>\n",
+       "      <td>-11.71</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>work_veryhigh_MWTEMPN</th>\n",
+       "      <td>-1.76</td>\n",
+       "      <td>0.159</td>\n",
+       "      <td>-11.08</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>-1.76</td>\n",
+       "      <td>0.159</td>\n",
+       "      <td>-11.08</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>work_veryhigh_OTHEMPN</th>\n",
+       "      <td>-2.51</td>\n",
+       "      <td>0.189</td>\n",
+       "      <td>-13.24</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>-2.51</td>\n",
+       "      <td>0.189</td>\n",
+       "      <td>-13.24</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>work_veryhigh_RETEMPN</th>\n",
+       "      <td>-2.38</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>fixed value</td>\n",
+       "      <td>-2.38</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_dist_1_3</th>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>-0.434</td>\n",
+       "      <td>0.0202</td>\n",
+       "      <td>-21.48</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_dist_3_5</th>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>-0.417</td>\n",
+       "      <td>0.0156</td>\n",
+       "      <td>-26.81</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                           model                                       \\\n",
+       "                           Value    Std Err  t Stat Signif Null Value   \n",
+       "Parameter                                                               \n",
+       "-999                       -999.       0.00      NA               0.0   \n",
+       "1                           1.00       0.00      NA               0.0   \n",
+       "coef_dist_0_1              -1.04      0.105   -9.89    ***        0.0   \n",
+       "coef_dist_0_5_high         0.147     0.0114   12.86    ***        0.0   \n",
+       "coef_dist_15_up           -0.117    0.00211  -55.56    ***        0.0   \n",
+       "coef_dist_1_2             -0.465     0.0428  -10.86    ***        0.0   \n",
+       "coef_dist_2_5             -0.418     0.0116  -36.15    ***        0.0   \n",
+       "coef_dist_5_15            -0.156    0.00276  -56.40    ***        0.0   \n",
+       "coef_dist_5_up_high       0.0251    0.00176   14.22    ***        0.0   \n",
+       "coef_mode_logsum          0.0742    0.00837    8.87    ***        0.0   \n",
+       "work_high_AGREMPN          -1.86      0.596   -3.11     **        0.0   \n",
+       "work_high_FPSEMPN          -1.90      0.178  -10.67    ***        0.0   \n",
+       "work_high_HEREMPN          -1.70      0.193   -8.81    ***        0.0   \n",
+       "work_high_MWTEMPN          -1.82      0.188   -9.68    ***        0.0   \n",
+       "work_high_OTHEMPN          -2.19      0.207  -10.56    ***        0.0   \n",
+       "work_high_RETEMPN          -2.21       0.00      NA               0.0   \n",
+       "work_low_AGREMPN           -71.8   7.07e-12    -BIG    ***        0.0   \n",
+       "work_low_FPSEMPN           -1.51      0.346   -4.36    ***        0.0   \n",
+       "work_low_HEREMPN          -0.819      0.360   -2.27      *        0.0   \n",
+       "work_low_MWTEMPN           -1.98      0.387   -5.12    ***        0.0   \n",
+       "work_low_OTHEMPN           -2.02      0.407   -4.97    ***        0.0   \n",
+       "work_low_RETEMPN           -2.05       0.00      NA               0.0   \n",
+       "work_med_AGREMPN       -8.09e+64         NA      NA               0.0   \n",
+       "work_med_FPSEMPN           -2.15      0.194  -11.06    ***        0.0   \n",
+       "work_med_HEREMPN           -1.61      0.205   -7.85    ***        0.0   \n",
+       "work_med_MWTEMPN           -2.04      0.210   -9.74    ***        0.0   \n",
+       "work_med_OTHEMPN           -2.17      0.222   -9.77    ***        0.0   \n",
+       "work_med_RETEMPN           -2.12       0.00      NA               0.0   \n",
+       "work_veryhigh_AGREMPN      -6.04       24.2   -0.25               0.0   \n",
+       "work_veryhigh_FPSEMPN      -1.84      0.152  -12.10    ***        0.0   \n",
+       "work_veryhigh_HEREMPN      -1.99      0.170  -11.71    ***        0.0   \n",
+       "work_veryhigh_MWTEMPN      -1.76      0.159  -11.08    ***        0.0   \n",
+       "work_veryhigh_OTHEMPN      -2.51      0.189  -13.24    ***        0.0   \n",
+       "work_veryhigh_RETEMPN      -2.38       0.00      NA               0.0   \n",
+       "coef_dist_1_3                                                           \n",
+       "coef_dist_3_5                                                           \n",
+       "\n",
+       "                                       model2                           \\\n",
+       "                       Constrained      Value   Std Err  t Stat Signif   \n",
+       "Parameter                                                                \n",
+       "-999                   fixed value      -999.      0.00      NA          \n",
+       "1                      fixed value       1.00      0.00      NA          \n",
+       "coef_dist_0_1                           -1.07    0.0946  -11.33    ***   \n",
+       "coef_dist_0_5_high                      0.147    0.0114   12.86    ***   \n",
+       "coef_dist_15_up                        -0.117   0.00211  -55.55    ***   \n",
+       "coef_dist_1_2                                                            \n",
+       "coef_dist_2_5                                                            \n",
+       "coef_dist_5_15                         -0.156   0.00283  -55.09    ***   \n",
+       "coef_dist_5_up_high                    0.0250   0.00176   14.20    ***   \n",
+       "coef_mode_logsum                       0.0745   0.00836    8.91    ***   \n",
+       "work_high_AGREMPN                       -1.86     0.597   -3.11     **   \n",
+       "work_high_FPSEMPN                       -1.90     0.178  -10.67    ***   \n",
+       "work_high_HEREMPN                       -1.70     0.193   -8.81    ***   \n",
+       "work_high_MWTEMPN                       -1.82     0.188   -9.68    ***   \n",
+       "work_high_OTHEMPN                       -2.19     0.207  -10.56    ***   \n",
+       "work_high_RETEMPN      fixed value      -2.21      0.00      NA          \n",
+       "work_low_AGREMPN                        -287.        NA      NA          \n",
+       "work_low_FPSEMPN                        -1.51     0.346   -4.36    ***   \n",
+       "work_low_HEREMPN                       -0.818     0.361   -2.27      *   \n",
+       "work_low_MWTEMPN                        -1.98     0.387   -5.11    ***   \n",
+       "work_low_OTHEMPN                        -2.02     0.407   -4.96    ***   \n",
+       "work_low_RETEMPN       fixed value      -2.05      0.00      NA          \n",
+       "work_med_AGREMPN                    -1.49e+03        NA      NA          \n",
+       "work_med_FPSEMPN                        -2.15     0.195  -11.05    ***   \n",
+       "work_med_HEREMPN                        -1.61     0.205   -7.84    ***   \n",
+       "work_med_MWTEMPN                        -2.04     0.210   -9.73    ***   \n",
+       "work_med_OTHEMPN                        -2.17     0.222   -9.77    ***   \n",
+       "work_med_RETEMPN       fixed value      -2.12      0.00      NA          \n",
+       "work_veryhigh_AGREMPN                   -6.03      23.7   -0.25          \n",
+       "work_veryhigh_FPSEMPN                   -1.84     0.152  -12.10    ***   \n",
+       "work_veryhigh_HEREMPN                   -1.99     0.170  -11.71    ***   \n",
+       "work_veryhigh_MWTEMPN                   -1.76     0.159  -11.08    ***   \n",
+       "work_veryhigh_OTHEMPN                   -2.51     0.189  -13.24    ***   \n",
+       "work_veryhigh_RETEMPN  fixed value      -2.38      0.00      NA          \n",
+       "coef_dist_1_3                          -0.434    0.0202  -21.48    ***   \n",
+       "coef_dist_3_5                          -0.417    0.0156  -26.81    ***   \n",
+       "\n",
+       "                                               \n",
+       "                      Null Value  Constrained  \n",
+       "Parameter                                      \n",
+       "-999                         0.0  fixed value  \n",
+       "1                            0.0  fixed value  \n",
+       "coef_dist_0_1                0.0               \n",
+       "coef_dist_0_5_high           0.0               \n",
+       "coef_dist_15_up              0.0               \n",
+       "coef_dist_1_2                                  \n",
+       "coef_dist_2_5                                  \n",
+       "coef_dist_5_15               0.0               \n",
+       "coef_dist_5_up_high          0.0               \n",
+       "coef_mode_logsum             0.0               \n",
+       "work_high_AGREMPN            0.0               \n",
+       "work_high_FPSEMPN            0.0               \n",
+       "work_high_HEREMPN            0.0               \n",
+       "work_high_MWTEMPN            0.0               \n",
+       "work_high_OTHEMPN            0.0               \n",
+       "work_high_RETEMPN            0.0  fixed value  \n",
+       "work_low_AGREMPN             0.0               \n",
+       "work_low_FPSEMPN             0.0               \n",
+       "work_low_HEREMPN             0.0               \n",
+       "work_low_MWTEMPN             0.0               \n",
+       "work_low_OTHEMPN             0.0               \n",
+       "work_low_RETEMPN             0.0  fixed value  \n",
+       "work_med_AGREMPN             0.0               \n",
+       "work_med_FPSEMPN             0.0               \n",
+       "work_med_HEREMPN             0.0               \n",
+       "work_med_MWTEMPN             0.0               \n",
+       "work_med_OTHEMPN             0.0               \n",
+       "work_med_RETEMPN             0.0  fixed value  \n",
+       "work_veryhigh_AGREMPN        0.0               \n",
+       "work_veryhigh_FPSEMPN        0.0               \n",
+       "work_veryhigh_HEREMPN        0.0               \n",
+       "work_veryhigh_MWTEMPN        0.0               \n",
+       "work_veryhigh_OTHEMPN        0.0               \n",
+       "work_veryhigh_RETEMPN        0.0  fixed value  \n",
+       "coef_dist_1_3                0.0               \n",
+       "coef_dist_3_5                0.0               "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "with pd.option_context('display.max_rows', 999):\n",
+    "    display(pd.concat({\n",
+    "        \"model\": model.parameter_summary().data,\n",
+    "        \"model2\": model2.parameter_summary().data,\n",
+    "    }, axis=1).fillna(\"\"))"
    ]
   }
  ],
@@ -4905,7 +5564,7 @@
    "toc_visible": true
   },
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "ESTER",
    "language": "python",
    "name": "python3"
   },
@@ -4919,7 +5578,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.8.6"
+   "version": "3.10.15"
   },
   "toc": {
    "base_numbering": 1,
diff --git a/activitysim/examples/example_estimation/notebooks/04_auto_ownership.ipynb b/activitysim/examples/example_estimation/notebooks/04_auto_ownership.ipynb
index 8a4206918f..c637ed5407 100644
--- a/activitysim/examples/example_estimation/notebooks/04_auto_ownership.ipynb
+++ b/activitysim/examples/example_estimation/notebooks/04_auto_ownership.ipynb
@@ -34,34 +34,82 @@
     "id": "s53VwlPwtNnr",
     "outputId": "d1208b7a-c1f2-4b0b-c439-bf312fe12be0"
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "JAX not found. Some functionality will be unavailable.\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "{'larch': '6.0.32',\n",
+       " 'sharrow': '2.13.0',\n",
+       " 'numpy': '1.26.4',\n",
+       " 'pandas': '1.5.3',\n",
+       " 'xarray': '2024.3.0',\n",
+       " 'numba': '0.60.0'}"
+      ]
+     },
+     "execution_count": 1,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "import os\n",
-    "import larch  # !conda install larch -c conda-forge # for estimation\n",
-    "import pandas as pd"
+    "import larch as lx\n",
+    "import pandas as pd\n",
+    "\n",
+    "lx.versions()"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "We'll work in our `test` directory, where ActivitySim has saved the estimation data bundles."
+    "For this demo, we will assume that you have already run ActivitySim in estimation\n",
+    "mode, and saved the required estimation data bundles (EDB's) to disk.  See\n",
+    "the [first notebook](./01_estimation_mode.ipynb) for details.  The following module\n",
+    "will run a script to set everything up if the example data is not already available."
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 2,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "EDB directory already populated.\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "PosixPath('test-estimation-data/activitysim-prototype-mtc-extended')"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "os.chdir('test')"
+    "from est_mode_setup import prepare, backup\n",
+    "prepare()"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Load data and prep model for estimation"
+    "In this demo notebook, we will (later) edit the model spec file.  But for demo purposes, we want to\n",
+    "make sure we are starting from the \"original\" spec file, so we'll check that now.  For actual \n",
+    "applications, this step would not be necessary."
    ]
   },
   {
@@ -69,11 +117,41 @@
    "execution_count": 3,
    "metadata": {},
    "outputs": [],
+   "source": [
+    "backup(\"output-est-mode/estimation_data_bundle/auto_ownership/auto_ownership_SPEC.csv\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Load data and prep model for estimation"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "loading from output-est-mode/estimation_data_bundle/auto_ownership/auto_ownership_coefficients.csv\n",
+      "loading spec from output-est-mode/estimation_data_bundle/auto_ownership/auto_ownership_SPEC.csv\n",
+      "loading from output-est-mode/estimation_data_bundle/auto_ownership/auto_ownership_values_combined.parquet\n"
+     ]
+    }
+   ],
    "source": [
     "modelname = \"auto_ownership\"\n",
     "\n",
     "from activitysim.estimation.larch import component_model\n",
-    "model, data = component_model(modelname, return_data=True)"
+    "model, data = component_model(\n",
+    "    modelname, \n",
+    "    edb_directory=f\"output-est-mode/estimation_data_bundle/{modelname}/\",\n",
+    "    return_data=True,\n",
+    ")"
    ]
   },
   {
@@ -94,7 +172,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [
     {
@@ -206,7 +284,7 @@
        "[67 rows x 2 columns]"
       ]
      },
-     "execution_count": 4,
+     "execution_count": 5,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -224,7 +302,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [
     {
@@ -801,7 +879,7 @@
        "28  coef_cars4_auto_time_saving_per_worker  "
       ]
      },
-     "execution_count": 5,
+     "execution_count": 6,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -819,7 +897,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
@@ -854,15 +932,15 @@
        "      <th>util_presence_children_0_4</th>\n",
        "      <th>util_presence_children_5_17</th>\n",
        "      <th>...</th>\n",
-       "      <th>HSENROLL</th>\n",
-       "      <th>COLLFTE</th>\n",
-       "      <th>COLLPTE</th>\n",
-       "      <th>TOPOLOGY</th>\n",
-       "      <th>TERMINAL</th>\n",
-       "      <th>household_density</th>\n",
-       "      <th>employment_density</th>\n",
-       "      <th>density_index</th>\n",
-       "      <th>is_cbd</th>\n",
+       "      <th>auPkTotal</th>\n",
+       "      <th>auOpRetail</th>\n",
+       "      <th>auOpTotal</th>\n",
+       "      <th>trPkRetail</th>\n",
+       "      <th>trPkTotal</th>\n",
+       "      <th>trOpRetail</th>\n",
+       "      <th>trOpTotal</th>\n",
+       "      <th>nmRetail</th>\n",
+       "      <th>nmTotal</th>\n",
        "      <th>override_choice_code</th>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -892,9 +970,9 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>166</th>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
+       "      <th>45</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
@@ -904,21 +982,21 @@
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>1</td>\n",
-       "      <td>3.21263</td>\n",
-       "      <td>24.783133</td>\n",
-       "      <td>31.566265</td>\n",
-       "      <td>13.883217</td>\n",
-       "      <td>False</td>\n",
-       "      <td>1</td>\n",
+       "      <td>12.513805</td>\n",
+       "      <td>9.924660</td>\n",
+       "      <td>12.562639</td>\n",
+       "      <td>4.193237</td>\n",
+       "      <td>6.875144</td>\n",
+       "      <td>3.952128</td>\n",
+       "      <td>6.590585</td>\n",
+       "      <td>2.194792</td>\n",
+       "      <td>6.359507</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>197</th>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
+       "      <th>499</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
@@ -928,19 +1006,19 @@
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>1</td>\n",
-       "      <td>3.68156</td>\n",
-       "      <td>56.783784</td>\n",
-       "      <td>10.459459</td>\n",
-       "      <td>8.832526</td>\n",
-       "      <td>False</td>\n",
-       "      <td>1</td>\n",
+       "      <td>12.823009</td>\n",
+       "      <td>10.284673</td>\n",
+       "      <td>12.868645</td>\n",
+       "      <td>6.639963</td>\n",
+       "      <td>9.364105</td>\n",
+       "      <td>6.531079</td>\n",
+       "      <td>9.259002</td>\n",
+       "      <td>5.955868</td>\n",
+       "      <td>7.795004</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>268</th>\n",
+       "      <th>659</th>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>0.0</td>\n",
@@ -952,19 +1030,19 @@
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>3598.08521</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>1</td>\n",
-       "      <td>3.29100</td>\n",
-       "      <td>11.947644</td>\n",
-       "      <td>45.167539</td>\n",
-       "      <td>9.448375</td>\n",
-       "      <td>True</td>\n",
+       "      <td>12.663406</td>\n",
+       "      <td>10.247505</td>\n",
+       "      <td>12.762286</td>\n",
+       "      <td>6.001466</td>\n",
+       "      <td>8.409169</td>\n",
+       "      <td>5.786652</td>\n",
+       "      <td>8.279842</td>\n",
+       "      <td>5.798886</td>\n",
+       "      <td>7.900061</td>\n",
        "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>375</th>\n",
+       "      <th>948</th>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>0.0</td>\n",
@@ -976,20 +1054,20 @@
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>1</td>\n",
-       "      <td>4.11499</td>\n",
-       "      <td>73.040169</td>\n",
-       "      <td>28.028350</td>\n",
-       "      <td>20.255520</td>\n",
-       "      <td>True</td>\n",
+       "      <td>12.710919</td>\n",
+       "      <td>10.150335</td>\n",
+       "      <td>12.777635</td>\n",
+       "      <td>5.172974</td>\n",
+       "      <td>7.850360</td>\n",
+       "      <td>4.893929</td>\n",
+       "      <td>7.571579</td>\n",
+       "      <td>4.895220</td>\n",
+       "      <td>7.409345</td>\n",
        "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>387</th>\n",
-       "      <td>1</td>\n",
+       "      <th>1276</th>\n",
+       "      <td>0</td>\n",
        "      <td>1</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
@@ -1000,15 +1078,15 @@
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>227.78223</td>\n",
-       "      <td>41.22827</td>\n",
-       "      <td>1</td>\n",
-       "      <td>3.83527</td>\n",
-       "      <td>26.631579</td>\n",
-       "      <td>45.868421</td>\n",
-       "      <td>16.848945</td>\n",
-       "      <td>False</td>\n",
+       "      <td>12.661307</td>\n",
+       "      <td>10.258471</td>\n",
+       "      <td>12.759529</td>\n",
+       "      <td>6.039019</td>\n",
+       "      <td>8.348963</td>\n",
+       "      <td>5.778785</td>\n",
+       "      <td>8.070525</td>\n",
+       "      <td>6.073537</td>\n",
+       "      <td>7.851667</td>\n",
        "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -1036,7 +1114,7 @@
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2863464</th>\n",
+       "      <th>2874468</th>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>0.0</td>\n",
@@ -1048,21 +1126,21 @@
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>72.14684</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>1</td>\n",
-       "      <td>5.52555</td>\n",
-       "      <td>38.187500</td>\n",
-       "      <td>978.875000</td>\n",
-       "      <td>36.753679</td>\n",
-       "      <td>False</td>\n",
+       "      <td>10.036845</td>\n",
+       "      <td>8.113608</td>\n",
+       "      <td>10.265845</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2863483</th>\n",
-       "      <td>1</td>\n",
+       "      <th>2874567</th>\n",
        "      <td>1</td>\n",
+       "      <td>0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
@@ -1072,20 +1150,20 @@
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>3</td>\n",
-       "      <td>3.99027</td>\n",
-       "      <td>39.838272</td>\n",
-       "      <td>71.693001</td>\n",
-       "      <td>25.608291</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2</td>\n",
+       "      <td>8.811126</td>\n",
+       "      <td>6.560015</td>\n",
+       "      <td>8.886403</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2863806</th>\n",
-       "      <td>1</td>\n",
+       "      <th>2874576</th>\n",
+       "      <td>0</td>\n",
        "      <td>1</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
@@ -1096,19 +1174,19 @@
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>1</td>\n",
-       "      <td>4.27539</td>\n",
-       "      <td>51.675676</td>\n",
-       "      <td>47.216216</td>\n",
-       "      <td>24.672699</td>\n",
-       "      <td>False</td>\n",
+       "      <td>8.811126</td>\n",
+       "      <td>6.560015</td>\n",
+       "      <td>8.886403</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2864518</th>\n",
+       "      <th>2874826</th>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>0.0</td>\n",
@@ -1120,20 +1198,20 @@
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>1</td>\n",
-       "      <td>25.52083</td>\n",
-       "      <td>15.938148</td>\n",
-       "      <td>551.353820</td>\n",
-       "      <td>15.490363</td>\n",
-       "      <td>True</td>\n",
+       "      <td>11.356335</td>\n",
+       "      <td>9.298380</td>\n",
+       "      <td>11.721935</td>\n",
+       "      <td>1.052528</td>\n",
+       "      <td>2.925968</td>\n",
+       "      <td>0.494776</td>\n",
+       "      <td>2.006432</td>\n",
+       "      <td>3.782008</td>\n",
+       "      <td>6.208875</td>\n",
        "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2864688</th>\n",
-       "      <td>1</td>\n",
+       "      <th>2875013</th>\n",
+       "      <td>0</td>\n",
        "      <td>1</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
@@ -1144,111 +1222,111 @@
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>1</td>\n",
-       "      <td>3.29134</td>\n",
-       "      <td>16.000000</td>\n",
-       "      <td>31.644068</td>\n",
-       "      <td>10.626823</td>\n",
-       "      <td>False</td>\n",
+       "      <td>11.663277</td>\n",
+       "      <td>9.588527</td>\n",
+       "      <td>12.019407</td>\n",
+       "      <td>3.053361</td>\n",
+       "      <td>5.871246</td>\n",
+       "      <td>0.141304</td>\n",
+       "      <td>0.776133</td>\n",
+       "      <td>4.090554</td>\n",
+       "      <td>6.388513</td>\n",
        "      <td>2</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>2000 rows × 95 columns</p>\n",
+       "<p>20000 rows × 95 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
        "              model_choice  override_choice  util_drivers_2  util_drivers_3  \\\n",
        "household_id                                                                  \n",
-       "166                      0                0             0.0             0.0   \n",
-       "197                      0                0             0.0             0.0   \n",
-       "268                      1                1             0.0             0.0   \n",
-       "375                      1                1             0.0             0.0   \n",
-       "387                      1                1             0.0             0.0   \n",
+       "45                       1                1             0.0             0.0   \n",
+       "499                      1                1             0.0             0.0   \n",
+       "659                      1                1             0.0             0.0   \n",
+       "948                      1                1             0.0             0.0   \n",
+       "1276                     0                1             0.0             0.0   \n",
        "...                    ...              ...             ...             ...   \n",
-       "2863464                  1                1             0.0             0.0   \n",
-       "2863483                  1                1             0.0             0.0   \n",
-       "2863806                  1                1             0.0             0.0   \n",
-       "2864518                  1                1             0.0             0.0   \n",
-       "2864688                  1                1             0.0             0.0   \n",
+       "2874468                  1                1             0.0             0.0   \n",
+       "2874567                  1                0             0.0             0.0   \n",
+       "2874576                  0                1             0.0             0.0   \n",
+       "2874826                  1                1             0.0             0.0   \n",
+       "2875013                  0                1             0.0             0.0   \n",
        "\n",
        "              util_drivers_4_up  util_persons_16_17  util_persons_18_24  \\\n",
        "household_id                                                              \n",
-       "166                         0.0                 0.0                 0.0   \n",
-       "197                         0.0                 0.0                 0.0   \n",
-       "268                         0.0                 0.0                 0.0   \n",
-       "375                         0.0                 0.0                 0.0   \n",
-       "387                         0.0                 0.0                 0.0   \n",
+       "45                          0.0                 0.0                 0.0   \n",
+       "499                         0.0                 0.0                 0.0   \n",
+       "659                         0.0                 0.0                 0.0   \n",
+       "948                         0.0                 0.0                 0.0   \n",
+       "1276                        0.0                 0.0                 0.0   \n",
        "...                         ...                 ...                 ...   \n",
-       "2863464                     0.0                 0.0                 0.0   \n",
-       "2863483                     0.0                 0.0                 0.0   \n",
-       "2863806                     0.0                 0.0                 0.0   \n",
-       "2864518                     0.0                 0.0                 0.0   \n",
-       "2864688                     0.0                 0.0                 0.0   \n",
+       "2874468                     0.0                 0.0                 0.0   \n",
+       "2874567                     0.0                 0.0                 0.0   \n",
+       "2874576                     0.0                 0.0                 0.0   \n",
+       "2874826                     0.0                 0.0                 0.0   \n",
+       "2875013                     0.0                 0.0                 0.0   \n",
        "\n",
        "              util_persons_25_34  util_presence_children_0_4  \\\n",
        "household_id                                                   \n",
-       "166                          0.0                         0.0   \n",
-       "197                          0.0                         0.0   \n",
-       "268                          0.0                         0.0   \n",
-       "375                          0.0                         0.0   \n",
-       "387                          0.0                         0.0   \n",
+       "45                           0.0                         0.0   \n",
+       "499                          0.0                         0.0   \n",
+       "659                          0.0                         0.0   \n",
+       "948                          0.0                         0.0   \n",
+       "1276                         0.0                         0.0   \n",
        "...                          ...                         ...   \n",
-       "2863464                      0.0                         0.0   \n",
-       "2863483                      0.0                         0.0   \n",
-       "2863806                      0.0                         0.0   \n",
-       "2864518                      0.0                         0.0   \n",
-       "2864688                      0.0                         0.0   \n",
+       "2874468                      0.0                         0.0   \n",
+       "2874567                      0.0                         0.0   \n",
+       "2874576                      0.0                         0.0   \n",
+       "2874826                      0.0                         0.0   \n",
+       "2875013                      0.0                         0.0   \n",
        "\n",
-       "              util_presence_children_5_17  ...  HSENROLL     COLLFTE  \\\n",
-       "household_id                               ...                         \n",
-       "166                                   0.0  ...       0.0     0.00000   \n",
-       "197                                   0.0  ...       0.0     0.00000   \n",
-       "268                                   0.0  ...       0.0  3598.08521   \n",
-       "375                                   0.0  ...       0.0     0.00000   \n",
-       "387                                   0.0  ...       0.0   227.78223   \n",
-       "...                                   ...  ...       ...         ...   \n",
-       "2863464                               0.0  ...       0.0    72.14684   \n",
-       "2863483                               0.0  ...       0.0     0.00000   \n",
-       "2863806                               0.0  ...       0.0     0.00000   \n",
-       "2864518                               0.0  ...       0.0     0.00000   \n",
-       "2864688                               0.0  ...       0.0     0.00000   \n",
+       "              util_presence_children_5_17  ...  auPkTotal  auOpRetail  \\\n",
+       "household_id                               ...                          \n",
+       "45                                    0.0  ...  12.513805    9.924660   \n",
+       "499                                   0.0  ...  12.823009   10.284673   \n",
+       "659                                   0.0  ...  12.663406   10.247505   \n",
+       "948                                   0.0  ...  12.710919   10.150335   \n",
+       "1276                                  0.0  ...  12.661307   10.258471   \n",
+       "...                                   ...  ...        ...         ...   \n",
+       "2874468                               0.0  ...  10.036845    8.113608   \n",
+       "2874567                               0.0  ...   8.811126    6.560015   \n",
+       "2874576                               0.0  ...   8.811126    6.560015   \n",
+       "2874826                               0.0  ...  11.356335    9.298380   \n",
+       "2875013                               0.0  ...  11.663277    9.588527   \n",
        "\n",
-       "               COLLPTE  TOPOLOGY  TERMINAL  household_density  \\\n",
-       "household_id                                                    \n",
-       "166            0.00000         1   3.21263          24.783133   \n",
-       "197            0.00000         1   3.68156          56.783784   \n",
-       "268            0.00000         1   3.29100          11.947644   \n",
-       "375            0.00000         1   4.11499          73.040169   \n",
-       "387           41.22827         1   3.83527          26.631579   \n",
-       "...                ...       ...       ...                ...   \n",
-       "2863464        0.00000         1   5.52555          38.187500   \n",
-       "2863483        0.00000         3   3.99027          39.838272   \n",
-       "2863806        0.00000         1   4.27539          51.675676   \n",
-       "2864518        0.00000         1  25.52083          15.938148   \n",
-       "2864688        0.00000         1   3.29134          16.000000   \n",
+       "              auOpTotal  trPkRetail  trPkTotal  trOpRetail  trOpTotal  \\\n",
+       "household_id                                                            \n",
+       "45            12.562639    4.193237   6.875144    3.952128   6.590585   \n",
+       "499           12.868645    6.639963   9.364105    6.531079   9.259002   \n",
+       "659           12.762286    6.001466   8.409169    5.786652   8.279842   \n",
+       "948           12.777635    5.172974   7.850360    4.893929   7.571579   \n",
+       "1276          12.759529    6.039019   8.348963    5.778785   8.070525   \n",
+       "...                 ...         ...        ...         ...        ...   \n",
+       "2874468       10.265845    0.000000   0.000000    0.000000   0.000000   \n",
+       "2874567        8.886403    0.000000   0.000000    0.000000   0.000000   \n",
+       "2874576        8.886403    0.000000   0.000000    0.000000   0.000000   \n",
+       "2874826       11.721935    1.052528   2.925968    0.494776   2.006432   \n",
+       "2875013       12.019407    3.053361   5.871246    0.141304   0.776133   \n",
        "\n",
-       "              employment_density  density_index  is_cbd  override_choice_code  \n",
-       "household_id                                                                   \n",
-       "166                    31.566265      13.883217   False                     1  \n",
-       "197                    10.459459       8.832526   False                     1  \n",
-       "268                    45.167539       9.448375    True                     2  \n",
-       "375                    28.028350      20.255520    True                     2  \n",
-       "387                    45.868421      16.848945   False                     2  \n",
-       "...                          ...            ...     ...                   ...  \n",
-       "2863464               978.875000      36.753679   False                     2  \n",
-       "2863483                71.693001      25.608291    True                     2  \n",
-       "2863806                47.216216      24.672699   False                     2  \n",
-       "2864518               551.353820      15.490363    True                     2  \n",
-       "2864688                31.644068      10.626823   False                     2  \n",
+       "              nmRetail   nmTotal  override_choice_code  \n",
+       "household_id                                            \n",
+       "45            2.194792  6.359507                     2  \n",
+       "499           5.955868  7.795004                     2  \n",
+       "659           5.798886  7.900061                     2  \n",
+       "948           4.895220  7.409345                     2  \n",
+       "1276          6.073537  7.851667                     2  \n",
+       "...                ...       ...                   ...  \n",
+       "2874468       0.000000  0.000000                     2  \n",
+       "2874567       0.000000  0.000000                     1  \n",
+       "2874576       0.000000  0.000000                     2  \n",
+       "2874826       3.782008  6.208875                     2  \n",
+       "2875013       4.090554  6.388513                     2  \n",
        "\n",
-       "[2000 rows x 95 columns]"
+       "[20000 rows x 95 columns]"
       ]
      },
-     "execution_count": 6,
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1268,20 +1346,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "req_data does not request avail_ca or avail_co but it is set and being provided\n"
-     ]
-    },
     {
      "data": {
       "text/html": [
-       "<h3>Iteration 015 [Optimization terminated successfully.] </h3>"
+       "<h3>Iteration 067 [Optimization terminated successfully] </h3>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -1293,7 +1364,7 @@
     {
      "data": {
       "text/html": [
-       "<p>Best LL = -1732.441809546802</p>"
+       "<p>Best LL = -18485.49502669456</p>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -1324,70 +1395,74 @@
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>value</th>\n",
+       "      <th>best</th>\n",
        "      <th>initvalue</th>\n",
-       "      <th>nullvalue</th>\n",
        "      <th>minimum</th>\n",
        "      <th>maximum</th>\n",
+       "      <th>nullvalue</th>\n",
        "      <th>holdfast</th>\n",
-       "      <th>note</th>\n",
-       "      <th>best</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>param_name</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>coef_cars1_asc</th>\n",
-       "      <td>4.744711</td>\n",
+       "      <td>1.337433</td>\n",
+       "      <td>1.337433</td>\n",
        "      <td>1.1865</td>\n",
+       "      <td>-50.00</td>\n",
+       "      <td>50.00</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>4.744711</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_cars1_asc_county</th>\n",
-       "      <td>-0.566000</td>\n",
+       "      <td>-0.655949</td>\n",
+       "      <td>-0.655949</td>\n",
        "      <td>-0.5660</td>\n",
+       "      <td>-50.00</td>\n",
+       "      <td>50.00</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.566000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_cars1_asc_marin</th>\n",
-       "      <td>-0.243396</td>\n",
+       "      <td>-0.168475</td>\n",
+       "      <td>-0.168475</td>\n",
        "      <td>-0.2434</td>\n",
+       "      <td>-50.00</td>\n",
+       "      <td>50.00</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.243396</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_cars1_asc_san_francisco</th>\n",
-       "      <td>3.984111</td>\n",
+       "      <td>0.324519</td>\n",
+       "      <td>0.324519</td>\n",
        "      <td>0.4259</td>\n",
+       "      <td>-50.00</td>\n",
+       "      <td>50.00</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>3.984111</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_cars1_auto_time_saving_per_worker</th>\n",
-       "      <td>-0.039384</td>\n",
+       "      <td>0.394451</td>\n",
+       "      <td>0.394451</td>\n",
        "      <td>0.4707</td>\n",
+       "      <td>-50.00</td>\n",
+       "      <td>50.00</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.039384</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>...</th>\n",
@@ -1398,162 +1473,101 @@
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
-       "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_retail_auto_no_workers</th>\n",
-       "      <td>-0.637704</td>\n",
+       "      <td>0.039844</td>\n",
+       "      <td>0.039844</td>\n",
        "      <td>0.0626</td>\n",
+       "      <td>-50.00</td>\n",
+       "      <td>50.00</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.637704</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_retail_auto_workers</th>\n",
-       "      <td>-0.531112</td>\n",
+       "      <td>0.155792</td>\n",
+       "      <td>0.155792</td>\n",
        "      <td>0.1646</td>\n",
+       "      <td>-50.00</td>\n",
+       "      <td>50.00</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.531112</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_retail_non_motor</th>\n",
        "      <td>-0.030000</td>\n",
+       "      <td>-0.030000</td>\n",
        "      <td>-0.0300</td>\n",
+       "      <td>-0.03</td>\n",
+       "      <td>-0.03</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>1</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.030000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_retail_transit_no_workers</th>\n",
-       "      <td>-0.333447</td>\n",
+       "      <td>-0.307701</td>\n",
+       "      <td>-0.307701</td>\n",
        "      <td>-0.3053</td>\n",
+       "      <td>-50.00</td>\n",
+       "      <td>50.00</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.333447</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_retail_transit_workers</th>\n",
-       "      <td>-0.464382</td>\n",
+       "      <td>-0.524658</td>\n",
+       "      <td>-0.524658</td>\n",
        "      <td>-0.5117</td>\n",
+       "      <td>-50.00</td>\n",
+       "      <td>50.00</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.464382</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>66 rows × 8 columns</p>\n",
+       "<p>66 rows × 7 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "                                           value  initvalue  nullvalue  \\\n",
-       "coef_cars1_asc                          4.744711     1.1865        0.0   \n",
-       "coef_cars1_asc_county                  -0.566000    -0.5660        0.0   \n",
-       "coef_cars1_asc_marin                   -0.243396    -0.2434        0.0   \n",
-       "coef_cars1_asc_san_francisco            3.984111     0.4259        0.0   \n",
-       "coef_cars1_auto_time_saving_per_worker -0.039384     0.4707        0.0   \n",
-       "...                                          ...        ...        ...   \n",
-       "coef_retail_auto_no_workers            -0.637704     0.0626        0.0   \n",
-       "coef_retail_auto_workers               -0.531112     0.1646        0.0   \n",
-       "coef_retail_non_motor                  -0.030000    -0.0300        0.0   \n",
-       "coef_retail_transit_no_workers         -0.333447    -0.3053        0.0   \n",
-       "coef_retail_transit_workers            -0.464382    -0.5117        0.0   \n",
-       "\n",
-       "                                        minimum  maximum  holdfast note  \\\n",
-       "coef_cars1_asc                              NaN      NaN         0        \n",
-       "coef_cars1_asc_county                       NaN      NaN         0        \n",
-       "coef_cars1_asc_marin                        NaN      NaN         0        \n",
-       "coef_cars1_asc_san_francisco                NaN      NaN         0        \n",
-       "coef_cars1_auto_time_saving_per_worker      NaN      NaN         0        \n",
-       "...                                         ...      ...       ...  ...   \n",
-       "coef_retail_auto_no_workers                 NaN      NaN         0        \n",
-       "coef_retail_auto_workers                    NaN      NaN         0        \n",
-       "coef_retail_non_motor                       NaN      NaN         1        \n",
-       "coef_retail_transit_no_workers              NaN      NaN         0        \n",
-       "coef_retail_transit_workers                 NaN      NaN         0        \n",
+       "                                           value      best  initvalue  \\\n",
+       "param_name                                                              \n",
+       "coef_cars1_asc                          1.337433  1.337433     1.1865   \n",
+       "coef_cars1_asc_county                  -0.655949 -0.655949    -0.5660   \n",
+       "coef_cars1_asc_marin                   -0.168475 -0.168475    -0.2434   \n",
+       "coef_cars1_asc_san_francisco            0.324519  0.324519     0.4259   \n",
+       "coef_cars1_auto_time_saving_per_worker  0.394451  0.394451     0.4707   \n",
+       "...                                          ...       ...        ...   \n",
+       "coef_retail_auto_no_workers             0.039844  0.039844     0.0626   \n",
+       "coef_retail_auto_workers                0.155792  0.155792     0.1646   \n",
+       "coef_retail_non_motor                  -0.030000 -0.030000    -0.0300   \n",
+       "coef_retail_transit_no_workers         -0.307701 -0.307701    -0.3053   \n",
+       "coef_retail_transit_workers            -0.524658 -0.524658    -0.5117   \n",
        "\n",
-       "                                            best  \n",
-       "coef_cars1_asc                          4.744711  \n",
-       "coef_cars1_asc_county                  -0.566000  \n",
-       "coef_cars1_asc_marin                   -0.243396  \n",
-       "coef_cars1_asc_san_francisco            3.984111  \n",
-       "coef_cars1_auto_time_saving_per_worker -0.039384  \n",
-       "...                                          ...  \n",
-       "coef_retail_auto_no_workers            -0.637704  \n",
-       "coef_retail_auto_workers               -0.531112  \n",
-       "coef_retail_non_motor                  -0.030000  \n",
-       "coef_retail_transit_no_workers         -0.333447  \n",
-       "coef_retail_transit_workers            -0.464382  \n",
+       "                                        minimum  maximum  nullvalue  holdfast  \n",
+       "param_name                                                                     \n",
+       "coef_cars1_asc                           -50.00    50.00        0.0         0  \n",
+       "coef_cars1_asc_county                    -50.00    50.00        0.0         0  \n",
+       "coef_cars1_asc_marin                     -50.00    50.00        0.0         0  \n",
+       "coef_cars1_asc_san_francisco             -50.00    50.00        0.0         0  \n",
+       "coef_cars1_auto_time_saving_per_worker   -50.00    50.00        0.0         0  \n",
+       "...                                         ...      ...        ...       ...  \n",
+       "coef_retail_auto_no_workers              -50.00    50.00        0.0         0  \n",
+       "coef_retail_auto_workers                 -50.00    50.00        0.0         0  \n",
+       "coef_retail_non_motor                     -0.03    -0.03        0.0         1  \n",
+       "coef_retail_transit_no_workers           -50.00    50.00        0.0         0  \n",
+       "coef_retail_transit_workers              -50.00    50.00        0.0         0  \n",
        "\n",
-       "[66 rows x 8 columns]"
+       "[66 rows x 7 columns]"
       ]
      },
      "metadata": {},
      "output_type": "display_data"
     },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 9.359944885353407e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 8.107476782860855e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 7.627843595130013e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.990378290025734e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.0563705701904108e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 3.1225524327726755e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.2258577937616875e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.935415350933392e-18 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.2182226767165389e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.440720135351098e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 6.0219186659143e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.124994084916672e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 3.288651679141822e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.1653818878831003e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.1310833938776723e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.7070817993508089e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "<ipython-input-7-5091d419e17b>:1: PossibleOverspecification: WARNING: Model is possibly over-specified (hessian is nearly singular).\n",
-      "  model.estimate()\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.3099078937960036e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "<ipython-input-7-5091d419e17b>:1: RuntimeWarning: invalid value encountered in sqrt\n",
-      "  model.estimate()\n"
-     ]
-    },
     {
      "data": {
       "text/html": [
-       "<div><table style=\"margin-top:1px;\"><tr><th>key</th><th style=\"text-align:left;\">value</th></tr><tr><td>loglike</td><td style=\"text-align:left;\">-1732.441809546802</td></tr><tr><td>x</td><td style=\"text-align:left;\"><table border=\"1\" class=\"dataframe\">\n",
+       "<div><table style=\"margin-top:1px;\"><tr><th>key</th><th style=\"text-align:left;\">value</th></tr><tr><td>x</td><td style=\"text-align:left;\"><table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
@@ -1563,23 +1577,23 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>coef_cars1_asc</th>\n",
-       "      <td>4.744711</td>\n",
+       "      <td>1.337433</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_cars1_asc_county</th>\n",
-       "      <td>-0.566000</td>\n",
+       "      <td>-0.655949</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_cars1_asc_marin</th>\n",
-       "      <td>-0.243396</td>\n",
+       "      <td>-0.168475</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_cars1_asc_san_francisco</th>\n",
-       "      <td>3.984111</td>\n",
+       "      <td>0.324519</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_cars1_auto_time_saving_per_worker</th>\n",
-       "      <td>-0.039384</td>\n",
+       "      <td>0.394451</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_cars1_density_0_10_no_workers</th>\n",
@@ -1587,11 +1601,11 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_cars1_density_10_up_no_workers</th>\n",
-       "      <td>-0.006930</td>\n",
+       "      <td>-0.014457</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_cars1_density_10_up_workers</th>\n",
-       "      <td>-0.016448</td>\n",
+       "      <td>-0.018280</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_cars1_drivers_2</th>\n",
@@ -1603,11 +1617,11 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_cars1_drivers_4_up</th>\n",
-       "      <td>2.045545</td>\n",
+       "      <td>2.010834</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_cars1_hh_income_0_30k</th>\n",
-       "      <td>0.028564</td>\n",
+       "      <td>0.045617</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_cars1_hh_income_30_up</th>\n",
@@ -1623,7 +1637,7 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_cars1_persons_18_24</th>\n",
-       "      <td>-0.448145</td>\n",
+       "      <td>-0.475768</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_cars1_persons_25_34</th>\n",
@@ -1631,11 +1645,11 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_cars1_presence_children_0_4</th>\n",
-       "      <td>0.486321</td>\n",
+       "      <td>0.486627</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_cars1_presence_children_5_17</th>\n",
-       "      <td>-0.234266</td>\n",
+       "      <td>0.038980</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_cars234_asc_marin</th>\n",
@@ -1643,175 +1657,175 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_cars234_presence_children_0_4</th>\n",
-       "      <td>0.590113</td>\n",
+       "      <td>0.834181</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_cars2_asc</th>\n",
-       "      <td>2.466763</td>\n",
+       "      <td>-0.816912</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_cars2_asc_county</th>\n",
-       "      <td>-0.442900</td>\n",
+       "      <td>-0.534108</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_cars2_asc_san_francisco</th>\n",
-       "      <td>4.019663</td>\n",
+       "      <td>0.395165</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_cars2_auto_time_saving_per_worker</th>\n",
-       "      <td>0.010606</td>\n",
+       "      <td>0.625959</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_cars2_density_0_10_no_workers</th>\n",
-       "      <td>-0.189423</td>\n",
+       "      <td>-0.188961</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_cars2_density_10_up_no_workers</th>\n",
-       "      <td>-0.121021</td>\n",
+       "      <td>-0.118760</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_cars2_drivers_2</th>\n",
-       "      <td>2.945153</td>\n",
+       "      <td>2.883946</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_cars2_drivers_3</th>\n",
-       "      <td>3.595054</td>\n",
+       "      <td>3.464192</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_cars2_drivers_4_up</th>\n",
-       "      <td>6.856405</td>\n",
+       "      <td>6.182053</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_cars2_hh_income_0_30k</th>\n",
-       "      <td>0.062269</td>\n",
+       "      <td>0.055723</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_cars2_hh_income_30_up</th>\n",
-       "      <td>0.007288</td>\n",
+       "      <td>0.007093</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_cars2_num_workers_clip_3</th>\n",
-       "      <td>-0.028258</td>\n",
+       "      <td>0.316983</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_cars2_persons_16_17</th>\n",
-       "      <td>-1.439330</td>\n",
+       "      <td>-0.845210</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_cars2_persons_18_24</th>\n",
-       "      <td>-0.942633</td>\n",
+       "      <td>-0.990269</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_cars2_persons_25_34</th>\n",
-       "      <td>-0.471640</td>\n",
+       "      <td>-0.379371</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_cars2_presence_children_5_17</th>\n",
-       "      <td>0.164526</td>\n",
+       "      <td>0.327420</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_cars34_asc_county</th>\n",
-       "      <td>-0.237200</td>\n",
+       "      <td>-0.260727</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_cars34_asc_san_francisco</th>\n",
-       "      <td>-180.610802</td>\n",
+       "      <td>0.055894</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_cars34_density_0_10_no_workers</th>\n",
-       "      <td>-0.377292</td>\n",
+       "      <td>-0.342857</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_cars34_density_10_up_no_workers</th>\n",
-       "      <td>-0.211272</td>\n",
+       "      <td>-0.255253</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_cars34_persons_16_17</th>\n",
-       "      <td>-1.955221</td>\n",
+       "      <td>-1.816227</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_cars34_persons_18_24</th>\n",
-       "      <td>-0.988280</td>\n",
+       "      <td>-1.014724</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_cars34_persons_25_34</th>\n",
-       "      <td>-0.914993</td>\n",
+       "      <td>-0.745197</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_cars34_presence_children_5_17</th>\n",
-       "      <td>0.465418</td>\n",
+       "      <td>0.541541</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_cars3_asc</th>\n",
-       "      <td>185.820626</td>\n",
+       "      <td>-3.427743</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_cars3_auto_time_saving_per_worker</th>\n",
-       "      <td>0.009418</td>\n",
+       "      <td>0.538213</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_cars3_drivers_2</th>\n",
-       "      <td>2.352828</td>\n",
+       "      <td>3.329318</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_cars3_drivers_3</th>\n",
-       "      <td>5.048488</td>\n",
+       "      <td>5.702014</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_cars3_drivers_4_up</th>\n",
-       "      <td>8.317950</td>\n",
+       "      <td>8.643466</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_cars3_hh_income_0_30k</th>\n",
-       "      <td>0.051987</td>\n",
+       "      <td>0.064430</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_cars3_hh_income_30_up</th>\n",
-       "      <td>0.004716</td>\n",
+       "      <td>0.009129</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_cars3_num_workers_clip_3</th>\n",
-       "      <td>0.374128</td>\n",
+       "      <td>0.650136</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_cars4_asc</th>\n",
-       "      <td>-375.140428</td>\n",
+       "      <td>-5.526492</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_cars4_auto_time_saving_per_worker</th>\n",
-       "      <td>-0.147299</td>\n",
+       "      <td>0.834093</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_cars4_drivers_2</th>\n",
-       "      <td>561.015057</td>\n",
+       "      <td>2.649806</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_cars4_drivers_3</th>\n",
-       "      <td>564.490158</td>\n",
+       "      <td>5.329905</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_cars4_drivers_4_up</th>\n",
-       "      <td>568.272514</td>\n",
+       "      <td>9.423154</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_cars4_hh_income_0_30k</th>\n",
-       "      <td>0.035832</td>\n",
+       "      <td>0.071838</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_cars4_hh_income_30_up</th>\n",
-       "      <td>0.013076</td>\n",
+       "      <td>0.013164</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_cars4_num_workers_clip_3</th>\n",
-       "      <td>0.699656</td>\n",
+       "      <td>0.948575</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_retail_auto_no_workers</th>\n",
-       "      <td>-0.637704</td>\n",
+       "      <td>0.039844</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_retail_auto_workers</th>\n",
-       "      <td>-0.531112</td>\n",
+       "      <td>0.155792</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_retail_non_motor</th>\n",
@@ -1819,816 +1833,3969 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_retail_transit_no_workers</th>\n",
-       "      <td>-0.333447</td>\n",
+       "      <td>-0.307701</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_retail_transit_workers</th>\n",
-       "      <td>-0.464382</td>\n",
+       "      <td>-0.524658</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
-       "</table></td></tr><tr><td>tolerance</td><td style=\"text-align:left;\">4.356665489100602e-06</td></tr><tr><td>steps</td><td style=\"text-align:left;\"><pre>array([1. , 1. , 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5,\n",
-       "       0.5, 0.5])</pre></td></tr><tr><td>message</td><td style=\"text-align:left;\">'Optimization terminated successfully.'</td></tr><tr><td>elapsed_time</td><td style=\"text-align:left;\">0:00:00.484879</td></tr><tr><td>method</td><td style=\"text-align:left;\">'bhhh'</td></tr><tr><td>n_cases</td><td style=\"text-align:left;\">2000</td></tr><tr><td>iteration_number</td><td style=\"text-align:left;\">15</td></tr><tr><td>logloss</td><td style=\"text-align:left;\">0.866220904773401</td></tr></table></div>"
-      ],
-      "text/plain": [
-       "┣          loglike: -1732.441809546802\n",
-       "┣                x: coef_cars1_asc                            4.744711\n",
-       "┃                   coef_cars1_asc_county                    -0.566000\n",
-       "┃                   coef_cars1_asc_marin                     -0.243396\n",
-       "┃                   coef_cars1_asc_san_francisco              3.984111\n",
-       "┃                   coef_cars1_auto_time_saving_per_worker   -0.039384\n",
-       "┃                                                               ...   \n",
-       "┃                   coef_retail_auto_no_workers              -0.637704\n",
-       "┃                   coef_retail_auto_workers                 -0.531112\n",
-       "┃                   coef_retail_non_motor                    -0.030000\n",
-       "┃                   coef_retail_transit_no_workers           -0.333447\n",
-       "┃                   coef_retail_transit_workers              -0.464382\n",
-       "┃                   Length: 66, dtype: float64\n",
-       "┣        tolerance: 4.356665489100602e-06\n",
-       "┣            steps: array([1. , 1. , 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5,\n",
-       "┃                          0.5, 0.5])\n",
-       "┣          message: 'Optimization terminated successfully.'\n",
-       "┣     elapsed_time: datetime.timedelta(microseconds=484879)\n",
-       "┣           method: 'bhhh'\n",
-       "┣          n_cases: 2000\n",
-       "┣ iteration_number: 15\n",
-       "┣          logloss: 0.866220904773401"
-      ]
-     },
-     "execution_count": 7,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "model.estimate()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Estimated coefficients"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
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-       "          text-align: left;\n",
-       "    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-       "            font-family: monospace;\n",
-       "        }</style><table id=\"T_431bd_\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >Value</th>        <th class=\"col_heading level0 col1\" >Std Err</th>        <th class=\"col_heading level0 col2\" >t Stat</th>        <th class=\"col_heading level0 col3\" >Signif</th>        <th class=\"col_heading level0 col4\" >Like Ratio</th>        <th class=\"col_heading level0 col5\" >Null Value</th>        <th class=\"col_heading level0 col6\" >Constrained</th>    </tr></thead><tbody>\n",
-       "                <tr>\n",
-       "                        <th id=\"T_431bd_level0_row0\" class=\"row_heading level0 row0\" >coef_cars1_asc</th>\n",
-       "                        <td id=\"T_431bd_row0_col0\" class=\"data row0 col0\" > 4.74</td>\n",
-       "                        <td id=\"T_431bd_row0_col1\" class=\"data row0 col1\" > 2.66</td>\n",
-       "                        <td id=\"T_431bd_row0_col2\" class=\"data row0 col2\" > 1.78</td>\n",
-       "                        <td id=\"T_431bd_row0_col3\" class=\"data row0 col3\" ></td>\n",
-       "                        <td id=\"T_431bd_row0_col4\" class=\"data row0 col4\" > NA</td>\n",
-       "                        <td id=\"T_431bd_row0_col5\" class=\"data row0 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_431bd_row0_col6\" class=\"data row0 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_431bd_level0_row1\" class=\"row_heading level0 row1\" >coef_cars1_asc_county</th>\n",
-       "                        <td id=\"T_431bd_row1_col0\" class=\"data row1 col0\" >-0.566</td>\n",
-       "                        <td id=\"T_431bd_row1_col1\" class=\"data row1 col1\" > NA</td>\n",
-       "                        <td id=\"T_431bd_row1_col2\" class=\"data row1 col2\" > NA</td>\n",
-       "                        <td id=\"T_431bd_row1_col3\" class=\"data row1 col3\" >[]</td>\n",
-       "                        <td id=\"T_431bd_row1_col4\" class=\"data row1 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_431bd_row1_col5\" class=\"data row1 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_431bd_row1_col6\" class=\"data row1 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_431bd_level0_row2\" class=\"row_heading level0 row2\" >coef_cars1_asc_marin</th>\n",
-       "                        <td id=\"T_431bd_row2_col0\" class=\"data row2 col0\" >-0.243</td>\n",
-       "                        <td id=\"T_431bd_row2_col1\" class=\"data row2 col1\" > 0.0141</td>\n",
-       "                        <td id=\"T_431bd_row2_col2\" class=\"data row2 col2\" >-17.28</td>\n",
-       "                        <td id=\"T_431bd_row2_col3\" class=\"data row2 col3\" >***</td>\n",
-       "                        <td id=\"T_431bd_row2_col4\" class=\"data row2 col4\" > NA</td>\n",
-       "                        <td id=\"T_431bd_row2_col5\" class=\"data row2 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_431bd_row2_col6\" class=\"data row2 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_431bd_level0_row3\" class=\"row_heading level0 row3\" >coef_cars1_asc_san_francisco</th>\n",
-       "                        <td id=\"T_431bd_row3_col0\" class=\"data row3 col0\" > 3.98</td>\n",
-       "                        <td id=\"T_431bd_row3_col1\" class=\"data row3 col1\" > 2.66</td>\n",
-       "                        <td id=\"T_431bd_row3_col2\" class=\"data row3 col2\" > 1.50</td>\n",
-       "                        <td id=\"T_431bd_row3_col3\" class=\"data row3 col3\" ></td>\n",
-       "                        <td id=\"T_431bd_row3_col4\" class=\"data row3 col4\" > NA</td>\n",
-       "                        <td id=\"T_431bd_row3_col5\" class=\"data row3 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_431bd_row3_col6\" class=\"data row3 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_431bd_level0_row4\" class=\"row_heading level0 row4\" >coef_cars1_auto_time_saving_per_worker</th>\n",
-       "                        <td id=\"T_431bd_row4_col0\" class=\"data row4 col0\" >-0.0394</td>\n",
-       "                        <td id=\"T_431bd_row4_col1\" class=\"data row4 col1\" > 0.561</td>\n",
-       "                        <td id=\"T_431bd_row4_col2\" class=\"data row4 col2\" >-0.07</td>\n",
-       "                        <td id=\"T_431bd_row4_col3\" class=\"data row4 col3\" ></td>\n",
-       "                        <td id=\"T_431bd_row4_col4\" class=\"data row4 col4\" > NA</td>\n",
-       "                        <td id=\"T_431bd_row4_col5\" class=\"data row4 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_431bd_row4_col6\" class=\"data row4 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_431bd_level0_row5\" class=\"row_heading level0 row5\" >coef_cars1_density_0_10_no_workers</th>\n",
-       "                        <td id=\"T_431bd_row5_col0\" class=\"data row5 col0\" > 0.00</td>\n",
-       "                        <td id=\"T_431bd_row5_col1\" class=\"data row5 col1\" > NA</td>\n",
-       "                        <td id=\"T_431bd_row5_col2\" class=\"data row5 col2\" > NA</td>\n",
-       "                        <td id=\"T_431bd_row5_col3\" class=\"data row5 col3\" ></td>\n",
-       "                        <td id=\"T_431bd_row5_col4\" class=\"data row5 col4\" > NA</td>\n",
-       "                        <td id=\"T_431bd_row5_col5\" class=\"data row5 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_431bd_row5_col6\" class=\"data row5 col6\" >fixed value</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_431bd_level0_row6\" class=\"row_heading level0 row6\" >coef_cars1_density_10_up_no_workers</th>\n",
-       "                        <td id=\"T_431bd_row6_col0\" class=\"data row6 col0\" >-0.00693</td>\n",
-       "                        <td id=\"T_431bd_row6_col1\" class=\"data row6 col1\" > 0.00514</td>\n",
-       "                        <td id=\"T_431bd_row6_col2\" class=\"data row6 col2\" >-1.35</td>\n",
-       "                        <td id=\"T_431bd_row6_col3\" class=\"data row6 col3\" ></td>\n",
-       "                        <td id=\"T_431bd_row6_col4\" class=\"data row6 col4\" > NA</td>\n",
-       "                        <td id=\"T_431bd_row6_col5\" class=\"data row6 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_431bd_row6_col6\" class=\"data row6 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_431bd_level0_row7\" class=\"row_heading level0 row7\" >coef_cars1_density_10_up_workers</th>\n",
-       "                        <td id=\"T_431bd_row7_col0\" class=\"data row7 col0\" >-0.0164</td>\n",
-       "                        <td id=\"T_431bd_row7_col1\" class=\"data row7 col1\" > 0.00390</td>\n",
-       "                        <td id=\"T_431bd_row7_col2\" class=\"data row7 col2\" >-4.21</td>\n",
-       "                        <td id=\"T_431bd_row7_col3\" class=\"data row7 col3\" >***</td>\n",
-       "                        <td id=\"T_431bd_row7_col4\" class=\"data row7 col4\" > NA</td>\n",
-       "                        <td id=\"T_431bd_row7_col5\" class=\"data row7 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_431bd_row7_col6\" class=\"data row7 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_431bd_level0_row8\" class=\"row_heading level0 row8\" >coef_cars1_drivers_2</th>\n",
-       "                        <td id=\"T_431bd_row8_col0\" class=\"data row8 col0\" > 0.00</td>\n",
-       "                        <td id=\"T_431bd_row8_col1\" class=\"data row8 col1\" > NA</td>\n",
-       "                        <td id=\"T_431bd_row8_col2\" class=\"data row8 col2\" > NA</td>\n",
-       "                        <td id=\"T_431bd_row8_col3\" class=\"data row8 col3\" ></td>\n",
-       "                        <td id=\"T_431bd_row8_col4\" class=\"data row8 col4\" > NA</td>\n",
-       "                        <td id=\"T_431bd_row8_col5\" class=\"data row8 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_431bd_row8_col6\" class=\"data row8 col6\" >fixed value</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_431bd_level0_row9\" class=\"row_heading level0 row9\" >coef_cars1_drivers_3</th>\n",
-       "                        <td id=\"T_431bd_row9_col0\" class=\"data row9 col0\" > 0.00</td>\n",
-       "                        <td id=\"T_431bd_row9_col1\" class=\"data row9 col1\" > NA</td>\n",
-       "                        <td id=\"T_431bd_row9_col2\" class=\"data row9 col2\" > NA</td>\n",
-       "                        <td id=\"T_431bd_row9_col3\" class=\"data row9 col3\" ></td>\n",
-       "                        <td id=\"T_431bd_row9_col4\" class=\"data row9 col4\" > NA</td>\n",
-       "                        <td id=\"T_431bd_row9_col5\" class=\"data row9 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_431bd_row9_col6\" class=\"data row9 col6\" >fixed value</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_431bd_level0_row10\" class=\"row_heading level0 row10\" >coef_cars1_drivers_4_up</th>\n",
-       "                        <td id=\"T_431bd_row10_col0\" class=\"data row10 col0\" > 2.05</td>\n",
-       "                        <td id=\"T_431bd_row10_col1\" class=\"data row10 col1\" > 0.504</td>\n",
-       "                        <td id=\"T_431bd_row10_col2\" class=\"data row10 col2\" > 4.06</td>\n",
-       "                        <td id=\"T_431bd_row10_col3\" class=\"data row10 col3\" >***</td>\n",
-       "                        <td id=\"T_431bd_row10_col4\" class=\"data row10 col4\" > NA</td>\n",
-       "                        <td id=\"T_431bd_row10_col5\" class=\"data row10 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_431bd_row10_col6\" class=\"data row10 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_431bd_level0_row11\" class=\"row_heading level0 row11\" >coef_cars1_hh_income_0_30k</th>\n",
-       "                        <td id=\"T_431bd_row11_col0\" class=\"data row11 col0\" > 0.0286</td>\n",
-       "                        <td id=\"T_431bd_row11_col1\" class=\"data row11 col1\" > 0.00628</td>\n",
-       "                        <td id=\"T_431bd_row11_col2\" class=\"data row11 col2\" > 4.55</td>\n",
-       "                        <td id=\"T_431bd_row11_col3\" class=\"data row11 col3\" >***</td>\n",
-       "                        <td id=\"T_431bd_row11_col4\" class=\"data row11 col4\" > NA</td>\n",
-       "                        <td id=\"T_431bd_row11_col5\" class=\"data row11 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_431bd_row11_col6\" class=\"data row11 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_431bd_level0_row12\" class=\"row_heading level0 row12\" >coef_cars1_hh_income_30_up</th>\n",
-       "                        <td id=\"T_431bd_row12_col0\" class=\"data row12 col0\" > 0.00</td>\n",
-       "                        <td id=\"T_431bd_row12_col1\" class=\"data row12 col1\" > NA</td>\n",
-       "                        <td id=\"T_431bd_row12_col2\" class=\"data row12 col2\" > NA</td>\n",
-       "                        <td id=\"T_431bd_row12_col3\" class=\"data row12 col3\" ></td>\n",
-       "                        <td id=\"T_431bd_row12_col4\" class=\"data row12 col4\" > NA</td>\n",
-       "                        <td id=\"T_431bd_row12_col5\" class=\"data row12 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_431bd_row12_col6\" class=\"data row12 col6\" >fixed value</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_431bd_level0_row13\" class=\"row_heading level0 row13\" >coef_cars1_num_workers_clip_3</th>\n",
-       "                        <td id=\"T_431bd_row13_col0\" class=\"data row13 col0\" > 0.00</td>\n",
-       "                        <td id=\"T_431bd_row13_col1\" class=\"data row13 col1\" > NA</td>\n",
-       "                        <td id=\"T_431bd_row13_col2\" class=\"data row13 col2\" > NA</td>\n",
-       "                        <td id=\"T_431bd_row13_col3\" class=\"data row13 col3\" ></td>\n",
-       "                        <td id=\"T_431bd_row13_col4\" class=\"data row13 col4\" > NA</td>\n",
-       "                        <td id=\"T_431bd_row13_col5\" class=\"data row13 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_431bd_row13_col6\" class=\"data row13 col6\" >fixed value</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_431bd_level0_row14\" class=\"row_heading level0 row14\" >coef_cars1_persons_16_17</th>\n",
-       "                        <td id=\"T_431bd_row14_col0\" class=\"data row14 col0\" > 0.00</td>\n",
-       "                        <td id=\"T_431bd_row14_col1\" class=\"data row14 col1\" > NA</td>\n",
-       "                        <td id=\"T_431bd_row14_col2\" class=\"data row14 col2\" > NA</td>\n",
-       "                        <td id=\"T_431bd_row14_col3\" class=\"data row14 col3\" ></td>\n",
-       "                        <td id=\"T_431bd_row14_col4\" class=\"data row14 col4\" > NA</td>\n",
-       "                        <td id=\"T_431bd_row14_col5\" class=\"data row14 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_431bd_row14_col6\" class=\"data row14 col6\" >fixed value</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_431bd_level0_row15\" class=\"row_heading level0 row15\" >coef_cars1_persons_18_24</th>\n",
-       "                        <td id=\"T_431bd_row15_col0\" class=\"data row15 col0\" >-0.448</td>\n",
-       "                        <td id=\"T_431bd_row15_col1\" class=\"data row15 col1\" > 0.125</td>\n",
-       "                        <td id=\"T_431bd_row15_col2\" class=\"data row15 col2\" >-3.59</td>\n",
-       "                        <td id=\"T_431bd_row15_col3\" class=\"data row15 col3\" >***</td>\n",
-       "                        <td id=\"T_431bd_row15_col4\" class=\"data row15 col4\" > NA</td>\n",
-       "                        <td id=\"T_431bd_row15_col5\" class=\"data row15 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_431bd_row15_col6\" class=\"data row15 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_431bd_level0_row16\" class=\"row_heading level0 row16\" >coef_cars1_persons_25_34</th>\n",
-       "                        <td id=\"T_431bd_row16_col0\" class=\"data row16 col0\" > 0.00</td>\n",
-       "                        <td id=\"T_431bd_row16_col1\" class=\"data row16 col1\" > NA</td>\n",
-       "                        <td id=\"T_431bd_row16_col2\" class=\"data row16 col2\" > NA</td>\n",
-       "                        <td id=\"T_431bd_row16_col3\" class=\"data row16 col3\" ></td>\n",
-       "                        <td id=\"T_431bd_row16_col4\" class=\"data row16 col4\" > NA</td>\n",
-       "                        <td id=\"T_431bd_row16_col5\" class=\"data row16 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_431bd_row16_col6\" class=\"data row16 col6\" >fixed value</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_431bd_level0_row17\" class=\"row_heading level0 row17\" >coef_cars1_presence_children_0_4</th>\n",
-       "                        <td id=\"T_431bd_row17_col0\" class=\"data row17 col0\" > 0.486</td>\n",
-       "                        <td id=\"T_431bd_row17_col1\" class=\"data row17 col1\" > 0.262</td>\n",
-       "                        <td id=\"T_431bd_row17_col2\" class=\"data row17 col2\" > 1.85</td>\n",
-       "                        <td id=\"T_431bd_row17_col3\" class=\"data row17 col3\" ></td>\n",
-       "                        <td id=\"T_431bd_row17_col4\" class=\"data row17 col4\" > NA</td>\n",
-       "                        <td id=\"T_431bd_row17_col5\" class=\"data row17 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_431bd_row17_col6\" class=\"data row17 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_431bd_level0_row18\" class=\"row_heading level0 row18\" >coef_cars1_presence_children_5_17</th>\n",
-       "                        <td id=\"T_431bd_row18_col0\" class=\"data row18 col0\" >-0.234</td>\n",
-       "                        <td id=\"T_431bd_row18_col1\" class=\"data row18 col1\" > 0.196</td>\n",
-       "                        <td id=\"T_431bd_row18_col2\" class=\"data row18 col2\" >-1.19</td>\n",
-       "                        <td id=\"T_431bd_row18_col3\" class=\"data row18 col3\" ></td>\n",
-       "                        <td id=\"T_431bd_row18_col4\" class=\"data row18 col4\" > NA</td>\n",
-       "                        <td id=\"T_431bd_row18_col5\" class=\"data row18 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_431bd_row18_col6\" class=\"data row18 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_431bd_level0_row19\" class=\"row_heading level0 row19\" >coef_cars234_asc_marin</th>\n",
-       "                        <td id=\"T_431bd_row19_col0\" class=\"data row19 col0\" > 0.00</td>\n",
-       "                        <td id=\"T_431bd_row19_col1\" class=\"data row19 col1\" > NA</td>\n",
-       "                        <td id=\"T_431bd_row19_col2\" class=\"data row19 col2\" > NA</td>\n",
-       "                        <td id=\"T_431bd_row19_col3\" class=\"data row19 col3\" ></td>\n",
-       "                        <td id=\"T_431bd_row19_col4\" class=\"data row19 col4\" > NA</td>\n",
-       "                        <td id=\"T_431bd_row19_col5\" class=\"data row19 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_431bd_row19_col6\" class=\"data row19 col6\" >fixed value</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_431bd_level0_row20\" class=\"row_heading level0 row20\" >coef_cars234_presence_children_0_4</th>\n",
-       "                        <td id=\"T_431bd_row20_col0\" class=\"data row20 col0\" > 0.590</td>\n",
-       "                        <td id=\"T_431bd_row20_col1\" class=\"data row20 col1\" > 0.323</td>\n",
-       "                        <td id=\"T_431bd_row20_col2\" class=\"data row20 col2\" > 1.83</td>\n",
-       "                        <td id=\"T_431bd_row20_col3\" class=\"data row20 col3\" ></td>\n",
-       "                        <td id=\"T_431bd_row20_col4\" class=\"data row20 col4\" > NA</td>\n",
-       "                        <td id=\"T_431bd_row20_col5\" class=\"data row20 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_431bd_row20_col6\" class=\"data row20 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_431bd_level0_row21\" class=\"row_heading level0 row21\" >coef_cars2_asc</th>\n",
-       "                        <td id=\"T_431bd_row21_col0\" class=\"data row21 col0\" > 2.47</td>\n",
-       "                        <td id=\"T_431bd_row21_col1\" class=\"data row21 col1\" > 2.66</td>\n",
-       "                        <td id=\"T_431bd_row21_col2\" class=\"data row21 col2\" > 0.93</td>\n",
-       "                        <td id=\"T_431bd_row21_col3\" class=\"data row21 col3\" ></td>\n",
-       "                        <td id=\"T_431bd_row21_col4\" class=\"data row21 col4\" > NA</td>\n",
-       "                        <td id=\"T_431bd_row21_col5\" class=\"data row21 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_431bd_row21_col6\" class=\"data row21 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_431bd_level0_row22\" class=\"row_heading level0 row22\" >coef_cars2_asc_county</th>\n",
-       "                        <td id=\"T_431bd_row22_col0\" class=\"data row22 col0\" >-0.443</td>\n",
-       "                        <td id=\"T_431bd_row22_col1\" class=\"data row22 col1\" > 0.000441</td>\n",
-       "                        <td id=\"T_431bd_row22_col2\" class=\"data row22 col2\" >-BIG</td>\n",
-       "                        <td id=\"T_431bd_row22_col3\" class=\"data row22 col3\" >***</td>\n",
-       "                        <td id=\"T_431bd_row22_col4\" class=\"data row22 col4\" > NA</td>\n",
-       "                        <td id=\"T_431bd_row22_col5\" class=\"data row22 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_431bd_row22_col6\" class=\"data row22 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_431bd_level0_row23\" class=\"row_heading level0 row23\" >coef_cars2_asc_san_francisco</th>\n",
-       "                        <td id=\"T_431bd_row23_col0\" class=\"data row23 col0\" > 4.02</td>\n",
-       "                        <td id=\"T_431bd_row23_col1\" class=\"data row23 col1\" > 2.66</td>\n",
-       "                        <td id=\"T_431bd_row23_col2\" class=\"data row23 col2\" > 1.51</td>\n",
-       "                        <td id=\"T_431bd_row23_col3\" class=\"data row23 col3\" ></td>\n",
-       "                        <td id=\"T_431bd_row23_col4\" class=\"data row23 col4\" > NA</td>\n",
-       "                        <td id=\"T_431bd_row23_col5\" class=\"data row23 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_431bd_row23_col6\" class=\"data row23 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_431bd_level0_row24\" class=\"row_heading level0 row24\" >coef_cars2_auto_time_saving_per_worker</th>\n",
-       "                        <td id=\"T_431bd_row24_col0\" class=\"data row24 col0\" > 0.0106</td>\n",
-       "                        <td id=\"T_431bd_row24_col1\" class=\"data row24 col1\" > 0.709</td>\n",
-       "                        <td id=\"T_431bd_row24_col2\" class=\"data row24 col2\" > 0.01</td>\n",
-       "                        <td id=\"T_431bd_row24_col3\" class=\"data row24 col3\" ></td>\n",
-       "                        <td id=\"T_431bd_row24_col4\" class=\"data row24 col4\" > NA</td>\n",
-       "                        <td id=\"T_431bd_row24_col5\" class=\"data row24 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_431bd_row24_col6\" class=\"data row24 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_431bd_level0_row25\" class=\"row_heading level0 row25\" >coef_cars2_density_0_10_no_workers</th>\n",
-       "                        <td id=\"T_431bd_row25_col0\" class=\"data row25 col0\" >-0.189</td>\n",
-       "                        <td id=\"T_431bd_row25_col1\" class=\"data row25 col1\" > 0.0342</td>\n",
-       "                        <td id=\"T_431bd_row25_col2\" class=\"data row25 col2\" >-5.54</td>\n",
-       "                        <td id=\"T_431bd_row25_col3\" class=\"data row25 col3\" >***</td>\n",
-       "                        <td id=\"T_431bd_row25_col4\" class=\"data row25 col4\" > NA</td>\n",
-       "                        <td id=\"T_431bd_row25_col5\" class=\"data row25 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_431bd_row25_col6\" class=\"data row25 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_431bd_level0_row26\" class=\"row_heading level0 row26\" >coef_cars2_density_10_up_no_workers</th>\n",
-       "                        <td id=\"T_431bd_row26_col0\" class=\"data row26 col0\" >-0.121</td>\n",
-       "                        <td id=\"T_431bd_row26_col1\" class=\"data row26 col1\" > 0.0176</td>\n",
-       "                        <td id=\"T_431bd_row26_col2\" class=\"data row26 col2\" >-6.87</td>\n",
-       "                        <td id=\"T_431bd_row26_col3\" class=\"data row26 col3\" >***</td>\n",
-       "                        <td id=\"T_431bd_row26_col4\" class=\"data row26 col4\" > NA</td>\n",
-       "                        <td id=\"T_431bd_row26_col5\" class=\"data row26 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_431bd_row26_col6\" class=\"data row26 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_431bd_level0_row27\" class=\"row_heading level0 row27\" >coef_cars2_drivers_2</th>\n",
-       "                        <td id=\"T_431bd_row27_col0\" class=\"data row27 col0\" > 2.95</td>\n",
-       "                        <td id=\"T_431bd_row27_col1\" class=\"data row27 col1\" > 0.265</td>\n",
-       "                        <td id=\"T_431bd_row27_col2\" class=\"data row27 col2\" > 11.12</td>\n",
-       "                        <td id=\"T_431bd_row27_col3\" class=\"data row27 col3\" >***</td>\n",
-       "                        <td id=\"T_431bd_row27_col4\" class=\"data row27 col4\" > NA</td>\n",
-       "                        <td id=\"T_431bd_row27_col5\" class=\"data row27 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_431bd_row27_col6\" class=\"data row27 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_431bd_level0_row28\" class=\"row_heading level0 row28\" >coef_cars2_drivers_3</th>\n",
-       "                        <td id=\"T_431bd_row28_col0\" class=\"data row28 col0\" > 3.60</td>\n",
-       "                        <td id=\"T_431bd_row28_col1\" class=\"data row28 col1\" > 0.354</td>\n",
-       "                        <td id=\"T_431bd_row28_col2\" class=\"data row28 col2\" > 10.14</td>\n",
-       "                        <td id=\"T_431bd_row28_col3\" class=\"data row28 col3\" >***</td>\n",
-       "                        <td id=\"T_431bd_row28_col4\" class=\"data row28 col4\" > NA</td>\n",
-       "                        <td id=\"T_431bd_row28_col5\" class=\"data row28 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_431bd_row28_col6\" class=\"data row28 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_431bd_level0_row29\" class=\"row_heading level0 row29\" >coef_cars2_drivers_4_up</th>\n",
-       "                        <td id=\"T_431bd_row29_col0\" class=\"data row29 col0\" > 6.86</td>\n",
-       "                        <td id=\"T_431bd_row29_col1\" class=\"data row29 col1\" > 0.647</td>\n",
-       "                        <td id=\"T_431bd_row29_col2\" class=\"data row29 col2\" > 10.60</td>\n",
-       "                        <td id=\"T_431bd_row29_col3\" class=\"data row29 col3\" >***</td>\n",
-       "                        <td id=\"T_431bd_row29_col4\" class=\"data row29 col4\" > NA</td>\n",
-       "                        <td id=\"T_431bd_row29_col5\" class=\"data row29 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_431bd_row29_col6\" class=\"data row29 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_431bd_level0_row30\" class=\"row_heading level0 row30\" >coef_cars2_hh_income_0_30k</th>\n",
-       "                        <td id=\"T_431bd_row30_col0\" class=\"data row30 col0\" > 0.0623</td>\n",
-       "                        <td id=\"T_431bd_row30_col1\" class=\"data row30 col1\" > 0.0149</td>\n",
-       "                        <td id=\"T_431bd_row30_col2\" class=\"data row30 col2\" > 4.17</td>\n",
-       "                        <td id=\"T_431bd_row30_col3\" class=\"data row30 col3\" >***</td>\n",
-       "                        <td id=\"T_431bd_row30_col4\" class=\"data row30 col4\" > NA</td>\n",
-       "                        <td id=\"T_431bd_row30_col5\" class=\"data row30 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_431bd_row30_col6\" class=\"data row30 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_431bd_level0_row31\" class=\"row_heading level0 row31\" >coef_cars2_hh_income_30_up</th>\n",
-       "                        <td id=\"T_431bd_row31_col0\" class=\"data row31 col0\" > 0.00729</td>\n",
-       "                        <td id=\"T_431bd_row31_col1\" class=\"data row31 col1\" > 0.00256</td>\n",
-       "                        <td id=\"T_431bd_row31_col2\" class=\"data row31 col2\" > 2.85</td>\n",
-       "                        <td id=\"T_431bd_row31_col3\" class=\"data row31 col3\" >**</td>\n",
-       "                        <td id=\"T_431bd_row31_col4\" class=\"data row31 col4\" > NA</td>\n",
-       "                        <td id=\"T_431bd_row31_col5\" class=\"data row31 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_431bd_row31_col6\" class=\"data row31 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_431bd_level0_row32\" class=\"row_heading level0 row32\" >coef_cars2_num_workers_clip_3</th>\n",
-       "                        <td id=\"T_431bd_row32_col0\" class=\"data row32 col0\" >-0.0283</td>\n",
-       "                        <td id=\"T_431bd_row32_col1\" class=\"data row32 col1\" > 0.144</td>\n",
-       "                        <td id=\"T_431bd_row32_col2\" class=\"data row32 col2\" >-0.20</td>\n",
-       "                        <td id=\"T_431bd_row32_col3\" class=\"data row32 col3\" ></td>\n",
-       "                        <td id=\"T_431bd_row32_col4\" class=\"data row32 col4\" > NA</td>\n",
-       "                        <td id=\"T_431bd_row32_col5\" class=\"data row32 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_431bd_row32_col6\" class=\"data row32 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_431bd_level0_row33\" class=\"row_heading level0 row33\" >coef_cars2_persons_16_17</th>\n",
-       "                        <td id=\"T_431bd_row33_col0\" class=\"data row33 col0\" >-1.44</td>\n",
-       "                        <td id=\"T_431bd_row33_col1\" class=\"data row33 col1\" > 0.381</td>\n",
-       "                        <td id=\"T_431bd_row33_col2\" class=\"data row33 col2\" >-3.78</td>\n",
-       "                        <td id=\"T_431bd_row33_col3\" class=\"data row33 col3\" >***</td>\n",
-       "                        <td id=\"T_431bd_row33_col4\" class=\"data row33 col4\" > NA</td>\n",
-       "                        <td id=\"T_431bd_row33_col5\" class=\"data row33 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_431bd_row33_col6\" class=\"data row33 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_431bd_level0_row34\" class=\"row_heading level0 row34\" >coef_cars2_persons_18_24</th>\n",
-       "                        <td id=\"T_431bd_row34_col0\" class=\"data row34 col0\" >-0.943</td>\n",
-       "                        <td id=\"T_431bd_row34_col1\" class=\"data row34 col1\" > 0.176</td>\n",
-       "                        <td id=\"T_431bd_row34_col2\" class=\"data row34 col2\" >-5.36</td>\n",
-       "                        <td id=\"T_431bd_row34_col3\" class=\"data row34 col3\" >***</td>\n",
-       "                        <td id=\"T_431bd_row34_col4\" class=\"data row34 col4\" > NA</td>\n",
-       "                        <td id=\"T_431bd_row34_col5\" class=\"data row34 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_431bd_row34_col6\" class=\"data row34 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_431bd_level0_row35\" class=\"row_heading level0 row35\" >coef_cars2_persons_25_34</th>\n",
-       "                        <td id=\"T_431bd_row35_col0\" class=\"data row35 col0\" >-0.472</td>\n",
-       "                        <td id=\"T_431bd_row35_col1\" class=\"data row35 col1\" > 0.0988</td>\n",
-       "                        <td id=\"T_431bd_row35_col2\" class=\"data row35 col2\" >-4.78</td>\n",
-       "                        <td id=\"T_431bd_row35_col3\" class=\"data row35 col3\" >***</td>\n",
-       "                        <td id=\"T_431bd_row35_col4\" class=\"data row35 col4\" > NA</td>\n",
-       "                        <td id=\"T_431bd_row35_col5\" class=\"data row35 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_431bd_row35_col6\" class=\"data row35 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_431bd_level0_row36\" class=\"row_heading level0 row36\" >coef_cars2_presence_children_5_17</th>\n",
-       "                        <td id=\"T_431bd_row36_col0\" class=\"data row36 col0\" > 0.165</td>\n",
-       "                        <td id=\"T_431bd_row36_col1\" class=\"data row36 col1\" > 0.260</td>\n",
-       "                        <td id=\"T_431bd_row36_col2\" class=\"data row36 col2\" > 0.63</td>\n",
-       "                        <td id=\"T_431bd_row36_col3\" class=\"data row36 col3\" ></td>\n",
-       "                        <td id=\"T_431bd_row36_col4\" class=\"data row36 col4\" > NA</td>\n",
-       "                        <td id=\"T_431bd_row36_col5\" class=\"data row36 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_431bd_row36_col6\" class=\"data row36 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_431bd_level0_row37\" class=\"row_heading level0 row37\" >coef_cars34_asc_county</th>\n",
-       "                        <td id=\"T_431bd_row37_col0\" class=\"data row37 col0\" >-0.237</td>\n",
-       "                        <td id=\"T_431bd_row37_col1\" class=\"data row37 col1\" > 8.28e-05</td>\n",
-       "                        <td id=\"T_431bd_row37_col2\" class=\"data row37 col2\" >-BIG</td>\n",
-       "                        <td id=\"T_431bd_row37_col3\" class=\"data row37 col3\" >***</td>\n",
-       "                        <td id=\"T_431bd_row37_col4\" class=\"data row37 col4\" > NA</td>\n",
-       "                        <td id=\"T_431bd_row37_col5\" class=\"data row37 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_431bd_row37_col6\" class=\"data row37 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_431bd_level0_row38\" class=\"row_heading level0 row38\" >coef_cars34_asc_san_francisco</th>\n",
-       "                        <td id=\"T_431bd_row38_col0\" class=\"data row38 col0\" >-181.</td>\n",
-       "                        <td id=\"T_431bd_row38_col1\" class=\"data row38 col1\" > NA</td>\n",
-       "                        <td id=\"T_431bd_row38_col2\" class=\"data row38 col2\" > NA</td>\n",
-       "                        <td id=\"T_431bd_row38_col3\" class=\"data row38 col3\" >[***]</td>\n",
-       "                        <td id=\"T_431bd_row38_col4\" class=\"data row38 col4\" > BIG</td>\n",
-       "                        <td id=\"T_431bd_row38_col5\" class=\"data row38 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_431bd_row38_col6\" class=\"data row38 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_431bd_level0_row39\" class=\"row_heading level0 row39\" >coef_cars34_density_0_10_no_workers</th>\n",
-       "                        <td id=\"T_431bd_row39_col0\" class=\"data row39 col0\" >-0.377</td>\n",
-       "                        <td id=\"T_431bd_row39_col1\" class=\"data row39 col1\" > 0.0616</td>\n",
-       "                        <td id=\"T_431bd_row39_col2\" class=\"data row39 col2\" >-6.12</td>\n",
-       "                        <td id=\"T_431bd_row39_col3\" class=\"data row39 col3\" >***</td>\n",
-       "                        <td id=\"T_431bd_row39_col4\" class=\"data row39 col4\" > NA</td>\n",
-       "                        <td id=\"T_431bd_row39_col5\" class=\"data row39 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_431bd_row39_col6\" class=\"data row39 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_431bd_level0_row40\" class=\"row_heading level0 row40\" >coef_cars34_density_10_up_no_workers</th>\n",
-       "                        <td id=\"T_431bd_row40_col0\" class=\"data row40 col0\" >-0.211</td>\n",
-       "                        <td id=\"T_431bd_row40_col1\" class=\"data row40 col1\" > 0.0736</td>\n",
-       "                        <td id=\"T_431bd_row40_col2\" class=\"data row40 col2\" >-2.87</td>\n",
-       "                        <td id=\"T_431bd_row40_col3\" class=\"data row40 col3\" >**</td>\n",
-       "                        <td id=\"T_431bd_row40_col4\" class=\"data row40 col4\" > NA</td>\n",
-       "                        <td id=\"T_431bd_row40_col5\" class=\"data row40 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_431bd_row40_col6\" class=\"data row40 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_431bd_level0_row41\" class=\"row_heading level0 row41\" >coef_cars34_persons_16_17</th>\n",
-       "                        <td id=\"T_431bd_row41_col0\" class=\"data row41 col0\" >-1.96</td>\n",
-       "                        <td id=\"T_431bd_row41_col1\" class=\"data row41 col1\" > 0.507</td>\n",
-       "                        <td id=\"T_431bd_row41_col2\" class=\"data row41 col2\" >-3.86</td>\n",
-       "                        <td id=\"T_431bd_row41_col3\" class=\"data row41 col3\" >***</td>\n",
-       "                        <td id=\"T_431bd_row41_col4\" class=\"data row41 col4\" > NA</td>\n",
-       "                        <td id=\"T_431bd_row41_col5\" class=\"data row41 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_431bd_row41_col6\" class=\"data row41 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_431bd_level0_row42\" class=\"row_heading level0 row42\" >coef_cars34_persons_18_24</th>\n",
-       "                        <td id=\"T_431bd_row42_col0\" class=\"data row42 col0\" >-0.988</td>\n",
-       "                        <td id=\"T_431bd_row42_col1\" class=\"data row42 col1\" > 0.215</td>\n",
-       "                        <td id=\"T_431bd_row42_col2\" class=\"data row42 col2\" >-4.61</td>\n",
-       "                        <td id=\"T_431bd_row42_col3\" class=\"data row42 col3\" >***</td>\n",
-       "                        <td id=\"T_431bd_row42_col4\" class=\"data row42 col4\" > NA</td>\n",
-       "                        <td id=\"T_431bd_row42_col5\" class=\"data row42 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_431bd_row42_col6\" class=\"data row42 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_431bd_level0_row43\" class=\"row_heading level0 row43\" >coef_cars34_persons_25_34</th>\n",
-       "                        <td id=\"T_431bd_row43_col0\" class=\"data row43 col0\" >-0.915</td>\n",
-       "                        <td id=\"T_431bd_row43_col1\" class=\"data row43 col1\" > 0.168</td>\n",
-       "                        <td id=\"T_431bd_row43_col2\" class=\"data row43 col2\" >-5.46</td>\n",
-       "                        <td id=\"T_431bd_row43_col3\" class=\"data row43 col3\" >***</td>\n",
-       "                        <td id=\"T_431bd_row43_col4\" class=\"data row43 col4\" > NA</td>\n",
-       "                        <td id=\"T_431bd_row43_col5\" class=\"data row43 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_431bd_row43_col6\" class=\"data row43 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_431bd_level0_row44\" class=\"row_heading level0 row44\" >coef_cars34_presence_children_5_17</th>\n",
-       "                        <td id=\"T_431bd_row44_col0\" class=\"data row44 col0\" > 0.465</td>\n",
-       "                        <td id=\"T_431bd_row44_col1\" class=\"data row44 col1\" > 0.364</td>\n",
-       "                        <td id=\"T_431bd_row44_col2\" class=\"data row44 col2\" > 1.28</td>\n",
-       "                        <td id=\"T_431bd_row44_col3\" class=\"data row44 col3\" ></td>\n",
-       "                        <td id=\"T_431bd_row44_col4\" class=\"data row44 col4\" > NA</td>\n",
-       "                        <td id=\"T_431bd_row44_col5\" class=\"data row44 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_431bd_row44_col6\" class=\"data row44 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_431bd_level0_row45\" class=\"row_heading level0 row45\" >coef_cars3_asc</th>\n",
-       "                        <td id=\"T_431bd_row45_col0\" class=\"data row45 col0\" > 186.</td>\n",
-       "                        <td id=\"T_431bd_row45_col1\" class=\"data row45 col1\" > NA</td>\n",
-       "                        <td id=\"T_431bd_row45_col2\" class=\"data row45 col2\" > NA</td>\n",
-       "                        <td id=\"T_431bd_row45_col3\" class=\"data row45 col3\" >[***]</td>\n",
-       "                        <td id=\"T_431bd_row45_col4\" class=\"data row45 col4\" > BIG</td>\n",
-       "                        <td id=\"T_431bd_row45_col5\" class=\"data row45 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_431bd_row45_col6\" class=\"data row45 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_431bd_level0_row46\" class=\"row_heading level0 row46\" >coef_cars3_auto_time_saving_per_worker</th>\n",
-       "                        <td id=\"T_431bd_row46_col0\" class=\"data row46 col0\" > 0.00942</td>\n",
-       "                        <td id=\"T_431bd_row46_col1\" class=\"data row46 col1\" > 1.06</td>\n",
-       "                        <td id=\"T_431bd_row46_col2\" class=\"data row46 col2\" > 0.01</td>\n",
-       "                        <td id=\"T_431bd_row46_col3\" class=\"data row46 col3\" ></td>\n",
-       "                        <td id=\"T_431bd_row46_col4\" class=\"data row46 col4\" > NA</td>\n",
-       "                        <td id=\"T_431bd_row46_col5\" class=\"data row46 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_431bd_row46_col6\" class=\"data row46 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_431bd_level0_row47\" class=\"row_heading level0 row47\" >coef_cars3_drivers_2</th>\n",
-       "                        <td id=\"T_431bd_row47_col0\" class=\"data row47 col0\" > 2.35</td>\n",
-       "                        <td id=\"T_431bd_row47_col1\" class=\"data row47 col1\" > 0.790</td>\n",
-       "                        <td id=\"T_431bd_row47_col2\" class=\"data row47 col2\" > 2.98</td>\n",
-       "                        <td id=\"T_431bd_row47_col3\" class=\"data row47 col3\" >**</td>\n",
-       "                        <td id=\"T_431bd_row47_col4\" class=\"data row47 col4\" > NA</td>\n",
-       "                        <td id=\"T_431bd_row47_col5\" class=\"data row47 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_431bd_row47_col6\" class=\"data row47 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_431bd_level0_row48\" class=\"row_heading level0 row48\" >coef_cars3_drivers_3</th>\n",
-       "                        <td id=\"T_431bd_row48_col0\" class=\"data row48 col0\" > 5.05</td>\n",
-       "                        <td id=\"T_431bd_row48_col1\" class=\"data row48 col1\" > 0.811</td>\n",
-       "                        <td id=\"T_431bd_row48_col2\" class=\"data row48 col2\" > 6.23</td>\n",
-       "                        <td id=\"T_431bd_row48_col3\" class=\"data row48 col3\" >***</td>\n",
-       "                        <td id=\"T_431bd_row48_col4\" class=\"data row48 col4\" > NA</td>\n",
-       "                        <td id=\"T_431bd_row48_col5\" class=\"data row48 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_431bd_row48_col6\" class=\"data row48 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_431bd_level0_row49\" class=\"row_heading level0 row49\" >coef_cars3_drivers_4_up</th>\n",
-       "                        <td id=\"T_431bd_row49_col0\" class=\"data row49 col0\" > 8.32</td>\n",
-       "                        <td id=\"T_431bd_row49_col1\" class=\"data row49 col1\" > 1.01</td>\n",
-       "                        <td id=\"T_431bd_row49_col2\" class=\"data row49 col2\" > 8.25</td>\n",
-       "                        <td id=\"T_431bd_row49_col3\" class=\"data row49 col3\" >***</td>\n",
-       "                        <td id=\"T_431bd_row49_col4\" class=\"data row49 col4\" > NA</td>\n",
-       "                        <td id=\"T_431bd_row49_col5\" class=\"data row49 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_431bd_row49_col6\" class=\"data row49 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_431bd_level0_row50\" class=\"row_heading level0 row50\" >coef_cars3_hh_income_0_30k</th>\n",
-       "                        <td id=\"T_431bd_row50_col0\" class=\"data row50 col0\" > 0.0520</td>\n",
-       "                        <td id=\"T_431bd_row50_col1\" class=\"data row50 col1\" > 0.0286</td>\n",
-       "                        <td id=\"T_431bd_row50_col2\" class=\"data row50 col2\" > 1.82</td>\n",
-       "                        <td id=\"T_431bd_row50_col3\" class=\"data row50 col3\" ></td>\n",
-       "                        <td id=\"T_431bd_row50_col4\" class=\"data row50 col4\" > NA</td>\n",
-       "                        <td id=\"T_431bd_row50_col5\" class=\"data row50 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_431bd_row50_col6\" class=\"data row50 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_431bd_level0_row51\" class=\"row_heading level0 row51\" >coef_cars3_hh_income_30_up</th>\n",
-       "                        <td id=\"T_431bd_row51_col0\" class=\"data row51 col0\" > 0.00472</td>\n",
-       "                        <td id=\"T_431bd_row51_col1\" class=\"data row51 col1\" > 0.00485</td>\n",
-       "                        <td id=\"T_431bd_row51_col2\" class=\"data row51 col2\" > 0.97</td>\n",
-       "                        <td id=\"T_431bd_row51_col3\" class=\"data row51 col3\" ></td>\n",
-       "                        <td id=\"T_431bd_row51_col4\" class=\"data row51 col4\" > NA</td>\n",
-       "                        <td id=\"T_431bd_row51_col5\" class=\"data row51 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_431bd_row51_col6\" class=\"data row51 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_431bd_level0_row52\" class=\"row_heading level0 row52\" >coef_cars3_num_workers_clip_3</th>\n",
-       "                        <td id=\"T_431bd_row52_col0\" class=\"data row52 col0\" > 0.374</td>\n",
-       "                        <td id=\"T_431bd_row52_col1\" class=\"data row52 col1\" > 0.234</td>\n",
-       "                        <td id=\"T_431bd_row52_col2\" class=\"data row52 col2\" > 1.60</td>\n",
-       "                        <td id=\"T_431bd_row52_col3\" class=\"data row52 col3\" ></td>\n",
-       "                        <td id=\"T_431bd_row52_col4\" class=\"data row52 col4\" > NA</td>\n",
-       "                        <td id=\"T_431bd_row52_col5\" class=\"data row52 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_431bd_row52_col6\" class=\"data row52 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_431bd_level0_row53\" class=\"row_heading level0 row53\" >coef_cars4_asc</th>\n",
-       "                        <td id=\"T_431bd_row53_col0\" class=\"data row53 col0\" >-375.</td>\n",
-       "                        <td id=\"T_431bd_row53_col1\" class=\"data row53 col1\" > 2.15e+03</td>\n",
-       "                        <td id=\"T_431bd_row53_col2\" class=\"data row53 col2\" >-0.17</td>\n",
-       "                        <td id=\"T_431bd_row53_col3\" class=\"data row53 col3\" ></td>\n",
-       "                        <td id=\"T_431bd_row53_col4\" class=\"data row53 col4\" > NA</td>\n",
-       "                        <td id=\"T_431bd_row53_col5\" class=\"data row53 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_431bd_row53_col6\" class=\"data row53 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_431bd_level0_row54\" class=\"row_heading level0 row54\" >coef_cars4_auto_time_saving_per_worker</th>\n",
-       "                        <td id=\"T_431bd_row54_col0\" class=\"data row54 col0\" >-0.147</td>\n",
-       "                        <td id=\"T_431bd_row54_col1\" class=\"data row54 col1\" > 1.49</td>\n",
-       "                        <td id=\"T_431bd_row54_col2\" class=\"data row54 col2\" >-0.10</td>\n",
-       "                        <td id=\"T_431bd_row54_col3\" class=\"data row54 col3\" ></td>\n",
-       "                        <td id=\"T_431bd_row54_col4\" class=\"data row54 col4\" > NA</td>\n",
-       "                        <td id=\"T_431bd_row54_col5\" class=\"data row54 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_431bd_row54_col6\" class=\"data row54 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_431bd_level0_row55\" class=\"row_heading level0 row55\" >coef_cars4_drivers_2</th>\n",
-       "                        <td id=\"T_431bd_row55_col0\" class=\"data row55 col0\" > 561.</td>\n",
-       "                        <td id=\"T_431bd_row55_col1\" class=\"data row55 col1\" > 2.30e+03</td>\n",
-       "                        <td id=\"T_431bd_row55_col2\" class=\"data row55 col2\" > 0.24</td>\n",
-       "                        <td id=\"T_431bd_row55_col3\" class=\"data row55 col3\" ></td>\n",
-       "                        <td id=\"T_431bd_row55_col4\" class=\"data row55 col4\" > NA</td>\n",
-       "                        <td id=\"T_431bd_row55_col5\" class=\"data row55 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_431bd_row55_col6\" class=\"data row55 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_431bd_level0_row56\" class=\"row_heading level0 row56\" >coef_cars4_drivers_3</th>\n",
-       "                        <td id=\"T_431bd_row56_col0\" class=\"data row56 col0\" > 564.</td>\n",
-       "                        <td id=\"T_431bd_row56_col1\" class=\"data row56 col1\" > 2.30e+03</td>\n",
-       "                        <td id=\"T_431bd_row56_col2\" class=\"data row56 col2\" > 0.25</td>\n",
-       "                        <td id=\"T_431bd_row56_col3\" class=\"data row56 col3\" ></td>\n",
-       "                        <td id=\"T_431bd_row56_col4\" class=\"data row56 col4\" > NA</td>\n",
-       "                        <td id=\"T_431bd_row56_col5\" class=\"data row56 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_431bd_row56_col6\" class=\"data row56 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_431bd_level0_row57\" class=\"row_heading level0 row57\" >coef_cars4_drivers_4_up</th>\n",
-       "                        <td id=\"T_431bd_row57_col0\" class=\"data row57 col0\" > 568.</td>\n",
-       "                        <td id=\"T_431bd_row57_col1\" class=\"data row57 col1\" > 2.30e+03</td>\n",
-       "                        <td id=\"T_431bd_row57_col2\" class=\"data row57 col2\" > 0.25</td>\n",
-       "                        <td id=\"T_431bd_row57_col3\" class=\"data row57 col3\" ></td>\n",
-       "                        <td id=\"T_431bd_row57_col4\" class=\"data row57 col4\" > NA</td>\n",
-       "                        <td id=\"T_431bd_row57_col5\" class=\"data row57 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_431bd_row57_col6\" class=\"data row57 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_431bd_level0_row58\" class=\"row_heading level0 row58\" >coef_cars4_hh_income_0_30k</th>\n",
-       "                        <td id=\"T_431bd_row58_col0\" class=\"data row58 col0\" > 0.0358</td>\n",
-       "                        <td id=\"T_431bd_row58_col1\" class=\"data row58 col1\" > 0.0460</td>\n",
-       "                        <td id=\"T_431bd_row58_col2\" class=\"data row58 col2\" > 0.78</td>\n",
-       "                        <td id=\"T_431bd_row58_col3\" class=\"data row58 col3\" ></td>\n",
-       "                        <td id=\"T_431bd_row58_col4\" class=\"data row58 col4\" > NA</td>\n",
-       "                        <td id=\"T_431bd_row58_col5\" class=\"data row58 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_431bd_row58_col6\" class=\"data row58 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_431bd_level0_row59\" class=\"row_heading level0 row59\" >coef_cars4_hh_income_30_up</th>\n",
-       "                        <td id=\"T_431bd_row59_col0\" class=\"data row59 col0\" > 0.0131</td>\n",
-       "                        <td id=\"T_431bd_row59_col1\" class=\"data row59 col1\" > 0.00635</td>\n",
-       "                        <td id=\"T_431bd_row59_col2\" class=\"data row59 col2\" > 2.06</td>\n",
-       "                        <td id=\"T_431bd_row59_col3\" class=\"data row59 col3\" >*</td>\n",
-       "                        <td id=\"T_431bd_row59_col4\" class=\"data row59 col4\" > NA</td>\n",
-       "                        <td id=\"T_431bd_row59_col5\" class=\"data row59 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_431bd_row59_col6\" class=\"data row59 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_431bd_level0_row60\" class=\"row_heading level0 row60\" >coef_cars4_num_workers_clip_3</th>\n",
-       "                        <td id=\"T_431bd_row60_col0\" class=\"data row60 col0\" > 0.700</td>\n",
-       "                        <td id=\"T_431bd_row60_col1\" class=\"data row60 col1\" > 0.321</td>\n",
-       "                        <td id=\"T_431bd_row60_col2\" class=\"data row60 col2\" > 2.18</td>\n",
-       "                        <td id=\"T_431bd_row60_col3\" class=\"data row60 col3\" >*</td>\n",
-       "                        <td id=\"T_431bd_row60_col4\" class=\"data row60 col4\" > NA</td>\n",
-       "                        <td id=\"T_431bd_row60_col5\" class=\"data row60 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_431bd_row60_col6\" class=\"data row60 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_431bd_level0_row61\" class=\"row_heading level0 row61\" >coef_retail_auto_no_workers</th>\n",
-       "                        <td id=\"T_431bd_row61_col0\" class=\"data row61 col0\" >-0.638</td>\n",
-       "                        <td id=\"T_431bd_row61_col1\" class=\"data row61 col1\" > 0.595</td>\n",
-       "                        <td id=\"T_431bd_row61_col2\" class=\"data row61 col2\" >-1.07</td>\n",
-       "                        <td id=\"T_431bd_row61_col3\" class=\"data row61 col3\" ></td>\n",
-       "                        <td id=\"T_431bd_row61_col4\" class=\"data row61 col4\" > NA</td>\n",
-       "                        <td id=\"T_431bd_row61_col5\" class=\"data row61 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_431bd_row61_col6\" class=\"data row61 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_431bd_level0_row62\" class=\"row_heading level0 row62\" >coef_retail_auto_workers</th>\n",
-       "                        <td id=\"T_431bd_row62_col0\" class=\"data row62 col0\" >-0.531</td>\n",
-       "                        <td id=\"T_431bd_row62_col1\" class=\"data row62 col1\" > 0.589</td>\n",
-       "                        <td id=\"T_431bd_row62_col2\" class=\"data row62 col2\" >-0.90</td>\n",
-       "                        <td id=\"T_431bd_row62_col3\" class=\"data row62 col3\" ></td>\n",
-       "                        <td id=\"T_431bd_row62_col4\" class=\"data row62 col4\" > NA</td>\n",
-       "                        <td id=\"T_431bd_row62_col5\" class=\"data row62 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_431bd_row62_col6\" class=\"data row62 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_431bd_level0_row63\" class=\"row_heading level0 row63\" >coef_retail_non_motor</th>\n",
-       "                        <td id=\"T_431bd_row63_col0\" class=\"data row63 col0\" >-0.0300</td>\n",
-       "                        <td id=\"T_431bd_row63_col1\" class=\"data row63 col1\" > NA</td>\n",
-       "                        <td id=\"T_431bd_row63_col2\" class=\"data row63 col2\" > NA</td>\n",
-       "                        <td id=\"T_431bd_row63_col3\" class=\"data row63 col3\" ></td>\n",
-       "                        <td id=\"T_431bd_row63_col4\" class=\"data row63 col4\" > NA</td>\n",
-       "                        <td id=\"T_431bd_row63_col5\" class=\"data row63 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_431bd_row63_col6\" class=\"data row63 col6\" >fixed value</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_431bd_level0_row64\" class=\"row_heading level0 row64\" >coef_retail_transit_no_workers</th>\n",
-       "                        <td id=\"T_431bd_row64_col0\" class=\"data row64 col0\" >-0.333</td>\n",
-       "                        <td id=\"T_431bd_row64_col1\" class=\"data row64 col1\" > 0.193</td>\n",
-       "                        <td id=\"T_431bd_row64_col2\" class=\"data row64 col2\" >-1.73</td>\n",
-       "                        <td id=\"T_431bd_row64_col3\" class=\"data row64 col3\" ></td>\n",
-       "                        <td id=\"T_431bd_row64_col4\" class=\"data row64 col4\" > NA</td>\n",
-       "                        <td id=\"T_431bd_row64_col5\" class=\"data row64 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_431bd_row64_col6\" class=\"data row64 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_431bd_level0_row65\" class=\"row_heading level0 row65\" >coef_retail_transit_workers</th>\n",
-       "                        <td id=\"T_431bd_row65_col0\" class=\"data row65 col0\" >-0.464</td>\n",
-       "                        <td id=\"T_431bd_row65_col1\" class=\"data row65 col1\" > 0.162</td>\n",
-       "                        <td id=\"T_431bd_row65_col2\" class=\"data row65 col2\" >-2.86</td>\n",
-       "                        <td id=\"T_431bd_row65_col3\" class=\"data row65 col3\" >**</td>\n",
-       "                        <td id=\"T_431bd_row65_col4\" class=\"data row65 col4\" > NA</td>\n",
-       "                        <td id=\"T_431bd_row65_col5\" class=\"data row65 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_431bd_row65_col6\" class=\"data row65 col6\" ></td>\n",
-       "            </tr>\n",
-       "    </tbody></table>"
-      ],
-      "text/plain": [
-       "<pandas.io.formats.style.Styler at 0x7f9d8861f460>"
-      ]
-     },
-     "execution_count": 8,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "model.parameter_summary()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "colab_type": "text",
-    "id": "TojXWivZsx7M"
-   },
-   "source": [
-    "# Output Estimation Results"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "from activitysim.estimation.larch import update_coefficients\n",
-    "result_dir = data.edb_directory/\"estimated\"\n",
-    "update_coefficients(\n",
-    "    model, data, result_dir,\n",
-    "    output_file=f\"{modelname}_coefficients_revised.csv\",\n",
-    ");"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
+       "</table></td></tr><tr><td>logloss</td><td style=\"text-align:left;\">0.924274751334728</td></tr><tr><td>d_logloss</td><td style=\"text-align:left;\"><table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>0</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>coef_cars1_asc</th>\n",
+       "      <td>5.272591e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars1_asc_county</th>\n",
+       "      <td>-8.675234e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars1_asc_marin</th>\n",
+       "      <td>-6.400057e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars1_asc_san_francisco</th>\n",
+       "      <td>-1.587832e-04</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars1_auto_time_saving_per_worker</th>\n",
+       "      <td>1.403290e-04</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars1_density_0_10_no_workers</th>\n",
+       "      <td>0.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars1_density_10_up_no_workers</th>\n",
+       "      <td>6.620783e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars1_density_10_up_workers</th>\n",
+       "      <td>-2.503582e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars1_drivers_2</th>\n",
+       "      <td>0.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars1_drivers_3</th>\n",
+       "      <td>0.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars1_drivers_4_up</th>\n",
+       "      <td>-7.541270e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars1_hh_income_0_30k</th>\n",
+       "      <td>1.049198e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars1_hh_income_30_up</th>\n",
+       "      <td>0.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars1_num_workers_clip_3</th>\n",
+       "      <td>0.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars1_persons_16_17</th>\n",
+       "      <td>0.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars1_persons_18_24</th>\n",
+       "      <td>1.878411e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars1_persons_25_34</th>\n",
+       "      <td>0.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars1_presence_children_0_4</th>\n",
+       "      <td>-2.694541e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars1_presence_children_5_17</th>\n",
+       "      <td>1.274960e-04</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars234_asc_marin</th>\n",
+       "      <td>0.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars234_presence_children_0_4</th>\n",
+       "      <td>-3.830304e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars2_asc</th>\n",
+       "      <td>-1.829182e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars2_asc_county</th>\n",
+       "      <td>-3.904999e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars2_asc_san_francisco</th>\n",
+       "      <td>1.268645e-04</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars2_auto_time_saving_per_worker</th>\n",
+       "      <td>-3.296868e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars2_density_0_10_no_workers</th>\n",
+       "      <td>-4.356619e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars2_density_10_up_no_workers</th>\n",
+       "      <td>-1.094392e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars2_drivers_2</th>\n",
+       "      <td>-4.226757e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars2_drivers_3</th>\n",
+       "      <td>6.818523e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars2_drivers_4_up</th>\n",
+       "      <td>3.745028e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars2_hh_income_0_30k</th>\n",
+       "      <td>3.076831e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars2_hh_income_30_up</th>\n",
+       "      <td>4.120039e-07</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars2_num_workers_clip_3</th>\n",
+       "      <td>-9.781070e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars2_persons_16_17</th>\n",
+       "      <td>1.620926e-04</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars2_persons_18_24</th>\n",
+       "      <td>-1.615064e-04</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars2_persons_25_34</th>\n",
+       "      <td>-1.420584e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars2_presence_children_5_17</th>\n",
+       "      <td>6.079833e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars34_asc_county</th>\n",
+       "      <td>2.795941e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars34_asc_san_francisco</th>\n",
+       "      <td>2.027922e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars34_density_0_10_no_workers</th>\n",
+       "      <td>5.432376e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars34_density_10_up_no_workers</th>\n",
+       "      <td>4.880993e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars34_persons_16_17</th>\n",
+       "      <td>-1.804202e-04</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars34_persons_18_24</th>\n",
+       "      <td>7.896584e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars34_persons_25_34</th>\n",
+       "      <td>-3.944173e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars34_presence_children_5_17</th>\n",
+       "      <td>-2.364296e-04</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars3_asc</th>\n",
+       "      <td>4.510100e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars3_auto_time_saving_per_worker</th>\n",
+       "      <td>-6.354019e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars3_drivers_2</th>\n",
+       "      <td>1.322705e-04</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars3_drivers_3</th>\n",
+       "      <td>7.346112e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars3_drivers_4_up</th>\n",
+       "      <td>-1.013529e-04</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars3_hh_income_0_30k</th>\n",
+       "      <td>5.005154e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars3_hh_income_30_up</th>\n",
+       "      <td>-1.522397e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars3_num_workers_clip_3</th>\n",
+       "      <td>-2.420821e-04</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars4_asc</th>\n",
+       "      <td>-4.863863e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars4_auto_time_saving_per_worker</th>\n",
+       "      <td>-3.102682e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars4_drivers_2</th>\n",
+       "      <td>1.784363e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars4_drivers_3</th>\n",
+       "      <td>2.136643e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars4_drivers_4_up</th>\n",
+       "      <td>1.397419e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars4_hh_income_0_30k</th>\n",
+       "      <td>7.719776e-07</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars4_hh_income_30_up</th>\n",
+       "      <td>-1.121368e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars4_num_workers_clip_3</th>\n",
+       "      <td>-7.913124e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_retail_auto_no_workers</th>\n",
+       "      <td>1.803616e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_retail_auto_workers</th>\n",
+       "      <td>-1.355341e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_retail_non_motor</th>\n",
+       "      <td>0.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_retail_transit_no_workers</th>\n",
+       "      <td>-6.122156e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_retail_transit_workers</th>\n",
+       "      <td>-7.132030e-06</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table></td></tr><tr><td>nit</td><td style=\"text-align:left;\">67</td></tr><tr><td>nfev</td><td style=\"text-align:left;\">84</td></tr><tr><td>njev</td><td style=\"text-align:left;\">67</td></tr><tr><td>status</td><td style=\"text-align:left;\">0</td></tr><tr><td>message</td><td style=\"text-align:left;\">'Optimization terminated successfully'</td></tr><tr><td>success</td><td style=\"text-align:left;\">True</td></tr><tr><td>elapsed_time</td><td style=\"text-align:left;\">0:00:01.497985</td></tr><tr><td>method</td><td style=\"text-align:left;\">'slsqp'</td></tr><tr><td>n_cases</td><td style=\"text-align:left;\">20000</td></tr><tr><td>iteration_number</td><td style=\"text-align:left;\">67</td></tr><tr><td>loglike</td><td style=\"text-align:left;\">-18485.49502669456</td></tr></table></div>"
+      ],
+      "text/plain": [
+       "┣                x: coef_cars1_asc                            1.337433\n",
+       "┃                   coef_cars1_asc_county                    -0.655949\n",
+       "┃                   coef_cars1_asc_marin                     -0.168475\n",
+       "┃                   coef_cars1_asc_san_francisco              0.324519\n",
+       "┃                   coef_cars1_auto_time_saving_per_worker    0.394451\n",
+       "┃                                                               ...   \n",
+       "┃                   coef_retail_auto_no_workers               0.039844\n",
+       "┃                   coef_retail_auto_workers                  0.155792\n",
+       "┃                   coef_retail_non_motor                    -0.030000\n",
+       "┃                   coef_retail_transit_no_workers           -0.307701\n",
+       "┃                   coef_retail_transit_workers              -0.524658\n",
+       "┃                   Length: 66, dtype: float64\n",
+       "┣          logloss: 0.924274751334728\n",
+       "┣        d_logloss: coef_cars1_asc                            0.000053\n",
+       "┃                   coef_cars1_asc_county                    -0.000009\n",
+       "┃                   coef_cars1_asc_marin                     -0.000064\n",
+       "┃                   coef_cars1_asc_san_francisco             -0.000159\n",
+       "┃                   coef_cars1_auto_time_saving_per_worker    0.000140\n",
+       "┃                                                               ...   \n",
+       "┃                   coef_retail_auto_no_workers               0.000018\n",
+       "┃                   coef_retail_auto_workers                 -0.000001\n",
+       "┃                   coef_retail_non_motor                     0.000000\n",
+       "┃                   coef_retail_transit_no_workers           -0.000061\n",
+       "┃                   coef_retail_transit_workers              -0.000007\n",
+       "┃                   Length: 66, dtype: float64\n",
+       "┣              nit: 67\n",
+       "┣             nfev: 84\n",
+       "┣             njev: 67\n",
+       "┣           status: 0\n",
+       "┣          message: 'Optimization terminated successfully'\n",
+       "┣          success: True\n",
+       "┣     elapsed_time: datetime.timedelta(seconds=1, microseconds=497985)\n",
+       "┣           method: 'slsqp'\n",
+       "┣          n_cases: 20000\n",
+       "┣ iteration_number: 67\n",
+       "┣          loglike: -18485.49502669456"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "### Write the model estimation report, including coefficient t-statistic and log likelihood"
+    "model.estimate()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Estimated coefficients"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
      "data": {
+      "text/html": [
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+       "#T_c2bff_row0_col0, #T_c2bff_row0_col1, #T_c2bff_row0_col2, #T_c2bff_row0_col3, #T_c2bff_row0_col4, #T_c2bff_row1_col0, #T_c2bff_row1_col1, #T_c2bff_row1_col2, #T_c2bff_row1_col3, #T_c2bff_row1_col4, #T_c2bff_row2_col0, #T_c2bff_row2_col1, #T_c2bff_row2_col2, #T_c2bff_row2_col3, #T_c2bff_row2_col4, #T_c2bff_row3_col0, #T_c2bff_row3_col1, #T_c2bff_row3_col2, #T_c2bff_row3_col3, #T_c2bff_row3_col4, #T_c2bff_row4_col0, #T_c2bff_row4_col1, #T_c2bff_row4_col2, #T_c2bff_row4_col3, #T_c2bff_row4_col4, #T_c2bff_row5_col0, #T_c2bff_row5_col1, #T_c2bff_row5_col2, #T_c2bff_row5_col3, #T_c2bff_row5_col4, #T_c2bff_row6_col0, #T_c2bff_row6_col1, #T_c2bff_row6_col2, #T_c2bff_row6_col3, #T_c2bff_row6_col4, #T_c2bff_row7_col0, #T_c2bff_row7_col1, #T_c2bff_row7_col2, #T_c2bff_row7_col3, #T_c2bff_row7_col4, #T_c2bff_row8_col0, #T_c2bff_row8_col1, #T_c2bff_row8_col2, #T_c2bff_row8_col3, #T_c2bff_row8_col4, #T_c2bff_row9_col0, #T_c2bff_row9_col1, #T_c2bff_row9_col2, #T_c2bff_row9_col3, 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+       "    <tr>\n",
+       "      <th class=\"blank level0\" >&nbsp;</th>\n",
+       "      <th id=\"T_c2bff_level0_col0\" class=\"col_heading level0 col0\" >Value</th>\n",
+       "      <th id=\"T_c2bff_level0_col1\" class=\"col_heading level0 col1\" >Std Err</th>\n",
+       "      <th id=\"T_c2bff_level0_col2\" class=\"col_heading level0 col2\" >t Stat</th>\n",
+       "      <th id=\"T_c2bff_level0_col3\" class=\"col_heading level0 col3\" >Signif</th>\n",
+       "      <th id=\"T_c2bff_level0_col4\" class=\"col_heading level0 col4\" >Null Value</th>\n",
+       "      <th id=\"T_c2bff_level0_col5\" class=\"col_heading level0 col5\" >Constrained</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th class=\"index_name level0\" >Parameter</th>\n",
+       "      <th class=\"blank col0\" >&nbsp;</th>\n",
+       "      <th class=\"blank col1\" >&nbsp;</th>\n",
+       "      <th class=\"blank col2\" >&nbsp;</th>\n",
+       "      <th class=\"blank col3\" >&nbsp;</th>\n",
+       "      <th class=\"blank col4\" >&nbsp;</th>\n",
+       "      <th class=\"blank col5\" >&nbsp;</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th id=\"T_c2bff_level0_row0\" class=\"row_heading level0 row0\" >coef_cars1_asc</th>\n",
+       "      <td id=\"T_c2bff_row0_col0\" class=\"data row0 col0\" > 1.34</td>\n",
+       "      <td id=\"T_c2bff_row0_col1\" class=\"data row0 col1\" > 0.941</td>\n",
+       "      <td id=\"T_c2bff_row0_col2\" class=\"data row0 col2\" > 1.42</td>\n",
+       "      <td id=\"T_c2bff_row0_col3\" class=\"data row0 col3\" ></td>\n",
+       "      <td id=\"T_c2bff_row0_col4\" class=\"data row0 col4\" > 0.00</td>\n",
+       "      <td id=\"T_c2bff_row0_col5\" class=\"data row0 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_c2bff_level0_row1\" class=\"row_heading level0 row1\" >coef_cars1_asc_county</th>\n",
+       "      <td id=\"T_c2bff_row1_col0\" class=\"data row1 col0\" >-0.656</td>\n",
+       "      <td id=\"T_c2bff_row1_col1\" class=\"data row1 col1\" > 0.158</td>\n",
+       "      <td id=\"T_c2bff_row1_col2\" class=\"data row1 col2\" >-4.14</td>\n",
+       "      <td id=\"T_c2bff_row1_col3\" class=\"data row1 col3\" >***</td>\n",
+       "      <td id=\"T_c2bff_row1_col4\" class=\"data row1 col4\" > 0.00</td>\n",
+       "      <td id=\"T_c2bff_row1_col5\" class=\"data row1 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_c2bff_level0_row2\" class=\"row_heading level0 row2\" >coef_cars1_asc_marin</th>\n",
+       "      <td id=\"T_c2bff_row2_col0\" class=\"data row2 col0\" >-0.168</td>\n",
+       "      <td id=\"T_c2bff_row2_col1\" class=\"data row2 col1\" > 0.106</td>\n",
+       "      <td id=\"T_c2bff_row2_col2\" class=\"data row2 col2\" >-1.58</td>\n",
+       "      <td id=\"T_c2bff_row2_col3\" class=\"data row2 col3\" ></td>\n",
+       "      <td id=\"T_c2bff_row2_col4\" class=\"data row2 col4\" > 0.00</td>\n",
+       "      <td id=\"T_c2bff_row2_col5\" class=\"data row2 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_c2bff_level0_row3\" class=\"row_heading level0 row3\" >coef_cars1_asc_san_francisco</th>\n",
+       "      <td id=\"T_c2bff_row3_col0\" class=\"data row3 col0\" > 0.325</td>\n",
+       "      <td id=\"T_c2bff_row3_col1\" class=\"data row3 col1\" > 0.0979</td>\n",
+       "      <td id=\"T_c2bff_row3_col2\" class=\"data row3 col2\" > 3.31</td>\n",
+       "      <td id=\"T_c2bff_row3_col3\" class=\"data row3 col3\" >***</td>\n",
+       "      <td id=\"T_c2bff_row3_col4\" class=\"data row3 col4\" > 0.00</td>\n",
+       "      <td id=\"T_c2bff_row3_col5\" class=\"data row3 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_c2bff_level0_row4\" class=\"row_heading level0 row4\" >coef_cars1_auto_time_saving_per_worker</th>\n",
+       "      <td id=\"T_c2bff_row4_col0\" class=\"data row4 col0\" > 0.394</td>\n",
+       "      <td id=\"T_c2bff_row4_col1\" class=\"data row4 col1\" > 0.188</td>\n",
+       "      <td id=\"T_c2bff_row4_col2\" class=\"data row4 col2\" > 2.10</td>\n",
+       "      <td id=\"T_c2bff_row4_col3\" class=\"data row4 col3\" >*</td>\n",
+       "      <td id=\"T_c2bff_row4_col4\" class=\"data row4 col4\" > 0.00</td>\n",
+       "      <td id=\"T_c2bff_row4_col5\" class=\"data row4 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_c2bff_level0_row5\" class=\"row_heading level0 row5\" >coef_cars1_density_0_10_no_workers</th>\n",
+       "      <td id=\"T_c2bff_row5_col0\" class=\"data row5 col0\" > 0.00</td>\n",
+       "      <td id=\"T_c2bff_row5_col1\" class=\"data row5 col1\" > 0.00</td>\n",
+       "      <td id=\"T_c2bff_row5_col2\" class=\"data row5 col2\" > NA</td>\n",
+       "      <td id=\"T_c2bff_row5_col3\" class=\"data row5 col3\" ></td>\n",
+       "      <td id=\"T_c2bff_row5_col4\" class=\"data row5 col4\" > 0.00</td>\n",
+       "      <td id=\"T_c2bff_row5_col5\" class=\"data row5 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_c2bff_level0_row6\" class=\"row_heading level0 row6\" >coef_cars1_density_10_up_no_workers</th>\n",
+       "      <td id=\"T_c2bff_row6_col0\" class=\"data row6 col0\" >-0.0145</td>\n",
+       "      <td id=\"T_c2bff_row6_col1\" class=\"data row6 col1\" > 0.00339</td>\n",
+       "      <td id=\"T_c2bff_row6_col2\" class=\"data row6 col2\" >-4.27</td>\n",
+       "      <td id=\"T_c2bff_row6_col3\" class=\"data row6 col3\" >***</td>\n",
+       "      <td id=\"T_c2bff_row6_col4\" class=\"data row6 col4\" > 0.00</td>\n",
+       "      <td id=\"T_c2bff_row6_col5\" class=\"data row6 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_c2bff_level0_row7\" class=\"row_heading level0 row7\" >coef_cars1_density_10_up_workers</th>\n",
+       "      <td id=\"T_c2bff_row7_col0\" class=\"data row7 col0\" >-0.0183</td>\n",
+       "      <td id=\"T_c2bff_row7_col1\" class=\"data row7 col1\" > 0.00271</td>\n",
+       "      <td id=\"T_c2bff_row7_col2\" class=\"data row7 col2\" >-6.75</td>\n",
+       "      <td id=\"T_c2bff_row7_col3\" class=\"data row7 col3\" >***</td>\n",
+       "      <td id=\"T_c2bff_row7_col4\" class=\"data row7 col4\" > 0.00</td>\n",
+       "      <td id=\"T_c2bff_row7_col5\" class=\"data row7 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_c2bff_level0_row8\" class=\"row_heading level0 row8\" >coef_cars1_drivers_2</th>\n",
+       "      <td id=\"T_c2bff_row8_col0\" class=\"data row8 col0\" > 0.00</td>\n",
+       "      <td id=\"T_c2bff_row8_col1\" class=\"data row8 col1\" > 0.00</td>\n",
+       "      <td id=\"T_c2bff_row8_col2\" class=\"data row8 col2\" > NA</td>\n",
+       "      <td id=\"T_c2bff_row8_col3\" class=\"data row8 col3\" ></td>\n",
+       "      <td id=\"T_c2bff_row8_col4\" class=\"data row8 col4\" > 0.00</td>\n",
+       "      <td id=\"T_c2bff_row8_col5\" class=\"data row8 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_c2bff_level0_row9\" class=\"row_heading level0 row9\" >coef_cars1_drivers_3</th>\n",
+       "      <td id=\"T_c2bff_row9_col0\" class=\"data row9 col0\" > 0.00</td>\n",
+       "      <td id=\"T_c2bff_row9_col1\" class=\"data row9 col1\" > 0.00</td>\n",
+       "      <td id=\"T_c2bff_row9_col2\" class=\"data row9 col2\" > NA</td>\n",
+       "      <td id=\"T_c2bff_row9_col3\" class=\"data row9 col3\" ></td>\n",
+       "      <td id=\"T_c2bff_row9_col4\" class=\"data row9 col4\" > 0.00</td>\n",
+       "      <td id=\"T_c2bff_row9_col5\" class=\"data row9 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_c2bff_level0_row10\" class=\"row_heading level0 row10\" >coef_cars1_drivers_4_up</th>\n",
+       "      <td id=\"T_c2bff_row10_col0\" class=\"data row10 col0\" > 2.01</td>\n",
+       "      <td id=\"T_c2bff_row10_col1\" class=\"data row10 col1\" > 0.317</td>\n",
+       "      <td id=\"T_c2bff_row10_col2\" class=\"data row10 col2\" > 6.35</td>\n",
+       "      <td id=\"T_c2bff_row10_col3\" class=\"data row10 col3\" >***</td>\n",
+       "      <td id=\"T_c2bff_row10_col4\" class=\"data row10 col4\" > 0.00</td>\n",
+       "      <td id=\"T_c2bff_row10_col5\" class=\"data row10 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_c2bff_level0_row11\" class=\"row_heading level0 row11\" >coef_cars1_hh_income_0_30k</th>\n",
+       "      <td id=\"T_c2bff_row11_col0\" class=\"data row11 col0\" > 0.0456</td>\n",
+       "      <td id=\"T_c2bff_row11_col1\" class=\"data row11 col1\" > 0.00298</td>\n",
+       "      <td id=\"T_c2bff_row11_col2\" class=\"data row11 col2\" > 15.29</td>\n",
+       "      <td id=\"T_c2bff_row11_col3\" class=\"data row11 col3\" >***</td>\n",
+       "      <td id=\"T_c2bff_row11_col4\" class=\"data row11 col4\" > 0.00</td>\n",
+       "      <td id=\"T_c2bff_row11_col5\" class=\"data row11 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_c2bff_level0_row12\" class=\"row_heading level0 row12\" >coef_cars1_hh_income_30_up</th>\n",
+       "      <td id=\"T_c2bff_row12_col0\" class=\"data row12 col0\" > 0.00</td>\n",
+       "      <td id=\"T_c2bff_row12_col1\" class=\"data row12 col1\" > 0.00</td>\n",
+       "      <td id=\"T_c2bff_row12_col2\" class=\"data row12 col2\" > NA</td>\n",
+       "      <td id=\"T_c2bff_row12_col3\" class=\"data row12 col3\" ></td>\n",
+       "      <td id=\"T_c2bff_row12_col4\" class=\"data row12 col4\" > 0.00</td>\n",
+       "      <td id=\"T_c2bff_row12_col5\" class=\"data row12 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_c2bff_level0_row13\" class=\"row_heading level0 row13\" >coef_cars1_num_workers_clip_3</th>\n",
+       "      <td id=\"T_c2bff_row13_col0\" class=\"data row13 col0\" > 0.00</td>\n",
+       "      <td id=\"T_c2bff_row13_col1\" class=\"data row13 col1\" > 0.00</td>\n",
+       "      <td id=\"T_c2bff_row13_col2\" class=\"data row13 col2\" > NA</td>\n",
+       "      <td id=\"T_c2bff_row13_col3\" class=\"data row13 col3\" ></td>\n",
+       "      <td id=\"T_c2bff_row13_col4\" class=\"data row13 col4\" > 0.00</td>\n",
+       "      <td id=\"T_c2bff_row13_col5\" class=\"data row13 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_c2bff_level0_row14\" class=\"row_heading level0 row14\" >coef_cars1_persons_16_17</th>\n",
+       "      <td id=\"T_c2bff_row14_col0\" class=\"data row14 col0\" > 0.00</td>\n",
+       "      <td id=\"T_c2bff_row14_col1\" class=\"data row14 col1\" > 0.00</td>\n",
+       "      <td id=\"T_c2bff_row14_col2\" class=\"data row14 col2\" > NA</td>\n",
+       "      <td id=\"T_c2bff_row14_col3\" class=\"data row14 col3\" ></td>\n",
+       "      <td id=\"T_c2bff_row14_col4\" class=\"data row14 col4\" > 0.00</td>\n",
+       "      <td id=\"T_c2bff_row14_col5\" class=\"data row14 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_c2bff_level0_row15\" class=\"row_heading level0 row15\" >coef_cars1_persons_18_24</th>\n",
+       "      <td id=\"T_c2bff_row15_col0\" class=\"data row15 col0\" >-0.476</td>\n",
+       "      <td id=\"T_c2bff_row15_col1\" class=\"data row15 col1\" > 0.0586</td>\n",
+       "      <td id=\"T_c2bff_row15_col2\" class=\"data row15 col2\" >-8.11</td>\n",
+       "      <td id=\"T_c2bff_row15_col3\" class=\"data row15 col3\" >***</td>\n",
+       "      <td id=\"T_c2bff_row15_col4\" class=\"data row15 col4\" > 0.00</td>\n",
+       "      <td id=\"T_c2bff_row15_col5\" class=\"data row15 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_c2bff_level0_row16\" class=\"row_heading level0 row16\" >coef_cars1_persons_25_34</th>\n",
+       "      <td id=\"T_c2bff_row16_col0\" class=\"data row16 col0\" > 0.00</td>\n",
+       "      <td id=\"T_c2bff_row16_col1\" class=\"data row16 col1\" > 0.00</td>\n",
+       "      <td id=\"T_c2bff_row16_col2\" class=\"data row16 col2\" > NA</td>\n",
+       "      <td id=\"T_c2bff_row16_col3\" class=\"data row16 col3\" ></td>\n",
+       "      <td id=\"T_c2bff_row16_col4\" class=\"data row16 col4\" > 0.00</td>\n",
+       "      <td id=\"T_c2bff_row16_col5\" class=\"data row16 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_c2bff_level0_row17\" class=\"row_heading level0 row17\" >coef_cars1_presence_children_0_4</th>\n",
+       "      <td id=\"T_c2bff_row17_col0\" class=\"data row17 col0\" > 0.487</td>\n",
+       "      <td id=\"T_c2bff_row17_col1\" class=\"data row17 col1\" > 0.130</td>\n",
+       "      <td id=\"T_c2bff_row17_col2\" class=\"data row17 col2\" > 3.75</td>\n",
+       "      <td id=\"T_c2bff_row17_col3\" class=\"data row17 col3\" >***</td>\n",
+       "      <td id=\"T_c2bff_row17_col4\" class=\"data row17 col4\" > 0.00</td>\n",
+       "      <td id=\"T_c2bff_row17_col5\" class=\"data row17 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_c2bff_level0_row18\" class=\"row_heading level0 row18\" >coef_cars1_presence_children_5_17</th>\n",
+       "      <td id=\"T_c2bff_row18_col0\" class=\"data row18 col0\" > 0.0390</td>\n",
+       "      <td id=\"T_c2bff_row18_col1\" class=\"data row18 col1\" > 0.0934</td>\n",
+       "      <td id=\"T_c2bff_row18_col2\" class=\"data row18 col2\" > 0.42</td>\n",
+       "      <td id=\"T_c2bff_row18_col3\" class=\"data row18 col3\" ></td>\n",
+       "      <td id=\"T_c2bff_row18_col4\" class=\"data row18 col4\" > 0.00</td>\n",
+       "      <td id=\"T_c2bff_row18_col5\" class=\"data row18 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_c2bff_level0_row19\" class=\"row_heading level0 row19\" >coef_cars234_asc_marin</th>\n",
+       "      <td id=\"T_c2bff_row19_col0\" class=\"data row19 col0\" > 0.00</td>\n",
+       "      <td id=\"T_c2bff_row19_col1\" class=\"data row19 col1\" > 0.00</td>\n",
+       "      <td id=\"T_c2bff_row19_col2\" class=\"data row19 col2\" > NA</td>\n",
+       "      <td id=\"T_c2bff_row19_col3\" class=\"data row19 col3\" ></td>\n",
+       "      <td id=\"T_c2bff_row19_col4\" class=\"data row19 col4\" > 0.00</td>\n",
+       "      <td id=\"T_c2bff_row19_col5\" class=\"data row19 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_c2bff_level0_row20\" class=\"row_heading level0 row20\" >coef_cars234_presence_children_0_4</th>\n",
+       "      <td id=\"T_c2bff_row20_col0\" class=\"data row20 col0\" > 0.834</td>\n",
+       "      <td id=\"T_c2bff_row20_col1\" class=\"data row20 col1\" > 0.137</td>\n",
+       "      <td id=\"T_c2bff_row20_col2\" class=\"data row20 col2\" > 6.10</td>\n",
+       "      <td id=\"T_c2bff_row20_col3\" class=\"data row20 col3\" >***</td>\n",
+       "      <td id=\"T_c2bff_row20_col4\" class=\"data row20 col4\" > 0.00</td>\n",
+       "      <td id=\"T_c2bff_row20_col5\" class=\"data row20 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_c2bff_level0_row21\" class=\"row_heading level0 row21\" >coef_cars2_asc</th>\n",
+       "      <td id=\"T_c2bff_row21_col0\" class=\"data row21 col0\" >-0.817</td>\n",
+       "      <td id=\"T_c2bff_row21_col1\" class=\"data row21 col1\" > 0.944</td>\n",
+       "      <td id=\"T_c2bff_row21_col2\" class=\"data row21 col2\" >-0.87</td>\n",
+       "      <td id=\"T_c2bff_row21_col3\" class=\"data row21 col3\" ></td>\n",
+       "      <td id=\"T_c2bff_row21_col4\" class=\"data row21 col4\" > 0.00</td>\n",
+       "      <td id=\"T_c2bff_row21_col5\" class=\"data row21 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_c2bff_level0_row22\" class=\"row_heading level0 row22\" >coef_cars2_asc_county</th>\n",
+       "      <td id=\"T_c2bff_row22_col0\" class=\"data row22 col0\" >-0.534</td>\n",
+       "      <td id=\"T_c2bff_row22_col1\" class=\"data row22 col1\" > 0.166</td>\n",
+       "      <td id=\"T_c2bff_row22_col2\" class=\"data row22 col2\" >-3.22</td>\n",
+       "      <td id=\"T_c2bff_row22_col3\" class=\"data row22 col3\" >**</td>\n",
+       "      <td id=\"T_c2bff_row22_col4\" class=\"data row22 col4\" > 0.00</td>\n",
+       "      <td id=\"T_c2bff_row22_col5\" class=\"data row22 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_c2bff_level0_row23\" class=\"row_heading level0 row23\" >coef_cars2_asc_san_francisco</th>\n",
+       "      <td id=\"T_c2bff_row23_col0\" class=\"data row23 col0\" > 0.395</td>\n",
+       "      <td id=\"T_c2bff_row23_col1\" class=\"data row23 col1\" > 0.123</td>\n",
+       "      <td id=\"T_c2bff_row23_col2\" class=\"data row23 col2\" > 3.22</td>\n",
+       "      <td id=\"T_c2bff_row23_col3\" class=\"data row23 col3\" >**</td>\n",
+       "      <td id=\"T_c2bff_row23_col4\" class=\"data row23 col4\" > 0.00</td>\n",
+       "      <td id=\"T_c2bff_row23_col5\" class=\"data row23 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_c2bff_level0_row24\" class=\"row_heading level0 row24\" >coef_cars2_auto_time_saving_per_worker</th>\n",
+       "      <td id=\"T_c2bff_row24_col0\" class=\"data row24 col0\" > 0.626</td>\n",
+       "      <td id=\"T_c2bff_row24_col1\" class=\"data row24 col1\" > 0.197</td>\n",
+       "      <td id=\"T_c2bff_row24_col2\" class=\"data row24 col2\" > 3.18</td>\n",
+       "      <td id=\"T_c2bff_row24_col3\" class=\"data row24 col3\" >**</td>\n",
+       "      <td id=\"T_c2bff_row24_col4\" class=\"data row24 col4\" > 0.00</td>\n",
+       "      <td id=\"T_c2bff_row24_col5\" class=\"data row24 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_c2bff_level0_row25\" class=\"row_heading level0 row25\" >coef_cars2_density_0_10_no_workers</th>\n",
+       "      <td id=\"T_c2bff_row25_col0\" class=\"data row25 col0\" >-0.189</td>\n",
+       "      <td id=\"T_c2bff_row25_col1\" class=\"data row25 col1\" > 0.0118</td>\n",
+       "      <td id=\"T_c2bff_row25_col2\" class=\"data row25 col2\" >-16.03</td>\n",
+       "      <td id=\"T_c2bff_row25_col3\" class=\"data row25 col3\" >***</td>\n",
+       "      <td id=\"T_c2bff_row25_col4\" class=\"data row25 col4\" > 0.00</td>\n",
+       "      <td id=\"T_c2bff_row25_col5\" class=\"data row25 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_c2bff_level0_row26\" class=\"row_heading level0 row26\" >coef_cars2_density_10_up_no_workers</th>\n",
+       "      <td id=\"T_c2bff_row26_col0\" class=\"data row26 col0\" >-0.119</td>\n",
+       "      <td id=\"T_c2bff_row26_col1\" class=\"data row26 col1\" > 0.0117</td>\n",
+       "      <td id=\"T_c2bff_row26_col2\" class=\"data row26 col2\" >-10.12</td>\n",
+       "      <td id=\"T_c2bff_row26_col3\" class=\"data row26 col3\" >***</td>\n",
+       "      <td id=\"T_c2bff_row26_col4\" class=\"data row26 col4\" > 0.00</td>\n",
+       "      <td id=\"T_c2bff_row26_col5\" class=\"data row26 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_c2bff_level0_row27\" class=\"row_heading level0 row27\" >coef_cars2_drivers_2</th>\n",
+       "      <td id=\"T_c2bff_row27_col0\" class=\"data row27 col0\" > 2.88</td>\n",
+       "      <td id=\"T_c2bff_row27_col1\" class=\"data row27 col1\" > 0.0602</td>\n",
+       "      <td id=\"T_c2bff_row27_col2\" class=\"data row27 col2\" > 47.87</td>\n",
+       "      <td id=\"T_c2bff_row27_col3\" class=\"data row27 col3\" >***</td>\n",
+       "      <td id=\"T_c2bff_row27_col4\" class=\"data row27 col4\" > 0.00</td>\n",
+       "      <td id=\"T_c2bff_row27_col5\" class=\"data row27 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_c2bff_level0_row28\" class=\"row_heading level0 row28\" >coef_cars2_drivers_3</th>\n",
+       "      <td id=\"T_c2bff_row28_col0\" class=\"data row28 col0\" > 3.46</td>\n",
+       "      <td id=\"T_c2bff_row28_col1\" class=\"data row28 col1\" > 0.0971</td>\n",
+       "      <td id=\"T_c2bff_row28_col2\" class=\"data row28 col2\" > 35.68</td>\n",
+       "      <td id=\"T_c2bff_row28_col3\" class=\"data row28 col3\" >***</td>\n",
+       "      <td id=\"T_c2bff_row28_col4\" class=\"data row28 col4\" > 0.00</td>\n",
+       "      <td id=\"T_c2bff_row28_col5\" class=\"data row28 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_c2bff_level0_row29\" class=\"row_heading level0 row29\" >coef_cars2_drivers_4_up</th>\n",
+       "      <td id=\"T_c2bff_row29_col0\" class=\"data row29 col0\" > 6.18</td>\n",
+       "      <td id=\"T_c2bff_row29_col1\" class=\"data row29 col1\" > 0.332</td>\n",
+       "      <td id=\"T_c2bff_row29_col2\" class=\"data row29 col2\" > 18.61</td>\n",
+       "      <td id=\"T_c2bff_row29_col3\" class=\"data row29 col3\" >***</td>\n",
+       "      <td id=\"T_c2bff_row29_col4\" class=\"data row29 col4\" > 0.00</td>\n",
+       "      <td id=\"T_c2bff_row29_col5\" class=\"data row29 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_c2bff_level0_row30\" class=\"row_heading level0 row30\" >coef_cars2_hh_income_0_30k</th>\n",
+       "      <td id=\"T_c2bff_row30_col0\" class=\"data row30 col0\" > 0.0557</td>\n",
+       "      <td id=\"T_c2bff_row30_col1\" class=\"data row30 col1\" > 0.00419</td>\n",
+       "      <td id=\"T_c2bff_row30_col2\" class=\"data row30 col2\" > 13.31</td>\n",
+       "      <td id=\"T_c2bff_row30_col3\" class=\"data row30 col3\" >***</td>\n",
+       "      <td id=\"T_c2bff_row30_col4\" class=\"data row30 col4\" > 0.00</td>\n",
+       "      <td id=\"T_c2bff_row30_col5\" class=\"data row30 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_c2bff_level0_row31\" class=\"row_heading level0 row31\" >coef_cars2_hh_income_30_up</th>\n",
+       "      <td id=\"T_c2bff_row31_col0\" class=\"data row31 col0\" > 0.00709</td>\n",
+       "      <td id=\"T_c2bff_row31_col1\" class=\"data row31 col1\" > 0.000782</td>\n",
+       "      <td id=\"T_c2bff_row31_col2\" class=\"data row31 col2\" > 9.07</td>\n",
+       "      <td id=\"T_c2bff_row31_col3\" class=\"data row31 col3\" >***</td>\n",
+       "      <td id=\"T_c2bff_row31_col4\" class=\"data row31 col4\" > 0.00</td>\n",
+       "      <td id=\"T_c2bff_row31_col5\" class=\"data row31 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_c2bff_level0_row32\" class=\"row_heading level0 row32\" >coef_cars2_num_workers_clip_3</th>\n",
+       "      <td id=\"T_c2bff_row32_col0\" class=\"data row32 col0\" > 0.317</td>\n",
+       "      <td id=\"T_c2bff_row32_col1\" class=\"data row32 col1\" > 0.0420</td>\n",
+       "      <td id=\"T_c2bff_row32_col2\" class=\"data row32 col2\" > 7.55</td>\n",
+       "      <td id=\"T_c2bff_row32_col3\" class=\"data row32 col3\" >***</td>\n",
+       "      <td id=\"T_c2bff_row32_col4\" class=\"data row32 col4\" > 0.00</td>\n",
+       "      <td id=\"T_c2bff_row32_col5\" class=\"data row32 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_c2bff_level0_row33\" class=\"row_heading level0 row33\" >coef_cars2_persons_16_17</th>\n",
+       "      <td id=\"T_c2bff_row33_col0\" class=\"data row33 col0\" >-0.845</td>\n",
+       "      <td id=\"T_c2bff_row33_col1\" class=\"data row33 col1\" > 0.0976</td>\n",
+       "      <td id=\"T_c2bff_row33_col2\" class=\"data row33 col2\" >-8.66</td>\n",
+       "      <td id=\"T_c2bff_row33_col3\" class=\"data row33 col3\" >***</td>\n",
+       "      <td id=\"T_c2bff_row33_col4\" class=\"data row33 col4\" > 0.00</td>\n",
+       "      <td id=\"T_c2bff_row33_col5\" class=\"data row33 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_c2bff_level0_row34\" class=\"row_heading level0 row34\" >coef_cars2_persons_18_24</th>\n",
+       "      <td id=\"T_c2bff_row34_col0\" class=\"data row34 col0\" >-0.990</td>\n",
+       "      <td id=\"T_c2bff_row34_col1\" class=\"data row34 col1\" > 0.0659</td>\n",
+       "      <td id=\"T_c2bff_row34_col2\" class=\"data row34 col2\" >-15.04</td>\n",
+       "      <td id=\"T_c2bff_row34_col3\" class=\"data row34 col3\" >***</td>\n",
+       "      <td id=\"T_c2bff_row34_col4\" class=\"data row34 col4\" > 0.00</td>\n",
+       "      <td id=\"T_c2bff_row34_col5\" class=\"data row34 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_c2bff_level0_row35\" class=\"row_heading level0 row35\" >coef_cars2_persons_25_34</th>\n",
+       "      <td id=\"T_c2bff_row35_col0\" class=\"data row35 col0\" >-0.379</td>\n",
+       "      <td id=\"T_c2bff_row35_col1\" class=\"data row35 col1\" > 0.0322</td>\n",
+       "      <td id=\"T_c2bff_row35_col2\" class=\"data row35 col2\" >-11.77</td>\n",
+       "      <td id=\"T_c2bff_row35_col3\" class=\"data row35 col3\" >***</td>\n",
+       "      <td id=\"T_c2bff_row35_col4\" class=\"data row35 col4\" > 0.00</td>\n",
+       "      <td id=\"T_c2bff_row35_col5\" class=\"data row35 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_c2bff_level0_row36\" class=\"row_heading level0 row36\" >coef_cars2_presence_children_5_17</th>\n",
+       "      <td id=\"T_c2bff_row36_col0\" class=\"data row36 col0\" > 0.327</td>\n",
+       "      <td id=\"T_c2bff_row36_col1\" class=\"data row36 col1\" > 0.104</td>\n",
+       "      <td id=\"T_c2bff_row36_col2\" class=\"data row36 col2\" > 3.16</td>\n",
+       "      <td id=\"T_c2bff_row36_col3\" class=\"data row36 col3\" >**</td>\n",
+       "      <td id=\"T_c2bff_row36_col4\" class=\"data row36 col4\" > 0.00</td>\n",
+       "      <td id=\"T_c2bff_row36_col5\" class=\"data row36 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_c2bff_level0_row37\" class=\"row_heading level0 row37\" >coef_cars34_asc_county</th>\n",
+       "      <td id=\"T_c2bff_row37_col0\" class=\"data row37 col0\" >-0.261</td>\n",
+       "      <td id=\"T_c2bff_row37_col1\" class=\"data row37 col1\" > 0.173</td>\n",
+       "      <td id=\"T_c2bff_row37_col2\" class=\"data row37 col2\" >-1.50</td>\n",
+       "      <td id=\"T_c2bff_row37_col3\" class=\"data row37 col3\" ></td>\n",
+       "      <td id=\"T_c2bff_row37_col4\" class=\"data row37 col4\" > 0.00</td>\n",
+       "      <td id=\"T_c2bff_row37_col5\" class=\"data row37 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_c2bff_level0_row38\" class=\"row_heading level0 row38\" >coef_cars34_asc_san_francisco</th>\n",
+       "      <td id=\"T_c2bff_row38_col0\" class=\"data row38 col0\" > 0.0559</td>\n",
+       "      <td id=\"T_c2bff_row38_col1\" class=\"data row38 col1\" > 0.161</td>\n",
+       "      <td id=\"T_c2bff_row38_col2\" class=\"data row38 col2\" > 0.35</td>\n",
+       "      <td id=\"T_c2bff_row38_col3\" class=\"data row38 col3\" ></td>\n",
+       "      <td id=\"T_c2bff_row38_col4\" class=\"data row38 col4\" > 0.00</td>\n",
+       "      <td id=\"T_c2bff_row38_col5\" class=\"data row38 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_c2bff_level0_row39\" class=\"row_heading level0 row39\" >coef_cars34_density_0_10_no_workers</th>\n",
+       "      <td id=\"T_c2bff_row39_col0\" class=\"data row39 col0\" >-0.343</td>\n",
+       "      <td id=\"T_c2bff_row39_col1\" class=\"data row39 col1\" > 0.0182</td>\n",
+       "      <td id=\"T_c2bff_row39_col2\" class=\"data row39 col2\" >-18.81</td>\n",
+       "      <td id=\"T_c2bff_row39_col3\" class=\"data row39 col3\" >***</td>\n",
+       "      <td id=\"T_c2bff_row39_col4\" class=\"data row39 col4\" > 0.00</td>\n",
+       "      <td id=\"T_c2bff_row39_col5\" class=\"data row39 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_c2bff_level0_row40\" class=\"row_heading level0 row40\" >coef_cars34_density_10_up_no_workers</th>\n",
+       "      <td id=\"T_c2bff_row40_col0\" class=\"data row40 col0\" >-0.255</td>\n",
+       "      <td id=\"T_c2bff_row40_col1\" class=\"data row40 col1\" > 0.0544</td>\n",
+       "      <td id=\"T_c2bff_row40_col2\" class=\"data row40 col2\" >-4.69</td>\n",
+       "      <td id=\"T_c2bff_row40_col3\" class=\"data row40 col3\" >***</td>\n",
+       "      <td id=\"T_c2bff_row40_col4\" class=\"data row40 col4\" > 0.00</td>\n",
+       "      <td id=\"T_c2bff_row40_col5\" class=\"data row40 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_c2bff_level0_row41\" class=\"row_heading level0 row41\" >coef_cars34_persons_16_17</th>\n",
+       "      <td id=\"T_c2bff_row41_col0\" class=\"data row41 col0\" >-1.82</td>\n",
+       "      <td id=\"T_c2bff_row41_col1\" class=\"data row41 col1\" > 0.113</td>\n",
+       "      <td id=\"T_c2bff_row41_col2\" class=\"data row41 col2\" >-16.13</td>\n",
+       "      <td id=\"T_c2bff_row41_col3\" class=\"data row41 col3\" >***</td>\n",
+       "      <td id=\"T_c2bff_row41_col4\" class=\"data row41 col4\" > 0.00</td>\n",
+       "      <td id=\"T_c2bff_row41_col5\" class=\"data row41 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_c2bff_level0_row42\" class=\"row_heading level0 row42\" >coef_cars34_persons_18_24</th>\n",
+       "      <td id=\"T_c2bff_row42_col0\" class=\"data row42 col0\" >-1.01</td>\n",
+       "      <td id=\"T_c2bff_row42_col1\" class=\"data row42 col1\" > 0.0695</td>\n",
+       "      <td id=\"T_c2bff_row42_col2\" class=\"data row42 col2\" >-14.60</td>\n",
+       "      <td id=\"T_c2bff_row42_col3\" class=\"data row42 col3\" >***</td>\n",
+       "      <td id=\"T_c2bff_row42_col4\" class=\"data row42 col4\" > 0.00</td>\n",
+       "      <td id=\"T_c2bff_row42_col5\" class=\"data row42 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_c2bff_level0_row43\" class=\"row_heading level0 row43\" >coef_cars34_persons_25_34</th>\n",
+       "      <td id=\"T_c2bff_row43_col0\" class=\"data row43 col0\" >-0.745</td>\n",
+       "      <td id=\"T_c2bff_row43_col1\" class=\"data row43 col1\" > 0.0402</td>\n",
+       "      <td id=\"T_c2bff_row43_col2\" class=\"data row43 col2\" >-18.56</td>\n",
+       "      <td id=\"T_c2bff_row43_col3\" class=\"data row43 col3\" >***</td>\n",
+       "      <td id=\"T_c2bff_row43_col4\" class=\"data row43 col4\" > 0.00</td>\n",
+       "      <td id=\"T_c2bff_row43_col5\" class=\"data row43 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_c2bff_level0_row44\" class=\"row_heading level0 row44\" >coef_cars34_presence_children_5_17</th>\n",
+       "      <td id=\"T_c2bff_row44_col0\" class=\"data row44 col0\" > 0.542</td>\n",
+       "      <td id=\"T_c2bff_row44_col1\" class=\"data row44 col1\" > 0.112</td>\n",
+       "      <td id=\"T_c2bff_row44_col2\" class=\"data row44 col2\" > 4.83</td>\n",
+       "      <td id=\"T_c2bff_row44_col3\" class=\"data row44 col3\" >***</td>\n",
+       "      <td id=\"T_c2bff_row44_col4\" class=\"data row44 col4\" > 0.00</td>\n",
+       "      <td id=\"T_c2bff_row44_col5\" class=\"data row44 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_c2bff_level0_row45\" class=\"row_heading level0 row45\" >coef_cars3_asc</th>\n",
+       "      <td id=\"T_c2bff_row45_col0\" class=\"data row45 col0\" >-3.43</td>\n",
+       "      <td id=\"T_c2bff_row45_col1\" class=\"data row45 col1\" > 0.962</td>\n",
+       "      <td id=\"T_c2bff_row45_col2\" class=\"data row45 col2\" >-3.56</td>\n",
+       "      <td id=\"T_c2bff_row45_col3\" class=\"data row45 col3\" >***</td>\n",
+       "      <td id=\"T_c2bff_row45_col4\" class=\"data row45 col4\" > 0.00</td>\n",
+       "      <td id=\"T_c2bff_row45_col5\" class=\"data row45 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_c2bff_level0_row46\" class=\"row_heading level0 row46\" >coef_cars3_auto_time_saving_per_worker</th>\n",
+       "      <td id=\"T_c2bff_row46_col0\" class=\"data row46 col0\" > 0.538</td>\n",
+       "      <td id=\"T_c2bff_row46_col1\" class=\"data row46 col1\" > 0.215</td>\n",
+       "      <td id=\"T_c2bff_row46_col2\" class=\"data row46 col2\" > 2.50</td>\n",
+       "      <td id=\"T_c2bff_row46_col3\" class=\"data row46 col3\" >*</td>\n",
+       "      <td id=\"T_c2bff_row46_col4\" class=\"data row46 col4\" > 0.00</td>\n",
+       "      <td id=\"T_c2bff_row46_col5\" class=\"data row46 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_c2bff_level0_row47\" class=\"row_heading level0 row47\" >coef_cars3_drivers_2</th>\n",
+       "      <td id=\"T_c2bff_row47_col0\" class=\"data row47 col0\" > 3.33</td>\n",
+       "      <td id=\"T_c2bff_row47_col1\" class=\"data row47 col1\" > 0.151</td>\n",
+       "      <td id=\"T_c2bff_row47_col2\" class=\"data row47 col2\" > 21.99</td>\n",
+       "      <td id=\"T_c2bff_row47_col3\" class=\"data row47 col3\" >***</td>\n",
+       "      <td id=\"T_c2bff_row47_col4\" class=\"data row47 col4\" > 0.00</td>\n",
+       "      <td id=\"T_c2bff_row47_col5\" class=\"data row47 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_c2bff_level0_row48\" class=\"row_heading level0 row48\" >coef_cars3_drivers_3</th>\n",
+       "      <td id=\"T_c2bff_row48_col0\" class=\"data row48 col0\" > 5.70</td>\n",
+       "      <td id=\"T_c2bff_row48_col1\" class=\"data row48 col1\" > 0.170</td>\n",
+       "      <td id=\"T_c2bff_row48_col2\" class=\"data row48 col2\" > 33.48</td>\n",
+       "      <td id=\"T_c2bff_row48_col3\" class=\"data row48 col3\" >***</td>\n",
+       "      <td id=\"T_c2bff_row48_col4\" class=\"data row48 col4\" > 0.00</td>\n",
+       "      <td id=\"T_c2bff_row48_col5\" class=\"data row48 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_c2bff_level0_row49\" class=\"row_heading level0 row49\" >coef_cars3_drivers_4_up</th>\n",
+       "      <td id=\"T_c2bff_row49_col0\" class=\"data row49 col0\" > 8.64</td>\n",
+       "      <td id=\"T_c2bff_row49_col1\" class=\"data row49 col1\" > 0.364</td>\n",
+       "      <td id=\"T_c2bff_row49_col2\" class=\"data row49 col2\" > 23.72</td>\n",
+       "      <td id=\"T_c2bff_row49_col3\" class=\"data row49 col3\" >***</td>\n",
+       "      <td id=\"T_c2bff_row49_col4\" class=\"data row49 col4\" > 0.00</td>\n",
+       "      <td id=\"T_c2bff_row49_col5\" class=\"data row49 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_c2bff_level0_row50\" class=\"row_heading level0 row50\" >coef_cars3_hh_income_0_30k</th>\n",
+       "      <td id=\"T_c2bff_row50_col0\" class=\"data row50 col0\" > 0.0644</td>\n",
+       "      <td id=\"T_c2bff_row50_col1\" class=\"data row50 col1\" > 0.00668</td>\n",
+       "      <td id=\"T_c2bff_row50_col2\" class=\"data row50 col2\" > 9.65</td>\n",
+       "      <td id=\"T_c2bff_row50_col3\" class=\"data row50 col3\" >***</td>\n",
+       "      <td id=\"T_c2bff_row50_col4\" class=\"data row50 col4\" > 0.00</td>\n",
+       "      <td id=\"T_c2bff_row50_col5\" class=\"data row50 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_c2bff_level0_row51\" class=\"row_heading level0 row51\" >coef_cars3_hh_income_30_up</th>\n",
+       "      <td id=\"T_c2bff_row51_col0\" class=\"data row51 col0\" > 0.00913</td>\n",
+       "      <td id=\"T_c2bff_row51_col1\" class=\"data row51 col1\" > 0.00103</td>\n",
+       "      <td id=\"T_c2bff_row51_col2\" class=\"data row51 col2\" > 8.88</td>\n",
+       "      <td id=\"T_c2bff_row51_col3\" class=\"data row51 col3\" >***</td>\n",
+       "      <td id=\"T_c2bff_row51_col4\" class=\"data row51 col4\" > 0.00</td>\n",
+       "      <td id=\"T_c2bff_row51_col5\" class=\"data row51 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_c2bff_level0_row52\" class=\"row_heading level0 row52\" >coef_cars3_num_workers_clip_3</th>\n",
+       "      <td id=\"T_c2bff_row52_col0\" class=\"data row52 col0\" > 0.650</td>\n",
+       "      <td id=\"T_c2bff_row52_col1\" class=\"data row52 col1\" > 0.0519</td>\n",
+       "      <td id=\"T_c2bff_row52_col2\" class=\"data row52 col2\" > 12.53</td>\n",
+       "      <td id=\"T_c2bff_row52_col3\" class=\"data row52 col3\" >***</td>\n",
+       "      <td id=\"T_c2bff_row52_col4\" class=\"data row52 col4\" > 0.00</td>\n",
+       "      <td id=\"T_c2bff_row52_col5\" class=\"data row52 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_c2bff_level0_row53\" class=\"row_heading level0 row53\" >coef_cars4_asc</th>\n",
+       "      <td id=\"T_c2bff_row53_col0\" class=\"data row53 col0\" >-5.53</td>\n",
+       "      <td id=\"T_c2bff_row53_col1\" class=\"data row53 col1\" > 1.02</td>\n",
+       "      <td id=\"T_c2bff_row53_col2\" class=\"data row53 col2\" >-5.42</td>\n",
+       "      <td id=\"T_c2bff_row53_col3\" class=\"data row53 col3\" >***</td>\n",
+       "      <td id=\"T_c2bff_row53_col4\" class=\"data row53 col4\" > 0.00</td>\n",
+       "      <td id=\"T_c2bff_row53_col5\" class=\"data row53 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_c2bff_level0_row54\" class=\"row_heading level0 row54\" >coef_cars4_auto_time_saving_per_worker</th>\n",
+       "      <td id=\"T_c2bff_row54_col0\" class=\"data row54 col0\" > 0.834</td>\n",
+       "      <td id=\"T_c2bff_row54_col1\" class=\"data row54 col1\" > 0.249</td>\n",
+       "      <td id=\"T_c2bff_row54_col2\" class=\"data row54 col2\" > 3.35</td>\n",
+       "      <td id=\"T_c2bff_row54_col3\" class=\"data row54 col3\" >***</td>\n",
+       "      <td id=\"T_c2bff_row54_col4\" class=\"data row54 col4\" > 0.00</td>\n",
+       "      <td id=\"T_c2bff_row54_col5\" class=\"data row54 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_c2bff_level0_row55\" class=\"row_heading level0 row55\" >coef_cars4_drivers_2</th>\n",
+       "      <td id=\"T_c2bff_row55_col0\" class=\"data row55 col0\" > 2.65</td>\n",
+       "      <td id=\"T_c2bff_row55_col1\" class=\"data row55 col1\" > 0.287</td>\n",
+       "      <td id=\"T_c2bff_row55_col2\" class=\"data row55 col2\" > 9.23</td>\n",
+       "      <td id=\"T_c2bff_row55_col3\" class=\"data row55 col3\" >***</td>\n",
+       "      <td id=\"T_c2bff_row55_col4\" class=\"data row55 col4\" > 0.00</td>\n",
+       "      <td id=\"T_c2bff_row55_col5\" class=\"data row55 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_c2bff_level0_row56\" class=\"row_heading level0 row56\" >coef_cars4_drivers_3</th>\n",
+       "      <td id=\"T_c2bff_row56_col0\" class=\"data row56 col0\" > 5.33</td>\n",
+       "      <td id=\"T_c2bff_row56_col1\" class=\"data row56 col1\" > 0.297</td>\n",
+       "      <td id=\"T_c2bff_row56_col2\" class=\"data row56 col2\" > 17.95</td>\n",
+       "      <td id=\"T_c2bff_row56_col3\" class=\"data row56 col3\" >***</td>\n",
+       "      <td id=\"T_c2bff_row56_col4\" class=\"data row56 col4\" > 0.00</td>\n",
+       "      <td id=\"T_c2bff_row56_col5\" class=\"data row56 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_c2bff_level0_row57\" class=\"row_heading level0 row57\" >coef_cars4_drivers_4_up</th>\n",
+       "      <td id=\"T_c2bff_row57_col0\" class=\"data row57 col0\" > 9.42</td>\n",
+       "      <td id=\"T_c2bff_row57_col1\" class=\"data row57 col1\" > 0.436</td>\n",
+       "      <td id=\"T_c2bff_row57_col2\" class=\"data row57 col2\" > 21.59</td>\n",
+       "      <td id=\"T_c2bff_row57_col3\" class=\"data row57 col3\" >***</td>\n",
+       "      <td id=\"T_c2bff_row57_col4\" class=\"data row57 col4\" > 0.00</td>\n",
+       "      <td id=\"T_c2bff_row57_col5\" class=\"data row57 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_c2bff_level0_row58\" class=\"row_heading level0 row58\" >coef_cars4_hh_income_0_30k</th>\n",
+       "      <td id=\"T_c2bff_row58_col0\" class=\"data row58 col0\" > 0.0718</td>\n",
+       "      <td id=\"T_c2bff_row58_col1\" class=\"data row58 col1\" > 0.0111</td>\n",
+       "      <td id=\"T_c2bff_row58_col2\" class=\"data row58 col2\" > 6.46</td>\n",
+       "      <td id=\"T_c2bff_row58_col3\" class=\"data row58 col3\" >***</td>\n",
+       "      <td id=\"T_c2bff_row58_col4\" class=\"data row58 col4\" > 0.00</td>\n",
+       "      <td id=\"T_c2bff_row58_col5\" class=\"data row58 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_c2bff_level0_row59\" class=\"row_heading level0 row59\" >coef_cars4_hh_income_30_up</th>\n",
+       "      <td id=\"T_c2bff_row59_col0\" class=\"data row59 col0\" > 0.0132</td>\n",
+       "      <td id=\"T_c2bff_row59_col1\" class=\"data row59 col1\" > 0.00132</td>\n",
+       "      <td id=\"T_c2bff_row59_col2\" class=\"data row59 col2\" > 10.00</td>\n",
+       "      <td id=\"T_c2bff_row59_col3\" class=\"data row59 col3\" >***</td>\n",
+       "      <td id=\"T_c2bff_row59_col4\" class=\"data row59 col4\" > 0.00</td>\n",
+       "      <td id=\"T_c2bff_row59_col5\" class=\"data row59 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_c2bff_level0_row60\" class=\"row_heading level0 row60\" >coef_cars4_num_workers_clip_3</th>\n",
+       "      <td id=\"T_c2bff_row60_col0\" class=\"data row60 col0\" > 0.949</td>\n",
+       "      <td id=\"T_c2bff_row60_col1\" class=\"data row60 col1\" > 0.0646</td>\n",
+       "      <td id=\"T_c2bff_row60_col2\" class=\"data row60 col2\" > 14.69</td>\n",
+       "      <td id=\"T_c2bff_row60_col3\" class=\"data row60 col3\" >***</td>\n",
+       "      <td id=\"T_c2bff_row60_col4\" class=\"data row60 col4\" > 0.00</td>\n",
+       "      <td id=\"T_c2bff_row60_col5\" class=\"data row60 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_c2bff_level0_row61\" class=\"row_heading level0 row61\" >coef_retail_auto_no_workers</th>\n",
+       "      <td id=\"T_c2bff_row61_col0\" class=\"data row61 col0\" > 0.0398</td>\n",
+       "      <td id=\"T_c2bff_row61_col1\" class=\"data row61 col1\" > 0.101</td>\n",
+       "      <td id=\"T_c2bff_row61_col2\" class=\"data row61 col2\" > 0.39</td>\n",
+       "      <td id=\"T_c2bff_row61_col3\" class=\"data row61 col3\" ></td>\n",
+       "      <td id=\"T_c2bff_row61_col4\" class=\"data row61 col4\" > 0.00</td>\n",
+       "      <td id=\"T_c2bff_row61_col5\" class=\"data row61 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_c2bff_level0_row62\" class=\"row_heading level0 row62\" >coef_retail_auto_workers</th>\n",
+       "      <td id=\"T_c2bff_row62_col0\" class=\"data row62 col0\" > 0.156</td>\n",
+       "      <td id=\"T_c2bff_row62_col1\" class=\"data row62 col1\" > 0.102</td>\n",
+       "      <td id=\"T_c2bff_row62_col2\" class=\"data row62 col2\" > 1.52</td>\n",
+       "      <td id=\"T_c2bff_row62_col3\" class=\"data row62 col3\" ></td>\n",
+       "      <td id=\"T_c2bff_row62_col4\" class=\"data row62 col4\" > 0.00</td>\n",
+       "      <td id=\"T_c2bff_row62_col5\" class=\"data row62 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_c2bff_level0_row63\" class=\"row_heading level0 row63\" >coef_retail_non_motor</th>\n",
+       "      <td id=\"T_c2bff_row63_col0\" class=\"data row63 col0\" >-0.0300</td>\n",
+       "      <td id=\"T_c2bff_row63_col1\" class=\"data row63 col1\" > 0.00</td>\n",
+       "      <td id=\"T_c2bff_row63_col2\" class=\"data row63 col2\" > NA</td>\n",
+       "      <td id=\"T_c2bff_row63_col3\" class=\"data row63 col3\" ></td>\n",
+       "      <td id=\"T_c2bff_row63_col4\" class=\"data row63 col4\" > 0.00</td>\n",
+       "      <td id=\"T_c2bff_row63_col5\" class=\"data row63 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_c2bff_level0_row64\" class=\"row_heading level0 row64\" >coef_retail_transit_no_workers</th>\n",
+       "      <td id=\"T_c2bff_row64_col0\" class=\"data row64 col0\" >-0.308</td>\n",
+       "      <td id=\"T_c2bff_row64_col1\" class=\"data row64 col1\" > 0.0295</td>\n",
+       "      <td id=\"T_c2bff_row64_col2\" class=\"data row64 col2\" >-10.44</td>\n",
+       "      <td id=\"T_c2bff_row64_col3\" class=\"data row64 col3\" >***</td>\n",
+       "      <td id=\"T_c2bff_row64_col4\" class=\"data row64 col4\" > 0.00</td>\n",
+       "      <td id=\"T_c2bff_row64_col5\" class=\"data row64 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_c2bff_level0_row65\" class=\"row_heading level0 row65\" >coef_retail_transit_workers</th>\n",
+       "      <td id=\"T_c2bff_row65_col0\" class=\"data row65 col0\" >-0.525</td>\n",
+       "      <td id=\"T_c2bff_row65_col1\" class=\"data row65 col1\" > 0.0396</td>\n",
+       "      <td id=\"T_c2bff_row65_col2\" class=\"data row65 col2\" >-13.24</td>\n",
+       "      <td id=\"T_c2bff_row65_col3\" class=\"data row65 col3\" >***</td>\n",
+       "      <td id=\"T_c2bff_row65_col4\" class=\"data row65 col4\" > 0.00</td>\n",
+       "      <td id=\"T_c2bff_row65_col5\" class=\"data row65 col5\" ></td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n"
+      ],
+      "text/plain": [
+       "<pandas.io.formats.style.Styler at 0x1797c8550>"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "model.parameter_summary()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "colab_type": "text",
+    "id": "TojXWivZsx7M"
+   },
+   "source": [
+    "# Output Estimation Results"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from activitysim.estimation.larch import update_coefficients\n",
+    "result_dir = data.edb_directory/\"estimated\"\n",
+    "update_coefficients(\n",
+    "    model, data, result_dir,\n",
+    "    output_file=f\"{modelname}_coefficients_revised.csv\",\n",
+    ");"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Write the model estimation report, including coefficient t-statistic and log likelihood"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "model.to_xlsx(\n",
+    "    result_dir/f\"{modelname}_model_estimation.xlsx\", \n",
+    "    data_statistics=False,\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Next Steps\n",
+    "\n",
+    "The final step is to either manually or automatically copy the `*_coefficients_revised.csv` file to the configs folder, rename it to `*_coefficients.csv`, and run ActivitySim in simulation mode."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>coefficient_name</th>\n",
+       "      <th>value</th>\n",
+       "      <th>constrain</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>coef_cars1_drivers_2</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>T</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>coef_cars1_drivers_3</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>T</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>coef_cars1_persons_16_17</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>T</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>coef_cars234_asc_marin</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>T</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>coef_cars1_persons_25_34</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>T</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>62</th>\n",
+       "      <td>coef_cars4_drivers_3</td>\n",
+       "      <td>5.329905</td>\n",
+       "      <td>F</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>63</th>\n",
+       "      <td>coef_cars3_drivers_3</td>\n",
+       "      <td>5.702014</td>\n",
+       "      <td>F</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>64</th>\n",
+       "      <td>coef_cars2_drivers_4_up</td>\n",
+       "      <td>6.182053</td>\n",
+       "      <td>F</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>65</th>\n",
+       "      <td>coef_cars3_drivers_4_up</td>\n",
+       "      <td>8.643466</td>\n",
+       "      <td>F</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>66</th>\n",
+       "      <td>coef_cars4_drivers_4_up</td>\n",
+       "      <td>9.423154</td>\n",
+       "      <td>F</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>67 rows × 3 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "            coefficient_name     value constrain\n",
+       "0       coef_cars1_drivers_2  0.000000         T\n",
+       "1       coef_cars1_drivers_3  0.000000         T\n",
+       "2   coef_cars1_persons_16_17  0.000000         T\n",
+       "3     coef_cars234_asc_marin  0.000000         T\n",
+       "4   coef_cars1_persons_25_34  0.000000         T\n",
+       "..                       ...       ...       ...\n",
+       "62      coef_cars4_drivers_3  5.329905         F\n",
+       "63      coef_cars3_drivers_3  5.702014         F\n",
+       "64   coef_cars2_drivers_4_up  6.182053         F\n",
+       "65   coef_cars3_drivers_4_up  8.643466         F\n",
+       "66   coef_cars4_drivers_4_up  9.423154         F\n",
+       "\n",
+       "[67 rows x 3 columns]"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "pd.read_csv(result_dir/f\"{modelname}_coefficients_revised.csv\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Modify Spec\n",
+    "\n",
+    "Here, we will demonstrate the process of re-estimating the model with a modified\n",
+    "SPEC file.  This does *not* require re-running ActivitySim, it just requires\n",
+    "changing the SPEC file and re-running the Larch estimation only.\n",
+    "\n",
+    "The `backup` command we ran earlier made a backup copy of the\n",
+    "original spec file in the EDB directory.\n",
+    "This was not strictly necessary, but since we're about to modify it and\n",
+    "we may want undo our changes, it can be handy to keep a copy of the\n",
+    "original spec file around. Since we already have a backup copy, we'll make some \n",
+    "changes directly in the SPEC file.  As an example here, we're going\n",
+    "to re-write the household income section of the file, to change the piecewise \n",
+    "linear utility from 3 segments to 4.  We'll move the breakpoints and rename some\n",
+    "coefficients to accomodate the change.  As above, for this demo we are editing \n",
+    "the SPEC file using Python code to make the changes, but a user does not need\n",
+    "to change the file using Python; any CSV editor (e.g. Excel) can be used. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "with open(data.edb_directory / \"auto_ownership_SPEC.csv\") as f:\n",
+    "    raw_spec = f.read()\n",
+    "\n",
+    "orig_lines = \"\"\"util_hh_income_0_30k,\"Piecewise Linear household income, $0-30k\",\"@df.income_in_thousands.clip(0, 30)\",,coef_cars1_hh_income_0_30k,coef_cars2_hh_income_0_30k,coef_cars3_hh_income_0_30k,coef_cars4_hh_income_0_30k\n",
+    "util_hh_income_30_75k,\"Piecewise Linear household income, $30-75k\",\"@(df.income_in_thousands-30).clip(0, 45)\",,coef_cars1_hh_income_30_up,coef_cars2_hh_income_30_up,coef_cars3_hh_income_30_up,coef_cars4_hh_income_30_up\n",
+    "util_hh_income_75k_up,\"Piecewise Linear household income, $75k+, capped at $125k\",\"@(df.income_in_thousands-75).clip(0, 50)\",,coef_cars1_hh_income_30_up,coef_cars2_hh_income_30_up,coef_cars3_hh_income_30_up,coef_cars4_hh_income_30_up\"\"\"\n",
+    "\n",
+    "repl_lines = \"\"\"util_hh_income_0_25k,\"Piecewise Linear household income, $0-25k\",\"@df.income_in_thousands.clip(0, 25)\",,coef_cars1_hh_income_0_25k,coef_cars2_hh_income_0_25k,coef_cars3_hh_income_0_25k,coef_cars4_hh_income_0_25k\n",
+    "util_hh_income_25_50k,\"Piecewise Linear household income, $25-50k\",\"@(df.income_in_thousands-25).clip(0, 25)\",,coef_cars1_hh_income_25_50,coef_cars2_hh_income_25_50,coef_cars3_hh_income_25_50,coef_cars4_hh_income_25_50\n",
+    "util_hh_income_50_75k,\"Piecewise Linear household income, $50-75k\",\"@(df.income_in_thousands-50).clip(0, 25)\",,coef_cars1_hh_income_50_75,coef_cars2_hh_income_50_75,coef_cars3_hh_income_50_75,coef_cars4_hh_income_50_75\n",
+    "util_hh_income_75k_150k,\"Piecewise Linear household income, $75k+, capped at $150k\",\"@(df.income_in_thousands-75).clip(0, 75)\",,coef_cars1_hh_income_75_up,coef_cars2_hh_income_75_up,coef_cars3_hh_income_75_up,coef_cars4_hh_income_75_up\"\"\"\n",
+    "\n",
+    "raw_spec = raw_spec.replace(orig_lines, repl_lines)\n",
+    "\n",
+    "with open(data.edb_directory / \"auto_ownership_SPEC.csv\", mode=\"w\") as f:\n",
+    "    f.write(raw_spec)\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### WARNING\n",
+    "\n",
+    "The re-estimation process will use the variable in the estimation data bundle (EDB) given by the \"Label\" \n",
+    "column of the SPEC, if a variable with that exact name exists in the EDB.  Otherwise, it will attempt to\n",
+    "re-evaluate the contents of the \"Expression\" column using Sharrow, and the other data in the EDB.  Thus,\n",
+    "the expression must only reference other data that is available explicitly in the EDB; to use \n",
+    "variables that ActivitySim could access but which have not been written to the EDB, it will be necessary\n",
+    "to go back to ActivitySim and re-run in estimation mode.\n",
+    "\n",
+    "Also, the estimation functions do not inherently know what the \"original\" spec file contained, and rely\n",
+    "entirely on the presence or absence of an exact match on the \"Label\" column to find pre-evaluated expressions.\n",
+    "It is imcumbent on the user to ensure that any material changes the Expression column are also reflected\n",
+    "by a new unique name in the \"Label\" column."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Now to re-estimate the model, we just re-run the same steps as the original estimation above."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "loading from output-est-mode/estimation_data_bundle/auto_ownership/auto_ownership_coefficients.csv\n",
+      "loading spec from output-est-mode/estimation_data_bundle/auto_ownership/auto_ownership_SPEC.csv\n",
+      "loading from output-est-mode/estimation_data_bundle/auto_ownership/auto_ownership_values_combined.parquet\n"
+     ]
+    }
+   ],
+   "source": [
+    "model2, data2 = component_model(modelname, edb_directory=data.edb_directory, return_data=True)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "You may notice in the utility functions shown below, all of the unadulterated lines of the \n",
+    "spec file correlate with utility terms that are simple `X.label` data items, which are \n",
+    "stored as pre-computed data variables in the EDB.  Our modified lines, however, are now\n",
+    "showing the complete expression that will be freshly evaluated by Larch using Sharrow."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div><table style=\"margin-top:1px;\"><caption style=\"caption-side:top;text-align:left;font-family:Roboto;font-weight:700;font-style:normal;font-size:100%;padding:0px;\">&lt;larch.DictOfLinearFunction&gt;</caption><tr><th>alt</th><th>formula</th></tr><tr><td>1</td><td style=\"text-align:left;\"><pre class=\"LinearFunc\"><span>&lt;Empty LinearFunction&gt;</span></pre></td></tr><tr><td>2</td><td style=\"text-align:left;\"><pre class=\"LinearFunc\"><span class=\"LinearFunc_Param\">P.coef_cars1_drivers_2</span> * <span class=\"LinearFunc_Data\">X.util_drivers_2</span><br> + <span class=\"LinearFunc_Param\">P.coef_cars1_drivers_3</span> * <span class=\"LinearFunc_Data\">X.util_drivers_3</span><br> + <span class=\"LinearFunc_Param\">P.coef_cars1_drivers_4_up</span> * <span class=\"LinearFunc_Data\">X.util_drivers_4_up</span><br> + <span class=\"LinearFunc_Param\">P.coef_cars1_persons_16_17</span> * <span class=\"LinearFunc_Data\">X.util_persons_16_17</span><br> + <span class=\"LinearFunc_Param\">P.coef_cars1_persons_18_24</span> * <span class=\"LinearFunc_Data\">X.util_persons_18_24</span><br> + <span class=\"LinearFunc_Param\">P.coef_cars1_persons_25_34</span> * <span class=\"LinearFunc_Data\">X.util_persons_25_34</span><br> + <span class=\"LinearFunc_Param\">P.coef_cars1_presence_children_0_4</span> * <span class=\"LinearFunc_Data\">X.util_presence_children_0_4</span><br> + <span class=\"LinearFunc_Param\">P.coef_cars1_presence_children_5_17</span> * <span class=\"LinearFunc_Data\">X.util_presence_children_5_17</span><br> + <span class=\"LinearFunc_Param\">P.coef_cars1_num_workers_clip_3</span> * <span class=\"LinearFunc_Data\">X.util_num_workers_clip_3</span><br> + <span class=\"LinearFunc_Param\">P.coef_cars1_hh_income_0_25k</span> * <span class=\"LinearFunc_Data\">X('df.income_in_thousands.clip(0, 25)')</span><br> + <span class=\"LinearFunc_Param\">P.coef_cars1_hh_income_25_50</span> * <span class=\"LinearFunc_Data\">X('(df.income_in_thousands-25).clip(0, 25)')</span><br> + <span class=\"LinearFunc_Param\">P.coef_cars1_hh_income_50_75</span> * <span class=\"LinearFunc_Data\">X('(df.income_in_thousands-50).clip(0, 25)')</span><br> + <span class=\"LinearFunc_Param\">P.coef_cars1_hh_income_75_up</span> * <span class=\"LinearFunc_Data\">X('(df.income_in_thousands-75).clip(0, 75)')</span><br> + <span class=\"LinearFunc_Param\">P.coef_cars1_density_0_10_no_workers</span> * <span class=\"LinearFunc_Data\">X.util_density_0_10_no_workers</span><br> + <span class=\"LinearFunc_Param\">P.coef_cars1_density_10_up_no_workers</span> * <span class=\"LinearFunc_Data\">X.util_density_10_up_no_workers</span><br> + <span class=\"LinearFunc_Param\">P.coef_cars1_density_0_10_no_workers</span> * <span class=\"LinearFunc_Data\">X.util_density_0_10_workers</span><br> + <span class=\"LinearFunc_Param\">P.coef_cars1_density_10_up_workers</span> * <span class=\"LinearFunc_Data\">X.util_density_10_up_workers</span><br> + <span class=\"LinearFunc_Param\">P.coef_cars1_asc</span> * <span class=\"LinearFunc_Data\">X.util_asc</span><br> + <span class=\"LinearFunc_Param\">P.coef_cars1_asc_san_francisco</span> * <span class=\"LinearFunc_Data\">X.util_asc_san_francisco</span><br> + <span class=\"LinearFunc_Param\">P.coef_cars1_asc_county</span> * <span class=\"LinearFunc_Data\">X.util_asc_solano</span><br> + <span class=\"LinearFunc_Param\">P.coef_cars1_asc_county</span> * <span class=\"LinearFunc_Data\">X.util_asc_napa</span><br> + <span class=\"LinearFunc_Param\">P.coef_cars1_asc_county</span> * <span class=\"LinearFunc_Data\">X.util_asc_sonoma</span><br> + <span class=\"LinearFunc_Param\">P.coef_cars1_asc_marin</span> * <span class=\"LinearFunc_Data\">X.util_asc_marin</span><br> + <span class=\"LinearFunc_Param\">P.coef_retail_auto_no_workers</span> * <span class=\"LinearFunc_Data\">X.util_retail_auto_no_workers</span><br> + <span class=\"LinearFunc_Param\">P.coef_retail_auto_workers</span> * <span class=\"LinearFunc_Data\">X.util_retail_auto_workers</span><br> + <span class=\"LinearFunc_Param\">P.coef_retail_transit_no_workers</span> * <span class=\"LinearFunc_Data\">X.util_retail_transit_no_workers</span><br> + <span class=\"LinearFunc_Param\">P.coef_retail_transit_workers</span> * <span class=\"LinearFunc_Data\">X.util_retail_transit_workers</span><br> + <span class=\"LinearFunc_Param\">P.coef_retail_non_motor</span> * <span class=\"LinearFunc_Data\">X.util_retail_non_motor_no_workers</span><br> + <span class=\"LinearFunc_Param\">P.coef_retail_non_motor</span> * <span class=\"LinearFunc_Data\">X.util_retail_non_motor_workers</span><br> + <span class=\"LinearFunc_Param\">P.coef_cars1_auto_time_saving_per_worker</span> * <span class=\"LinearFunc_Data\">X.util_auto_time_saving_per_worker</span></pre></td></tr><tr><td>3</td><td style=\"text-align:left;\"><pre class=\"LinearFunc\"><span class=\"LinearFunc_Param\">P.coef_cars2_drivers_2</span> * <span class=\"LinearFunc_Data\">X.util_drivers_2</span><br> + <span class=\"LinearFunc_Param\">P.coef_cars2_drivers_3</span> * <span class=\"LinearFunc_Data\">X.util_drivers_3</span><br> + <span class=\"LinearFunc_Param\">P.coef_cars2_drivers_4_up</span> * <span class=\"LinearFunc_Data\">X.util_drivers_4_up</span><br> + <span class=\"LinearFunc_Param\">P.coef_cars2_persons_16_17</span> * <span class=\"LinearFunc_Data\">X.util_persons_16_17</span><br> + <span class=\"LinearFunc_Param\">P.coef_cars2_persons_18_24</span> * <span class=\"LinearFunc_Data\">X.util_persons_18_24</span><br> + <span class=\"LinearFunc_Param\">P.coef_cars2_persons_25_34</span> * <span class=\"LinearFunc_Data\">X.util_persons_25_34</span><br> + <span class=\"LinearFunc_Param\">P.coef_cars234_presence_children_0_4</span> * <span class=\"LinearFunc_Data\">X.util_presence_children_0_4</span><br> + <span class=\"LinearFunc_Param\">P.coef_cars2_presence_children_5_17</span> * <span class=\"LinearFunc_Data\">X.util_presence_children_5_17</span><br> + <span class=\"LinearFunc_Param\">P.coef_cars2_num_workers_clip_3</span> * <span class=\"LinearFunc_Data\">X.util_num_workers_clip_3</span><br> + <span class=\"LinearFunc_Param\">P.coef_cars2_hh_income_0_25k</span> * <span class=\"LinearFunc_Data\">X('df.income_in_thousands.clip(0, 25)')</span><br> + <span class=\"LinearFunc_Param\">P.coef_cars2_hh_income_25_50</span> * <span class=\"LinearFunc_Data\">X('(df.income_in_thousands-25).clip(0, 25)')</span><br> + <span class=\"LinearFunc_Param\">P.coef_cars2_hh_income_50_75</span> * <span class=\"LinearFunc_Data\">X('(df.income_in_thousands-50).clip(0, 25)')</span><br> + <span class=\"LinearFunc_Param\">P.coef_cars2_hh_income_75_up</span> * <span class=\"LinearFunc_Data\">X('(df.income_in_thousands-75).clip(0, 75)')</span><br> + <span class=\"LinearFunc_Param\">P.coef_cars2_density_0_10_no_workers</span> * <span class=\"LinearFunc_Data\">X.util_density_0_10_no_workers</span><br> + <span class=\"LinearFunc_Param\">P.coef_cars2_density_10_up_no_workers</span> * <span class=\"LinearFunc_Data\">X.util_density_10_up_no_workers</span><br> + <span class=\"LinearFunc_Param\">P.coef_cars2_density_0_10_no_workers</span> * <span class=\"LinearFunc_Data\">X.util_density_0_10_workers</span><br> + <span class=\"LinearFunc_Param\">P.coef_cars2_density_10_up_no_workers</span> * <span class=\"LinearFunc_Data\">X.util_density_10_up_workers</span><br> + <span class=\"LinearFunc_Param\">P.coef_cars2_asc</span> * <span class=\"LinearFunc_Data\">X.util_asc</span><br> + <span class=\"LinearFunc_Param\">P.coef_cars2_asc_san_francisco</span> * <span class=\"LinearFunc_Data\">X.util_asc_san_francisco</span><br> + <span class=\"LinearFunc_Param\">P.coef_cars2_asc_county</span> * <span class=\"LinearFunc_Data\">X.util_asc_solano</span><br> + <span class=\"LinearFunc_Param\">P.coef_cars2_asc_county</span> * <span class=\"LinearFunc_Data\">X.util_asc_napa</span><br> + <span class=\"LinearFunc_Param\">P.coef_cars2_asc_county</span> * <span class=\"LinearFunc_Data\">X.util_asc_sonoma</span><br> + <span class=\"LinearFunc_Param\">P.coef_cars234_asc_marin</span> * <span class=\"LinearFunc_Data\">X.util_asc_marin</span><br> + <span class=\"LinearFunc_Param\">P.coef_retail_auto_no_workers</span> * <span class=\"LinearFunc_Data\">X.util_retail_auto_no_workers</span><br> + <span class=\"LinearFunc_Param\">P.coef_retail_auto_workers</span> * <span class=\"LinearFunc_Data\">X.util_retail_auto_workers</span><br> + <span class=\"LinearFunc_Param\">P.coef_retail_transit_no_workers</span> * <span class=\"LinearFunc_Data\">X.util_retail_transit_no_workers</span><br> + <span class=\"LinearFunc_Param\">P.coef_retail_transit_workers</span> * <span class=\"LinearFunc_Data\">X.util_retail_transit_workers</span><br> + <span class=\"LinearFunc_Param\">P.coef_retail_non_motor</span> * <span class=\"LinearFunc_Data\">X.util_retail_non_motor_no_workers</span><br> + <span class=\"LinearFunc_Param\">P.coef_retail_non_motor</span> * <span class=\"LinearFunc_Data\">X.util_retail_non_motor_workers</span><br> + <span class=\"LinearFunc_Param\">P.coef_cars2_auto_time_saving_per_worker</span> * <span class=\"LinearFunc_Data\">X.util_auto_time_saving_per_worker</span></pre></td></tr><tr><td>4</td><td style=\"text-align:left;\"><pre class=\"LinearFunc\"><span class=\"LinearFunc_Param\">P.coef_cars3_drivers_2</span> * <span class=\"LinearFunc_Data\">X.util_drivers_2</span><br> + <span class=\"LinearFunc_Param\">P.coef_cars3_drivers_3</span> * <span class=\"LinearFunc_Data\">X.util_drivers_3</span><br> + <span class=\"LinearFunc_Param\">P.coef_cars3_drivers_4_up</span> * <span class=\"LinearFunc_Data\">X.util_drivers_4_up</span><br> + <span class=\"LinearFunc_Param\">P.coef_cars34_persons_16_17</span> * <span class=\"LinearFunc_Data\">X.util_persons_16_17</span><br> + <span class=\"LinearFunc_Param\">P.coef_cars34_persons_18_24</span> * <span class=\"LinearFunc_Data\">X.util_persons_18_24</span><br> + <span class=\"LinearFunc_Param\">P.coef_cars34_persons_25_34</span> * <span class=\"LinearFunc_Data\">X.util_persons_25_34</span><br> + <span class=\"LinearFunc_Param\">P.coef_cars234_presence_children_0_4</span> * <span class=\"LinearFunc_Data\">X.util_presence_children_0_4</span><br> + <span class=\"LinearFunc_Param\">P.coef_cars34_presence_children_5_17</span> * <span class=\"LinearFunc_Data\">X.util_presence_children_5_17</span><br> + <span class=\"LinearFunc_Param\">P.coef_cars3_num_workers_clip_3</span> * <span class=\"LinearFunc_Data\">X.util_num_workers_clip_3</span><br> + <span class=\"LinearFunc_Param\">P.coef_cars3_hh_income_0_25k</span> * <span class=\"LinearFunc_Data\">X('df.income_in_thousands.clip(0, 25)')</span><br> + <span class=\"LinearFunc_Param\">P.coef_cars3_hh_income_25_50</span> * <span class=\"LinearFunc_Data\">X('(df.income_in_thousands-25).clip(0, 25)')</span><br> + <span class=\"LinearFunc_Param\">P.coef_cars3_hh_income_50_75</span> * <span class=\"LinearFunc_Data\">X('(df.income_in_thousands-50).clip(0, 25)')</span><br> + <span class=\"LinearFunc_Param\">P.coef_cars3_hh_income_75_up</span> * <span class=\"LinearFunc_Data\">X('(df.income_in_thousands-75).clip(0, 75)')</span><br> + <span class=\"LinearFunc_Param\">P.coef_cars34_density_0_10_no_workers</span> * <span class=\"LinearFunc_Data\">X.util_density_0_10_no_workers</span><br> + <span class=\"LinearFunc_Param\">P.coef_cars34_density_10_up_no_workers</span> * <span class=\"LinearFunc_Data\">X.util_density_10_up_no_workers</span><br> + <span class=\"LinearFunc_Param\">P.coef_cars34_density_0_10_no_workers</span> * <span class=\"LinearFunc_Data\">X.util_density_0_10_workers</span><br> + <span class=\"LinearFunc_Param\">P.coef_cars34_density_10_up_no_workers</span> * <span class=\"LinearFunc_Data\">X.util_density_10_up_workers</span><br> + <span class=\"LinearFunc_Param\">P.coef_cars3_asc</span> * <span class=\"LinearFunc_Data\">X.util_asc</span><br> + <span class=\"LinearFunc_Param\">P.coef_cars34_asc_san_francisco</span> * <span class=\"LinearFunc_Data\">X.util_asc_san_francisco</span><br> + <span class=\"LinearFunc_Param\">P.coef_cars34_asc_county</span> * <span class=\"LinearFunc_Data\">X.util_asc_solano</span><br> + <span class=\"LinearFunc_Param\">P.coef_cars34_asc_county</span> * <span class=\"LinearFunc_Data\">X.util_asc_napa</span><br> + <span class=\"LinearFunc_Param\">P.coef_cars34_asc_county</span> * <span class=\"LinearFunc_Data\">X.util_asc_sonoma</span><br> + <span class=\"LinearFunc_Param\">P.coef_cars234_asc_marin</span> * <span class=\"LinearFunc_Data\">X.util_asc_marin</span><br> + <span class=\"LinearFunc_Param\">P.coef_retail_auto_no_workers</span> * <span class=\"LinearFunc_Data\">X.util_retail_auto_no_workers</span><br> + <span class=\"LinearFunc_Param\">P.coef_retail_auto_workers</span> * <span class=\"LinearFunc_Data\">X.util_retail_auto_workers</span><br> + <span class=\"LinearFunc_Param\">P.coef_retail_transit_no_workers</span> * <span class=\"LinearFunc_Data\">X.util_retail_transit_no_workers</span><br> + <span class=\"LinearFunc_Param\">P.coef_retail_transit_workers</span> * <span class=\"LinearFunc_Data\">X.util_retail_transit_workers</span><br> + <span class=\"LinearFunc_Param\">P.coef_retail_non_motor</span> * <span class=\"LinearFunc_Data\">X.util_retail_non_motor_no_workers</span><br> + <span class=\"LinearFunc_Param\">P.coef_retail_non_motor</span> * <span class=\"LinearFunc_Data\">X.util_retail_non_motor_workers</span><br> + <span class=\"LinearFunc_Param\">P.coef_cars3_auto_time_saving_per_worker</span> * <span class=\"LinearFunc_Data\">X.util_auto_time_saving_per_worker</span></pre></td></tr><tr><td>5</td><td style=\"text-align:left;\"><pre class=\"LinearFunc\"><span class=\"LinearFunc_Param\">P.coef_cars4_drivers_2</span> * <span class=\"LinearFunc_Data\">X.util_drivers_2</span><br> + <span class=\"LinearFunc_Param\">P.coef_cars4_drivers_3</span> * <span class=\"LinearFunc_Data\">X.util_drivers_3</span><br> + <span class=\"LinearFunc_Param\">P.coef_cars4_drivers_4_up</span> * <span class=\"LinearFunc_Data\">X.util_drivers_4_up</span><br> + <span class=\"LinearFunc_Param\">P.coef_cars34_persons_16_17</span> * <span class=\"LinearFunc_Data\">X.util_persons_16_17</span><br> + <span class=\"LinearFunc_Param\">P.coef_cars34_persons_18_24</span> * <span class=\"LinearFunc_Data\">X.util_persons_18_24</span><br> + <span class=\"LinearFunc_Param\">P.coef_cars34_persons_25_34</span> * <span class=\"LinearFunc_Data\">X.util_persons_25_34</span><br> + <span class=\"LinearFunc_Param\">P.coef_cars234_presence_children_0_4</span> * <span class=\"LinearFunc_Data\">X.util_presence_children_0_4</span><br> + <span class=\"LinearFunc_Param\">P.coef_cars34_presence_children_5_17</span> * <span class=\"LinearFunc_Data\">X.util_presence_children_5_17</span><br> + <span class=\"LinearFunc_Param\">P.coef_cars4_num_workers_clip_3</span> * <span class=\"LinearFunc_Data\">X.util_num_workers_clip_3</span><br> + <span class=\"LinearFunc_Param\">P.coef_cars4_hh_income_0_25k</span> * <span class=\"LinearFunc_Data\">X('df.income_in_thousands.clip(0, 25)')</span><br> + <span class=\"LinearFunc_Param\">P.coef_cars4_hh_income_25_50</span> * <span class=\"LinearFunc_Data\">X('(df.income_in_thousands-25).clip(0, 25)')</span><br> + <span class=\"LinearFunc_Param\">P.coef_cars4_hh_income_50_75</span> * <span class=\"LinearFunc_Data\">X('(df.income_in_thousands-50).clip(0, 25)')</span><br> + <span class=\"LinearFunc_Param\">P.coef_cars4_hh_income_75_up</span> * <span class=\"LinearFunc_Data\">X('(df.income_in_thousands-75).clip(0, 75)')</span><br> + <span class=\"LinearFunc_Param\">P.coef_cars34_density_0_10_no_workers</span> * <span class=\"LinearFunc_Data\">X.util_density_0_10_no_workers</span><br> + <span class=\"LinearFunc_Param\">P.coef_cars34_density_10_up_no_workers</span> * <span class=\"LinearFunc_Data\">X.util_density_10_up_no_workers</span><br> + <span class=\"LinearFunc_Param\">P.coef_cars34_density_0_10_no_workers</span> * <span class=\"LinearFunc_Data\">X.util_density_0_10_workers</span><br> + <span class=\"LinearFunc_Param\">P.coef_cars34_density_10_up_no_workers</span> * <span class=\"LinearFunc_Data\">X.util_density_10_up_workers</span><br> + <span class=\"LinearFunc_Param\">P.coef_cars4_asc</span> * <span class=\"LinearFunc_Data\">X.util_asc</span><br> + <span class=\"LinearFunc_Param\">P.coef_cars34_asc_san_francisco</span> * <span class=\"LinearFunc_Data\">X.util_asc_san_francisco</span><br> + <span class=\"LinearFunc_Param\">P.coef_cars34_asc_county</span> * <span class=\"LinearFunc_Data\">X.util_asc_solano</span><br> + <span class=\"LinearFunc_Param\">P.coef_cars34_asc_county</span> * <span class=\"LinearFunc_Data\">X.util_asc_napa</span><br> + <span class=\"LinearFunc_Param\">P.coef_cars34_asc_county</span> * <span class=\"LinearFunc_Data\">X.util_asc_sonoma</span><br> + <span class=\"LinearFunc_Param\">P.coef_cars234_asc_marin</span> * <span class=\"LinearFunc_Data\">X.util_asc_marin</span><br> + <span class=\"LinearFunc_Param\">P.coef_retail_auto_no_workers</span> * <span class=\"LinearFunc_Data\">X.util_retail_auto_no_workers</span><br> + <span class=\"LinearFunc_Param\">P.coef_retail_auto_workers</span> * <span class=\"LinearFunc_Data\">X.util_retail_auto_workers</span><br> + <span class=\"LinearFunc_Param\">P.coef_retail_transit_no_workers</span> * <span class=\"LinearFunc_Data\">X.util_retail_transit_no_workers</span><br> + <span class=\"LinearFunc_Param\">P.coef_retail_transit_workers</span> * <span class=\"LinearFunc_Data\">X.util_retail_transit_workers</span><br> + <span class=\"LinearFunc_Param\">P.coef_retail_non_motor</span> * <span class=\"LinearFunc_Data\">X.util_retail_non_motor_no_workers</span><br> + <span class=\"LinearFunc_Param\">P.coef_retail_non_motor</span> * <span class=\"LinearFunc_Data\">X.util_retail_non_motor_workers</span><br> + <span class=\"LinearFunc_Param\">P.coef_cars4_auto_time_saving_per_worker</span> * <span class=\"LinearFunc_Data\">X.util_auto_time_saving_per_worker</span></pre></td></tr></table></div>"
+      ],
+      "text/plain": [
+       "DictOfLinearFunction({1: <Empty LinearFunction>, 2:   P.coef_cars1_drivers_2 * X.util_drivers_2\n",
+       "+ P.coef_cars1_drivers_3 * X.util_drivers_3\n",
+       "+ P.coef_cars1_drivers_4_up * X.util_drivers_4_up\n",
+       "+ P.coef_cars1_persons_16_17 * X.util_persons_16_17\n",
+       "+ P.coef_cars1_persons_18_24 * X.util_persons_18_24\n",
+       "+ P.coef_cars1_persons_25_34 * X.util_persons_25_34\n",
+       "+ P.coef_cars1_presence_children_0_4 * X.util_presence_children_0_4\n",
+       "+ P.coef_cars1_presence_children_5_17 * X.util_presence_children_5_17\n",
+       "+ P.coef_cars1_num_workers_clip_3 * X.util_num_workers_clip_3\n",
+       "+ P.coef_cars1_hh_income_0_25k * X('df.income_in_thousands.clip(0, 25)')\n",
+       "+ P.coef_cars1_hh_income_25_50 * X('(df.income_in_thousands-25).clip(0, 25)')\n",
+       "+ P.coef_cars1_hh_income_50_75 * X('(df.income_in_thousands-50).clip(0, 25)')\n",
+       "+ P.coef_cars1_hh_income_75_up * X('(df.income_in_thousands-75).clip(0, 75)')\n",
+       "+ P.coef_cars1_density_0_10_no_workers * X.util_density_0_10_no_workers\n",
+       "+ P.coef_cars1_density_10_up_no_workers * X.util_density_10_up_no_workers\n",
+       "+ P.coef_cars1_density_0_10_no_workers * X.util_density_0_10_workers\n",
+       "+ P.coef_cars1_density_10_up_workers * X.util_density_10_up_workers\n",
+       "+ P.coef_cars1_asc * X.util_asc\n",
+       "+ P.coef_cars1_asc_san_francisco * X.util_asc_san_francisco\n",
+       "+ P.coef_cars1_asc_county * X.util_asc_solano\n",
+       "+ P.coef_cars1_asc_county * X.util_asc_napa\n",
+       "+ P.coef_cars1_asc_county * X.util_asc_sonoma\n",
+       "+ P.coef_cars1_asc_marin * X.util_asc_marin\n",
+       "+ P.coef_retail_auto_no_workers * X.util_retail_auto_no_workers\n",
+       "+ P.coef_retail_auto_workers * X.util_retail_auto_workers\n",
+       "+ P.coef_retail_transit_no_workers * X.util_retail_transit_no_workers\n",
+       "+ P.coef_retail_transit_workers * X.util_retail_transit_workers\n",
+       "+ P.coef_retail_non_motor * X.util_retail_non_motor_no_workers\n",
+       "+ P.coef_retail_non_motor * X.util_retail_non_motor_workers\n",
+       "+ P.coef_cars1_auto_time_saving_per_worker * X.util_auto_time_saving_per_worker, 3:   P.coef_cars2_drivers_2 * X.util_drivers_2\n",
+       "+ P.coef_cars2_drivers_3 * X.util_drivers_3\n",
+       "+ P.coef_cars2_drivers_4_up * X.util_drivers_4_up\n",
+       "+ P.coef_cars2_persons_16_17 * X.util_persons_16_17\n",
+       "+ P.coef_cars2_persons_18_24 * X.util_persons_18_24\n",
+       "+ P.coef_cars2_persons_25_34 * X.util_persons_25_34\n",
+       "+ P.coef_cars234_presence_children_0_4 * X.util_presence_children_0_4\n",
+       "+ P.coef_cars2_presence_children_5_17 * X.util_presence_children_5_17\n",
+       "+ P.coef_cars2_num_workers_clip_3 * X.util_num_workers_clip_3\n",
+       "+ P.coef_cars2_hh_income_0_25k * X('df.income_in_thousands.clip(0, 25)')\n",
+       "+ P.coef_cars2_hh_income_25_50 * X('(df.income_in_thousands-25).clip(0, 25)')\n",
+       "+ P.coef_cars2_hh_income_50_75 * X('(df.income_in_thousands-50).clip(0, 25)')\n",
+       "+ P.coef_cars2_hh_income_75_up * X('(df.income_in_thousands-75).clip(0, 75)')\n",
+       "+ P.coef_cars2_density_0_10_no_workers * X.util_density_0_10_no_workers\n",
+       "+ P.coef_cars2_density_10_up_no_workers * X.util_density_10_up_no_workers\n",
+       "+ P.coef_cars2_density_0_10_no_workers * X.util_density_0_10_workers\n",
+       "+ P.coef_cars2_density_10_up_no_workers * X.util_density_10_up_workers\n",
+       "+ P.coef_cars2_asc * X.util_asc\n",
+       "+ P.coef_cars2_asc_san_francisco * X.util_asc_san_francisco\n",
+       "+ P.coef_cars2_asc_county * X.util_asc_solano\n",
+       "+ P.coef_cars2_asc_county * X.util_asc_napa\n",
+       "+ P.coef_cars2_asc_county * X.util_asc_sonoma\n",
+       "+ P.coef_cars234_asc_marin * X.util_asc_marin\n",
+       "+ P.coef_retail_auto_no_workers * X.util_retail_auto_no_workers\n",
+       "+ P.coef_retail_auto_workers * X.util_retail_auto_workers\n",
+       "+ P.coef_retail_transit_no_workers * X.util_retail_transit_no_workers\n",
+       "+ P.coef_retail_transit_workers * X.util_retail_transit_workers\n",
+       "+ P.coef_retail_non_motor * X.util_retail_non_motor_no_workers\n",
+       "+ P.coef_retail_non_motor * X.util_retail_non_motor_workers\n",
+       "+ P.coef_cars2_auto_time_saving_per_worker * X.util_auto_time_saving_per_worker, 4:   P.coef_cars3_drivers_2 * X.util_drivers_2\n",
+       "+ P.coef_cars3_drivers_3 * X.util_drivers_3\n",
+       "+ P.coef_cars3_drivers_4_up * X.util_drivers_4_up\n",
+       "+ P.coef_cars34_persons_16_17 * X.util_persons_16_17\n",
+       "+ P.coef_cars34_persons_18_24 * X.util_persons_18_24\n",
+       "+ P.coef_cars34_persons_25_34 * X.util_persons_25_34\n",
+       "+ P.coef_cars234_presence_children_0_4 * X.util_presence_children_0_4\n",
+       "+ P.coef_cars34_presence_children_5_17 * X.util_presence_children_5_17\n",
+       "+ P.coef_cars3_num_workers_clip_3 * X.util_num_workers_clip_3\n",
+       "+ P.coef_cars3_hh_income_0_25k * X('df.income_in_thousands.clip(0, 25)')\n",
+       "+ P.coef_cars3_hh_income_25_50 * X('(df.income_in_thousands-25).clip(0, 25)')\n",
+       "+ P.coef_cars3_hh_income_50_75 * X('(df.income_in_thousands-50).clip(0, 25)')\n",
+       "+ P.coef_cars3_hh_income_75_up * X('(df.income_in_thousands-75).clip(0, 75)')\n",
+       "+ P.coef_cars34_density_0_10_no_workers * X.util_density_0_10_no_workers\n",
+       "+ P.coef_cars34_density_10_up_no_workers * X.util_density_10_up_no_workers\n",
+       "+ P.coef_cars34_density_0_10_no_workers * X.util_density_0_10_workers\n",
+       "+ P.coef_cars34_density_10_up_no_workers * X.util_density_10_up_workers\n",
+       "+ P.coef_cars3_asc * X.util_asc\n",
+       "+ P.coef_cars34_asc_san_francisco * X.util_asc_san_francisco\n",
+       "+ P.coef_cars34_asc_county * X.util_asc_solano\n",
+       "+ P.coef_cars34_asc_county * X.util_asc_napa\n",
+       "+ P.coef_cars34_asc_county * X.util_asc_sonoma\n",
+       "+ P.coef_cars234_asc_marin * X.util_asc_marin\n",
+       "+ P.coef_retail_auto_no_workers * X.util_retail_auto_no_workers\n",
+       "+ P.coef_retail_auto_workers * X.util_retail_auto_workers\n",
+       "+ P.coef_retail_transit_no_workers * X.util_retail_transit_no_workers\n",
+       "+ P.coef_retail_transit_workers * X.util_retail_transit_workers\n",
+       "+ P.coef_retail_non_motor * X.util_retail_non_motor_no_workers\n",
+       "+ P.coef_retail_non_motor * X.util_retail_non_motor_workers\n",
+       "+ P.coef_cars3_auto_time_saving_per_worker * X.util_auto_time_saving_per_worker, 5:   P.coef_cars4_drivers_2 * X.util_drivers_2\n",
+       "+ P.coef_cars4_drivers_3 * X.util_drivers_3\n",
+       "+ P.coef_cars4_drivers_4_up * X.util_drivers_4_up\n",
+       "+ P.coef_cars34_persons_16_17 * X.util_persons_16_17\n",
+       "+ P.coef_cars34_persons_18_24 * X.util_persons_18_24\n",
+       "+ P.coef_cars34_persons_25_34 * X.util_persons_25_34\n",
+       "+ P.coef_cars234_presence_children_0_4 * X.util_presence_children_0_4\n",
+       "+ P.coef_cars34_presence_children_5_17 * X.util_presence_children_5_17\n",
+       "+ P.coef_cars4_num_workers_clip_3 * X.util_num_workers_clip_3\n",
+       "+ P.coef_cars4_hh_income_0_25k * X('df.income_in_thousands.clip(0, 25)')\n",
+       "+ P.coef_cars4_hh_income_25_50 * X('(df.income_in_thousands-25).clip(0, 25)')\n",
+       "+ P.coef_cars4_hh_income_50_75 * X('(df.income_in_thousands-50).clip(0, 25)')\n",
+       "+ P.coef_cars4_hh_income_75_up * X('(df.income_in_thousands-75).clip(0, 75)')\n",
+       "+ P.coef_cars34_density_0_10_no_workers * X.util_density_0_10_no_workers\n",
+       "+ P.coef_cars34_density_10_up_no_workers * X.util_density_10_up_no_workers\n",
+       "+ P.coef_cars34_density_0_10_no_workers * X.util_density_0_10_workers\n",
+       "+ P.coef_cars34_density_10_up_no_workers * X.util_density_10_up_workers\n",
+       "+ P.coef_cars4_asc * X.util_asc\n",
+       "+ P.coef_cars34_asc_san_francisco * X.util_asc_san_francisco\n",
+       "+ P.coef_cars34_asc_county * X.util_asc_solano\n",
+       "+ P.coef_cars34_asc_county * X.util_asc_napa\n",
+       "+ P.coef_cars34_asc_county * X.util_asc_sonoma\n",
+       "+ P.coef_cars234_asc_marin * X.util_asc_marin\n",
+       "+ P.coef_retail_auto_no_workers * X.util_retail_auto_no_workers\n",
+       "+ P.coef_retail_auto_workers * X.util_retail_auto_workers\n",
+       "+ P.coef_retail_transit_no_workers * X.util_retail_transit_no_workers\n",
+       "+ P.coef_retail_transit_workers * X.util_retail_transit_workers\n",
+       "+ P.coef_retail_non_motor * X.util_retail_non_motor_no_workers\n",
+       "+ P.coef_retail_non_motor * X.util_retail_non_motor_workers\n",
+       "+ P.coef_cars4_auto_time_saving_per_worker * X.util_auto_time_saving_per_worker})"
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "model2.utility_co"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<h3>Iteration 077 [Optimization terminated successfully] </h3>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<p>Best LL = -18480.69200834759</p>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>value</th>\n",
+       "      <th>best</th>\n",
+       "      <th>initvalue</th>\n",
+       "      <th>minimum</th>\n",
+       "      <th>maximum</th>\n",
+       "      <th>nullvalue</th>\n",
+       "      <th>holdfast</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>param_name</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>coef_cars1_asc</th>\n",
+       "      <td>1.451930</td>\n",
+       "      <td>1.451930</td>\n",
+       "      <td>1.1865</td>\n",
+       "      <td>-50.00</td>\n",
+       "      <td>50.00</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars1_asc_county</th>\n",
+       "      <td>-0.669928</td>\n",
+       "      <td>-0.669928</td>\n",
+       "      <td>-0.5660</td>\n",
+       "      <td>-50.00</td>\n",
+       "      <td>50.00</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars1_asc_marin</th>\n",
+       "      <td>-0.170886</td>\n",
+       "      <td>-0.170886</td>\n",
+       "      <td>-0.2434</td>\n",
+       "      <td>-50.00</td>\n",
+       "      <td>50.00</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars1_asc_san_francisco</th>\n",
+       "      <td>0.317228</td>\n",
+       "      <td>0.317228</td>\n",
+       "      <td>0.4259</td>\n",
+       "      <td>-50.00</td>\n",
+       "      <td>50.00</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars1_auto_time_saving_per_worker</th>\n",
+       "      <td>0.380289</td>\n",
+       "      <td>0.380289</td>\n",
+       "      <td>0.4707</td>\n",
+       "      <td>-50.00</td>\n",
+       "      <td>50.00</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_retail_auto_no_workers</th>\n",
+       "      <td>0.027853</td>\n",
+       "      <td>0.027853</td>\n",
+       "      <td>0.0626</td>\n",
+       "      <td>-50.00</td>\n",
+       "      <td>50.00</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_retail_auto_workers</th>\n",
+       "      <td>0.143032</td>\n",
+       "      <td>0.143032</td>\n",
+       "      <td>0.1646</td>\n",
+       "      <td>-50.00</td>\n",
+       "      <td>50.00</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_retail_non_motor</th>\n",
+       "      <td>-0.030000</td>\n",
+       "      <td>-0.030000</td>\n",
+       "      <td>-0.0300</td>\n",
+       "      <td>-0.03</td>\n",
+       "      <td>-0.03</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_retail_transit_no_workers</th>\n",
+       "      <td>-0.307531</td>\n",
+       "      <td>-0.307531</td>\n",
+       "      <td>-0.3053</td>\n",
+       "      <td>-50.00</td>\n",
+       "      <td>50.00</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_retail_transit_workers</th>\n",
+       "      <td>-0.522486</td>\n",
+       "      <td>-0.522486</td>\n",
+       "      <td>-0.5117</td>\n",
+       "      <td>-50.00</td>\n",
+       "      <td>50.00</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>74 rows × 7 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                           value      best  initvalue  \\\n",
+       "param_name                                                              \n",
+       "coef_cars1_asc                          1.451930  1.451930     1.1865   \n",
+       "coef_cars1_asc_county                  -0.669928 -0.669928    -0.5660   \n",
+       "coef_cars1_asc_marin                   -0.170886 -0.170886    -0.2434   \n",
+       "coef_cars1_asc_san_francisco            0.317228  0.317228     0.4259   \n",
+       "coef_cars1_auto_time_saving_per_worker  0.380289  0.380289     0.4707   \n",
+       "...                                          ...       ...        ...   \n",
+       "coef_retail_auto_no_workers             0.027853  0.027853     0.0626   \n",
+       "coef_retail_auto_workers                0.143032  0.143032     0.1646   \n",
+       "coef_retail_non_motor                  -0.030000 -0.030000    -0.0300   \n",
+       "coef_retail_transit_no_workers         -0.307531 -0.307531    -0.3053   \n",
+       "coef_retail_transit_workers            -0.522486 -0.522486    -0.5117   \n",
+       "\n",
+       "                                        minimum  maximum  nullvalue  holdfast  \n",
+       "param_name                                                                     \n",
+       "coef_cars1_asc                           -50.00    50.00        0.0         0  \n",
+       "coef_cars1_asc_county                    -50.00    50.00        0.0         0  \n",
+       "coef_cars1_asc_marin                     -50.00    50.00        0.0         0  \n",
+       "coef_cars1_asc_san_francisco             -50.00    50.00        0.0         0  \n",
+       "coef_cars1_auto_time_saving_per_worker   -50.00    50.00        0.0         0  \n",
+       "...                                         ...      ...        ...       ...  \n",
+       "coef_retail_auto_no_workers              -50.00    50.00        0.0         0  \n",
+       "coef_retail_auto_workers                 -50.00    50.00        0.0         0  \n",
+       "coef_retail_non_motor                     -0.03    -0.03        0.0         1  \n",
+       "coef_retail_transit_no_workers           -50.00    50.00        0.0         0  \n",
+       "coef_retail_transit_workers              -50.00    50.00        0.0         0  \n",
+       "\n",
+       "[74 rows x 7 columns]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div><table style=\"margin-top:1px;\"><tr><th>key</th><th style=\"text-align:left;\">value</th></tr><tr><td>x</td><td style=\"text-align:left;\"><table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>0</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>coef_cars1_asc</th>\n",
+       "      <td>1.451930</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars1_asc_county</th>\n",
+       "      <td>-0.669928</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars1_asc_marin</th>\n",
+       "      <td>-0.170886</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars1_asc_san_francisco</th>\n",
+       "      <td>0.317228</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars1_auto_time_saving_per_worker</th>\n",
+       "      <td>0.380289</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars1_density_0_10_no_workers</th>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars1_density_10_up_no_workers</th>\n",
+       "      <td>-0.014252</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars1_density_10_up_workers</th>\n",
+       "      <td>-0.018450</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars1_drivers_2</th>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars1_drivers_3</th>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars1_drivers_4_up</th>\n",
+       "      <td>1.993329</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars1_hh_income_0_25k</th>\n",
+       "      <td>0.047122</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars1_hh_income_25_50</th>\n",
+       "      <td>0.006622</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars1_hh_income_50_75</th>\n",
+       "      <td>0.007920</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars1_hh_income_75_up</th>\n",
+       "      <td>-0.002331</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars1_num_workers_clip_3</th>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars1_persons_16_17</th>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars1_persons_18_24</th>\n",
+       "      <td>-0.473008</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars1_persons_25_34</th>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars1_presence_children_0_4</th>\n",
+       "      <td>0.494212</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars1_presence_children_5_17</th>\n",
+       "      <td>0.044213</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars234_asc_marin</th>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars234_presence_children_0_4</th>\n",
+       "      <td>0.839737</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars2_asc</th>\n",
+       "      <td>-0.751717</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars2_asc_county</th>\n",
+       "      <td>-0.552884</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars2_asc_san_francisco</th>\n",
+       "      <td>0.394107</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars2_auto_time_saving_per_worker</th>\n",
+       "      <td>0.608005</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars2_density_0_10_no_workers</th>\n",
+       "      <td>-0.190732</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars2_density_10_up_no_workers</th>\n",
+       "      <td>-0.118593</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars2_drivers_2</th>\n",
+       "      <td>2.883229</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars2_drivers_3</th>\n",
+       "      <td>3.462629</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars2_drivers_4_up</th>\n",
+       "      <td>6.177691</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars2_hh_income_0_25k</th>\n",
+       "      <td>0.062963</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars2_hh_income_25_50</th>\n",
+       "      <td>0.007705</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars2_hh_income_50_75</th>\n",
+       "      <td>0.019152</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars2_hh_income_75_up</th>\n",
+       "      <td>0.002677</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars2_num_workers_clip_3</th>\n",
+       "      <td>0.316577</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars2_persons_16_17</th>\n",
+       "      <td>-0.851694</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars2_persons_18_24</th>\n",
+       "      <td>-0.988962</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars2_persons_25_34</th>\n",
+       "      <td>-0.375153</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars2_presence_children_5_17</th>\n",
+       "      <td>0.333678</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars34_asc_county</th>\n",
+       "      <td>-0.272462</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars34_asc_san_francisco</th>\n",
+       "      <td>0.042635</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars34_density_0_10_no_workers</th>\n",
+       "      <td>-0.343379</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars34_density_10_up_no_workers</th>\n",
+       "      <td>-0.254388</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars34_persons_16_17</th>\n",
+       "      <td>-1.828782</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars34_persons_18_24</th>\n",
+       "      <td>-1.015850</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars34_persons_25_34</th>\n",
+       "      <td>-0.741201</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars34_presence_children_5_17</th>\n",
+       "      <td>0.545134</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars3_asc</th>\n",
+       "      <td>-3.502778</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars3_auto_time_saving_per_worker</th>\n",
+       "      <td>0.528275</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars3_drivers_2</th>\n",
+       "      <td>3.337821</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars3_drivers_3</th>\n",
+       "      <td>5.712040</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars3_drivers_4_up</th>\n",
+       "      <td>8.649770</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars3_hh_income_0_25k</th>\n",
+       "      <td>0.081492</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars3_hh_income_25_50</th>\n",
+       "      <td>0.001622</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars3_hh_income_50_75</th>\n",
+       "      <td>0.026796</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars3_hh_income_75_up</th>\n",
+       "      <td>0.003811</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars3_num_workers_clip_3</th>\n",
+       "      <td>0.651693</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars4_asc</th>\n",
+       "      <td>-5.633922</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars4_auto_time_saving_per_worker</th>\n",
+       "      <td>0.825818</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars4_drivers_2</th>\n",
+       "      <td>2.636133</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars4_drivers_3</th>\n",
+       "      <td>5.304881</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars4_drivers_4_up</th>\n",
+       "      <td>9.400424</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars4_hh_income_0_25k</th>\n",
+       "      <td>0.095108</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars4_hh_income_25_50</th>\n",
+       "      <td>0.002764</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars4_hh_income_50_75</th>\n",
+       "      <td>0.027422</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars4_hh_income_75_up</th>\n",
+       "      <td>0.008115</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars4_num_workers_clip_3</th>\n",
+       "      <td>0.957764</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_retail_auto_no_workers</th>\n",
+       "      <td>0.027853</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_retail_auto_workers</th>\n",
+       "      <td>0.143032</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_retail_non_motor</th>\n",
+       "      <td>-0.030000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_retail_transit_no_workers</th>\n",
+       "      <td>-0.307531</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_retail_transit_workers</th>\n",
+       "      <td>-0.522486</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table></td></tr><tr><td>logloss</td><td style=\"text-align:left;\">0.9240346004173794</td></tr><tr><td>d_logloss</td><td style=\"text-align:left;\"><table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>0</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>coef_cars1_asc</th>\n",
+       "      <td>0.000104</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars1_asc_county</th>\n",
+       "      <td>-0.000032</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars1_asc_marin</th>\n",
+       "      <td>-0.000051</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars1_asc_san_francisco</th>\n",
+       "      <td>-0.000097</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars1_auto_time_saving_per_worker</th>\n",
+       "      <td>0.000056</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars1_density_0_10_no_workers</th>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars1_density_10_up_no_workers</th>\n",
+       "      <td>-0.000020</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars1_density_10_up_workers</th>\n",
+       "      <td>0.000007</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars1_drivers_2</th>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars1_drivers_3</th>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars1_drivers_4_up</th>\n",
+       "      <td>-0.000038</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars1_hh_income_0_25k</th>\n",
+       "      <td>0.000119</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars1_hh_income_25_50</th>\n",
+       "      <td>0.000125</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars1_hh_income_50_75</th>\n",
+       "      <td>0.000092</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars1_hh_income_75_up</th>\n",
+       "      <td>0.000120</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars1_num_workers_clip_3</th>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars1_persons_16_17</th>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars1_persons_18_24</th>\n",
+       "      <td>0.000042</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars1_persons_25_34</th>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars1_presence_children_0_4</th>\n",
+       "      <td>0.000002</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars1_presence_children_5_17</th>\n",
+       "      <td>0.000109</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars234_asc_marin</th>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars234_presence_children_0_4</th>\n",
+       "      <td>-0.000091</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars2_asc</th>\n",
+       "      <td>-0.000074</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars2_asc_county</th>\n",
+       "      <td>0.000006</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars2_asc_san_francisco</th>\n",
+       "      <td>0.000069</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars2_auto_time_saving_per_worker</th>\n",
+       "      <td>0.000086</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars2_density_0_10_no_workers</th>\n",
+       "      <td>0.000073</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars2_density_10_up_no_workers</th>\n",
+       "      <td>-0.000101</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars2_drivers_2</th>\n",
+       "      <td>-0.000008</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars2_drivers_3</th>\n",
+       "      <td>0.000049</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars2_drivers_4_up</th>\n",
+       "      <td>-0.000019</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars2_hh_income_0_25k</th>\n",
+       "      <td>0.000382</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars2_hh_income_25_50</th>\n",
+       "      <td>0.000289</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars2_hh_income_50_75</th>\n",
+       "      <td>0.000444</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars2_hh_income_75_up</th>\n",
+       "      <td>0.000750</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars2_num_workers_clip_3</th>\n",
+       "      <td>0.000106</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars2_persons_16_17</th>\n",
+       "      <td>0.000130</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars2_persons_18_24</th>\n",
+       "      <td>-0.000274</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars2_persons_25_34</th>\n",
+       "      <td>-0.000109</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars2_presence_children_5_17</th>\n",
+       "      <td>-0.000037</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars34_asc_county</th>\n",
+       "      <td>0.000005</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars34_asc_san_francisco</th>\n",
+       "      <td>0.000055</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars34_density_0_10_no_workers</th>\n",
+       "      <td>0.000004</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars34_density_10_up_no_workers</th>\n",
+       "      <td>0.000024</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars34_persons_16_17</th>\n",
+       "      <td>-0.000129</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars34_persons_18_24</th>\n",
+       "      <td>0.000166</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars34_persons_25_34</th>\n",
+       "      <td>-0.000067</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars34_presence_children_5_17</th>\n",
+       "      <td>-0.000139</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars3_asc</th>\n",
+       "      <td>0.000107</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars3_auto_time_saving_per_worker</th>\n",
+       "      <td>-0.000071</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars3_drivers_2</th>\n",
+       "      <td>0.000149</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars3_drivers_3</th>\n",
+       "      <td>0.000024</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars3_drivers_4_up</th>\n",
+       "      <td>-0.000038</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars3_hh_income_0_25k</th>\n",
+       "      <td>0.000005</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars3_hh_income_25_50</th>\n",
+       "      <td>0.000096</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars3_hh_income_50_75</th>\n",
+       "      <td>0.000072</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars3_hh_income_75_up</th>\n",
+       "      <td>0.000185</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars3_num_workers_clip_3</th>\n",
+       "      <td>-0.000169</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars4_asc</th>\n",
+       "      <td>-0.000103</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars4_auto_time_saving_per_worker</th>\n",
+       "      <td>-0.000058</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars4_drivers_2</th>\n",
+       "      <td>-0.000040</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars4_drivers_3</th>\n",
+       "      <td>0.000093</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars4_drivers_4_up</th>\n",
+       "      <td>-0.000046</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars4_hh_income_0_25k</th>\n",
+       "      <td>-0.000523</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars4_hh_income_25_50</th>\n",
+       "      <td>-0.000691</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars4_hh_income_50_75</th>\n",
+       "      <td>-0.000513</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars4_hh_income_75_up</th>\n",
+       "      <td>-0.001026</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars4_num_workers_clip_3</th>\n",
+       "      <td>-0.000170</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_retail_auto_no_workers</th>\n",
+       "      <td>0.000014</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_retail_auto_workers</th>\n",
+       "      <td>0.000098</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_retail_non_motor</th>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_retail_transit_no_workers</th>\n",
+       "      <td>0.000133</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_retail_transit_workers</th>\n",
+       "      <td>-0.000083</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table></td></tr><tr><td>nit</td><td style=\"text-align:left;\">77</td></tr><tr><td>nfev</td><td style=\"text-align:left;\">102</td></tr><tr><td>njev</td><td style=\"text-align:left;\">77</td></tr><tr><td>status</td><td style=\"text-align:left;\">0</td></tr><tr><td>message</td><td style=\"text-align:left;\">'Optimization terminated successfully'</td></tr><tr><td>success</td><td style=\"text-align:left;\">True</td></tr><tr><td>elapsed_time</td><td style=\"text-align:left;\">0:00:01.723675</td></tr><tr><td>method</td><td style=\"text-align:left;\">'slsqp'</td></tr><tr><td>n_cases</td><td style=\"text-align:left;\">20000</td></tr><tr><td>iteration_number</td><td style=\"text-align:left;\">77</td></tr><tr><td>loglike</td><td style=\"text-align:left;\">-18480.69200834759</td></tr></table></div>"
+      ],
+      "text/plain": [
+       "┣                x: coef_cars1_asc                            1.451930\n",
+       "┃                   coef_cars1_asc_county                    -0.669928\n",
+       "┃                   coef_cars1_asc_marin                     -0.170886\n",
+       "┃                   coef_cars1_asc_san_francisco              0.317228\n",
+       "┃                   coef_cars1_auto_time_saving_per_worker    0.380289\n",
+       "┃                                                               ...   \n",
+       "┃                   coef_retail_auto_no_workers               0.027853\n",
+       "┃                   coef_retail_auto_workers                  0.143032\n",
+       "┃                   coef_retail_non_motor                    -0.030000\n",
+       "┃                   coef_retail_transit_no_workers           -0.307531\n",
+       "┃                   coef_retail_transit_workers              -0.522486\n",
+       "┃                   Length: 74, dtype: float64\n",
+       "┣          logloss: 0.9240346004173794\n",
+       "┣        d_logloss: coef_cars1_asc                            0.000104\n",
+       "┃                   coef_cars1_asc_county                    -0.000032\n",
+       "┃                   coef_cars1_asc_marin                     -0.000051\n",
+       "┃                   coef_cars1_asc_san_francisco             -0.000097\n",
+       "┃                   coef_cars1_auto_time_saving_per_worker    0.000056\n",
+       "┃                                                               ...   \n",
+       "┃                   coef_retail_auto_no_workers               0.000014\n",
+       "┃                   coef_retail_auto_workers                  0.000098\n",
+       "┃                   coef_retail_non_motor                     0.000000\n",
+       "┃                   coef_retail_transit_no_workers            0.000133\n",
+       "┃                   coef_retail_transit_workers              -0.000083\n",
+       "┃                   Length: 74, dtype: float64\n",
+       "┣              nit: 77\n",
+       "┣             nfev: 102\n",
+       "┣             njev: 77\n",
+       "┣           status: 0\n",
+       "┣          message: 'Optimization terminated successfully'\n",
+       "┣          success: True\n",
+       "┣     elapsed_time: datetime.timedelta(seconds=1, microseconds=723675)\n",
+       "┣           method: 'slsqp'\n",
+       "┣          n_cases: 20000\n",
+       "┣ iteration_number: 77\n",
+       "┣          loglike: -18480.69200834759"
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "model2.estimate(maxiter=200)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "We can easily review the parameter estimates from the original and\n",
+    "revised models side by side to see what changed."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead tr th {\n",
+       "        text-align: left;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead tr:last-of-type th {\n",
+       "        text-align: right;\n",
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+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr>\n",
+       "      <th></th>\n",
+       "      <th colspan=\"6\" halign=\"left\">model</th>\n",
+       "      <th colspan=\"6\" halign=\"left\">model2</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th></th>\n",
+       "      <th>Value</th>\n",
+       "      <th>Std Err</th>\n",
+       "      <th>t Stat</th>\n",
+       "      <th>Signif</th>\n",
+       "      <th>Null Value</th>\n",
+       "      <th>Constrained</th>\n",
+       "      <th>Value</th>\n",
+       "      <th>Std Err</th>\n",
+       "      <th>t Stat</th>\n",
+       "      <th>Signif</th>\n",
+       "      <th>Null Value</th>\n",
+       "      <th>Constrained</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Parameter</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>coef_cars1_asc</th>\n",
+       "      <td>1.34</td>\n",
+       "      <td>0.941</td>\n",
+       "      <td>1.42</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>1.45</td>\n",
+       "      <td>0.946</td>\n",
+       "      <td>1.54</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars1_asc_county</th>\n",
+       "      <td>-0.656</td>\n",
+       "      <td>0.158</td>\n",
+       "      <td>-4.14</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>-0.670</td>\n",
+       "      <td>0.159</td>\n",
+       "      <td>-4.22</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars1_asc_marin</th>\n",
+       "      <td>-0.168</td>\n",
+       "      <td>0.106</td>\n",
+       "      <td>-1.58</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>-0.171</td>\n",
+       "      <td>0.106</td>\n",
+       "      <td>-1.61</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars1_asc_san_francisco</th>\n",
+       "      <td>0.325</td>\n",
+       "      <td>0.0979</td>\n",
+       "      <td>3.31</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>0.317</td>\n",
+       "      <td>0.0982</td>\n",
+       "      <td>3.23</td>\n",
+       "      <td>**</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars1_auto_time_saving_per_worker</th>\n",
+       "      <td>0.394</td>\n",
+       "      <td>0.188</td>\n",
+       "      <td>2.10</td>\n",
+       "      <td>*</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>0.380</td>\n",
+       "      <td>0.189</td>\n",
+       "      <td>2.01</td>\n",
+       "      <td>*</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars1_density_0_10_no_workers</th>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>fixed value</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars1_density_10_up_no_workers</th>\n",
+       "      <td>-0.0145</td>\n",
+       "      <td>0.00339</td>\n",
+       "      <td>-4.27</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>-0.0143</td>\n",
+       "      <td>0.00339</td>\n",
+       "      <td>-4.21</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars1_density_10_up_workers</th>\n",
+       "      <td>-0.0183</td>\n",
+       "      <td>0.00271</td>\n",
+       "      <td>-6.75</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>-0.0184</td>\n",
+       "      <td>0.00271</td>\n",
+       "      <td>-6.80</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars1_drivers_2</th>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>fixed value</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars1_drivers_3</th>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>fixed value</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars1_drivers_4_up</th>\n",
+       "      <td>2.01</td>\n",
+       "      <td>0.317</td>\n",
+       "      <td>6.35</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>1.99</td>\n",
+       "      <td>0.318</td>\n",
+       "      <td>6.27</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars1_hh_income_0_30k</th>\n",
+       "      <td>0.0456</td>\n",
+       "      <td>0.00298</td>\n",
+       "      <td>15.29</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars1_hh_income_30_up</th>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>fixed value</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars1_num_workers_clip_3</th>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>fixed value</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars1_persons_16_17</th>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>fixed value</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars1_persons_18_24</th>\n",
+       "      <td>-0.476</td>\n",
+       "      <td>0.0586</td>\n",
+       "      <td>-8.11</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>-0.473</td>\n",
+       "      <td>0.0586</td>\n",
+       "      <td>-8.07</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars1_persons_25_34</th>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>fixed value</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars1_presence_children_0_4</th>\n",
+       "      <td>0.487</td>\n",
+       "      <td>0.130</td>\n",
+       "      <td>3.75</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>0.494</td>\n",
+       "      <td>0.130</td>\n",
+       "      <td>3.80</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars1_presence_children_5_17</th>\n",
+       "      <td>0.0390</td>\n",
+       "      <td>0.0934</td>\n",
+       "      <td>0.42</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0442</td>\n",
+       "      <td>0.0935</td>\n",
+       "      <td>0.47</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars234_asc_marin</th>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>fixed value</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars234_presence_children_0_4</th>\n",
+       "      <td>0.834</td>\n",
+       "      <td>0.137</td>\n",
+       "      <td>6.10</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>0.840</td>\n",
+       "      <td>0.137</td>\n",
+       "      <td>6.13</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars2_asc</th>\n",
+       "      <td>-0.817</td>\n",
+       "      <td>0.944</td>\n",
+       "      <td>-0.87</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>-0.752</td>\n",
+       "      <td>0.949</td>\n",
+       "      <td>-0.79</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars2_asc_county</th>\n",
+       "      <td>-0.534</td>\n",
+       "      <td>0.166</td>\n",
+       "      <td>-3.22</td>\n",
+       "      <td>**</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>-0.553</td>\n",
+       "      <td>0.166</td>\n",
+       "      <td>-3.33</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars2_asc_san_francisco</th>\n",
+       "      <td>0.395</td>\n",
+       "      <td>0.123</td>\n",
+       "      <td>3.22</td>\n",
+       "      <td>**</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>0.394</td>\n",
+       "      <td>0.123</td>\n",
+       "      <td>3.20</td>\n",
+       "      <td>**</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars2_auto_time_saving_per_worker</th>\n",
+       "      <td>0.626</td>\n",
+       "      <td>0.197</td>\n",
+       "      <td>3.18</td>\n",
+       "      <td>**</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>0.608</td>\n",
+       "      <td>0.198</td>\n",
+       "      <td>3.07</td>\n",
+       "      <td>**</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars2_density_0_10_no_workers</th>\n",
+       "      <td>-0.189</td>\n",
+       "      <td>0.0118</td>\n",
+       "      <td>-16.03</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>-0.191</td>\n",
+       "      <td>0.0118</td>\n",
+       "      <td>-16.16</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars2_density_10_up_no_workers</th>\n",
+       "      <td>-0.119</td>\n",
+       "      <td>0.0117</td>\n",
+       "      <td>-10.12</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>-0.119</td>\n",
+       "      <td>0.0117</td>\n",
+       "      <td>-10.13</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars2_drivers_2</th>\n",
+       "      <td>2.88</td>\n",
+       "      <td>0.0602</td>\n",
+       "      <td>47.87</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>2.88</td>\n",
+       "      <td>0.0603</td>\n",
+       "      <td>47.83</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars2_drivers_3</th>\n",
+       "      <td>3.46</td>\n",
+       "      <td>0.0971</td>\n",
+       "      <td>35.68</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>3.46</td>\n",
+       "      <td>0.0971</td>\n",
+       "      <td>35.66</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars2_drivers_4_up</th>\n",
+       "      <td>6.18</td>\n",
+       "      <td>0.332</td>\n",
+       "      <td>18.61</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>6.18</td>\n",
+       "      <td>0.333</td>\n",
+       "      <td>18.53</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars2_hh_income_0_30k</th>\n",
+       "      <td>0.0557</td>\n",
+       "      <td>0.00419</td>\n",
+       "      <td>13.31</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars2_hh_income_30_up</th>\n",
+       "      <td>0.00709</td>\n",
+       "      <td>0.000782</td>\n",
+       "      <td>9.07</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars2_num_workers_clip_3</th>\n",
+       "      <td>0.317</td>\n",
+       "      <td>0.0420</td>\n",
+       "      <td>7.55</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>0.317</td>\n",
+       "      <td>0.0420</td>\n",
+       "      <td>7.54</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars2_persons_16_17</th>\n",
+       "      <td>-0.845</td>\n",
+       "      <td>0.0976</td>\n",
+       "      <td>-8.66</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>-0.852</td>\n",
+       "      <td>0.0977</td>\n",
+       "      <td>-8.72</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars2_persons_18_24</th>\n",
+       "      <td>-0.990</td>\n",
+       "      <td>0.0659</td>\n",
+       "      <td>-15.04</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>-0.989</td>\n",
+       "      <td>0.0659</td>\n",
+       "      <td>-15.01</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars2_persons_25_34</th>\n",
+       "      <td>-0.379</td>\n",
+       "      <td>0.0322</td>\n",
+       "      <td>-11.77</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>-0.375</td>\n",
+       "      <td>0.0322</td>\n",
+       "      <td>-11.64</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars2_presence_children_5_17</th>\n",
+       "      <td>0.327</td>\n",
+       "      <td>0.104</td>\n",
+       "      <td>3.16</td>\n",
+       "      <td>**</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>0.334</td>\n",
+       "      <td>0.104</td>\n",
+       "      <td>3.21</td>\n",
+       "      <td>**</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars34_asc_county</th>\n",
+       "      <td>-0.261</td>\n",
+       "      <td>0.173</td>\n",
+       "      <td>-1.50</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>-0.272</td>\n",
+       "      <td>0.174</td>\n",
+       "      <td>-1.57</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars34_asc_san_francisco</th>\n",
+       "      <td>0.0559</td>\n",
+       "      <td>0.161</td>\n",
+       "      <td>0.35</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0426</td>\n",
+       "      <td>0.161</td>\n",
+       "      <td>0.26</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars34_density_0_10_no_workers</th>\n",
+       "      <td>-0.343</td>\n",
+       "      <td>0.0182</td>\n",
+       "      <td>-18.81</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>-0.343</td>\n",
+       "      <td>0.0182</td>\n",
+       "      <td>-18.84</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars34_density_10_up_no_workers</th>\n",
+       "      <td>-0.255</td>\n",
+       "      <td>0.0544</td>\n",
+       "      <td>-4.69</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>-0.254</td>\n",
+       "      <td>0.0542</td>\n",
+       "      <td>-4.70</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars34_persons_16_17</th>\n",
+       "      <td>-1.82</td>\n",
+       "      <td>0.113</td>\n",
+       "      <td>-16.13</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>-1.83</td>\n",
+       "      <td>0.113</td>\n",
+       "      <td>-16.23</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars34_persons_18_24</th>\n",
+       "      <td>-1.01</td>\n",
+       "      <td>0.0695</td>\n",
+       "      <td>-14.60</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>-1.02</td>\n",
+       "      <td>0.0696</td>\n",
+       "      <td>-14.60</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars34_persons_25_34</th>\n",
+       "      <td>-0.745</td>\n",
+       "      <td>0.0402</td>\n",
+       "      <td>-18.56</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>-0.741</td>\n",
+       "      <td>0.0402</td>\n",
+       "      <td>-18.44</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars34_presence_children_5_17</th>\n",
+       "      <td>0.542</td>\n",
+       "      <td>0.112</td>\n",
+       "      <td>4.83</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>0.545</td>\n",
+       "      <td>0.112</td>\n",
+       "      <td>4.86</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars3_asc</th>\n",
+       "      <td>-3.43</td>\n",
+       "      <td>0.962</td>\n",
+       "      <td>-3.56</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>-3.50</td>\n",
+       "      <td>0.972</td>\n",
+       "      <td>-3.60</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars3_auto_time_saving_per_worker</th>\n",
+       "      <td>0.538</td>\n",
+       "      <td>0.215</td>\n",
+       "      <td>2.50</td>\n",
+       "      <td>*</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>0.528</td>\n",
+       "      <td>0.216</td>\n",
+       "      <td>2.45</td>\n",
+       "      <td>*</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars3_drivers_2</th>\n",
+       "      <td>3.33</td>\n",
+       "      <td>0.151</td>\n",
+       "      <td>21.99</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>3.34</td>\n",
+       "      <td>0.152</td>\n",
+       "      <td>21.93</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars3_drivers_3</th>\n",
+       "      <td>5.70</td>\n",
+       "      <td>0.170</td>\n",
+       "      <td>33.48</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>5.71</td>\n",
+       "      <td>0.171</td>\n",
+       "      <td>33.40</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars3_drivers_4_up</th>\n",
+       "      <td>8.64</td>\n",
+       "      <td>0.364</td>\n",
+       "      <td>23.72</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>8.65</td>\n",
+       "      <td>0.366</td>\n",
+       "      <td>23.64</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars3_hh_income_0_30k</th>\n",
+       "      <td>0.0644</td>\n",
+       "      <td>0.00668</td>\n",
+       "      <td>9.65</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars3_hh_income_30_up</th>\n",
+       "      <td>0.00913</td>\n",
+       "      <td>0.00103</td>\n",
+       "      <td>8.88</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars3_num_workers_clip_3</th>\n",
+       "      <td>0.650</td>\n",
+       "      <td>0.0519</td>\n",
+       "      <td>12.53</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>0.652</td>\n",
+       "      <td>0.0519</td>\n",
+       "      <td>12.55</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars4_asc</th>\n",
+       "      <td>-5.53</td>\n",
+       "      <td>1.02</td>\n",
+       "      <td>-5.42</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>-5.63</td>\n",
+       "      <td>1.04</td>\n",
+       "      <td>-5.40</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars4_auto_time_saving_per_worker</th>\n",
+       "      <td>0.834</td>\n",
+       "      <td>0.249</td>\n",
+       "      <td>3.35</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>0.826</td>\n",
+       "      <td>0.250</td>\n",
+       "      <td>3.30</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars4_drivers_2</th>\n",
+       "      <td>2.65</td>\n",
+       "      <td>0.287</td>\n",
+       "      <td>9.23</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>2.64</td>\n",
+       "      <td>0.283</td>\n",
+       "      <td>9.30</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars4_drivers_3</th>\n",
+       "      <td>5.33</td>\n",
+       "      <td>0.297</td>\n",
+       "      <td>17.95</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>5.30</td>\n",
+       "      <td>0.293</td>\n",
+       "      <td>18.07</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars4_drivers_4_up</th>\n",
+       "      <td>9.42</td>\n",
+       "      <td>0.436</td>\n",
+       "      <td>21.59</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>9.40</td>\n",
+       "      <td>0.435</td>\n",
+       "      <td>21.61</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars4_hh_income_0_30k</th>\n",
+       "      <td>0.0718</td>\n",
+       "      <td>0.0111</td>\n",
+       "      <td>6.46</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars4_hh_income_30_up</th>\n",
+       "      <td>0.0132</td>\n",
+       "      <td>0.00132</td>\n",
+       "      <td>10.00</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars4_num_workers_clip_3</th>\n",
+       "      <td>0.949</td>\n",
+       "      <td>0.0646</td>\n",
+       "      <td>14.69</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>0.958</td>\n",
+       "      <td>0.0646</td>\n",
+       "      <td>14.82</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_retail_auto_no_workers</th>\n",
+       "      <td>0.0398</td>\n",
+       "      <td>0.101</td>\n",
+       "      <td>0.39</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0279</td>\n",
+       "      <td>0.102</td>\n",
+       "      <td>0.27</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_retail_auto_workers</th>\n",
+       "      <td>0.156</td>\n",
+       "      <td>0.102</td>\n",
+       "      <td>1.52</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>0.143</td>\n",
+       "      <td>0.103</td>\n",
+       "      <td>1.39</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_retail_non_motor</th>\n",
+       "      <td>-0.0300</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>fixed value</td>\n",
+       "      <td>-0.0300</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_retail_transit_no_workers</th>\n",
+       "      <td>-0.308</td>\n",
+       "      <td>0.0295</td>\n",
+       "      <td>-10.44</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>-0.308</td>\n",
+       "      <td>0.0295</td>\n",
+       "      <td>-10.42</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_retail_transit_workers</th>\n",
+       "      <td>-0.525</td>\n",
+       "      <td>0.0396</td>\n",
+       "      <td>-13.24</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>-0.522</td>\n",
+       "      <td>0.0397</td>\n",
+       "      <td>-13.15</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars1_hh_income_0_25k</th>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>0.0471</td>\n",
+       "      <td>0.00436</td>\n",
+       "      <td>10.81</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars1_hh_income_25_50</th>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>0.00662</td>\n",
+       "      <td>0.00537</td>\n",
+       "      <td>1.23</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars1_hh_income_50_75</th>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>0.00792</td>\n",
+       "      <td>0.00666</td>\n",
+       "      <td>1.19</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars1_hh_income_75_up</th>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>-0.00233</td>\n",
+       "      <td>0.00246</td>\n",
+       "      <td>-0.95</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars2_hh_income_0_25k</th>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>0.0630</td>\n",
+       "      <td>0.00607</td>\n",
+       "      <td>10.37</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars2_hh_income_25_50</th>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>0.00770</td>\n",
+       "      <td>0.00608</td>\n",
+       "      <td>1.27</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars2_hh_income_50_75</th>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>0.0192</td>\n",
+       "      <td>0.00714</td>\n",
+       "      <td>2.68</td>\n",
+       "      <td>**</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars2_hh_income_75_up</th>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>0.00268</td>\n",
+       "      <td>0.00259</td>\n",
+       "      <td>1.03</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars3_hh_income_0_25k</th>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>0.0815</td>\n",
+       "      <td>0.0101</td>\n",
+       "      <td>8.05</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars3_hh_income_25_50</th>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>0.00162</td>\n",
+       "      <td>0.00746</td>\n",
+       "      <td>0.22</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars3_hh_income_50_75</th>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>0.0268</td>\n",
+       "      <td>0.00793</td>\n",
+       "      <td>3.38</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars3_hh_income_75_up</th>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>0.00381</td>\n",
+       "      <td>0.00275</td>\n",
+       "      <td>1.39</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars4_hh_income_0_25k</th>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>0.0951</td>\n",
+       "      <td>0.0175</td>\n",
+       "      <td>5.45</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars4_hh_income_25_50</th>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>0.00276</td>\n",
+       "      <td>0.00982</td>\n",
+       "      <td>0.28</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars4_hh_income_50_75</th>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>0.0274</td>\n",
+       "      <td>0.00907</td>\n",
+       "      <td>3.02</td>\n",
+       "      <td>**</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_cars4_hh_income_75_up</th>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>0.00811</td>\n",
+       "      <td>0.00292</td>\n",
+       "      <td>2.78</td>\n",
+       "      <td>**</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
       "text/plain": [
-       "<larch.util.excel.ExcelWriter at 0x7f9d8862f160>"
+       "                                           model                            \\\n",
+       "                                           Value    Std Err  t Stat Signif   \n",
+       "Parameter                                                                    \n",
+       "coef_cars1_asc                              1.34      0.941    1.42          \n",
+       "coef_cars1_asc_county                     -0.656      0.158   -4.14    ***   \n",
+       "coef_cars1_asc_marin                      -0.168      0.106   -1.58          \n",
+       "coef_cars1_asc_san_francisco               0.325     0.0979    3.31    ***   \n",
+       "coef_cars1_auto_time_saving_per_worker     0.394      0.188    2.10      *   \n",
+       "coef_cars1_density_0_10_no_workers          0.00       0.00      NA          \n",
+       "coef_cars1_density_10_up_no_workers      -0.0145    0.00339   -4.27    ***   \n",
+       "coef_cars1_density_10_up_workers         -0.0183    0.00271   -6.75    ***   \n",
+       "coef_cars1_drivers_2                        0.00       0.00      NA          \n",
+       "coef_cars1_drivers_3                        0.00       0.00      NA          \n",
+       "coef_cars1_drivers_4_up                     2.01      0.317    6.35    ***   \n",
+       "coef_cars1_hh_income_0_30k                0.0456    0.00298   15.29    ***   \n",
+       "coef_cars1_hh_income_30_up                  0.00       0.00      NA          \n",
+       "coef_cars1_num_workers_clip_3               0.00       0.00      NA          \n",
+       "coef_cars1_persons_16_17                    0.00       0.00      NA          \n",
+       "coef_cars1_persons_18_24                  -0.476     0.0586   -8.11    ***   \n",
+       "coef_cars1_persons_25_34                    0.00       0.00      NA          \n",
+       "coef_cars1_presence_children_0_4           0.487      0.130    3.75    ***   \n",
+       "coef_cars1_presence_children_5_17         0.0390     0.0934    0.42          \n",
+       "coef_cars234_asc_marin                      0.00       0.00      NA          \n",
+       "coef_cars234_presence_children_0_4         0.834      0.137    6.10    ***   \n",
+       "coef_cars2_asc                            -0.817      0.944   -0.87          \n",
+       "coef_cars2_asc_county                     -0.534      0.166   -3.22     **   \n",
+       "coef_cars2_asc_san_francisco               0.395      0.123    3.22     **   \n",
+       "coef_cars2_auto_time_saving_per_worker     0.626      0.197    3.18     **   \n",
+       "coef_cars2_density_0_10_no_workers        -0.189     0.0118  -16.03    ***   \n",
+       "coef_cars2_density_10_up_no_workers       -0.119     0.0117  -10.12    ***   \n",
+       "coef_cars2_drivers_2                        2.88     0.0602   47.87    ***   \n",
+       "coef_cars2_drivers_3                        3.46     0.0971   35.68    ***   \n",
+       "coef_cars2_drivers_4_up                     6.18      0.332   18.61    ***   \n",
+       "coef_cars2_hh_income_0_30k                0.0557    0.00419   13.31    ***   \n",
+       "coef_cars2_hh_income_30_up               0.00709   0.000782    9.07    ***   \n",
+       "coef_cars2_num_workers_clip_3              0.317     0.0420    7.55    ***   \n",
+       "coef_cars2_persons_16_17                  -0.845     0.0976   -8.66    ***   \n",
+       "coef_cars2_persons_18_24                  -0.990     0.0659  -15.04    ***   \n",
+       "coef_cars2_persons_25_34                  -0.379     0.0322  -11.77    ***   \n",
+       "coef_cars2_presence_children_5_17          0.327      0.104    3.16     **   \n",
+       "coef_cars34_asc_county                    -0.261      0.173   -1.50          \n",
+       "coef_cars34_asc_san_francisco             0.0559      0.161    0.35          \n",
+       "coef_cars34_density_0_10_no_workers       -0.343     0.0182  -18.81    ***   \n",
+       "coef_cars34_density_10_up_no_workers      -0.255     0.0544   -4.69    ***   \n",
+       "coef_cars34_persons_16_17                  -1.82      0.113  -16.13    ***   \n",
+       "coef_cars34_persons_18_24                  -1.01     0.0695  -14.60    ***   \n",
+       "coef_cars34_persons_25_34                 -0.745     0.0402  -18.56    ***   \n",
+       "coef_cars34_presence_children_5_17         0.542      0.112    4.83    ***   \n",
+       "coef_cars3_asc                             -3.43      0.962   -3.56    ***   \n",
+       "coef_cars3_auto_time_saving_per_worker     0.538      0.215    2.50      *   \n",
+       "coef_cars3_drivers_2                        3.33      0.151   21.99    ***   \n",
+       "coef_cars3_drivers_3                        5.70      0.170   33.48    ***   \n",
+       "coef_cars3_drivers_4_up                     8.64      0.364   23.72    ***   \n",
+       "coef_cars3_hh_income_0_30k                0.0644    0.00668    9.65    ***   \n",
+       "coef_cars3_hh_income_30_up               0.00913    0.00103    8.88    ***   \n",
+       "coef_cars3_num_workers_clip_3              0.650     0.0519   12.53    ***   \n",
+       "coef_cars4_asc                             -5.53       1.02   -5.42    ***   \n",
+       "coef_cars4_auto_time_saving_per_worker     0.834      0.249    3.35    ***   \n",
+       "coef_cars4_drivers_2                        2.65      0.287    9.23    ***   \n",
+       "coef_cars4_drivers_3                        5.33      0.297   17.95    ***   \n",
+       "coef_cars4_drivers_4_up                     9.42      0.436   21.59    ***   \n",
+       "coef_cars4_hh_income_0_30k                0.0718     0.0111    6.46    ***   \n",
+       "coef_cars4_hh_income_30_up                0.0132    0.00132   10.00    ***   \n",
+       "coef_cars4_num_workers_clip_3              0.949     0.0646   14.69    ***   \n",
+       "coef_retail_auto_no_workers               0.0398      0.101    0.39          \n",
+       "coef_retail_auto_workers                   0.156      0.102    1.52          \n",
+       "coef_retail_non_motor                    -0.0300       0.00      NA          \n",
+       "coef_retail_transit_no_workers            -0.308     0.0295  -10.44    ***   \n",
+       "coef_retail_transit_workers               -0.525     0.0396  -13.24    ***   \n",
+       "coef_cars1_hh_income_0_25k                                                   \n",
+       "coef_cars1_hh_income_25_50                                                   \n",
+       "coef_cars1_hh_income_50_75                                                   \n",
+       "coef_cars1_hh_income_75_up                                                   \n",
+       "coef_cars2_hh_income_0_25k                                                   \n",
+       "coef_cars2_hh_income_25_50                                                   \n",
+       "coef_cars2_hh_income_50_75                                                   \n",
+       "coef_cars2_hh_income_75_up                                                   \n",
+       "coef_cars3_hh_income_0_25k                                                   \n",
+       "coef_cars3_hh_income_25_50                                                   \n",
+       "coef_cars3_hh_income_50_75                                                   \n",
+       "coef_cars3_hh_income_75_up                                                   \n",
+       "coef_cars4_hh_income_0_25k                                                   \n",
+       "coef_cars4_hh_income_25_50                                                   \n",
+       "coef_cars4_hh_income_50_75                                                   \n",
+       "coef_cars4_hh_income_75_up                                                   \n",
+       "\n",
+       "                                                                  model2  \\\n",
+       "                                       Null Value  Constrained     Value   \n",
+       "Parameter                                                                  \n",
+       "coef_cars1_asc                                0.0                   1.45   \n",
+       "coef_cars1_asc_county                         0.0                 -0.670   \n",
+       "coef_cars1_asc_marin                          0.0                 -0.171   \n",
+       "coef_cars1_asc_san_francisco                  0.0                  0.317   \n",
+       "coef_cars1_auto_time_saving_per_worker        0.0                  0.380   \n",
+       "coef_cars1_density_0_10_no_workers            0.0  fixed value      0.00   \n",
+       "coef_cars1_density_10_up_no_workers           0.0                -0.0143   \n",
+       "coef_cars1_density_10_up_workers              0.0                -0.0184   \n",
+       "coef_cars1_drivers_2                          0.0  fixed value      0.00   \n",
+       "coef_cars1_drivers_3                          0.0  fixed value      0.00   \n",
+       "coef_cars1_drivers_4_up                       0.0                   1.99   \n",
+       "coef_cars1_hh_income_0_30k                    0.0                          \n",
+       "coef_cars1_hh_income_30_up                    0.0  fixed value             \n",
+       "coef_cars1_num_workers_clip_3                 0.0  fixed value      0.00   \n",
+       "coef_cars1_persons_16_17                      0.0  fixed value      0.00   \n",
+       "coef_cars1_persons_18_24                      0.0                 -0.473   \n",
+       "coef_cars1_persons_25_34                      0.0  fixed value      0.00   \n",
+       "coef_cars1_presence_children_0_4              0.0                  0.494   \n",
+       "coef_cars1_presence_children_5_17             0.0                 0.0442   \n",
+       "coef_cars234_asc_marin                        0.0  fixed value      0.00   \n",
+       "coef_cars234_presence_children_0_4            0.0                  0.840   \n",
+       "coef_cars2_asc                                0.0                 -0.752   \n",
+       "coef_cars2_asc_county                         0.0                 -0.553   \n",
+       "coef_cars2_asc_san_francisco                  0.0                  0.394   \n",
+       "coef_cars2_auto_time_saving_per_worker        0.0                  0.608   \n",
+       "coef_cars2_density_0_10_no_workers            0.0                 -0.191   \n",
+       "coef_cars2_density_10_up_no_workers           0.0                 -0.119   \n",
+       "coef_cars2_drivers_2                          0.0                   2.88   \n",
+       "coef_cars2_drivers_3                          0.0                   3.46   \n",
+       "coef_cars2_drivers_4_up                       0.0                   6.18   \n",
+       "coef_cars2_hh_income_0_30k                    0.0                          \n",
+       "coef_cars2_hh_income_30_up                    0.0                          \n",
+       "coef_cars2_num_workers_clip_3                 0.0                  0.317   \n",
+       "coef_cars2_persons_16_17                      0.0                 -0.852   \n",
+       "coef_cars2_persons_18_24                      0.0                 -0.989   \n",
+       "coef_cars2_persons_25_34                      0.0                 -0.375   \n",
+       "coef_cars2_presence_children_5_17             0.0                  0.334   \n",
+       "coef_cars34_asc_county                        0.0                 -0.272   \n",
+       "coef_cars34_asc_san_francisco                 0.0                 0.0426   \n",
+       "coef_cars34_density_0_10_no_workers           0.0                 -0.343   \n",
+       "coef_cars34_density_10_up_no_workers          0.0                 -0.254   \n",
+       "coef_cars34_persons_16_17                     0.0                  -1.83   \n",
+       "coef_cars34_persons_18_24                     0.0                  -1.02   \n",
+       "coef_cars34_persons_25_34                     0.0                 -0.741   \n",
+       "coef_cars34_presence_children_5_17            0.0                  0.545   \n",
+       "coef_cars3_asc                                0.0                  -3.50   \n",
+       "coef_cars3_auto_time_saving_per_worker        0.0                  0.528   \n",
+       "coef_cars3_drivers_2                          0.0                   3.34   \n",
+       "coef_cars3_drivers_3                          0.0                   5.71   \n",
+       "coef_cars3_drivers_4_up                       0.0                   8.65   \n",
+       "coef_cars3_hh_income_0_30k                    0.0                          \n",
+       "coef_cars3_hh_income_30_up                    0.0                          \n",
+       "coef_cars3_num_workers_clip_3                 0.0                  0.652   \n",
+       "coef_cars4_asc                                0.0                  -5.63   \n",
+       "coef_cars4_auto_time_saving_per_worker        0.0                  0.826   \n",
+       "coef_cars4_drivers_2                          0.0                   2.64   \n",
+       "coef_cars4_drivers_3                          0.0                   5.30   \n",
+       "coef_cars4_drivers_4_up                       0.0                   9.40   \n",
+       "coef_cars4_hh_income_0_30k                    0.0                          \n",
+       "coef_cars4_hh_income_30_up                    0.0                          \n",
+       "coef_cars4_num_workers_clip_3                 0.0                  0.958   \n",
+       "coef_retail_auto_no_workers                   0.0                 0.0279   \n",
+       "coef_retail_auto_workers                      0.0                  0.143   \n",
+       "coef_retail_non_motor                         0.0  fixed value   -0.0300   \n",
+       "coef_retail_transit_no_workers                0.0                 -0.308   \n",
+       "coef_retail_transit_workers                   0.0                 -0.522   \n",
+       "coef_cars1_hh_income_0_25k                                        0.0471   \n",
+       "coef_cars1_hh_income_25_50                                       0.00662   \n",
+       "coef_cars1_hh_income_50_75                                       0.00792   \n",
+       "coef_cars1_hh_income_75_up                                      -0.00233   \n",
+       "coef_cars2_hh_income_0_25k                                        0.0630   \n",
+       "coef_cars2_hh_income_25_50                                       0.00770   \n",
+       "coef_cars2_hh_income_50_75                                        0.0192   \n",
+       "coef_cars2_hh_income_75_up                                       0.00268   \n",
+       "coef_cars3_hh_income_0_25k                                        0.0815   \n",
+       "coef_cars3_hh_income_25_50                                       0.00162   \n",
+       "coef_cars3_hh_income_50_75                                        0.0268   \n",
+       "coef_cars3_hh_income_75_up                                       0.00381   \n",
+       "coef_cars4_hh_income_0_25k                                        0.0951   \n",
+       "coef_cars4_hh_income_25_50                                       0.00276   \n",
+       "coef_cars4_hh_income_50_75                                        0.0274   \n",
+       "coef_cars4_hh_income_75_up                                       0.00811   \n",
+       "\n",
+       "                                                                            \\\n",
+       "                                         Std Err  t Stat Signif Null Value   \n",
+       "Parameter                                                                    \n",
+       "coef_cars1_asc                             0.946    1.54               0.0   \n",
+       "coef_cars1_asc_county                      0.159   -4.22    ***        0.0   \n",
+       "coef_cars1_asc_marin                       0.106   -1.61               0.0   \n",
+       "coef_cars1_asc_san_francisco              0.0982    3.23     **        0.0   \n",
+       "coef_cars1_auto_time_saving_per_worker     0.189    2.01      *        0.0   \n",
+       "coef_cars1_density_0_10_no_workers          0.00      NA               0.0   \n",
+       "coef_cars1_density_10_up_no_workers      0.00339   -4.21    ***        0.0   \n",
+       "coef_cars1_density_10_up_workers         0.00271   -6.80    ***        0.0   \n",
+       "coef_cars1_drivers_2                        0.00      NA               0.0   \n",
+       "coef_cars1_drivers_3                        0.00      NA               0.0   \n",
+       "coef_cars1_drivers_4_up                    0.318    6.27    ***        0.0   \n",
+       "coef_cars1_hh_income_0_30k                                                   \n",
+       "coef_cars1_hh_income_30_up                                                   \n",
+       "coef_cars1_num_workers_clip_3               0.00      NA               0.0   \n",
+       "coef_cars1_persons_16_17                    0.00      NA               0.0   \n",
+       "coef_cars1_persons_18_24                  0.0586   -8.07    ***        0.0   \n",
+       "coef_cars1_persons_25_34                    0.00      NA               0.0   \n",
+       "coef_cars1_presence_children_0_4           0.130    3.80    ***        0.0   \n",
+       "coef_cars1_presence_children_5_17         0.0935    0.47               0.0   \n",
+       "coef_cars234_asc_marin                      0.00      NA               0.0   \n",
+       "coef_cars234_presence_children_0_4         0.137    6.13    ***        0.0   \n",
+       "coef_cars2_asc                             0.949   -0.79               0.0   \n",
+       "coef_cars2_asc_county                      0.166   -3.33    ***        0.0   \n",
+       "coef_cars2_asc_san_francisco               0.123    3.20     **        0.0   \n",
+       "coef_cars2_auto_time_saving_per_worker     0.198    3.07     **        0.0   \n",
+       "coef_cars2_density_0_10_no_workers        0.0118  -16.16    ***        0.0   \n",
+       "coef_cars2_density_10_up_no_workers       0.0117  -10.13    ***        0.0   \n",
+       "coef_cars2_drivers_2                      0.0603   47.83    ***        0.0   \n",
+       "coef_cars2_drivers_3                      0.0971   35.66    ***        0.0   \n",
+       "coef_cars2_drivers_4_up                    0.333   18.53    ***        0.0   \n",
+       "coef_cars2_hh_income_0_30k                                                   \n",
+       "coef_cars2_hh_income_30_up                                                   \n",
+       "coef_cars2_num_workers_clip_3             0.0420    7.54    ***        0.0   \n",
+       "coef_cars2_persons_16_17                  0.0977   -8.72    ***        0.0   \n",
+       "coef_cars2_persons_18_24                  0.0659  -15.01    ***        0.0   \n",
+       "coef_cars2_persons_25_34                  0.0322  -11.64    ***        0.0   \n",
+       "coef_cars2_presence_children_5_17          0.104    3.21     **        0.0   \n",
+       "coef_cars34_asc_county                     0.174   -1.57               0.0   \n",
+       "coef_cars34_asc_san_francisco              0.161    0.26               0.0   \n",
+       "coef_cars34_density_0_10_no_workers       0.0182  -18.84    ***        0.0   \n",
+       "coef_cars34_density_10_up_no_workers      0.0542   -4.70    ***        0.0   \n",
+       "coef_cars34_persons_16_17                  0.113  -16.23    ***        0.0   \n",
+       "coef_cars34_persons_18_24                 0.0696  -14.60    ***        0.0   \n",
+       "coef_cars34_persons_25_34                 0.0402  -18.44    ***        0.0   \n",
+       "coef_cars34_presence_children_5_17         0.112    4.86    ***        0.0   \n",
+       "coef_cars3_asc                             0.972   -3.60    ***        0.0   \n",
+       "coef_cars3_auto_time_saving_per_worker     0.216    2.45      *        0.0   \n",
+       "coef_cars3_drivers_2                       0.152   21.93    ***        0.0   \n",
+       "coef_cars3_drivers_3                       0.171   33.40    ***        0.0   \n",
+       "coef_cars3_drivers_4_up                    0.366   23.64    ***        0.0   \n",
+       "coef_cars3_hh_income_0_30k                                                   \n",
+       "coef_cars3_hh_income_30_up                                                   \n",
+       "coef_cars3_num_workers_clip_3             0.0519   12.55    ***        0.0   \n",
+       "coef_cars4_asc                              1.04   -5.40    ***        0.0   \n",
+       "coef_cars4_auto_time_saving_per_worker     0.250    3.30    ***        0.0   \n",
+       "coef_cars4_drivers_2                       0.283    9.30    ***        0.0   \n",
+       "coef_cars4_drivers_3                       0.293   18.07    ***        0.0   \n",
+       "coef_cars4_drivers_4_up                    0.435   21.61    ***        0.0   \n",
+       "coef_cars4_hh_income_0_30k                                                   \n",
+       "coef_cars4_hh_income_30_up                                                   \n",
+       "coef_cars4_num_workers_clip_3             0.0646   14.82    ***        0.0   \n",
+       "coef_retail_auto_no_workers                0.102    0.27               0.0   \n",
+       "coef_retail_auto_workers                   0.103    1.39               0.0   \n",
+       "coef_retail_non_motor                       0.00      NA               0.0   \n",
+       "coef_retail_transit_no_workers            0.0295  -10.42    ***        0.0   \n",
+       "coef_retail_transit_workers               0.0397  -13.15    ***        0.0   \n",
+       "coef_cars1_hh_income_0_25k               0.00436   10.81    ***        0.0   \n",
+       "coef_cars1_hh_income_25_50               0.00537    1.23               0.0   \n",
+       "coef_cars1_hh_income_50_75               0.00666    1.19               0.0   \n",
+       "coef_cars1_hh_income_75_up               0.00246   -0.95               0.0   \n",
+       "coef_cars2_hh_income_0_25k               0.00607   10.37    ***        0.0   \n",
+       "coef_cars2_hh_income_25_50               0.00608    1.27               0.0   \n",
+       "coef_cars2_hh_income_50_75               0.00714    2.68     **        0.0   \n",
+       "coef_cars2_hh_income_75_up               0.00259    1.03               0.0   \n",
+       "coef_cars3_hh_income_0_25k                0.0101    8.05    ***        0.0   \n",
+       "coef_cars3_hh_income_25_50               0.00746    0.22               0.0   \n",
+       "coef_cars3_hh_income_50_75               0.00793    3.38    ***        0.0   \n",
+       "coef_cars3_hh_income_75_up               0.00275    1.39               0.0   \n",
+       "coef_cars4_hh_income_0_25k                0.0175    5.45    ***        0.0   \n",
+       "coef_cars4_hh_income_25_50               0.00982    0.28               0.0   \n",
+       "coef_cars4_hh_income_50_75               0.00907    3.02     **        0.0   \n",
+       "coef_cars4_hh_income_75_up               0.00292    2.78     **        0.0   \n",
+       "\n",
+       "                                                     \n",
+       "                                        Constrained  \n",
+       "Parameter                                            \n",
+       "coef_cars1_asc                                       \n",
+       "coef_cars1_asc_county                                \n",
+       "coef_cars1_asc_marin                                 \n",
+       "coef_cars1_asc_san_francisco                         \n",
+       "coef_cars1_auto_time_saving_per_worker               \n",
+       "coef_cars1_density_0_10_no_workers      fixed value  \n",
+       "coef_cars1_density_10_up_no_workers                  \n",
+       "coef_cars1_density_10_up_workers                     \n",
+       "coef_cars1_drivers_2                    fixed value  \n",
+       "coef_cars1_drivers_3                    fixed value  \n",
+       "coef_cars1_drivers_4_up                              \n",
+       "coef_cars1_hh_income_0_30k                           \n",
+       "coef_cars1_hh_income_30_up                           \n",
+       "coef_cars1_num_workers_clip_3           fixed value  \n",
+       "coef_cars1_persons_16_17                fixed value  \n",
+       "coef_cars1_persons_18_24                             \n",
+       "coef_cars1_persons_25_34                fixed value  \n",
+       "coef_cars1_presence_children_0_4                     \n",
+       "coef_cars1_presence_children_5_17                    \n",
+       "coef_cars234_asc_marin                  fixed value  \n",
+       "coef_cars234_presence_children_0_4                   \n",
+       "coef_cars2_asc                                       \n",
+       "coef_cars2_asc_county                                \n",
+       "coef_cars2_asc_san_francisco                         \n",
+       "coef_cars2_auto_time_saving_per_worker               \n",
+       "coef_cars2_density_0_10_no_workers                   \n",
+       "coef_cars2_density_10_up_no_workers                  \n",
+       "coef_cars2_drivers_2                                 \n",
+       "coef_cars2_drivers_3                                 \n",
+       "coef_cars2_drivers_4_up                              \n",
+       "coef_cars2_hh_income_0_30k                           \n",
+       "coef_cars2_hh_income_30_up                           \n",
+       "coef_cars2_num_workers_clip_3                        \n",
+       "coef_cars2_persons_16_17                             \n",
+       "coef_cars2_persons_18_24                             \n",
+       "coef_cars2_persons_25_34                             \n",
+       "coef_cars2_presence_children_5_17                    \n",
+       "coef_cars34_asc_county                               \n",
+       "coef_cars34_asc_san_francisco                        \n",
+       "coef_cars34_density_0_10_no_workers                  \n",
+       "coef_cars34_density_10_up_no_workers                 \n",
+       "coef_cars34_persons_16_17                            \n",
+       "coef_cars34_persons_18_24                            \n",
+       "coef_cars34_persons_25_34                            \n",
+       "coef_cars34_presence_children_5_17                   \n",
+       "coef_cars3_asc                                       \n",
+       "coef_cars3_auto_time_saving_per_worker               \n",
+       "coef_cars3_drivers_2                                 \n",
+       "coef_cars3_drivers_3                                 \n",
+       "coef_cars3_drivers_4_up                              \n",
+       "coef_cars3_hh_income_0_30k                           \n",
+       "coef_cars3_hh_income_30_up                           \n",
+       "coef_cars3_num_workers_clip_3                        \n",
+       "coef_cars4_asc                                       \n",
+       "coef_cars4_auto_time_saving_per_worker               \n",
+       "coef_cars4_drivers_2                                 \n",
+       "coef_cars4_drivers_3                                 \n",
+       "coef_cars4_drivers_4_up                              \n",
+       "coef_cars4_hh_income_0_30k                           \n",
+       "coef_cars4_hh_income_30_up                           \n",
+       "coef_cars4_num_workers_clip_3                        \n",
+       "coef_retail_auto_no_workers                          \n",
+       "coef_retail_auto_workers                             \n",
+       "coef_retail_non_motor                   fixed value  \n",
+       "coef_retail_transit_no_workers                       \n",
+       "coef_retail_transit_workers                          \n",
+       "coef_cars1_hh_income_0_25k                           \n",
+       "coef_cars1_hh_income_25_50                           \n",
+       "coef_cars1_hh_income_50_75                           \n",
+       "coef_cars1_hh_income_75_up                           \n",
+       "coef_cars2_hh_income_0_25k                           \n",
+       "coef_cars2_hh_income_25_50                           \n",
+       "coef_cars2_hh_income_50_75                           \n",
+       "coef_cars2_hh_income_75_up                           \n",
+       "coef_cars3_hh_income_0_25k                           \n",
+       "coef_cars3_hh_income_25_50                           \n",
+       "coef_cars3_hh_income_50_75                           \n",
+       "coef_cars3_hh_income_75_up                           \n",
+       "coef_cars4_hh_income_0_25k                           \n",
+       "coef_cars4_hh_income_25_50                           \n",
+       "coef_cars4_hh_income_50_75                           \n",
+       "coef_cars4_hh_income_75_up                           "
       ]
      },
-     "execution_count": 10,
      "metadata": {},
-     "output_type": "execute_result"
+     "output_type": "display_data"
     }
    ],
    "source": [
-    "model.to_xlsx(\n",
-    "    result_dir/f\"{modelname}_model_estimation.xlsx\", \n",
-    "    data_statistics=False,\n",
-    ")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# Next Steps\n",
-    "\n",
-    "The final step is to either manually or automatically copy the `*_coefficients_revised.csv` file to the configs folder, rename it to `*_coefficients.csv`, and run ActivitySim in simulation mode."
+    "with pd.option_context('display.max_rows', 999):\n",
+    "    display(pd.concat({\n",
+    "        \"model\": model.parameter_summary().data,\n",
+    "        \"model2\": model2.parameter_summary().data,\n",
+    "    }, axis=1).fillna(\"\"))"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 18,
    "metadata": {},
    "outputs": [
     {
@@ -2652,107 +5819,70 @@
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
-       "      <th>coefficient_name</th>\n",
-       "      <th>value</th>\n",
-       "      <th>constrain</th>\n",
+       "      <th></th>\n",
+       "      <th>model</th>\n",
+       "      <th>model2</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>coef_cars1_drivers_2</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>T</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>coef_cars1_drivers_3</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>T</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>coef_cars1_persons_16_17</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>T</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>coef_cars234_asc_marin</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>T</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>coef_cars1_persons_25_34</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>T</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
+       "      <th>Number of Cases</th>\n",
+       "      <th>Aggregate</th>\n",
+       "      <td>20000.000000</td>\n",
+       "      <td>20000.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>62</th>\n",
-       "      <td>coef_cars4_drivers_3</td>\n",
-       "      <td>564.490158</td>\n",
-       "      <td>F</td>\n",
+       "      <th rowspan=\"2\" valign=\"top\">Log Likelihood at Convergence</th>\n",
+       "      <th>Aggregate</th>\n",
+       "      <td>-18485.495027</td>\n",
+       "      <td>-18480.692008</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>63</th>\n",
-       "      <td>coef_cars3_drivers_3</td>\n",
-       "      <td>5.048488</td>\n",
-       "      <td>F</td>\n",
+       "      <th>Per Case</th>\n",
+       "      <td>-0.924275</td>\n",
+       "      <td>-0.924035</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>64</th>\n",
-       "      <td>coef_cars2_drivers_4_up</td>\n",
-       "      <td>6.856405</td>\n",
-       "      <td>F</td>\n",
+       "      <th rowspan=\"2\" valign=\"top\">Log Likelihood at Null Parameters</th>\n",
+       "      <th>Aggregate</th>\n",
+       "      <td>-32431.882743</td>\n",
+       "      <td>-32431.882743</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>65</th>\n",
-       "      <td>coef_cars3_drivers_4_up</td>\n",
-       "      <td>8.317950</td>\n",
-       "      <td>F</td>\n",
+       "      <th>Per Case</th>\n",
+       "      <td>-1.621594</td>\n",
+       "      <td>-1.621594</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>66</th>\n",
-       "      <td>coef_cars4_drivers_4_up</td>\n",
-       "      <td>568.272514</td>\n",
-       "      <td>F</td>\n",
+       "      <th>Rho Squared w.r.t. Null Parameters</th>\n",
+       "      <th>Aggregate</th>\n",
+       "      <td>0.430021</td>\n",
+       "      <td>0.430169</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>67 rows × 3 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "            coefficient_name       value constrain\n",
-       "0       coef_cars1_drivers_2    0.000000         T\n",
-       "1       coef_cars1_drivers_3    0.000000         T\n",
-       "2   coef_cars1_persons_16_17    0.000000         T\n",
-       "3     coef_cars234_asc_marin    0.000000         T\n",
-       "4   coef_cars1_persons_25_34    0.000000         T\n",
-       "..                       ...         ...       ...\n",
-       "62      coef_cars4_drivers_3  564.490158         F\n",
-       "63      coef_cars3_drivers_3    5.048488         F\n",
-       "64   coef_cars2_drivers_4_up    6.856405         F\n",
-       "65   coef_cars3_drivers_4_up    8.317950         F\n",
-       "66   coef_cars4_drivers_4_up  568.272514         F\n",
-       "\n",
-       "[67 rows x 3 columns]"
+       "                                                     model        model2\n",
+       "Number of Cases                    Aggregate  20000.000000  20000.000000\n",
+       "Log Likelihood at Convergence      Aggregate -18485.495027 -18480.692008\n",
+       "                                   Per Case      -0.924275     -0.924035\n",
+       "Log Likelihood at Null Parameters  Aggregate -32431.882743 -32431.882743\n",
+       "                                   Per Case      -1.621594     -1.621594\n",
+       "Rho Squared w.r.t. Null Parameters Aggregate      0.430021      0.430169"
       ]
      },
-     "execution_count": 11,
      "metadata": {},
-     "output_type": "execute_result"
+     "output_type": "display_data"
     }
    ],
    "source": [
-    "pd.read_csv(result_dir/f\"{modelname}_coefficients_revised.csv\")"
+    "with pd.option_context('display.max_rows', 999):\n",
+    "    display(pd.concat({\n",
+    "        \"model\": model.estimation_statistics_raw(),\n",
+    "        \"model2\": model2.estimation_statistics_raw(),\n",
+    "    }, axis=1).fillna(\"\"))"
    ]
   }
  ],
@@ -2763,7 +5893,7 @@
    "toc_visible": true
   },
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "ESTER",
    "language": "python",
    "name": "python3"
   },
@@ -2777,7 +5907,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.8.6"
+   "version": "3.10.15"
   },
   "toc": {
    "base_numbering": 1,
diff --git a/activitysim/examples/example_estimation/notebooks/05_free_parking.ipynb b/activitysim/examples/example_estimation/notebooks/05_free_parking.ipynb
index fd0fe5714f..464f32106c 100644
--- a/activitysim/examples/example_estimation/notebooks/05_free_parking.ipynb
+++ b/activitysim/examples/example_estimation/notebooks/05_free_parking.ipynb
@@ -34,27 +34,75 @@
     "id": "s53VwlPwtNnr",
     "outputId": "d1208b7a-c1f2-4b0b-c439-bf312fe12be0"
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "JAX not found. Some functionality will be unavailable.\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "{'larch': '6.0.32',\n",
+       " 'sharrow': '2.13.0',\n",
+       " 'numpy': '1.26.4',\n",
+       " 'pandas': '1.5.3',\n",
+       " 'xarray': '2024.3.0',\n",
+       " 'numba': '0.60.0'}"
+      ]
+     },
+     "execution_count": 1,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "import os\n",
-    "import larch  # !conda install larch -c conda-forge # for estimation\n",
-    "import pandas as pd"
+    "import larch as lx\n",
+    "import pandas as pd\n",
+    "\n",
+    "lx.versions()"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "We'll work in our `test` directory, where ActivitySim has saved the estimation data bundles."
+    "For this demo, we will assume that you have already run ActivitySim in estimation\n",
+    "mode, and saved the required estimation data bundles (EDB's) to disk.  See\n",
+    "the [first notebook](./01_estimation_mode.ipynb) for details.  The following module\n",
+    "will run a script to set everything up if the example data is not already available."
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 2,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "EDB directory already populated.\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "PosixPath('test-estimation-data/activitysim-prototype-mtc-extended')"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "os.chdir('test')"
+    "from est_mode_setup import prepare\n",
+    "\n",
+    "prepare()"
    ]
   },
   {
@@ -68,12 +116,27 @@
    "cell_type": "code",
    "execution_count": 3,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "loading from output-est-mode/estimation_data_bundle/free_parking/free_parking_coefficients.csv\n",
+      "loading spec from output-est-mode/estimation_data_bundle/free_parking/free_parking_SPEC.csv\n",
+      "loading from output-est-mode/estimation_data_bundle/free_parking/free_parking_values_combined.parquet\n"
+     ]
+    }
+   ],
    "source": [
     "modelname = \"free_parking\"\n",
     "\n",
     "from activitysim.estimation.larch import component_model\n",
-    "model, data = component_model(modelname, return_data=True)"
+    "\n",
+    "model, data = component_model(\n",
+    "    modelname,\n",
+    "    edb_directory=f\"output-est-mode/estimation_data_bundle/{modelname}/\",\n",
+    "    return_data=True,\n",
+    ")"
    ]
   },
   {
@@ -388,14 +451,14 @@
        "      <th>util_hh_size_4_up</th>\n",
        "      <th>util_more_autos_than_workers</th>\n",
        "      <th>...</th>\n",
-       "      <th>COLLFTE</th>\n",
-       "      <th>COLLPTE</th>\n",
-       "      <th>TOPOLOGY</th>\n",
-       "      <th>TERMINAL</th>\n",
-       "      <th>household_density</th>\n",
-       "      <th>employment_density</th>\n",
-       "      <th>density_index</th>\n",
-       "      <th>is_cbd</th>\n",
+       "      <th>auOpRetail</th>\n",
+       "      <th>auOpTotal</th>\n",
+       "      <th>trPkRetail</th>\n",
+       "      <th>trPkTotal</th>\n",
+       "      <th>trOpRetail</th>\n",
+       "      <th>trOpTotal</th>\n",
+       "      <th>nmRetail</th>\n",
+       "      <th>nmTotal</th>\n",
        "      <th>workplace_county_id</th>\n",
        "      <th>override_choice_code</th>\n",
        "    </tr>\n",
@@ -426,8 +489,8 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>72241</th>\n",
-       "      <td>72241</td>\n",
+       "      <th>72355</th>\n",
+       "      <td>72355</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
        "      <td>1.0</td>\n",
@@ -436,22 +499,22 @@
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>1</td>\n",
-       "      <td>4.58156</td>\n",
-       "      <td>68.092368</td>\n",
-       "      <td>151.674705</td>\n",
-       "      <td>46.994710</td>\n",
-       "      <td>True</td>\n",
+       "      <td>9.915345</td>\n",
+       "      <td>12.430580</td>\n",
+       "      <td>6.550726</td>\n",
+       "      <td>9.119016</td>\n",
+       "      <td>6.446184</td>\n",
+       "      <td>9.035333</td>\n",
+       "      <td>5.256966</td>\n",
+       "      <td>6.831275</td>\n",
        "      <td>1</td>\n",
        "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>72441</th>\n",
-       "      <td>72441</td>\n",
+       "      <th>72384</th>\n",
+       "      <td>72384</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
        "      <td>1.0</td>\n",
@@ -462,20 +525,20 @@
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2.28482</td>\n",
-       "      <td>28.491228</td>\n",
-       "      <td>4.052632</td>\n",
-       "      <td>3.547964</td>\n",
-       "      <td>False</td>\n",
+       "      <td>9.971763</td>\n",
+       "      <td>12.488100</td>\n",
+       "      <td>6.384615</td>\n",
+       "      <td>8.910521</td>\n",
+       "      <td>6.292135</td>\n",
+       "      <td>8.845287</td>\n",
+       "      <td>5.447277</td>\n",
+       "      <td>7.062559</td>\n",
        "      <td>1</td>\n",
        "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>72528</th>\n",
-       "      <td>72528</td>\n",
+       "      <th>72407</th>\n",
+       "      <td>72407</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
        "      <td>1.0</td>\n",
@@ -486,20 +549,20 @@
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>6861.20508</td>\n",
-       "      <td>1174.96875</td>\n",
-       "      <td>1</td>\n",
-       "      <td>3.49553</td>\n",
-       "      <td>19.033424</td>\n",
-       "      <td>37.235052</td>\n",
-       "      <td>12.595161</td>\n",
-       "      <td>False</td>\n",
+       "      <td>9.971763</td>\n",
+       "      <td>12.488100</td>\n",
+       "      <td>6.384615</td>\n",
+       "      <td>8.910521</td>\n",
+       "      <td>6.292135</td>\n",
+       "      <td>8.845287</td>\n",
+       "      <td>5.447277</td>\n",
+       "      <td>7.062559</td>\n",
        "      <td>1</td>\n",
        "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>73144</th>\n",
-       "      <td>73144</td>\n",
+       "      <th>72459</th>\n",
+       "      <td>72459</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
        "      <td>1.0</td>\n",
@@ -510,20 +573,20 @@
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2.48345</td>\n",
-       "      <td>26.073171</td>\n",
-       "      <td>8.048780</td>\n",
-       "      <td>6.150212</td>\n",
-       "      <td>False</td>\n",
+       "      <td>10.086939</td>\n",
+       "      <td>12.619691</td>\n",
+       "      <td>6.787018</td>\n",
+       "      <td>9.400117</td>\n",
+       "      <td>6.687820</td>\n",
+       "      <td>9.307625</td>\n",
+       "      <td>5.877288</td>\n",
+       "      <td>7.691985</td>\n",
        "      <td>1</td>\n",
        "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>73493</th>\n",
-       "      <td>73493</td>\n",
+       "      <th>72529</th>\n",
+       "      <td>72529</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
        "      <td>1.0</td>\n",
@@ -534,14 +597,14 @@
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>7144.64307</td>\n",
-       "      <td>22523.34570</td>\n",
-       "      <td>1</td>\n",
-       "      <td>3.20356</td>\n",
-       "      <td>13.672131</td>\n",
-       "      <td>39.852459</td>\n",
-       "      <td>10.179771</td>\n",
-       "      <td>False</td>\n",
+       "      <td>10.263491</td>\n",
+       "      <td>12.913804</td>\n",
+       "      <td>6.830450</td>\n",
+       "      <td>9.558905</td>\n",
+       "      <td>6.611336</td>\n",
+       "      <td>9.308290</td>\n",
+       "      <td>6.696709</td>\n",
+       "      <td>8.925142</td>\n",
        "      <td>1</td>\n",
        "      <td>2</td>\n",
        "    </tr>\n",
@@ -570,35 +633,35 @@
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2822879</th>\n",
-       "      <td>7514214</td>\n",
-       "      <td>False</td>\n",
+       "      <th>2847736</th>\n",
+       "      <td>7539071</td>\n",
        "      <td>False</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>True</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1.08765</td>\n",
-       "      <td>0.415094</td>\n",
-       "      <td>3.578616</td>\n",
-       "      <td>0.371951</td>\n",
-       "      <td>False</td>\n",
+       "      <td>9.875413</td>\n",
+       "      <td>12.586445</td>\n",
+       "      <td>4.800090</td>\n",
+       "      <td>8.088658</td>\n",
+       "      <td>4.581187</td>\n",
+       "      <td>7.858361</td>\n",
+       "      <td>5.697172</td>\n",
+       "      <td>9.212853</td>\n",
+       "      <td>4</td>\n",
        "      <td>1</td>\n",
-       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2822949</th>\n",
-       "      <td>7514284</td>\n",
+       "      <th>2847868</th>\n",
+       "      <td>7539203</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
-       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
@@ -606,47 +669,47 @@
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>1</td>\n",
-       "      <td>3.86254</td>\n",
-       "      <td>33.841404</td>\n",
-       "      <td>40.299687</td>\n",
-       "      <td>18.394631</td>\n",
-       "      <td>True</td>\n",
-       "      <td>1</td>\n",
+       "      <td>9.121001</td>\n",
+       "      <td>11.606573</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1.324505</td>\n",
+       "      <td>4.959246</td>\n",
+       "      <td>5</td>\n",
        "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2823069</th>\n",
-       "      <td>7514404</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>1.0</td>\n",
+       "      <th>2847882</th>\n",
+       "      <td>7539217</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>1</td>\n",
-       "      <td>3.95752</td>\n",
-       "      <td>65.596535</td>\n",
-       "      <td>32.655666</td>\n",
-       "      <td>21.802041</td>\n",
-       "      <td>True</td>\n",
+       "      <td>9.121001</td>\n",
+       "      <td>11.606573</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1.324505</td>\n",
+       "      <td>4.959246</td>\n",
+       "      <td>4</td>\n",
        "      <td>1</td>\n",
-       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2823442</th>\n",
-       "      <td>7514777</td>\n",
+       "      <th>2847935</th>\n",
+       "      <td>7539270</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
-       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
@@ -654,23 +717,23 @@
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>2</td>\n",
-       "      <td>4.51942</td>\n",
-       "      <td>56.706023</td>\n",
-       "      <td>144.861886</td>\n",
-       "      <td>40.753220</td>\n",
-       "      <td>True</td>\n",
-       "      <td>1</td>\n",
+       "      <td>9.653875</td>\n",
+       "      <td>12.007751</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>5.523983</td>\n",
+       "      <td>7.598532</td>\n",
+       "      <td>5</td>\n",
        "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2823850</th>\n",
-       "      <td>7515185</td>\n",
-       "      <td>False</td>\n",
+       "      <th>2847982</th>\n",
+       "      <td>7539317</td>\n",
+       "      <td>True</td>\n",
        "      <td>False</td>\n",
-       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
@@ -678,108 +741,108 @@
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>3</td>\n",
-       "      <td>2.46800</td>\n",
-       "      <td>0.296858</td>\n",
-       "      <td>36.296472</td>\n",
-       "      <td>0.294449</td>\n",
-       "      <td>True</td>\n",
-       "      <td>1</td>\n",
+       "      <td>6.494711</td>\n",
+       "      <td>8.713819</td>\n",
+       "      <td>0.019735</td>\n",
+       "      <td>0.222696</td>\n",
+       "      <td>0.016077</td>\n",
+       "      <td>0.153189</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>8</td>\n",
        "      <td>2</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>2582 rows × 116 columns</p>\n",
+       "<p>28281 rows × 116 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
        "              person_id  model_choice  override_choice  \\\n",
        "household_id                                             \n",
-       "72241             72241         False            False   \n",
-       "72441             72441         False            False   \n",
-       "72528             72528         False            False   \n",
-       "73144             73144         False            False   \n",
-       "73493             73493         False            False   \n",
+       "72355             72355         False            False   \n",
+       "72384             72384         False            False   \n",
+       "72407             72407         False            False   \n",
+       "72459             72459         False            False   \n",
+       "72529             72529         False            False   \n",
        "...                 ...           ...              ...   \n",
-       "2822879         7514214         False            False   \n",
-       "2822949         7514284         False            False   \n",
-       "2823069         7514404         False            False   \n",
-       "2823442         7514777         False            False   \n",
-       "2823850         7515185         False            False   \n",
+       "2847736         7539071         False             True   \n",
+       "2847868         7539203         False            False   \n",
+       "2847882         7539217          True             True   \n",
+       "2847935         7539270         False            False   \n",
+       "2847982         7539317          True            False   \n",
        "\n",
        "              util_asc_san_francisco  util_asc_santa_clara  util_asc_alameda  \\\n",
        "household_id                                                                   \n",
-       "72241                            1.0                   0.0               0.0   \n",
-       "72441                            1.0                   0.0               0.0   \n",
-       "72528                            1.0                   0.0               0.0   \n",
-       "73144                            1.0                   0.0               0.0   \n",
-       "73493                            1.0                   0.0               0.0   \n",
+       "72355                            1.0                   0.0               0.0   \n",
+       "72384                            1.0                   0.0               0.0   \n",
+       "72407                            1.0                   0.0               0.0   \n",
+       "72459                            1.0                   0.0               0.0   \n",
+       "72529                            1.0                   0.0               0.0   \n",
        "...                              ...                   ...               ...   \n",
-       "2822879                          1.0                   0.0               0.0   \n",
-       "2822949                          1.0                   0.0               0.0   \n",
-       "2823069                          1.0                   0.0               0.0   \n",
-       "2823442                          1.0                   0.0               0.0   \n",
-       "2823850                          1.0                   0.0               0.0   \n",
+       "2847736                          0.0                   0.0               1.0   \n",
+       "2847868                          0.0                   0.0               0.0   \n",
+       "2847882                          0.0                   0.0               1.0   \n",
+       "2847935                          0.0                   0.0               0.0   \n",
+       "2847982                          0.0                   0.0               0.0   \n",
        "\n",
        "              util_income_very_high  util_income_high  util_hh_size_4_up  \\\n",
        "household_id                                                               \n",
-       "72241                           0.0               0.0                0.0   \n",
-       "72441                           0.0               0.0                0.0   \n",
-       "72528                           0.0               0.0                0.0   \n",
-       "73144                           0.0               0.0                0.0   \n",
-       "73493                           0.0               0.0                0.0   \n",
+       "72355                           0.0               0.0                0.0   \n",
+       "72384                           0.0               0.0                0.0   \n",
+       "72407                           0.0               0.0                0.0   \n",
+       "72459                           0.0               0.0                0.0   \n",
+       "72529                           0.0               0.0                0.0   \n",
        "...                             ...               ...                ...   \n",
-       "2822879                         0.0               0.0                0.0   \n",
-       "2822949                         0.0               0.0                0.0   \n",
-       "2823069                         0.0               0.0                0.0   \n",
-       "2823442                         0.0               0.0                0.0   \n",
-       "2823850                         0.0               0.0                0.0   \n",
+       "2847736                         0.0               0.0                0.0   \n",
+       "2847868                         0.0               0.0                0.0   \n",
+       "2847882                         0.0               0.0                0.0   \n",
+       "2847935                         0.0               0.0                0.0   \n",
+       "2847982                         0.0               0.0                0.0   \n",
        "\n",
-       "              util_more_autos_than_workers  ...     COLLFTE      COLLPTE  \\\n",
-       "household_id                                ...                            \n",
-       "72241                                  0.0  ...     0.00000      0.00000   \n",
-       "72441                                  0.0  ...     0.00000      0.00000   \n",
-       "72528                                  0.0  ...  6861.20508   1174.96875   \n",
-       "73144                                  0.0  ...     0.00000      0.00000   \n",
-       "73493                                  0.0  ...  7144.64307  22523.34570   \n",
-       "...                                    ...  ...         ...          ...   \n",
-       "2822879                                0.0  ...     0.00000      0.00000   \n",
-       "2822949                                0.0  ...     0.00000      0.00000   \n",
-       "2823069                                0.0  ...     0.00000      0.00000   \n",
-       "2823442                                0.0  ...     0.00000      0.00000   \n",
-       "2823850                                0.0  ...     0.00000      0.00000   \n",
+       "              util_more_autos_than_workers  ...  auOpRetail  auOpTotal  \\\n",
+       "household_id                                ...                          \n",
+       "72355                                  1.0  ...    9.915345  12.430580   \n",
+       "72384                                  0.0  ...    9.971763  12.488100   \n",
+       "72407                                  0.0  ...    9.971763  12.488100   \n",
+       "72459                                  0.0  ...   10.086939  12.619691   \n",
+       "72529                                  0.0  ...   10.263491  12.913804   \n",
+       "...                                    ...  ...         ...        ...   \n",
+       "2847736                                1.0  ...    9.875413  12.586445   \n",
+       "2847868                                0.0  ...    9.121001  11.606573   \n",
+       "2847882                                0.0  ...    9.121001  11.606573   \n",
+       "2847935                                0.0  ...    9.653875  12.007751   \n",
+       "2847982                                0.0  ...    6.494711   8.713819   \n",
        "\n",
-       "              TOPOLOGY  TERMINAL  household_density  employment_density  \\\n",
-       "household_id                                                              \n",
-       "72241                1   4.58156          68.092368          151.674705   \n",
-       "72441                1   2.28482          28.491228            4.052632   \n",
-       "72528                1   3.49553          19.033424           37.235052   \n",
-       "73144                1   2.48345          26.073171            8.048780   \n",
-       "73493                1   3.20356          13.672131           39.852459   \n",
-       "...                ...       ...                ...                 ...   \n",
-       "2822879              1   1.08765           0.415094            3.578616   \n",
-       "2822949              1   3.86254          33.841404           40.299687   \n",
-       "2823069              1   3.95752          65.596535           32.655666   \n",
-       "2823442              2   4.51942          56.706023          144.861886   \n",
-       "2823850              3   2.46800           0.296858           36.296472   \n",
+       "              trPkRetail  trPkTotal  trOpRetail  trOpTotal  nmRetail  \\\n",
+       "household_id                                                           \n",
+       "72355           6.550726   9.119016    6.446184   9.035333  5.256966   \n",
+       "72384           6.384615   8.910521    6.292135   8.845287  5.447277   \n",
+       "72407           6.384615   8.910521    6.292135   8.845287  5.447277   \n",
+       "72459           6.787018   9.400117    6.687820   9.307625  5.877288   \n",
+       "72529           6.830450   9.558905    6.611336   9.308290  6.696709   \n",
+       "...                  ...        ...         ...        ...       ...   \n",
+       "2847736         4.800090   8.088658    4.581187   7.858361  5.697172   \n",
+       "2847868         0.000000   0.000000    0.000000   0.000000  1.324505   \n",
+       "2847882         0.000000   0.000000    0.000000   0.000000  1.324505   \n",
+       "2847935         0.000000   0.000000    0.000000   0.000000  5.523983   \n",
+       "2847982         0.019735   0.222696    0.016077   0.153189  0.000000   \n",
        "\n",
-       "              density_index  is_cbd  workplace_county_id  override_choice_code  \n",
-       "household_id                                                                    \n",
-       "72241             46.994710    True                    1                     2  \n",
-       "72441              3.547964   False                    1                     2  \n",
-       "72528             12.595161   False                    1                     2  \n",
-       "73144              6.150212   False                    1                     2  \n",
-       "73493             10.179771   False                    1                     2  \n",
-       "...                     ...     ...                  ...                   ...  \n",
-       "2822879            0.371951   False                    1                     2  \n",
-       "2822949           18.394631    True                    1                     2  \n",
-       "2823069           21.802041    True                    1                     2  \n",
-       "2823442           40.753220    True                    1                     2  \n",
-       "2823850            0.294449    True                    1                     2  \n",
+       "               nmTotal  workplace_county_id  override_choice_code  \n",
+       "household_id                                                       \n",
+       "72355         6.831275                    1                     2  \n",
+       "72384         7.062559                    1                     2  \n",
+       "72407         7.062559                    1                     2  \n",
+       "72459         7.691985                    1                     2  \n",
+       "72529         8.925142                    1                     2  \n",
+       "...                ...                  ...                   ...  \n",
+       "2847736       9.212853                    4                     1  \n",
+       "2847868       4.959246                    5                     2  \n",
+       "2847882       4.959246                    4                     1  \n",
+       "2847935       7.598532                    5                     2  \n",
+       "2847982       0.000000                    8                     2  \n",
        "\n",
-       "[2582 rows x 116 columns]"
+       "[28281 rows x 116 columns]"
       ]
      },
      "execution_count": 6,
@@ -802,20 +865,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "req_data does not request avail_ca or avail_co but it is set and being provided\n"
-     ]
-    },
     {
      "data": {
       "text/html": [
-       "<h3>Iteration 010 [Optimization terminated successfully] </h3>"
+       "<h3>Iteration 007 [Optimization terminated successfully] </h3>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -827,7 +883,7 @@
     {
      "data": {
       "text/html": [
-       "<p>Best LL = -484.0908426547178</p>"
+       "<p>Best LL = -15941.804810325377</p>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -858,154 +914,148 @@
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>value</th>\n",
+       "      <th>best</th>\n",
        "      <th>initvalue</th>\n",
-       "      <th>nullvalue</th>\n",
        "      <th>minimum</th>\n",
        "      <th>maximum</th>\n",
+       "      <th>nullvalue</th>\n",
        "      <th>holdfast</th>\n",
-       "      <th>note</th>\n",
-       "      <th>best</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>param_name</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0.0</th>\n",
        "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.0000</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>1</td>\n",
-       "      <td></td>\n",
-       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_asc_alameda</th>\n",
-       "      <td>-0.109200</td>\n",
+       "      <td>-0.141547</td>\n",
+       "      <td>-0.141547</td>\n",
        "      <td>-0.1092</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.109200</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_asc_san_francisco</th>\n",
-       "      <td>-2.456059</td>\n",
+       "      <td>-2.630212</td>\n",
+       "      <td>-2.630212</td>\n",
        "      <td>-2.6403</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-2.456059</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_asc_santa_clara</th>\n",
-       "      <td>0.211800</td>\n",
+       "      <td>0.188205</td>\n",
+       "      <td>0.188205</td>\n",
        "      <td>0.2118</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.211800</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_fewer_autos_than_workers</th>\n",
-       "      <td>-1.619489</td>\n",
+       "      <td>-1.407827</td>\n",
+       "      <td>-1.407827</td>\n",
        "      <td>-1.4790</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-1.619489</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_hh_size_4_up</th>\n",
-       "      <td>0.279145</td>\n",
+       "      <td>0.264779</td>\n",
+       "      <td>0.264779</td>\n",
        "      <td>0.2530</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.279145</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_income_high</th>\n",
-       "      <td>-0.053120</td>\n",
+       "      <td>0.217818</td>\n",
+       "      <td>0.217818</td>\n",
        "      <td>0.2300</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.053120</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_income_very_high</th>\n",
-       "      <td>0.296661</td>\n",
+       "      <td>0.235389</td>\n",
+       "      <td>0.235389</td>\n",
        "      <td>0.2300</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.296661</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_more_autos_than_workers</th>\n",
-       "      <td>0.223434</td>\n",
+       "      <td>0.225131</td>\n",
+       "      <td>0.225131</td>\n",
        "      <td>0.2310</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.223434</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "                                  value  initvalue  nullvalue  minimum  \\\n",
-       "0.0                            0.000000     0.0000        0.0      0.0   \n",
-       "coef_asc_alameda              -0.109200    -0.1092        0.0      NaN   \n",
-       "coef_asc_san_francisco        -2.456059    -2.6403        0.0      NaN   \n",
-       "coef_asc_santa_clara           0.211800     0.2118        0.0      NaN   \n",
-       "coef_fewer_autos_than_workers -1.619489    -1.4790        0.0      NaN   \n",
-       "coef_hh_size_4_up              0.279145     0.2530        0.0      NaN   \n",
-       "coef_income_high              -0.053120     0.2300        0.0      NaN   \n",
-       "coef_income_very_high          0.296661     0.2300        0.0      NaN   \n",
-       "coef_more_autos_than_workers   0.223434     0.2310        0.0      NaN   \n",
+       "                                  value      best  initvalue  minimum  \\\n",
+       "param_name                                                              \n",
+       "0.0                            0.000000  0.000000     0.0000      0.0   \n",
+       "coef_asc_alameda              -0.141547 -0.141547    -0.1092    -50.0   \n",
+       "coef_asc_san_francisco        -2.630212 -2.630212    -2.6403    -50.0   \n",
+       "coef_asc_santa_clara           0.188205  0.188205     0.2118    -50.0   \n",
+       "coef_fewer_autos_than_workers -1.407827 -1.407827    -1.4790    -50.0   \n",
+       "coef_hh_size_4_up              0.264779  0.264779     0.2530    -50.0   \n",
+       "coef_income_high               0.217818  0.217818     0.2300    -50.0   \n",
+       "coef_income_very_high          0.235389  0.235389     0.2300    -50.0   \n",
+       "coef_more_autos_than_workers   0.225131  0.225131     0.2310    -50.0   \n",
        "\n",
-       "                               maximum  holdfast note      best  \n",
-       "0.0                                0.0         1       0.000000  \n",
-       "coef_asc_alameda                   NaN         0      -0.109200  \n",
-       "coef_asc_san_francisco             NaN         0      -2.456059  \n",
-       "coef_asc_santa_clara               NaN         0       0.211800  \n",
-       "coef_fewer_autos_than_workers      NaN         0      -1.619489  \n",
-       "coef_hh_size_4_up                  NaN         0       0.279145  \n",
-       "coef_income_high                   NaN         0      -0.053120  \n",
-       "coef_income_very_high              NaN         0       0.296661  \n",
-       "coef_more_autos_than_workers       NaN         0       0.223434  "
+       "                               maximum  nullvalue  holdfast  \n",
+       "param_name                                                   \n",
+       "0.0                                0.0        0.0         1  \n",
+       "coef_asc_alameda                  50.0        0.0         0  \n",
+       "coef_asc_san_francisco            50.0        0.0         0  \n",
+       "coef_asc_santa_clara              50.0        0.0         0  \n",
+       "coef_fewer_autos_than_workers     50.0        0.0         0  \n",
+       "coef_hh_size_4_up                 50.0        0.0         0  \n",
+       "coef_income_high                  50.0        0.0         0  \n",
+       "coef_income_very_high             50.0        0.0         0  \n",
+       "coef_more_autos_than_workers      50.0        0.0         0  "
       ]
      },
      "metadata": {},
      "output_type": "display_data"
     },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 0.0 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n"
-     ]
-    },
     {
      "data": {
       "text/html": [
@@ -1023,38 +1073,38 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_asc_alameda</th>\n",
-       "      <td>-0.109200</td>\n",
+       "      <td>-0.141547</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_asc_san_francisco</th>\n",
-       "      <td>-2.456059</td>\n",
+       "      <td>-2.630212</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_asc_santa_clara</th>\n",
-       "      <td>0.211800</td>\n",
+       "      <td>0.188205</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_fewer_autos_than_workers</th>\n",
-       "      <td>-1.619489</td>\n",
+       "      <td>-1.407827</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_hh_size_4_up</th>\n",
-       "      <td>0.279145</td>\n",
+       "      <td>0.264779</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_income_high</th>\n",
-       "      <td>-0.053120</td>\n",
+       "      <td>0.217818</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_income_very_high</th>\n",
-       "      <td>0.296661</td>\n",
+       "      <td>0.235389</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_more_autos_than_workers</th>\n",
-       "      <td>0.223434</td>\n",
+       "      <td>0.225131</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
-       "</table></td></tr><tr><td>loglike</td><td style=\"text-align:left;\">-484.0908426547178</td></tr><tr><td>d_loglike</td><td style=\"text-align:left;\"><table border=\"1\" class=\"dataframe\">\n",
+       "</table></td></tr><tr><td>logloss</td><td style=\"text-align:left;\">0.5636931088124669</td></tr><tr><td>d_logloss</td><td style=\"text-align:left;\"><table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
@@ -1068,75 +1118,75 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_asc_alameda</th>\n",
-       "      <td>0.000000</td>\n",
+       "      <td>0.000061</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_asc_san_francisco</th>\n",
-       "      <td>0.000399</td>\n",
+       "      <td>0.000074</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_asc_santa_clara</th>\n",
-       "      <td>0.000000</td>\n",
+       "      <td>0.000008</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_fewer_autos_than_workers</th>\n",
-       "      <td>0.000183</td>\n",
+       "      <td>0.000150</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_hh_size_4_up</th>\n",
-       "      <td>0.000210</td>\n",
+       "      <td>-0.000075</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_income_high</th>\n",
-       "      <td>0.000364</td>\n",
+       "      <td>0.000317</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_income_very_high</th>\n",
-       "      <td>-0.000061</td>\n",
+       "      <td>-0.000092</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_more_autos_than_workers</th>\n",
-       "      <td>0.000107</td>\n",
+       "      <td>0.000781</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
-       "</table></td></tr><tr><td>nit</td><td style=\"text-align:left;\">10</td></tr><tr><td>nfev</td><td style=\"text-align:left;\">19</td></tr><tr><td>njev</td><td style=\"text-align:left;\">10</td></tr><tr><td>status</td><td style=\"text-align:left;\">0</td></tr><tr><td>message</td><td style=\"text-align:left;\">'Optimization terminated successfully'</td></tr><tr><td>success</td><td style=\"text-align:left;\">True</td></tr><tr><td>elapsed_time</td><td style=\"text-align:left;\">0:00:00.810470</td></tr><tr><td>method</td><td style=\"text-align:left;\">'slsqp'</td></tr><tr><td>n_cases</td><td style=\"text-align:left;\">2582</td></tr><tr><td>iteration_number</td><td style=\"text-align:left;\">10</td></tr><tr><td>logloss</td><td style=\"text-align:left;\">0.1874867709739418</td></tr></table></div>"
+       "</table></td></tr><tr><td>nit</td><td style=\"text-align:left;\">7</td></tr><tr><td>nfev</td><td style=\"text-align:left;\">7</td></tr><tr><td>njev</td><td style=\"text-align:left;\">7</td></tr><tr><td>status</td><td style=\"text-align:left;\">0</td></tr><tr><td>message</td><td style=\"text-align:left;\">'Optimization terminated successfully'</td></tr><tr><td>success</td><td style=\"text-align:left;\">True</td></tr><tr><td>elapsed_time</td><td style=\"text-align:left;\">0:00:00.092472</td></tr><tr><td>method</td><td style=\"text-align:left;\">'slsqp'</td></tr><tr><td>n_cases</td><td style=\"text-align:left;\">28281</td></tr><tr><td>iteration_number</td><td style=\"text-align:left;\">7</td></tr><tr><td>loglike</td><td style=\"text-align:left;\">-15941.804810325377</td></tr></table></div>"
       ],
       "text/plain": [
        "┣                x: 0.0                              0.000000\n",
-       "┃                   coef_asc_alameda                -0.109200\n",
-       "┃                   coef_asc_san_francisco          -2.456059\n",
-       "┃                   coef_asc_santa_clara             0.211800\n",
-       "┃                   coef_fewer_autos_than_workers   -1.619489\n",
-       "┃                   coef_hh_size_4_up                0.279145\n",
-       "┃                   coef_income_high                -0.053120\n",
-       "┃                   coef_income_very_high            0.296661\n",
-       "┃                   coef_more_autos_than_workers     0.223434\n",
+       "┃                   coef_asc_alameda                -0.141547\n",
+       "┃                   coef_asc_san_francisco          -2.630212\n",
+       "┃                   coef_asc_santa_clara             0.188205\n",
+       "┃                   coef_fewer_autos_than_workers   -1.407827\n",
+       "┃                   coef_hh_size_4_up                0.264779\n",
+       "┃                   coef_income_high                 0.217818\n",
+       "┃                   coef_income_very_high            0.235389\n",
+       "┃                   coef_more_autos_than_workers     0.225131\n",
        "┃                   dtype: float64\n",
-       "┣          loglike: -484.0908426547178\n",
-       "┣        d_loglike: 0.0                              0.000000\n",
-       "┃                   coef_asc_alameda                 0.000000\n",
-       "┃                   coef_asc_san_francisco           0.000399\n",
-       "┃                   coef_asc_santa_clara             0.000000\n",
-       "┃                   coef_fewer_autos_than_workers    0.000183\n",
-       "┃                   coef_hh_size_4_up                0.000210\n",
-       "┃                   coef_income_high                 0.000364\n",
-       "┃                   coef_income_very_high           -0.000061\n",
-       "┃                   coef_more_autos_than_workers     0.000107\n",
+       "┣          logloss: 0.5636931088124669\n",
+       "┣        d_logloss: 0.0                              0.000000\n",
+       "┃                   coef_asc_alameda                 0.000061\n",
+       "┃                   coef_asc_san_francisco           0.000074\n",
+       "┃                   coef_asc_santa_clara             0.000008\n",
+       "┃                   coef_fewer_autos_than_workers    0.000150\n",
+       "┃                   coef_hh_size_4_up               -0.000075\n",
+       "┃                   coef_income_high                 0.000317\n",
+       "┃                   coef_income_very_high           -0.000092\n",
+       "┃                   coef_more_autos_than_workers     0.000781\n",
        "┃                   dtype: float64\n",
-       "┣              nit: 10\n",
-       "┣             nfev: 19\n",
-       "┣             njev: 10\n",
+       "┣              nit: 7\n",
+       "┣             nfev: 7\n",
+       "┣             njev: 7\n",
        "┣           status: 0\n",
        "┣          message: 'Optimization terminated successfully'\n",
        "┣          success: True\n",
-       "┣     elapsed_time: datetime.timedelta(microseconds=810470)\n",
+       "┣     elapsed_time: datetime.timedelta(microseconds=92472)\n",
        "┣           method: 'slsqp'\n",
-       "┣          n_cases: 2582\n",
-       "┣ iteration_number: 10\n",
-       "┣          logloss: 0.1874867709739418"
+       "┣          n_cases: 28281\n",
+       "┣ iteration_number: 7\n",
+       "┣          loglike: -15941.804810325377"
       ]
      },
-     "execution_count": 9,
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1154,119 +1204,136 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/html": [
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-       "            font-family: monospace;\n",
-       "        }</style><table id=\"T_e549d_\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >Value</th>        <th class=\"col_heading level0 col1\" >Std Err</th>        <th class=\"col_heading level0 col2\" >t Stat</th>        <th class=\"col_heading level0 col3\" >Signif</th>        <th class=\"col_heading level0 col4\" >Like Ratio</th>        <th class=\"col_heading level0 col5\" >Null Value</th>        <th class=\"col_heading level0 col6\" >Constrained</th>    </tr></thead><tbody>\n",
-       "                <tr>\n",
-       "                        <th id=\"T_e549d_level0_row0\" class=\"row_heading level0 row0\" >0.0</th>\n",
-       "                        <td id=\"T_e549d_row0_col0\" class=\"data row0 col0\" > 0.00</td>\n",
-       "                        <td id=\"T_e549d_row0_col1\" class=\"data row0 col1\" > NA</td>\n",
-       "                        <td id=\"T_e549d_row0_col2\" class=\"data row0 col2\" > NA</td>\n",
-       "                        <td id=\"T_e549d_row0_col3\" class=\"data row0 col3\" ></td>\n",
-       "                        <td id=\"T_e549d_row0_col4\" class=\"data row0 col4\" > NA</td>\n",
-       "                        <td id=\"T_e549d_row0_col5\" class=\"data row0 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_e549d_row0_col6\" class=\"data row0 col6\" >fixed value</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_e549d_level0_row1\" class=\"row_heading level0 row1\" >coef_asc_alameda</th>\n",
-       "                        <td id=\"T_e549d_row1_col0\" class=\"data row1 col0\" >-0.109</td>\n",
-       "                        <td id=\"T_e549d_row1_col1\" class=\"data row1 col1\" > 0.00</td>\n",
-       "                        <td id=\"T_e549d_row1_col2\" class=\"data row1 col2\" > NA</td>\n",
-       "                        <td id=\"T_e549d_row1_col3\" class=\"data row1 col3\" >[]</td>\n",
-       "                        <td id=\"T_e549d_row1_col4\" class=\"data row1 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_e549d_row1_col5\" class=\"data row1 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_e549d_row1_col6\" class=\"data row1 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_e549d_level0_row2\" class=\"row_heading level0 row2\" >coef_asc_san_francisco</th>\n",
-       "                        <td id=\"T_e549d_row2_col0\" class=\"data row2 col0\" >-2.46</td>\n",
-       "                        <td id=\"T_e549d_row2_col1\" class=\"data row2 col1\" > 0.168</td>\n",
-       "                        <td id=\"T_e549d_row2_col2\" class=\"data row2 col2\" >-14.65</td>\n",
-       "                        <td id=\"T_e549d_row2_col3\" class=\"data row2 col3\" >***</td>\n",
-       "                        <td id=\"T_e549d_row2_col4\" class=\"data row2 col4\" > NA</td>\n",
-       "                        <td id=\"T_e549d_row2_col5\" class=\"data row2 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_e549d_row2_col6\" class=\"data row2 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_e549d_level0_row3\" class=\"row_heading level0 row3\" >coef_asc_santa_clara</th>\n",
-       "                        <td id=\"T_e549d_row3_col0\" class=\"data row3 col0\" > 0.212</td>\n",
-       "                        <td id=\"T_e549d_row3_col1\" class=\"data row3 col1\" > 1.43e-16</td>\n",
-       "                        <td id=\"T_e549d_row3_col2\" class=\"data row3 col2\" > BIG</td>\n",
-       "                        <td id=\"T_e549d_row3_col3\" class=\"data row3 col3\" >***</td>\n",
-       "                        <td id=\"T_e549d_row3_col4\" class=\"data row3 col4\" > NA</td>\n",
-       "                        <td id=\"T_e549d_row3_col5\" class=\"data row3 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_e549d_row3_col6\" class=\"data row3 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_e549d_level0_row4\" class=\"row_heading level0 row4\" >coef_fewer_autos_than_workers</th>\n",
-       "                        <td id=\"T_e549d_row4_col0\" class=\"data row4 col0\" >-1.62</td>\n",
-       "                        <td id=\"T_e549d_row4_col1\" class=\"data row4 col1\" > 0.220</td>\n",
-       "                        <td id=\"T_e549d_row4_col2\" class=\"data row4 col2\" >-7.37</td>\n",
-       "                        <td id=\"T_e549d_row4_col3\" class=\"data row4 col3\" >***</td>\n",
-       "                        <td id=\"T_e549d_row4_col4\" class=\"data row4 col4\" > NA</td>\n",
-       "                        <td id=\"T_e549d_row4_col5\" class=\"data row4 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_e549d_row4_col6\" class=\"data row4 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_e549d_level0_row5\" class=\"row_heading level0 row5\" >coef_hh_size_4_up</th>\n",
-       "                        <td id=\"T_e549d_row5_col0\" class=\"data row5 col0\" > 0.279</td>\n",
-       "                        <td id=\"T_e549d_row5_col1\" class=\"data row5 col1\" > 0.196</td>\n",
-       "                        <td id=\"T_e549d_row5_col2\" class=\"data row5 col2\" > 1.43</td>\n",
-       "                        <td id=\"T_e549d_row5_col3\" class=\"data row5 col3\" ></td>\n",
-       "                        <td id=\"T_e549d_row5_col4\" class=\"data row5 col4\" > NA</td>\n",
-       "                        <td id=\"T_e549d_row5_col5\" class=\"data row5 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_e549d_row5_col6\" class=\"data row5 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_e549d_level0_row6\" class=\"row_heading level0 row6\" >coef_income_high</th>\n",
-       "                        <td id=\"T_e549d_row6_col0\" class=\"data row6 col0\" >-0.0531</td>\n",
-       "                        <td id=\"T_e549d_row6_col1\" class=\"data row6 col1\" > 0.242</td>\n",
-       "                        <td id=\"T_e549d_row6_col2\" class=\"data row6 col2\" >-0.22</td>\n",
-       "                        <td id=\"T_e549d_row6_col3\" class=\"data row6 col3\" ></td>\n",
-       "                        <td id=\"T_e549d_row6_col4\" class=\"data row6 col4\" > NA</td>\n",
-       "                        <td id=\"T_e549d_row6_col5\" class=\"data row6 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_e549d_row6_col6\" class=\"data row6 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_e549d_level0_row7\" class=\"row_heading level0 row7\" >coef_income_very_high</th>\n",
-       "                        <td id=\"T_e549d_row7_col0\" class=\"data row7 col0\" > 0.297</td>\n",
-       "                        <td id=\"T_e549d_row7_col1\" class=\"data row7 col1\" > 0.208</td>\n",
-       "                        <td id=\"T_e549d_row7_col2\" class=\"data row7 col2\" > 1.43</td>\n",
-       "                        <td id=\"T_e549d_row7_col3\" class=\"data row7 col3\" ></td>\n",
-       "                        <td id=\"T_e549d_row7_col4\" class=\"data row7 col4\" > NA</td>\n",
-       "                        <td id=\"T_e549d_row7_col5\" class=\"data row7 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_e549d_row7_col6\" class=\"data row7 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_e549d_level0_row8\" class=\"row_heading level0 row8\" >coef_more_autos_than_workers</th>\n",
-       "                        <td id=\"T_e549d_row8_col0\" class=\"data row8 col0\" > 0.223</td>\n",
-       "                        <td id=\"T_e549d_row8_col1\" class=\"data row8 col1\" > 0.241</td>\n",
-       "                        <td id=\"T_e549d_row8_col2\" class=\"data row8 col2\" > 0.93</td>\n",
-       "                        <td id=\"T_e549d_row8_col3\" class=\"data row8 col3\" ></td>\n",
-       "                        <td id=\"T_e549d_row8_col4\" class=\"data row8 col4\" > NA</td>\n",
-       "                        <td id=\"T_e549d_row8_col5\" class=\"data row8 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_e549d_row8_col6\" class=\"data row8 col6\" ></td>\n",
-       "            </tr>\n",
-       "    </tbody></table>"
+       "<style type=\"text/css\">\n",
+       "#T_d12b0 th {\n",
+       "  vertical-align: top;\n",
+       "  text-align: left;\n",
+       "}\n",
+       "#T_d12b0 td {\n",
+       "  vertical-align: top;\n",
+       "  text-align: left;\n",
+       "}\n",
+       "#T_d12b0_row0_col0, #T_d12b0_row0_col1, #T_d12b0_row0_col2, #T_d12b0_row0_col3, #T_d12b0_row0_col4, #T_d12b0_row1_col0, #T_d12b0_row1_col1, #T_d12b0_row1_col2, #T_d12b0_row1_col3, #T_d12b0_row1_col4, #T_d12b0_row2_col0, #T_d12b0_row2_col1, #T_d12b0_row2_col2, #T_d12b0_row2_col3, #T_d12b0_row2_col4, #T_d12b0_row3_col0, #T_d12b0_row3_col1, #T_d12b0_row3_col2, #T_d12b0_row3_col3, #T_d12b0_row3_col4, #T_d12b0_row4_col0, #T_d12b0_row4_col1, #T_d12b0_row4_col2, #T_d12b0_row4_col3, #T_d12b0_row4_col4, #T_d12b0_row5_col0, #T_d12b0_row5_col1, #T_d12b0_row5_col2, #T_d12b0_row5_col3, #T_d12b0_row5_col4, #T_d12b0_row6_col0, #T_d12b0_row6_col1, #T_d12b0_row6_col2, #T_d12b0_row6_col3, #T_d12b0_row6_col4, #T_d12b0_row7_col0, #T_d12b0_row7_col1, #T_d12b0_row7_col2, #T_d12b0_row7_col3, #T_d12b0_row7_col4, #T_d12b0_row8_col0, #T_d12b0_row8_col1, #T_d12b0_row8_col2, #T_d12b0_row8_col3, #T_d12b0_row8_col4 {\n",
+       "  font-family: monospace;\n",
+       "}\n",
+       "</style>\n",
+       "<table id=\"T_d12b0\">\n",
+       "  <thead>\n",
+       "    <tr>\n",
+       "      <th class=\"blank level0\" >&nbsp;</th>\n",
+       "      <th id=\"T_d12b0_level0_col0\" class=\"col_heading level0 col0\" >Value</th>\n",
+       "      <th id=\"T_d12b0_level0_col1\" class=\"col_heading level0 col1\" >Std Err</th>\n",
+       "      <th id=\"T_d12b0_level0_col2\" class=\"col_heading level0 col2\" >t Stat</th>\n",
+       "      <th id=\"T_d12b0_level0_col3\" class=\"col_heading level0 col3\" >Signif</th>\n",
+       "      <th id=\"T_d12b0_level0_col4\" class=\"col_heading level0 col4\" >Null Value</th>\n",
+       "      <th id=\"T_d12b0_level0_col5\" class=\"col_heading level0 col5\" >Constrained</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th class=\"index_name level0\" >Parameter</th>\n",
+       "      <th class=\"blank col0\" >&nbsp;</th>\n",
+       "      <th class=\"blank col1\" >&nbsp;</th>\n",
+       "      <th class=\"blank col2\" >&nbsp;</th>\n",
+       "      <th class=\"blank col3\" >&nbsp;</th>\n",
+       "      <th class=\"blank col4\" >&nbsp;</th>\n",
+       "      <th class=\"blank col5\" >&nbsp;</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th id=\"T_d12b0_level0_row0\" class=\"row_heading level0 row0\" >0.0</th>\n",
+       "      <td id=\"T_d12b0_row0_col0\" class=\"data row0 col0\" > 0.00</td>\n",
+       "      <td id=\"T_d12b0_row0_col1\" class=\"data row0 col1\" > 0.00</td>\n",
+       "      <td id=\"T_d12b0_row0_col2\" class=\"data row0 col2\" > NA</td>\n",
+       "      <td id=\"T_d12b0_row0_col3\" class=\"data row0 col3\" ></td>\n",
+       "      <td id=\"T_d12b0_row0_col4\" class=\"data row0 col4\" > 0.00</td>\n",
+       "      <td id=\"T_d12b0_row0_col5\" class=\"data row0 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_d12b0_level0_row1\" class=\"row_heading level0 row1\" >coef_asc_alameda</th>\n",
+       "      <td id=\"T_d12b0_row1_col0\" class=\"data row1 col0\" >-0.142</td>\n",
+       "      <td id=\"T_d12b0_row1_col1\" class=\"data row1 col1\" > 0.0310</td>\n",
+       "      <td id=\"T_d12b0_row1_col2\" class=\"data row1 col2\" >-4.56</td>\n",
+       "      <td id=\"T_d12b0_row1_col3\" class=\"data row1 col3\" >***</td>\n",
+       "      <td id=\"T_d12b0_row1_col4\" class=\"data row1 col4\" > 0.00</td>\n",
+       "      <td id=\"T_d12b0_row1_col5\" class=\"data row1 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_d12b0_level0_row2\" class=\"row_heading level0 row2\" >coef_asc_san_francisco</th>\n",
+       "      <td id=\"T_d12b0_row2_col0\" class=\"data row2 col0\" >-2.63</td>\n",
+       "      <td id=\"T_d12b0_row2_col1\" class=\"data row2 col1\" > 0.0591</td>\n",
+       "      <td id=\"T_d12b0_row2_col2\" class=\"data row2 col2\" >-44.52</td>\n",
+       "      <td id=\"T_d12b0_row2_col3\" class=\"data row2 col3\" >***</td>\n",
+       "      <td id=\"T_d12b0_row2_col4\" class=\"data row2 col4\" > 0.00</td>\n",
+       "      <td id=\"T_d12b0_row2_col5\" class=\"data row2 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_d12b0_level0_row3\" class=\"row_heading level0 row3\" >coef_asc_santa_clara</th>\n",
+       "      <td id=\"T_d12b0_row3_col0\" class=\"data row3 col0\" > 0.188</td>\n",
+       "      <td id=\"T_d12b0_row3_col1\" class=\"data row3 col1\" > 0.0294</td>\n",
+       "      <td id=\"T_d12b0_row3_col2\" class=\"data row3 col2\" > 6.40</td>\n",
+       "      <td id=\"T_d12b0_row3_col3\" class=\"data row3 col3\" >***</td>\n",
+       "      <td id=\"T_d12b0_row3_col4\" class=\"data row3 col4\" > 0.00</td>\n",
+       "      <td id=\"T_d12b0_row3_col5\" class=\"data row3 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_d12b0_level0_row4\" class=\"row_heading level0 row4\" >coef_fewer_autos_than_workers</th>\n",
+       "      <td id=\"T_d12b0_row4_col0\" class=\"data row4 col0\" >-1.41</td>\n",
+       "      <td id=\"T_d12b0_row4_col1\" class=\"data row4 col1\" > 0.0366</td>\n",
+       "      <td id=\"T_d12b0_row4_col2\" class=\"data row4 col2\" >-38.48</td>\n",
+       "      <td id=\"T_d12b0_row4_col3\" class=\"data row4 col3\" >***</td>\n",
+       "      <td id=\"T_d12b0_row4_col4\" class=\"data row4 col4\" > 0.00</td>\n",
+       "      <td id=\"T_d12b0_row4_col5\" class=\"data row4 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_d12b0_level0_row5\" class=\"row_heading level0 row5\" >coef_hh_size_4_up</th>\n",
+       "      <td id=\"T_d12b0_row5_col0\" class=\"data row5 col0\" > 0.265</td>\n",
+       "      <td id=\"T_d12b0_row5_col1\" class=\"data row5 col1\" > 0.0278</td>\n",
+       "      <td id=\"T_d12b0_row5_col2\" class=\"data row5 col2\" > 9.51</td>\n",
+       "      <td id=\"T_d12b0_row5_col3\" class=\"data row5 col3\" >***</td>\n",
+       "      <td id=\"T_d12b0_row5_col4\" class=\"data row5 col4\" > 0.00</td>\n",
+       "      <td id=\"T_d12b0_row5_col5\" class=\"data row5 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_d12b0_level0_row6\" class=\"row_heading level0 row6\" >coef_income_high</th>\n",
+       "      <td id=\"T_d12b0_row6_col0\" class=\"data row6 col0\" > 0.218</td>\n",
+       "      <td id=\"T_d12b0_row6_col1\" class=\"data row6 col1\" > 0.0307</td>\n",
+       "      <td id=\"T_d12b0_row6_col2\" class=\"data row6 col2\" > 7.09</td>\n",
+       "      <td id=\"T_d12b0_row6_col3\" class=\"data row6 col3\" >***</td>\n",
+       "      <td id=\"T_d12b0_row6_col4\" class=\"data row6 col4\" > 0.00</td>\n",
+       "      <td id=\"T_d12b0_row6_col5\" class=\"data row6 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_d12b0_level0_row7\" class=\"row_heading level0 row7\" >coef_income_very_high</th>\n",
+       "      <td id=\"T_d12b0_row7_col0\" class=\"data row7 col0\" > 0.235</td>\n",
+       "      <td id=\"T_d12b0_row7_col1\" class=\"data row7 col1\" > 0.0282</td>\n",
+       "      <td id=\"T_d12b0_row7_col2\" class=\"data row7 col2\" > 8.35</td>\n",
+       "      <td id=\"T_d12b0_row7_col3\" class=\"data row7 col3\" >***</td>\n",
+       "      <td id=\"T_d12b0_row7_col4\" class=\"data row7 col4\" > 0.00</td>\n",
+       "      <td id=\"T_d12b0_row7_col5\" class=\"data row7 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_d12b0_level0_row8\" class=\"row_heading level0 row8\" >coef_more_autos_than_workers</th>\n",
+       "      <td id=\"T_d12b0_row8_col0\" class=\"data row8 col0\" > 0.225</td>\n",
+       "      <td id=\"T_d12b0_row8_col1\" class=\"data row8 col1\" > 0.0294</td>\n",
+       "      <td id=\"T_d12b0_row8_col2\" class=\"data row8 col2\" > 7.65</td>\n",
+       "      <td id=\"T_d12b0_row8_col3\" class=\"data row8 col3\" >***</td>\n",
+       "      <td id=\"T_d12b0_row8_col4\" class=\"data row8 col4\" > 0.00</td>\n",
+       "      <td id=\"T_d12b0_row8_col5\" class=\"data row8 col5\" ></td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n"
       ],
       "text/plain": [
-       "<pandas.io.formats.style.Styler at 0x7fd7204aafd0>"
+       "<pandas.io.formats.style.Styler at 0x17fb55c00>"
       ]
      },
-     "execution_count": 10,
+     "execution_count": 8,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1287,14 +1354,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [],
    "source": [
     "from activitysim.estimation.larch import update_coefficients\n",
-    "result_dir = data.edb_directory/\"estimated\"\n",
+    "\n",
+    "result_dir = data.edb_directory / \"estimated\"\n",
     "update_coefficients(\n",
-    "    model, data, result_dir,\n",
+    "    model,\n",
+    "    data,\n",
+    "    result_dir,\n",
     "    output_file=f\"{modelname}_coefficients_revised.csv\",\n",
     ");"
    ]
@@ -1308,23 +1378,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 10,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<larch.util.excel.ExcelWriter at 0x7fd6d0032d60>"
-      ]
-     },
-     "execution_count": 12,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "model.to_xlsx(\n",
-    "    result_dir/f\"{modelname}_model_estimation.xlsx\", \n",
+    "    result_dir / f\"{modelname}_model_estimation.xlsx\",\n",
     "    data_statistics=False,\n",
     ")"
    ]
@@ -1340,7 +1399,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [
     {
@@ -1373,49 +1432,49 @@
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td>coef_asc_san_francisco</td>\n",
-       "      <td>-2.456059</td>\n",
+       "      <td>-2.630212</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>coef_asc_santa_clara</td>\n",
-       "      <td>0.211800</td>\n",
+       "      <td>0.188205</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>coef_asc_alameda</td>\n",
-       "      <td>-0.109200</td>\n",
+       "      <td>-0.141547</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td>coef_income_very_high</td>\n",
-       "      <td>0.296661</td>\n",
+       "      <td>0.235389</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
        "      <td>coef_income_high</td>\n",
-       "      <td>-0.053120</td>\n",
+       "      <td>0.217818</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5</th>\n",
        "      <td>coef_hh_size_4_up</td>\n",
-       "      <td>0.279145</td>\n",
+       "      <td>0.264779</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6</th>\n",
        "      <td>coef_more_autos_than_workers</td>\n",
-       "      <td>0.223434</td>\n",
+       "      <td>0.225131</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>7</th>\n",
        "      <td>coef_fewer_autos_than_workers</td>\n",
-       "      <td>-1.619489</td>\n",
+       "      <td>-1.407827</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
@@ -1424,23 +1483,23 @@
       ],
       "text/plain": [
        "                coefficient_name     value constrain\n",
-       "0         coef_asc_san_francisco -2.456059         F\n",
-       "1           coef_asc_santa_clara  0.211800         F\n",
-       "2               coef_asc_alameda -0.109200         F\n",
-       "3          coef_income_very_high  0.296661         F\n",
-       "4               coef_income_high -0.053120         F\n",
-       "5              coef_hh_size_4_up  0.279145         F\n",
-       "6   coef_more_autos_than_workers  0.223434         F\n",
-       "7  coef_fewer_autos_than_workers -1.619489         F"
+       "0         coef_asc_san_francisco -2.630212         F\n",
+       "1           coef_asc_santa_clara  0.188205         F\n",
+       "2               coef_asc_alameda -0.141547         F\n",
+       "3          coef_income_very_high  0.235389         F\n",
+       "4               coef_income_high  0.217818         F\n",
+       "5              coef_hh_size_4_up  0.264779         F\n",
+       "6   coef_more_autos_than_workers  0.225131         F\n",
+       "7  coef_fewer_autos_than_workers -1.407827         F"
       ]
      },
-     "execution_count": 13,
+     "execution_count": 11,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "pd.read_csv(result_dir/f\"{modelname}_coefficients_revised.csv\")"
+    "pd.read_csv(result_dir / f\"{modelname}_coefficients_revised.csv\")"
    ]
   }
  ],
@@ -1451,7 +1510,7 @@
    "toc_visible": true
   },
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "ESTER",
    "language": "python",
    "name": "python3"
   },
@@ -1465,7 +1524,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.8.6"
+   "version": "3.10.15"
   },
   "toc": {
    "base_numbering": 1,
diff --git a/activitysim/examples/example_estimation/notebooks/06_cdap.ipynb b/activitysim/examples/example_estimation/notebooks/06_cdap.ipynb
index 72169b9e3d..a29ea0a7b1 100644
--- a/activitysim/examples/example_estimation/notebooks/06_cdap.ipynb
+++ b/activitysim/examples/example_estimation/notebooks/06_cdap.ipynb
@@ -23,21 +23,84 @@
    "cell_type": "code",
    "execution_count": 1,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "JAX not found. Some functionality will be unavailable.\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "{'larch': '6.0.32',\n",
+       " 'sharrow': '2.13.0',\n",
+       " 'numpy': '1.26.4',\n",
+       " 'pandas': '1.5.3',\n",
+       " 'xarray': '2024.3.0',\n",
+       " 'numba': '0.60.0'}"
+      ]
+     },
+     "execution_count": 1,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "import numpy as np\n",
     "import pandas as pd\n",
-    "import larch\n",
-    "import os"
+    "import larch as lx\n",
+    "import os\n",
+    "\n",
+    "lx.versions()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "For this demo, we will assume that you have already run ActivitySim in estimation\n",
+    "mode, and saved the required estimation data bundles (EDB's) to disk.  See\n",
+    "the [first notebook](./01_estimation_mode.ipynb) for details.  The following module\n",
+    "will run a script to set everything up if the example data is not already available."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "EDB directory already populated.\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "PosixPath('test-estimation-data/activitysim-prototype-mtc-extended')"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "from est_mode_setup import prepare, backup\n",
+    "\n",
+    "prepare()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
    "metadata": {},
    "outputs": [],
    "source": [
-    "os.chdir('test')"
+    "backup(\"output-est-mode/estimation_data_bundle/cdap/cdap_INDIV_AND_HHSIZE1_SPEC.csv\")\n"
    ]
   },
   {
@@ -49,31 +112,35 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [
     {
-     "name": "stderr",
+     "name": "stdout",
      "output_type": "stream",
      "text": [
-      "one-hot encoding choice array\n",
-      "converting data_ch to <class 'numpy.float64'>\n",
-      "one-hot encoding choice array\n",
-      "converting data_ch to <class 'numpy.float64'>\n",
-      "one-hot encoding choice array\n",
-      "converting data_ch to <class 'numpy.float64'>\n",
-      "one-hot encoding choice array\n",
-      "converting data_ch to <class 'numpy.float64'>\n",
-      "one-hot encoding choice array\n",
-      "converting data_ch to <class 'numpy.float64'>\n"
+      "Reading output-est-mode/estimation_data_bundle/cdap/cdap_model_settings.yaml\n",
+      "Reading /Users/jpn/Git/est-mode/activitysim/activitysim/examples/example_estimation/notebooks/test-estimation-data/activitysim-prototype-mtc-extended/output-est-mode/final_households.csv\n",
+      "Reading /Users/jpn/Git/est-mode/activitysim/activitysim/examples/example_estimation/notebooks/test-estimation-data/activitysim-prototype-mtc-extended/output-est-mode/final_persons.csv\n",
+      "Reading /Users/jpn/Git/est-mode/activitysim/activitysim/examples/example_estimation/notebooks/test-estimation-data/activitysim-prototype-mtc-extended/output-est-mode/estimation_data_bundle/cdap/cdap_coefficients.csv\n",
+      "Reading /Users/jpn/Git/est-mode/activitysim/activitysim/examples/example_estimation/notebooks/test-estimation-data/activitysim-prototype-mtc-extended/output-est-mode/estimation_data_bundle/cdap/cdap_interaction_coefficients.csv\n",
+      "Reading /Users/jpn/Git/est-mode/activitysim/activitysim/examples/example_estimation/notebooks/test-estimation-data/activitysim-prototype-mtc-extended/output-est-mode/estimation_data_bundle/cdap/cdap_joint_tour_coefficients.csv\n",
+      "Including joint tour utility?: False\n",
+      "Reading /Users/jpn/Git/est-mode/activitysim/activitysim/examples/example_estimation/notebooks/test-estimation-data/activitysim-prototype-mtc-extended/output-est-mode/estimation_data_bundle/cdap/cdap_INDIV_AND_HHSIZE1_SPEC.csv\n",
+      "Reading /Users/jpn/Git/est-mode/activitysim/activitysim/examples/example_estimation/notebooks/test-estimation-data/activitysim-prototype-mtc-extended/output-est-mode/estimation_data_bundle/cdap/cdap_values_combined.parquet\n"
      ]
     }
    ],
    "source": [
+    "from activitysim.estimation.larch import component_model\n",
+    "\n",
     "modelname = \"cdap\"\n",
     "\n",
-    "from activitysim.estimation.larch import component_model\n",
-    "model, data = component_model(modelname, return_data=True)"
+    "model, data = component_model(\n",
+    "    modelname,\n",
+    "    edb_directory=f\"output-est-mode/estimation_data_bundle/{modelname}/\",\n",
+    "    return_data=True,\n",
+    ")"
    ]
   },
   {
@@ -92,34 +159,51 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "┣          INDIV_AND_HHSIZE1_SPEC: 'cdap_indiv_and_hhsize1.csv'\n",
+       "┣          ADD_JOINT_TOUR_UTILITY: False\n",
        "┣                    COEFFICIENTS: 'cdap_coefficients.csv'\n",
-       "┣        INTERACTION_COEFFICIENTS: 'cdap_interaction_coefficients.csv'\n",
-       "┣ FIXED_RELATIVE_PROPORTIONS_SPEC: 'cdap_fixed_relative_proportions.csv'\n",
-       "┣                       CONSTANTS: ┣       FULL: 1\n",
-       "┃                                  ┣       PART: 2\n",
-       "┃                                  ┣ UNIVERSITY: 3\n",
+       "┣                       CONSTANTS: ┣    DRIVING: 6\n",
+       "┃                                  ┣       FULL: 1\n",
        "┃                                  ┣    NONWORK: 4\n",
+       "┃                                  ┣       PART: 2\n",
+       "┃                                  ┣  PRESCHOOL: 8\n",
        "┃                                  ┣    RETIRED: 5\n",
-       "┃                                  ┣    DRIVING: 6\n",
        "┃                                  ┣     SCHOOL: 7\n",
-       "┃                                  ┣  PRESCHOOL: 8\n",
-       "┣                 PERSON_TYPE_MAP: ┣ WORKER: [1, 2]\n",
-       "┃                                  ┣  CHILD: [6, 7, 8]\n",
-       "┣                annotate_persons: ┣ SPEC: 'annotate_persons_cdap'\n",
-       "┃                                  ┣   DF: 'persons'\n",
-       "┣             annotate_households: ┣   SPEC: 'annotate_households_cdap'\n",
-       "┃                                  ┣     DF: 'households'\n",
-       "┃                                  ┣ TABLES: ['persons']"
+       "┃                                  ┣ UNIVERSITY: 3\n",
+       "┣ FIXED_RELATIVE_PROPORTIONS_SPEC: 'cdap_fixed_relative_proportions.csv'\n",
+       "┣          INDIV_AND_HHSIZE1_SPEC: 'cdap_indiv_and_hhsize1.csv'\n",
+       "┣        INTERACTION_COEFFICIENTS: 'cdap_interaction_coefficients.csv'\n",
+       "┣         JOINT_TOUR_COEFFICIENTS: 'cdap_joint_tour_coefficients.csv'\n",
+       "┣       JOINT_TOUR_USEFUL_COLUMNS: None\n",
+       "┣                 PERSON_TYPE_MAP: ┣  CHILD: ---\n",
+       "┃                                  ┃         - 6\n",
+       "┃                                  ┃         - 7\n",
+       "┃                                  ┃         - 8\n",
+       "┃                                  ┃         ...\n",
+       "┃                                  ┣ WORKER: ---\n",
+       "┃                                  ┃         - 1\n",
+       "┃                                  ┃         - 2\n",
+       "┃                                  ┃         ...\n",
+       "┣             annotate_households: ┣     DF: 'households'\n",
+       "┃                                  ┣   SPEC: 'annotate_households_cdap'\n",
+       "┃                                  ┣ TABLES: ---\n",
+       "┃                                  ┃         - persons\n",
+       "┃                                  ┃         ...\n",
+       "┣                annotate_persons: ┣     DF: 'persons'\n",
+       "┃                                  ┣   SPEC: 'annotate_persons_cdap'\n",
+       "┃                                  ┣ TABLES: None\n",
+       "┣                compute_settings: None\n",
+       "┣               source_file_paths: ---\n",
+       "┃                                  - /Users/jpn/Git/est-mode/activitysim/activitysim/examples/example_estimation/test-estimation-data/activitysim-prototype-mtc-extended/configs/cdap.yaml\n",
+       "┃                                  ..."
       ]
      },
-     "execution_count": 6,
+     "execution_count": 5,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -137,7 +221,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [
     {
@@ -161,7 +245,6 @@
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
-       "      <th>household_id</th>\n",
        "      <th>home_zone_id</th>\n",
        "      <th>income</th>\n",
        "      <th>hhsize</th>\n",
@@ -171,8 +254,8 @@
        "      <th>sample_rate</th>\n",
        "      <th>income_in_thousands</th>\n",
        "      <th>income_segment</th>\n",
+       "      <th>median_value_of_time</th>\n",
        "      <th>...</th>\n",
-       "      <th>hh_work_auto_savings_ratio</th>\n",
        "      <th>num_under16_not_at_school</th>\n",
        "      <th>num_travel_active</th>\n",
        "      <th>num_travel_active_adults</th>\n",
@@ -182,23 +265,23 @@
        "      <th>participates_in_jtf_model</th>\n",
        "      <th>joint_tour_frequency</th>\n",
        "      <th>num_hh_joint_tours</th>\n",
+       "      <th>household_id</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>166</td>\n",
-       "      <td>71</td>\n",
-       "      <td>9000</td>\n",
-       "      <td>1</td>\n",
-       "      <td>6</td>\n",
+       "      <td>52</td>\n",
        "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
        "      <td>0</td>\n",
        "      <td>1</td>\n",
-       "      <td>9.00</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>1</td>\n",
+       "      <td>6.01</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
@@ -208,21 +291,21 @@
        "      <td>False</td>\n",
        "      <td>0_tours</td>\n",
        "      <td>0</td>\n",
+       "      <td>45</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>197</td>\n",
-       "      <td>80</td>\n",
-       "      <td>4400</td>\n",
+       "      <td>124</td>\n",
+       "      <td>14000</td>\n",
+       "      <td>1</td>\n",
+       "      <td>4</td>\n",
        "      <td>1</td>\n",
-       "      <td>6</td>\n",
-       "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>1</td>\n",
-       "      <td>4.40</td>\n",
+       "      <td>14.0</td>\n",
        "      <td>1</td>\n",
+       "      <td>6.01</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
@@ -232,21 +315,21 @@
        "      <td>False</td>\n",
        "      <td>0_tours</td>\n",
        "      <td>0</td>\n",
+       "      <td>499</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>268</td>\n",
-       "      <td>91</td>\n",
-       "      <td>1200</td>\n",
+       "      <td>132</td>\n",
+       "      <td>9600</td>\n",
        "      <td>1</td>\n",
        "      <td>4</td>\n",
        "      <td>1</td>\n",
        "      <td>0</td>\n",
        "      <td>1</td>\n",
-       "      <td>1.20</td>\n",
+       "      <td>9.6</td>\n",
        "      <td>1</td>\n",
+       "      <td>6.01</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
@@ -256,21 +339,21 @@
        "      <td>False</td>\n",
        "      <td>0_tours</td>\n",
        "      <td>0</td>\n",
+       "      <td>659</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>375</td>\n",
-       "      <td>105</td>\n",
-       "      <td>0</td>\n",
+       "      <td>148</td>\n",
+       "      <td>18000</td>\n",
        "      <td>1</td>\n",
        "      <td>6</td>\n",
        "      <td>1</td>\n",
        "      <td>0</td>\n",
        "      <td>1</td>\n",
-       "      <td>0.00</td>\n",
+       "      <td>18.0</td>\n",
        "      <td>1</td>\n",
+       "      <td>6.01</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
@@ -280,21 +363,21 @@
        "      <td>False</td>\n",
        "      <td>0_tours</td>\n",
        "      <td>0</td>\n",
+       "      <td>948</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>387</td>\n",
-       "      <td>112</td>\n",
-       "      <td>15770</td>\n",
+       "      <td>166</td>\n",
+       "      <td>14000</td>\n",
        "      <td>1</td>\n",
-       "      <td>6</td>\n",
+       "      <td>4</td>\n",
        "      <td>1</td>\n",
        "      <td>0</td>\n",
        "      <td>1</td>\n",
-       "      <td>15.77</td>\n",
+       "      <td>14.0</td>\n",
        "      <td>1</td>\n",
+       "      <td>6.01</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
@@ -304,6 +387,7 @@
        "      <td>False</td>\n",
        "      <td>0_tours</td>\n",
        "      <td>0</td>\n",
+       "      <td>1276</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>...</th>\n",
@@ -330,19 +414,18 @@
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1995</th>\n",
-       "      <td>2863464</td>\n",
-       "      <td>5</td>\n",
+       "      <th>19995</th>\n",
+       "      <td>1386</td>\n",
        "      <td>0</td>\n",
        "      <td>1</td>\n",
        "      <td>0</td>\n",
        "      <td>1</td>\n",
        "      <td>0</td>\n",
        "      <td>1</td>\n",
-       "      <td>0.00</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>1</td>\n",
+       "      <td>6.01</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
@@ -352,45 +435,45 @@
        "      <td>False</td>\n",
        "      <td>0_tours</td>\n",
        "      <td>0</td>\n",
+       "      <td>2874468</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1996</th>\n",
-       "      <td>2863483</td>\n",
-       "      <td>20</td>\n",
+       "      <th>19996</th>\n",
+       "      <td>1402</td>\n",
        "      <td>0</td>\n",
        "      <td>1</td>\n",
        "      <td>0</td>\n",
-       "      <td>1</td>\n",
+       "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>1</td>\n",
-       "      <td>0.00</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>1</td>\n",
+       "      <td>6.01</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
        "      <td>False</td>\n",
        "      <td>0_tours</td>\n",
        "      <td>0</td>\n",
+       "      <td>2874567</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1997</th>\n",
-       "      <td>2863806</td>\n",
-       "      <td>85</td>\n",
+       "      <th>19997</th>\n",
+       "      <td>1402</td>\n",
        "      <td>0</td>\n",
        "      <td>1</td>\n",
        "      <td>0</td>\n",
        "      <td>1</td>\n",
        "      <td>0</td>\n",
        "      <td>1</td>\n",
-       "      <td>0.00</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>1</td>\n",
+       "      <td>6.01</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
@@ -400,21 +483,21 @@
        "      <td>False</td>\n",
        "      <td>0_tours</td>\n",
        "      <td>0</td>\n",
+       "      <td>2874576</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1998</th>\n",
-       "      <td>2864518</td>\n",
-       "      <td>115</td>\n",
+       "      <th>19998</th>\n",
+       "      <td>1421</td>\n",
        "      <td>0</td>\n",
        "      <td>1</td>\n",
        "      <td>0</td>\n",
        "      <td>1</td>\n",
        "      <td>0</td>\n",
        "      <td>1</td>\n",
-       "      <td>0.00</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>1</td>\n",
+       "      <td>6.01</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
@@ -424,21 +507,21 @@
        "      <td>False</td>\n",
        "      <td>0_tours</td>\n",
        "      <td>0</td>\n",
+       "      <td>2874826</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1999</th>\n",
-       "      <td>2864688</td>\n",
-       "      <td>136</td>\n",
+       "      <th>19999</th>\n",
+       "      <td>1437</td>\n",
        "      <td>0</td>\n",
        "      <td>1</td>\n",
        "      <td>0</td>\n",
        "      <td>1</td>\n",
        "      <td>0</td>\n",
        "      <td>1</td>\n",
-       "      <td>0.00</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>1</td>\n",
+       "      <td>6.01</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
@@ -448,108 +531,109 @@
        "      <td>False</td>\n",
        "      <td>0_tours</td>\n",
        "      <td>0</td>\n",
+       "      <td>2875013</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>2000 rows × 35 columns</p>\n",
+       "<p>20000 rows × 35 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "      household_id  home_zone_id  income  hhsize  HHT  auto_ownership  \\\n",
-       "0              166            71    9000       1    6               0   \n",
-       "1              197            80    4400       1    6               0   \n",
-       "2              268            91    1200       1    4               1   \n",
-       "3              375           105       0       1    6               1   \n",
-       "4              387           112   15770       1    6               1   \n",
-       "...            ...           ...     ...     ...  ...             ...   \n",
-       "1995       2863464             5       0       1    0               1   \n",
-       "1996       2863483            20       0       1    0               1   \n",
-       "1997       2863806            85       0       1    0               1   \n",
-       "1998       2864518           115       0       1    0               1   \n",
-       "1999       2864688           136       0       1    0               1   \n",
+       "       home_zone_id  income  hhsize  HHT  auto_ownership  num_workers  \\\n",
+       "0                52       0       1    4               1            0   \n",
+       "1               124   14000       1    4               1            0   \n",
+       "2               132    9600       1    4               1            0   \n",
+       "3               148   18000       1    6               1            0   \n",
+       "4               166   14000       1    4               1            0   \n",
+       "...             ...     ...     ...  ...             ...          ...   \n",
+       "19995          1386       0       1    0               1            0   \n",
+       "19996          1402       0       1    0               0            0   \n",
+       "19997          1402       0       1    0               1            0   \n",
+       "19998          1421       0       1    0               1            0   \n",
+       "19999          1437       0       1    0               1            0   \n",
        "\n",
-       "      num_workers  sample_rate  income_in_thousands  income_segment  ...  \\\n",
-       "0               0            1                 9.00               1  ...   \n",
-       "1               0            1                 4.40               1  ...   \n",
-       "2               0            1                 1.20               1  ...   \n",
-       "3               0            1                 0.00               1  ...   \n",
-       "4               0            1                15.77               1  ...   \n",
-       "...           ...          ...                  ...             ...  ...   \n",
-       "1995            0            1                 0.00               1  ...   \n",
-       "1996            0            1                 0.00               1  ...   \n",
-       "1997            0            1                 0.00               1  ...   \n",
-       "1998            0            1                 0.00               1  ...   \n",
-       "1999            0            1                 0.00               1  ...   \n",
+       "       sample_rate  income_in_thousands  income_segment  median_value_of_time  \\\n",
+       "0                1                  0.0               1                  6.01   \n",
+       "1                1                 14.0               1                  6.01   \n",
+       "2                1                  9.6               1                  6.01   \n",
+       "3                1                 18.0               1                  6.01   \n",
+       "4                1                 14.0               1                  6.01   \n",
+       "...            ...                  ...             ...                   ...   \n",
+       "19995            1                  0.0               1                  6.01   \n",
+       "19996            1                  0.0               1                  6.01   \n",
+       "19997            1                  0.0               1                  6.01   \n",
+       "19998            1                  0.0               1                  6.01   \n",
+       "19999            1                  0.0               1                  6.01   \n",
        "\n",
-       "      hh_work_auto_savings_ratio  num_under16_not_at_school  \\\n",
-       "0                            0.0                          0   \n",
-       "1                            0.0                          0   \n",
-       "2                            0.0                          0   \n",
-       "3                            0.0                          0   \n",
-       "4                            0.0                          0   \n",
-       "...                          ...                        ...   \n",
-       "1995                         0.0                          0   \n",
-       "1996                         0.0                          0   \n",
-       "1997                         0.0                          0   \n",
-       "1998                         0.0                          0   \n",
-       "1999                         0.0                          0   \n",
+       "       ...  num_under16_not_at_school  num_travel_active  \\\n",
+       "0      ...                          0                  1   \n",
+       "1      ...                          0                  1   \n",
+       "2      ...                          0                  1   \n",
+       "3      ...                          0                  1   \n",
+       "4      ...                          0                  1   \n",
+       "...    ...                        ...                ...   \n",
+       "19995  ...                          0                  1   \n",
+       "19996  ...                          0                  0   \n",
+       "19997  ...                          0                  1   \n",
+       "19998  ...                          0                  1   \n",
+       "19999  ...                          0                  1   \n",
        "\n",
-       "      num_travel_active  num_travel_active_adults  \\\n",
-       "0                     1                         1   \n",
-       "1                     1                         1   \n",
-       "2                     1                         1   \n",
-       "3                     1                         1   \n",
-       "4                     1                         1   \n",
-       "...                 ...                       ...   \n",
-       "1995                  1                         1   \n",
-       "1996                  1                         1   \n",
-       "1997                  1                         1   \n",
-       "1998                  1                         1   \n",
-       "1999                  1                         1   \n",
+       "       num_travel_active_adults  num_travel_active_preschoolers  \\\n",
+       "0                             1                               0   \n",
+       "1                             1                               0   \n",
+       "2                             1                               0   \n",
+       "3                             1                               0   \n",
+       "4                             1                               0   \n",
+       "...                         ...                             ...   \n",
+       "19995                         1                               0   \n",
+       "19996                         0                               0   \n",
+       "19997                         1                               0   \n",
+       "19998                         1                               0   \n",
+       "19999                         1                               0   \n",
        "\n",
-       "      num_travel_active_preschoolers  num_travel_active_children  \\\n",
-       "0                                  0                           0   \n",
-       "1                                  0                           0   \n",
-       "2                                  0                           0   \n",
-       "3                                  0                           0   \n",
-       "4                                  0                           0   \n",
-       "...                              ...                         ...   \n",
-       "1995                               0                           0   \n",
-       "1996                               0                           0   \n",
-       "1997                               0                           0   \n",
-       "1998                               0                           0   \n",
-       "1999                               0                           0   \n",
+       "       num_travel_active_children  num_travel_active_non_preschoolers  \\\n",
+       "0                               0                                   1   \n",
+       "1                               0                                   1   \n",
+       "2                               0                                   1   \n",
+       "3                               0                                   1   \n",
+       "4                               0                                   1   \n",
+       "...                           ...                                 ...   \n",
+       "19995                           0                                   1   \n",
+       "19996                           0                                   0   \n",
+       "19997                           0                                   1   \n",
+       "19998                           0                                   1   \n",
+       "19999                           0                                   1   \n",
        "\n",
-       "      num_travel_active_non_preschoolers  participates_in_jtf_model  \\\n",
-       "0                                      1                      False   \n",
-       "1                                      1                      False   \n",
-       "2                                      1                      False   \n",
-       "3                                      1                      False   \n",
-       "4                                      1                      False   \n",
-       "...                                  ...                        ...   \n",
-       "1995                                   1                      False   \n",
-       "1996                                   1                      False   \n",
-       "1997                                   1                      False   \n",
-       "1998                                   1                      False   \n",
-       "1999                                   1                      False   \n",
+       "       participates_in_jtf_model  joint_tour_frequency  num_hh_joint_tours  \\\n",
+       "0                          False               0_tours                   0   \n",
+       "1                          False               0_tours                   0   \n",
+       "2                          False               0_tours                   0   \n",
+       "3                          False               0_tours                   0   \n",
+       "4                          False               0_tours                   0   \n",
+       "...                          ...                   ...                 ...   \n",
+       "19995                      False               0_tours                   0   \n",
+       "19996                      False               0_tours                   0   \n",
+       "19997                      False               0_tours                   0   \n",
+       "19998                      False               0_tours                   0   \n",
+       "19999                      False               0_tours                   0   \n",
        "\n",
-       "      joint_tour_frequency  num_hh_joint_tours  \n",
-       "0                  0_tours                   0  \n",
-       "1                  0_tours                   0  \n",
-       "2                  0_tours                   0  \n",
-       "3                  0_tours                   0  \n",
-       "4                  0_tours                   0  \n",
-       "...                    ...                 ...  \n",
-       "1995               0_tours                   0  \n",
-       "1996               0_tours                   0  \n",
-       "1997               0_tours                   0  \n",
-       "1998               0_tours                   0  \n",
-       "1999               0_tours                   0  \n",
+       "       household_id  \n",
+       "0                45  \n",
+       "1               499  \n",
+       "2               659  \n",
+       "3               948  \n",
+       "4              1276  \n",
+       "...             ...  \n",
+       "19995       2874468  \n",
+       "19996       2874567  \n",
+       "19997       2874576  \n",
+       "19998       2874826  \n",
+       "19999       2875013  \n",
        "\n",
-       "[2000 rows x 35 columns]"
+       "[20000 rows x 35 columns]"
       ]
      },
-     "execution_count": 7,
+     "execution_count": 6,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -567,7 +651,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
@@ -602,14 +686,14 @@
        "      <th>pstudent</th>\n",
        "      <th>ptype</th>\n",
        "      <th>...</th>\n",
-       "      <th>COLLFTE</th>\n",
-       "      <th>COLLPTE</th>\n",
-       "      <th>TOPOLOGY</th>\n",
-       "      <th>TERMINAL</th>\n",
-       "      <th>household_density</th>\n",
-       "      <th>employment_density</th>\n",
-       "      <th>density_index</th>\n",
-       "      <th>is_cbd</th>\n",
+       "      <th>auOpRetail</th>\n",
+       "      <th>auOpTotal</th>\n",
+       "      <th>trPkRetail</th>\n",
+       "      <th>trPkTotal</th>\n",
+       "      <th>trOpRetail</th>\n",
+       "      <th>trOpTotal</th>\n",
+       "      <th>nmRetail</th>\n",
+       "      <th>nmTotal</th>\n",
        "      <th>chunk_id</th>\n",
        "      <th>cdap_rank</th>\n",
        "    </tr>\n",
@@ -617,122 +701,122 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>166</td>\n",
+       "      <td>45</td>\n",
        "      <td>N</td>\n",
        "      <td>N</td>\n",
-       "      <td>166</td>\n",
-       "      <td>54</td>\n",
+       "      <td>45</td>\n",
+       "      <td>48</td>\n",
+       "      <td>1</td>\n",
        "      <td>1</td>\n",
-       "      <td>2</td>\n",
        "      <td>3</td>\n",
        "      <td>3</td>\n",
        "      <td>4</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>1</td>\n",
-       "      <td>3.21263</td>\n",
-       "      <td>24.783133</td>\n",
-       "      <td>31.566265</td>\n",
-       "      <td>13.883217</td>\n",
-       "      <td>False</td>\n",
+       "      <td>9.924660</td>\n",
+       "      <td>12.562639</td>\n",
+       "      <td>4.193237</td>\n",
+       "      <td>6.875144</td>\n",
+       "      <td>3.952128</td>\n",
+       "      <td>6.590585</td>\n",
+       "      <td>2.194792</td>\n",
+       "      <td>6.359507</td>\n",
        "      <td>0</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>197</td>\n",
+       "      <td>499</td>\n",
        "      <td>N</td>\n",
        "      <td>N</td>\n",
-       "      <td>197</td>\n",
-       "      <td>46</td>\n",
+       "      <td>499</td>\n",
+       "      <td>50</td>\n",
+       "      <td>1</td>\n",
        "      <td>1</td>\n",
-       "      <td>2</td>\n",
        "      <td>3</td>\n",
        "      <td>3</td>\n",
        "      <td>4</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>1</td>\n",
-       "      <td>3.68156</td>\n",
-       "      <td>56.783784</td>\n",
-       "      <td>10.459459</td>\n",
-       "      <td>8.832526</td>\n",
-       "      <td>False</td>\n",
+       "      <td>10.284673</td>\n",
+       "      <td>12.868645</td>\n",
+       "      <td>6.639963</td>\n",
+       "      <td>9.364105</td>\n",
+       "      <td>6.531079</td>\n",
+       "      <td>9.259002</td>\n",
+       "      <td>5.955868</td>\n",
+       "      <td>7.795004</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>268</td>\n",
+       "      <td>659</td>\n",
        "      <td>N</td>\n",
        "      <td>N</td>\n",
-       "      <td>268</td>\n",
-       "      <td>46</td>\n",
+       "      <td>659</td>\n",
+       "      <td>52</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>3</td>\n",
        "      <td>3</td>\n",
        "      <td>4</td>\n",
        "      <td>...</td>\n",
-       "      <td>3598.08521</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>1</td>\n",
-       "      <td>3.29100</td>\n",
-       "      <td>11.947644</td>\n",
-       "      <td>45.167539</td>\n",
-       "      <td>9.448375</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2</td>\n",
+       "      <td>10.247505</td>\n",
+       "      <td>12.762286</td>\n",
+       "      <td>6.001466</td>\n",
+       "      <td>8.409169</td>\n",
+       "      <td>5.786652</td>\n",
+       "      <td>8.279842</td>\n",
+       "      <td>5.798886</td>\n",
+       "      <td>7.900061</td>\n",
+       "      <td>0</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>375</td>\n",
+       "      <td>948</td>\n",
        "      <td>N</td>\n",
        "      <td>N</td>\n",
-       "      <td>375</td>\n",
-       "      <td>54</td>\n",
+       "      <td>948</td>\n",
+       "      <td>61</td>\n",
        "      <td>1</td>\n",
        "      <td>2</td>\n",
        "      <td>3</td>\n",
        "      <td>3</td>\n",
        "      <td>4</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
+       "      <td>10.150335</td>\n",
+       "      <td>12.777635</td>\n",
+       "      <td>5.172974</td>\n",
+       "      <td>7.850360</td>\n",
+       "      <td>4.893929</td>\n",
+       "      <td>7.571579</td>\n",
+       "      <td>4.895220</td>\n",
+       "      <td>7.409345</td>\n",
        "      <td>1</td>\n",
-       "      <td>4.11499</td>\n",
-       "      <td>73.040169</td>\n",
-       "      <td>28.028350</td>\n",
-       "      <td>20.255520</td>\n",
-       "      <td>True</td>\n",
-       "      <td>3</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>387</td>\n",
-       "      <td>N</td>\n",
+       "      <td>1276</td>\n",
+       "      <td>H</td>\n",
        "      <td>N</td>\n",
-       "      <td>387</td>\n",
-       "      <td>44</td>\n",
+       "      <td>1276</td>\n",
+       "      <td>46</td>\n",
+       "      <td>1</td>\n",
        "      <td>1</td>\n",
-       "      <td>2</td>\n",
        "      <td>3</td>\n",
        "      <td>3</td>\n",
        "      <td>4</td>\n",
        "      <td>...</td>\n",
-       "      <td>227.78223</td>\n",
-       "      <td>41.22827</td>\n",
-       "      <td>1</td>\n",
-       "      <td>3.83527</td>\n",
-       "      <td>26.631579</td>\n",
-       "      <td>45.868421</td>\n",
-       "      <td>16.848945</td>\n",
-       "      <td>False</td>\n",
-       "      <td>4</td>\n",
+       "      <td>10.258471</td>\n",
+       "      <td>12.759529</td>\n",
+       "      <td>6.039019</td>\n",
+       "      <td>8.348963</td>\n",
+       "      <td>5.778785</td>\n",
+       "      <td>8.070525</td>\n",
+       "      <td>6.073537</td>\n",
+       "      <td>7.851667</td>\n",
+       "      <td>2</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -760,187 +844,187 @@
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>4400</th>\n",
-       "      <td>7554799</td>\n",
+       "      <th>53069</th>\n",
+       "      <td>7565803</td>\n",
        "      <td>N</td>\n",
        "      <td>N</td>\n",
-       "      <td>2863464</td>\n",
-       "      <td>93</td>\n",
+       "      <td>2874468</td>\n",
+       "      <td>85</td>\n",
        "      <td>1</td>\n",
        "      <td>2</td>\n",
        "      <td>3</td>\n",
        "      <td>3</td>\n",
        "      <td>5</td>\n",
        "      <td>...</td>\n",
-       "      <td>72.14684</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>1</td>\n",
-       "      <td>5.52555</td>\n",
-       "      <td>38.187500</td>\n",
-       "      <td>978.875000</td>\n",
-       "      <td>36.753679</td>\n",
-       "      <td>False</td>\n",
-       "      <td>1995</td>\n",
+       "      <td>8.113608</td>\n",
+       "      <td>10.265845</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>9998</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>4401</th>\n",
-       "      <td>7554818</td>\n",
-       "      <td>N</td>\n",
-       "      <td>N</td>\n",
-       "      <td>2863483</td>\n",
-       "      <td>68</td>\n",
-       "      <td>1</td>\n",
+       "      <th>53070</th>\n",
+       "      <td>7565902</td>\n",
+       "      <td>H</td>\n",
+       "      <td>H</td>\n",
+       "      <td>2874567</td>\n",
+       "      <td>87</td>\n",
        "      <td>1</td>\n",
+       "      <td>2</td>\n",
        "      <td>3</td>\n",
        "      <td>3</td>\n",
        "      <td>5</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>3</td>\n",
-       "      <td>3.99027</td>\n",
-       "      <td>39.838272</td>\n",
-       "      <td>71.693001</td>\n",
-       "      <td>25.608291</td>\n",
-       "      <td>True</td>\n",
-       "      <td>1996</td>\n",
+       "      <td>6.560015</td>\n",
+       "      <td>8.886403</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>9997</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>4402</th>\n",
-       "      <td>7555141</td>\n",
+       "      <th>53071</th>\n",
+       "      <td>7565911</td>\n",
        "      <td>N</td>\n",
        "      <td>N</td>\n",
-       "      <td>2863806</td>\n",
-       "      <td>93</td>\n",
+       "      <td>2874576</td>\n",
+       "      <td>85</td>\n",
        "      <td>1</td>\n",
        "      <td>2</td>\n",
        "      <td>3</td>\n",
        "      <td>3</td>\n",
        "      <td>5</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>1</td>\n",
-       "      <td>4.27539</td>\n",
-       "      <td>51.675676</td>\n",
-       "      <td>47.216216</td>\n",
-       "      <td>24.672699</td>\n",
-       "      <td>False</td>\n",
-       "      <td>1997</td>\n",
+       "      <td>6.560015</td>\n",
+       "      <td>8.886403</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>9999</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>4403</th>\n",
-       "      <td>7555853</td>\n",
+       "      <th>53072</th>\n",
+       "      <td>7566161</td>\n",
        "      <td>N</td>\n",
        "      <td>N</td>\n",
-       "      <td>2864518</td>\n",
-       "      <td>71</td>\n",
+       "      <td>2874826</td>\n",
+       "      <td>79</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>3</td>\n",
        "      <td>3</td>\n",
        "      <td>5</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>1</td>\n",
-       "      <td>25.52083</td>\n",
-       "      <td>15.938148</td>\n",
-       "      <td>551.353820</td>\n",
-       "      <td>15.490363</td>\n",
-       "      <td>True</td>\n",
-       "      <td>1998</td>\n",
+       "      <td>9.298380</td>\n",
+       "      <td>11.721935</td>\n",
+       "      <td>1.052528</td>\n",
+       "      <td>2.925968</td>\n",
+       "      <td>0.494776</td>\n",
+       "      <td>2.006432</td>\n",
+       "      <td>3.782008</td>\n",
+       "      <td>6.208875</td>\n",
+       "      <td>9998</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>4404</th>\n",
-       "      <td>7556023</td>\n",
+       "      <th>53073</th>\n",
+       "      <td>7566348</td>\n",
        "      <td>N</td>\n",
        "      <td>N</td>\n",
-       "      <td>2864688</td>\n",
+       "      <td>2875013</td>\n",
        "      <td>93</td>\n",
        "      <td>1</td>\n",
-       "      <td>1</td>\n",
+       "      <td>2</td>\n",
        "      <td>3</td>\n",
        "      <td>3</td>\n",
        "      <td>5</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>1</td>\n",
-       "      <td>3.29134</td>\n",
-       "      <td>16.000000</td>\n",
-       "      <td>31.644068</td>\n",
-       "      <td>10.626823</td>\n",
-       "      <td>False</td>\n",
-       "      <td>1999</td>\n",
+       "      <td>9.588527</td>\n",
+       "      <td>12.019407</td>\n",
+       "      <td>3.053361</td>\n",
+       "      <td>5.871246</td>\n",
+       "      <td>0.141304</td>\n",
+       "      <td>0.776133</td>\n",
+       "      <td>4.090554</td>\n",
+       "      <td>6.388513</td>\n",
+       "      <td>9999</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>4405 rows × 110 columns</p>\n",
+       "<p>53074 rows × 110 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "      person_id model_choice override_choice  household_id  age  PNUM  sex  \\\n",
-       "0           166            N               N           166   54     1    2   \n",
-       "1           197            N               N           197   46     1    2   \n",
-       "2           268            N               N           268   46     1    1   \n",
-       "3           375            N               N           375   54     1    2   \n",
-       "4           387            N               N           387   44     1    2   \n",
-       "...         ...          ...             ...           ...  ...   ...  ...   \n",
-       "4400    7554799            N               N       2863464   93     1    2   \n",
-       "4401    7554818            N               N       2863483   68     1    1   \n",
-       "4402    7555141            N               N       2863806   93     1    2   \n",
-       "4403    7555853            N               N       2864518   71     1    1   \n",
-       "4404    7556023            N               N       2864688   93     1    1   \n",
+       "       person_id model_choice override_choice  household_id  age  PNUM  sex  \\\n",
+       "0             45            N               N            45   48     1    1   \n",
+       "1            499            N               N           499   50     1    1   \n",
+       "2            659            N               N           659   52     1    1   \n",
+       "3            948            N               N           948   61     1    2   \n",
+       "4           1276            H               N          1276   46     1    1   \n",
+       "...          ...          ...             ...           ...  ...   ...  ...   \n",
+       "53069    7565803            N               N       2874468   85     1    2   \n",
+       "53070    7565902            H               H       2874567   87     1    2   \n",
+       "53071    7565911            N               N       2874576   85     1    2   \n",
+       "53072    7566161            N               N       2874826   79     1    1   \n",
+       "53073    7566348            N               N       2875013   93     1    2   \n",
        "\n",
-       "      pemploy  pstudent  ptype  ...     COLLFTE   COLLPTE  TOPOLOGY  TERMINAL  \\\n",
-       "0           3         3      4  ...     0.00000   0.00000         1   3.21263   \n",
-       "1           3         3      4  ...     0.00000   0.00000         1   3.68156   \n",
-       "2           3         3      4  ...  3598.08521   0.00000         1   3.29100   \n",
-       "3           3         3      4  ...     0.00000   0.00000         1   4.11499   \n",
-       "4           3         3      4  ...   227.78223  41.22827         1   3.83527   \n",
-       "...       ...       ...    ...  ...         ...       ...       ...       ...   \n",
-       "4400        3         3      5  ...    72.14684   0.00000         1   5.52555   \n",
-       "4401        3         3      5  ...     0.00000   0.00000         3   3.99027   \n",
-       "4402        3         3      5  ...     0.00000   0.00000         1   4.27539   \n",
-       "4403        3         3      5  ...     0.00000   0.00000         1  25.52083   \n",
-       "4404        3         3      5  ...     0.00000   0.00000         1   3.29134   \n",
+       "       pemploy  pstudent  ptype  ...  auOpRetail  auOpTotal  trPkRetail  \\\n",
+       "0            3         3      4  ...    9.924660  12.562639    4.193237   \n",
+       "1            3         3      4  ...   10.284673  12.868645    6.639963   \n",
+       "2            3         3      4  ...   10.247505  12.762286    6.001466   \n",
+       "3            3         3      4  ...   10.150335  12.777635    5.172974   \n",
+       "4            3         3      4  ...   10.258471  12.759529    6.039019   \n",
+       "...        ...       ...    ...  ...         ...        ...         ...   \n",
+       "53069        3         3      5  ...    8.113608  10.265845    0.000000   \n",
+       "53070        3         3      5  ...    6.560015   8.886403    0.000000   \n",
+       "53071        3         3      5  ...    6.560015   8.886403    0.000000   \n",
+       "53072        3         3      5  ...    9.298380  11.721935    1.052528   \n",
+       "53073        3         3      5  ...    9.588527  12.019407    3.053361   \n",
        "\n",
-       "      household_density  employment_density  density_index  is_cbd  chunk_id  \\\n",
-       "0             24.783133           31.566265      13.883217   False         0   \n",
-       "1             56.783784           10.459459       8.832526   False         1   \n",
-       "2             11.947644           45.167539       9.448375    True         2   \n",
-       "3             73.040169           28.028350      20.255520    True         3   \n",
-       "4             26.631579           45.868421      16.848945   False         4   \n",
-       "...                 ...                 ...            ...     ...       ...   \n",
-       "4400          38.187500          978.875000      36.753679   False      1995   \n",
-       "4401          39.838272           71.693001      25.608291    True      1996   \n",
-       "4402          51.675676           47.216216      24.672699   False      1997   \n",
-       "4403          15.938148          551.353820      15.490363    True      1998   \n",
-       "4404          16.000000           31.644068      10.626823   False      1999   \n",
+       "       trPkTotal  trOpRetail  trOpTotal  nmRetail   nmTotal  chunk_id  \\\n",
+       "0       6.875144    3.952128   6.590585  2.194792  6.359507         0   \n",
+       "1       9.364105    6.531079   9.259002  5.955868  7.795004         1   \n",
+       "2       8.409169    5.786652   8.279842  5.798886  7.900061         0   \n",
+       "3       7.850360    4.893929   7.571579  4.895220  7.409345         1   \n",
+       "4       8.348963    5.778785   8.070525  6.073537  7.851667         2   \n",
+       "...          ...         ...        ...       ...       ...       ...   \n",
+       "53069   0.000000    0.000000   0.000000  0.000000  0.000000      9998   \n",
+       "53070   0.000000    0.000000   0.000000  0.000000  0.000000      9997   \n",
+       "53071   0.000000    0.000000   0.000000  0.000000  0.000000      9999   \n",
+       "53072   2.925968    0.494776   2.006432  3.782008  6.208875      9998   \n",
+       "53073   5.871246    0.141304   0.776133  4.090554  6.388513      9999   \n",
        "\n",
-       "      cdap_rank  \n",
-       "0             1  \n",
-       "1             1  \n",
-       "2             1  \n",
-       "3             1  \n",
-       "4             1  \n",
-       "...         ...  \n",
-       "4400          1  \n",
-       "4401          1  \n",
-       "4402          1  \n",
-       "4403          1  \n",
-       "4404          1  \n",
+       "       cdap_rank  \n",
+       "0              1  \n",
+       "1              1  \n",
+       "2              1  \n",
+       "3              1  \n",
+       "4              1  \n",
+       "...          ...  \n",
+       "53069          1  \n",
+       "53070          1  \n",
+       "53071          1  \n",
+       "53072          1  \n",
+       "53073          1  \n",
        "\n",
-       "[4405 rows x 110 columns]"
+       "[53074 rows x 110 columns]"
       ]
      },
-     "execution_count": 8,
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -958,7 +1042,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
@@ -1100,7 +1184,7 @@
        "[133 rows x 5 columns]"
       ]
      },
-     "execution_count": 9,
+     "execution_count": 8,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1118,7 +1202,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
@@ -1210,7 +1294,7 @@
        "4               coef_UNAVAILABLE             coef_retired_asc_N  NaN  "
       ]
      },
-     "execution_count": 10,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1219,6 +1303,26 @@
     "data.spec1.head()"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "dict_keys(['edb_directory', 'person_data', 'spec1', 'interaction_coef', 'coefficients', 'households', 'settings', 'joint_coef', 'add_joint'])"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data.keys()"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -1303,7 +1407,7 @@
     {
      "data": {
       "text/html": [
-       "<h3>Iteration 124 [Optimization terminated successfully] </h3>"
+       "<h3>Iteration 138 [Optimization terminated successfully] </h3>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -1315,7 +1419,7 @@
     {
      "data": {
       "text/html": [
-       "<p>Best LL = -2354.458830163564</p>"
+       "<p>Best LL = -28223.515541250054</p>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -1346,70 +1450,74 @@
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>value</th>\n",
+       "      <th>best</th>\n",
        "      <th>initvalue</th>\n",
-       "      <th>nullvalue</th>\n",
        "      <th>minimum</th>\n",
        "      <th>maximum</th>\n",
+       "      <th>nullvalue</th>\n",
        "      <th>holdfast</th>\n",
-       "      <th>note</th>\n",
-       "      <th>best</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>param_name</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>coef_UNAVAILABLE</th>\n",
+       "      <th>-999.0</th>\n",
        "      <td>-999.000000</td>\n",
        "      <td>-999.000000</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>True</td>\n",
-       "      <td></td>\n",
        "      <td>-999.000000</td>\n",
+       "      <td>-999.0</td>\n",
+       "      <td>-999.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_child_who_is_in_school_or_too_young_for_school_interaction_with_off_peak_accessibility_to_retail_N</th>\n",
-       "      <td>0.856930</td>\n",
-       "      <td>0.082330</td>\n",
+       "      <th>coef_H_11</th>\n",
+       "      <td>1.446554</td>\n",
+       "      <td>1.446554</td>\n",
+       "      <td>1.626000</td>\n",
+       "      <td>-inf</td>\n",
+       "      <td>inf</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>False</td>\n",
-       "      <td></td>\n",
-       "      <td>0.856930</td>\n",
+       "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_driving_age_child_who_is_in_school_asc_M</th>\n",
-       "      <td>0.738480</td>\n",
-       "      <td>2.330919</td>\n",
+       "      <th>coef_H_12</th>\n",
+       "      <td>0.954554</td>\n",
+       "      <td>0.954554</td>\n",
+       "      <td>0.740700</td>\n",
+       "      <td>-inf</td>\n",
+       "      <td>inf</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>False</td>\n",
-       "      <td></td>\n",
-       "      <td>0.738480</td>\n",
+       "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_driving_age_child_who_is_in_school_asc_N</th>\n",
-       "      <td>-8.930886</td>\n",
-       "      <td>-0.599119</td>\n",
+       "      <th>coef_H_124_122_144</th>\n",
+       "      <td>0.353981</td>\n",
+       "      <td>0.353981</td>\n",
+       "      <td>0.957300</td>\n",
+       "      <td>-inf</td>\n",
+       "      <td>inf</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>False</td>\n",
-       "      <td></td>\n",
-       "      <td>-8.930886</td>\n",
+       "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_driving_age_child_who_is_in_school_interaction_income_between_50k_and_100k_H</th>\n",
-       "      <td>-0.938531</td>\n",
-       "      <td>-0.503100</td>\n",
+       "      <th>coef_H_126_146</th>\n",
+       "      <td>-0.013374</td>\n",
+       "      <td>-0.013374</td>\n",
+       "      <td>0.293900</td>\n",
+       "      <td>-inf</td>\n",
+       "      <td>inf</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>False</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.938531</td>\n",
+       "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>...</th>\n",
@@ -1420,122 +1528,120 @@
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
-       "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_N_124_122_144</th>\n",
-       "      <td>0.996710</td>\n",
-       "      <td>0.349100</td>\n",
+       "      <th>coef_retired_interaction_with_more_cars_than_workers_M</th>\n",
+       "      <td>2.992000</td>\n",
+       "      <td>2.992000</td>\n",
+       "      <td>2.992000</td>\n",
+       "      <td>-inf</td>\n",
+       "      <td>inf</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>False</td>\n",
-       "      <td></td>\n",
-       "      <td>0.996710</td>\n",
+       "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_N_166</th>\n",
-       "      <td>-1.976101</td>\n",
-       "      <td>0.355300</td>\n",
+       "      <th>coef_retired_interaction_with_more_cars_than_workers_N</th>\n",
+       "      <td>1.015905</td>\n",
+       "      <td>1.015905</td>\n",
+       "      <td>1.056000</td>\n",
+       "      <td>-inf</td>\n",
+       "      <td>inf</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>False</td>\n",
-       "      <td></td>\n",
-       "      <td>-1.976101</td>\n",
+       "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_N_222_224_444</th>\n",
-       "      <td>-2.046233</td>\n",
-       "      <td>-1.386000</td>\n",
+       "      <th>coef_retired_interaction_with_peak_accessibility_to_all_employment_M</th>\n",
+       "      <td>0.279200</td>\n",
+       "      <td>0.279200</td>\n",
+       "      <td>0.279200</td>\n",
+       "      <td>-inf</td>\n",
+       "      <td>inf</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>False</td>\n",
-       "      <td></td>\n",
-       "      <td>-2.046233</td>\n",
+       "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_N_246_226_446</th>\n",
-       "      <td>-0.859376</td>\n",
-       "      <td>-0.857100</td>\n",
+       "      <th>coef_university_student_asc_M</th>\n",
+       "      <td>2.169416</td>\n",
+       "      <td>2.169416</td>\n",
+       "      <td>2.353595</td>\n",
+       "      <td>-inf</td>\n",
+       "      <td>inf</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>False</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.859376</td>\n",
+       "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_N_xxxxx</th>\n",
-       "      <td>-0.825691</td>\n",
-       "      <td>-3.453000</td>\n",
+       "      <th>coef_university_student_asc_N</th>\n",
+       "      <td>0.489431</td>\n",
+       "      <td>0.489431</td>\n",
+       "      <td>0.609710</td>\n",
+       "      <td>-inf</td>\n",
+       "      <td>inf</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>False</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.825691</td>\n",
+       "      <td>0</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>161 rows × 8 columns</p>\n",
+       "<p>161 rows × 7 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "                                                         value   initvalue  \\\n",
-       "coef_UNAVAILABLE                                   -999.000000 -999.000000   \n",
-       "coef_child_who_is_in_school_or_too_young_for_sc...    0.856930    0.082330   \n",
-       "coef_driving_age_child_who_is_in_school_asc_M         0.738480    2.330919   \n",
-       "coef_driving_age_child_who_is_in_school_asc_N        -8.930886   -0.599119   \n",
-       "coef_driving_age_child_who_is_in_school_interac...   -0.938531   -0.503100   \n",
+       "                                                         value        best  \\\n",
+       "param_name                                                                   \n",
+       "-999.0                                             -999.000000 -999.000000   \n",
+       "coef_H_11                                             1.446554    1.446554   \n",
+       "coef_H_12                                             0.954554    0.954554   \n",
+       "coef_H_124_122_144                                    0.353981    0.353981   \n",
+       "coef_H_126_146                                       -0.013374   -0.013374   \n",
        "...                                                        ...         ...   \n",
-       "coef_N_124_122_144                                    0.996710    0.349100   \n",
-       "coef_N_166                                           -1.976101    0.355300   \n",
-       "coef_N_222_224_444                                   -2.046233   -1.386000   \n",
-       "coef_N_246_226_446                                   -0.859376   -0.857100   \n",
-       "coef_N_xxxxx                                         -0.825691   -3.453000   \n",
+       "coef_retired_interaction_with_more_cars_than_wo...    2.992000    2.992000   \n",
+       "coef_retired_interaction_with_more_cars_than_wo...    1.015905    1.015905   \n",
+       "coef_retired_interaction_with_peak_accessibilit...    0.279200    0.279200   \n",
+       "coef_university_student_asc_M                         2.169416    2.169416   \n",
+       "coef_university_student_asc_N                         0.489431    0.489431   \n",
        "\n",
-       "                                                    nullvalue  minimum  \\\n",
-       "coef_UNAVAILABLE                                          0.0      NaN   \n",
-       "coef_child_who_is_in_school_or_too_young_for_sc...        0.0      NaN   \n",
-       "coef_driving_age_child_who_is_in_school_asc_M             0.0      NaN   \n",
-       "coef_driving_age_child_who_is_in_school_asc_N             0.0      NaN   \n",
-       "coef_driving_age_child_who_is_in_school_interac...        0.0      NaN   \n",
-       "...                                                       ...      ...   \n",
-       "coef_N_124_122_144                                        0.0      NaN   \n",
-       "coef_N_166                                                0.0      NaN   \n",
-       "coef_N_222_224_444                                        0.0      NaN   \n",
-       "coef_N_246_226_446                                        0.0      NaN   \n",
-       "coef_N_xxxxx                                              0.0      NaN   \n",
+       "                                                     initvalue  minimum  \\\n",
+       "param_name                                                                \n",
+       "-999.0                                             -999.000000   -999.0   \n",
+       "coef_H_11                                             1.626000     -inf   \n",
+       "coef_H_12                                             0.740700     -inf   \n",
+       "coef_H_124_122_144                                    0.957300     -inf   \n",
+       "coef_H_126_146                                        0.293900     -inf   \n",
+       "...                                                        ...      ...   \n",
+       "coef_retired_interaction_with_more_cars_than_wo...    2.992000     -inf   \n",
+       "coef_retired_interaction_with_more_cars_than_wo...    1.056000     -inf   \n",
+       "coef_retired_interaction_with_peak_accessibilit...    0.279200     -inf   \n",
+       "coef_university_student_asc_M                         2.353595     -inf   \n",
+       "coef_university_student_asc_N                         0.609710     -inf   \n",
        "\n",
-       "                                                    maximum holdfast note  \\\n",
-       "coef_UNAVAILABLE                                        NaN     True        \n",
-       "coef_child_who_is_in_school_or_too_young_for_sc...      NaN    False        \n",
-       "coef_driving_age_child_who_is_in_school_asc_M           NaN    False        \n",
-       "coef_driving_age_child_who_is_in_school_asc_N           NaN    False        \n",
-       "coef_driving_age_child_who_is_in_school_interac...      NaN    False        \n",
-       "...                                                     ...      ...  ...   \n",
-       "coef_N_124_122_144                                      NaN    False        \n",
-       "coef_N_166                                              NaN    False        \n",
-       "coef_N_222_224_444                                      NaN    False        \n",
-       "coef_N_246_226_446                                      NaN    False        \n",
-       "coef_N_xxxxx                                            NaN    False        \n",
+       "                                                    maximum  nullvalue  \\\n",
+       "param_name                                                               \n",
+       "-999.0                                               -999.0        0.0   \n",
+       "coef_H_11                                               inf        0.0   \n",
+       "coef_H_12                                               inf        0.0   \n",
+       "coef_H_124_122_144                                      inf        0.0   \n",
+       "coef_H_126_146                                          inf        0.0   \n",
+       "...                                                     ...        ...   \n",
+       "coef_retired_interaction_with_more_cars_than_wo...      inf        0.0   \n",
+       "coef_retired_interaction_with_more_cars_than_wo...      inf        0.0   \n",
+       "coef_retired_interaction_with_peak_accessibilit...      inf        0.0   \n",
+       "coef_university_student_asc_M                           inf        0.0   \n",
+       "coef_university_student_asc_N                           inf        0.0   \n",
        "\n",
-       "                                                          best  \n",
-       "coef_UNAVAILABLE                                   -999.000000  \n",
-       "coef_child_who_is_in_school_or_too_young_for_sc...    0.856930  \n",
-       "coef_driving_age_child_who_is_in_school_asc_M         0.738480  \n",
-       "coef_driving_age_child_who_is_in_school_asc_N        -8.930886  \n",
-       "coef_driving_age_child_who_is_in_school_interac...   -0.938531  \n",
-       "...                                                        ...  \n",
-       "coef_N_124_122_144                                    0.996710  \n",
-       "coef_N_166                                           -1.976101  \n",
-       "coef_N_222_224_444                                   -2.046233  \n",
-       "coef_N_246_226_446                                   -0.859376  \n",
-       "coef_N_xxxxx                                         -0.825691  \n",
+       "                                                    holdfast  \n",
+       "param_name                                                    \n",
+       "-999.0                                                     1  \n",
+       "coef_H_11                                                  0  \n",
+       "coef_H_12                                                  0  \n",
+       "coef_H_124_122_144                                         0  \n",
+       "coef_H_126_146                                             0  \n",
+       "...                                                      ...  \n",
+       "coef_retired_interaction_with_more_cars_than_wo...         0  \n",
+       "coef_retired_interaction_with_more_cars_than_wo...         0  \n",
+       "coef_retired_interaction_with_peak_accessibilit...         0  \n",
+       "coef_university_student_asc_M                              0  \n",
+       "coef_university_student_asc_N                              0  \n",
        "\n",
-       "[161 rows x 8 columns]"
+       "[161 rows x 7 columns]"
       ]
      },
      "metadata": {},
@@ -1545,12 +1651,9 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "<ipython-input-13-4499ea85d59e>:1: PossibleOverspecification: WARNING: Model is possibly over-specified (hessian is nearly singular).\n",
-      "  r = model.estimate(method='SLSQP', options={'maxiter':1000})\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 3.7787895067513534e-43 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "<ipython-input-13-4499ea85d59e>:1: RuntimeWarning: invalid value encountered in sqrt\n",
-      "  r = model.estimate(method='SLSQP', options={'maxiter':1000})\n"
+      "/Users/jpn/Git/est-mode/larch/src/larch/model/optimization.py:338: UserWarning: SLSQP may not play nicely with unbounded parameters\n",
+      "if you get poor results, consider setting global bounds with model.set_cap()\n",
+      "  warnings.warn(  # infinite bounds #  )\n"
      ]
     }
    ],
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-       "            font-family: monospace;\n",
-       "        }</style><table id=\"T_6dcd7_\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >Value</th>        <th class=\"col_heading level0 col1\" >Std Err</th>        <th class=\"col_heading level0 col2\" >t Stat</th>        <th class=\"col_heading level0 col3\" >Signif</th>        <th class=\"col_heading level0 col4\" >Like Ratio</th>        <th class=\"col_heading level0 col5\" >Null Value</th>    </tr></thead><tbody>\n",
-       "                <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row0\" class=\"row_heading level0 row0\" >coef_UNAVAILABLE</th>\n",
-       "                        <td id=\"T_6dcd7_row0_col0\" class=\"data row0 col0\" >-999.</td>\n",
-       "                        <td id=\"T_6dcd7_row0_col1\" class=\"data row0 col1\" > 0.00</td>\n",
-       "                        <td id=\"T_6dcd7_row0_col2\" class=\"data row0 col2\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row0_col3\" class=\"data row0 col3\" ></td>\n",
-       "                        <td id=\"T_6dcd7_row0_col4\" class=\"data row0 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row0_col5\" class=\"data row0 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row1\" class=\"row_heading level0 row1\" >coef_child_who_is_in_school_or_too_young_for_school_interaction_with_off_peak_accessibility_to_retail_N</th>\n",
-       "                        <td id=\"T_6dcd7_row1_col0\" class=\"data row1 col0\" > 0.857</td>\n",
-       "                        <td id=\"T_6dcd7_row1_col1\" class=\"data row1 col1\" > 0.618</td>\n",
-       "                        <td id=\"T_6dcd7_row1_col2\" class=\"data row1 col2\" > 1.39</td>\n",
-       "                        <td id=\"T_6dcd7_row1_col3\" class=\"data row1 col3\" ></td>\n",
-       "                        <td id=\"T_6dcd7_row1_col4\" class=\"data row1 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row1_col5\" class=\"data row1 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row2\" class=\"row_heading level0 row2\" >coef_driving_age_child_who_is_in_school_asc_M</th>\n",
-       "                        <td id=\"T_6dcd7_row2_col0\" class=\"data row2 col0\" > 0.738</td>\n",
-       "                        <td id=\"T_6dcd7_row2_col1\" class=\"data row2 col1\" > 0.649</td>\n",
-       "                        <td id=\"T_6dcd7_row2_col2\" class=\"data row2 col2\" > 1.14</td>\n",
-       "                        <td id=\"T_6dcd7_row2_col3\" class=\"data row2 col3\" ></td>\n",
-       "                        <td id=\"T_6dcd7_row2_col4\" class=\"data row2 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row2_col5\" class=\"data row2 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row3\" class=\"row_heading level0 row3\" >coef_driving_age_child_who_is_in_school_asc_N</th>\n",
-       "                        <td id=\"T_6dcd7_row3_col0\" class=\"data row3 col0\" >-8.93</td>\n",
-       "                        <td id=\"T_6dcd7_row3_col1\" class=\"data row3 col1\" > 6.17</td>\n",
-       "                        <td id=\"T_6dcd7_row3_col2\" class=\"data row3 col2\" >-1.45</td>\n",
-       "                        <td id=\"T_6dcd7_row3_col3\" class=\"data row3 col3\" ></td>\n",
-       "                        <td id=\"T_6dcd7_row3_col4\" class=\"data row3 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row3_col5\" class=\"data row3 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row4\" class=\"row_heading level0 row4\" >coef_driving_age_child_who_is_in_school_interaction_income_between_50k_and_100k_H</th>\n",
-       "                        <td id=\"T_6dcd7_row4_col0\" class=\"data row4 col0\" >-0.939</td>\n",
-       "                        <td id=\"T_6dcd7_row4_col1\" class=\"data row4 col1\" > 0.760</td>\n",
-       "                        <td id=\"T_6dcd7_row4_col2\" class=\"data row4 col2\" >-1.23</td>\n",
-       "                        <td id=\"T_6dcd7_row4_col3\" class=\"data row4 col3\" ></td>\n",
-       "                        <td id=\"T_6dcd7_row4_col4\" class=\"data row4 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row4_col5\" class=\"data row4 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row5\" class=\"row_heading level0 row5\" >coef_driving_age_child_who_is_in_school_interaction_with_fewer_cars_than_workers_H</th>\n",
-       "                        <td id=\"T_6dcd7_row5_col0\" class=\"data row5 col0\" > 0.409</td>\n",
-       "                        <td id=\"T_6dcd7_row5_col1\" class=\"data row5 col1\" > 0.669</td>\n",
-       "                        <td id=\"T_6dcd7_row5_col2\" class=\"data row5 col2\" > 0.61</td>\n",
-       "                        <td id=\"T_6dcd7_row5_col3\" class=\"data row5 col3\" ></td>\n",
-       "                        <td id=\"T_6dcd7_row5_col4\" class=\"data row5 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row5_col5\" class=\"data row5 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row6\" class=\"row_heading level0 row6\" >coef_driving_age_child_who_is_in_school_interaction_with_income_more_than_100k_H</th>\n",
-       "                        <td id=\"T_6dcd7_row6_col0\" class=\"data row6 col0\" >-1.75</td>\n",
-       "                        <td id=\"T_6dcd7_row6_col1\" class=\"data row6 col1\" > 0.887</td>\n",
-       "                        <td id=\"T_6dcd7_row6_col2\" class=\"data row6 col2\" >-1.97</td>\n",
-       "                        <td id=\"T_6dcd7_row6_col3\" class=\"data row6 col3\" >*</td>\n",
-       "                        <td id=\"T_6dcd7_row6_col4\" class=\"data row6 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row6_col5\" class=\"data row6 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row7\" class=\"row_heading level0 row7\" >coef_driving_age_child_who_is_in_school_interaction_with_less_than_20k_H</th>\n",
-       "                        <td id=\"T_6dcd7_row7_col0\" class=\"data row7 col0\" > 0.456</td>\n",
-       "                        <td id=\"T_6dcd7_row7_col1\" class=\"data row7 col1\" > 0.807</td>\n",
-       "                        <td id=\"T_6dcd7_row7_col2\" class=\"data row7 col2\" > 0.57</td>\n",
-       "                        <td id=\"T_6dcd7_row7_col3\" class=\"data row7 col3\" ></td>\n",
-       "                        <td id=\"T_6dcd7_row7_col4\" class=\"data row7 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row7_col5\" class=\"data row7 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row8\" class=\"row_heading level0 row8\" >coef_full_time_worker_asc_M</th>\n",
-       "                        <td id=\"T_6dcd7_row8_col0\" class=\"data row8 col0\" > 1.03</td>\n",
-       "                        <td id=\"T_6dcd7_row8_col1\" class=\"data row8 col1\" > 2.64</td>\n",
-       "                        <td id=\"T_6dcd7_row8_col2\" class=\"data row8 col2\" > 0.39</td>\n",
-       "                        <td id=\"T_6dcd7_row8_col3\" class=\"data row8 col3\" ></td>\n",
-       "                        <td id=\"T_6dcd7_row8_col4\" class=\"data row8 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row8_col5\" class=\"data row8 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row9\" class=\"row_heading level0 row9\" >coef_full_time_worker_asc_N</th>\n",
-       "                        <td id=\"T_6dcd7_row9_col0\" class=\"data row9 col0\" > 0.742</td>\n",
-       "                        <td id=\"T_6dcd7_row9_col1\" class=\"data row9 col1\" > 0.188</td>\n",
-       "                        <td id=\"T_6dcd7_row9_col2\" class=\"data row9 col2\" > 3.95</td>\n",
-       "                        <td id=\"T_6dcd7_row9_col3\" class=\"data row9 col3\" >***</td>\n",
-       "                        <td id=\"T_6dcd7_row9_col4\" class=\"data row9 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row9_col5\" class=\"data row9 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row10\" class=\"row_heading level0 row10\" >coef_full_time_worker_interaction_with_age_less_than_40_M</th>\n",
-       "                        <td id=\"T_6dcd7_row10_col0\" class=\"data row10 col0\" > 0.439</td>\n",
-       "                        <td id=\"T_6dcd7_row10_col1\" class=\"data row10 col1\" > 0.131</td>\n",
-       "                        <td id=\"T_6dcd7_row10_col2\" class=\"data row10 col2\" > 3.35</td>\n",
-       "                        <td id=\"T_6dcd7_row10_col3\" class=\"data row10 col3\" >***</td>\n",
-       "                        <td id=\"T_6dcd7_row10_col4\" class=\"data row10 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row10_col5\" class=\"data row10 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row11\" class=\"row_heading level0 row11\" >coef_full_time_worker_interaction_with_female_gender_M</th>\n",
-       "                        <td id=\"T_6dcd7_row11_col0\" class=\"data row11 col0\" > 0.0529</td>\n",
-       "                        <td id=\"T_6dcd7_row11_col1\" class=\"data row11 col1\" > 0.130</td>\n",
-       "                        <td id=\"T_6dcd7_row11_col2\" class=\"data row11 col2\" > 0.41</td>\n",
-       "                        <td id=\"T_6dcd7_row11_col3\" class=\"data row11 col3\" ></td>\n",
-       "                        <td id=\"T_6dcd7_row11_col4\" class=\"data row11 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row11_col5\" class=\"data row11 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row12\" class=\"row_heading level0 row12\" >coef_full_time_worker_interaction_with_fewer_cars_than_workers_H</th>\n",
-       "                        <td id=\"T_6dcd7_row12_col0\" class=\"data row12 col0\" > 0.418</td>\n",
-       "                        <td id=\"T_6dcd7_row12_col1\" class=\"data row12 col1\" > 0.192</td>\n",
-       "                        <td id=\"T_6dcd7_row12_col2\" class=\"data row12 col2\" > 2.18</td>\n",
-       "                        <td id=\"T_6dcd7_row12_col3\" class=\"data row12 col3\" >*</td>\n",
-       "                        <td id=\"T_6dcd7_row12_col4\" class=\"data row12 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row12_col5\" class=\"data row12 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row13\" class=\"row_heading level0 row13\" >coef_full_time_worker_interaction_with_income_less_than_20k_H</th>\n",
-       "                        <td id=\"T_6dcd7_row13_col0\" class=\"data row13 col0\" > 0.359</td>\n",
-       "                        <td id=\"T_6dcd7_row13_col1\" class=\"data row13 col1\" > 0.326</td>\n",
-       "                        <td id=\"T_6dcd7_row13_col2\" class=\"data row13 col2\" > 1.10</td>\n",
-       "                        <td id=\"T_6dcd7_row13_col3\" class=\"data row13 col3\" ></td>\n",
-       "                        <td id=\"T_6dcd7_row13_col4\" class=\"data row13 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row13_col5\" class=\"data row13 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row14\" class=\"row_heading level0 row14\" >coef_full_time_worker_intraction_with_peak_accessibility_to_all_employment_M</th>\n",
-       "                        <td id=\"T_6dcd7_row14_col0\" class=\"data row14 col0\" > 0.147</td>\n",
-       "                        <td id=\"T_6dcd7_row14_col1\" class=\"data row14 col1\" > 0.209</td>\n",
-       "                        <td id=\"T_6dcd7_row14_col2\" class=\"data row14 col2\" > 0.70</td>\n",
-       "                        <td id=\"T_6dcd7_row14_col3\" class=\"data row14 col3\" ></td>\n",
-       "                        <td id=\"T_6dcd7_row14_col4\" class=\"data row14 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row14_col5\" class=\"data row14 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row15\" class=\"row_heading level0 row15\" >coef_non_working_adult_asc_N</th>\n",
-       "                        <td id=\"T_6dcd7_row15_col0\" class=\"data row15 col0\" > 0.874</td>\n",
-       "                        <td id=\"T_6dcd7_row15_col1\" class=\"data row15 col1\" > 3.96</td>\n",
-       "                        <td id=\"T_6dcd7_row15_col2\" class=\"data row15 col2\" > 0.22</td>\n",
-       "                        <td id=\"T_6dcd7_row15_col3\" class=\"data row15 col3\" ></td>\n",
-       "                        <td id=\"T_6dcd7_row15_col4\" class=\"data row15 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row15_col5\" class=\"data row15 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row16\" class=\"row_heading level0 row16\" >coef_non_working_adult_interaction_with_female_gender_M</th>\n",
-       "                        <td id=\"T_6dcd7_row16_col0\" class=\"data row16 col0\" >-0.743</td>\n",
-       "                        <td id=\"T_6dcd7_row16_col1\" class=\"data row16 col1\" > 0.0120</td>\n",
-       "                        <td id=\"T_6dcd7_row16_col2\" class=\"data row16 col2\" >-62.04</td>\n",
-       "                        <td id=\"T_6dcd7_row16_col3\" class=\"data row16 col3\" >***</td>\n",
-       "                        <td id=\"T_6dcd7_row16_col4\" class=\"data row16 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row16_col5\" class=\"data row16 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row17\" class=\"row_heading level0 row17\" >coef_non_working_adult_interaction_with_fewer_cars_than_workers_H</th>\n",
-       "                        <td id=\"T_6dcd7_row17_col0\" class=\"data row17 col0\" > 0.797</td>\n",
-       "                        <td id=\"T_6dcd7_row17_col1\" class=\"data row17 col1\" > 0.336</td>\n",
-       "                        <td id=\"T_6dcd7_row17_col2\" class=\"data row17 col2\" > 2.37</td>\n",
-       "                        <td id=\"T_6dcd7_row17_col3\" class=\"data row17 col3\" >*</td>\n",
-       "                        <td id=\"T_6dcd7_row17_col4\" class=\"data row17 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row17_col5\" class=\"data row17 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row18\" class=\"row_heading level0 row18\" >coef_non_working_adult_interaction_with_income_between_50k_and_100k_H</th>\n",
-       "                        <td id=\"T_6dcd7_row18_col0\" class=\"data row18 col0\" >-1.23</td>\n",
-       "                        <td id=\"T_6dcd7_row18_col1\" class=\"data row18 col1\" > 0.374</td>\n",
-       "                        <td id=\"T_6dcd7_row18_col2\" class=\"data row18 col2\" >-3.28</td>\n",
-       "                        <td id=\"T_6dcd7_row18_col3\" class=\"data row18 col3\" >**</td>\n",
-       "                        <td id=\"T_6dcd7_row18_col4\" class=\"data row18 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row18_col5\" class=\"data row18 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row19\" class=\"row_heading level0 row19\" >coef_non_working_adult_interaction_with_income_more_than_100k_H</th>\n",
-       "                        <td id=\"T_6dcd7_row19_col0\" class=\"data row19 col0\" >-0.683</td>\n",
-       "                        <td id=\"T_6dcd7_row19_col1\" class=\"data row19 col1\" > 0.344</td>\n",
-       "                        <td id=\"T_6dcd7_row19_col2\" class=\"data row19 col2\" >-1.98</td>\n",
-       "                        <td id=\"T_6dcd7_row19_col3\" class=\"data row19 col3\" >*</td>\n",
-       "                        <td id=\"T_6dcd7_row19_col4\" class=\"data row19 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row19_col5\" class=\"data row19 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row20\" class=\"row_heading level0 row20\" >coef_non_working_adult_interaction_with_more_cars_than_workers_M</th>\n",
-       "                        <td id=\"T_6dcd7_row20_col0\" class=\"data row20 col0\" > 0.651</td>\n",
-       "                        <td id=\"T_6dcd7_row20_col1\" class=\"data row20 col1\" > 0.0188</td>\n",
-       "                        <td id=\"T_6dcd7_row20_col2\" class=\"data row20 col2\" > 34.73</td>\n",
-       "                        <td id=\"T_6dcd7_row20_col3\" class=\"data row20 col3\" >***</td>\n",
-       "                        <td id=\"T_6dcd7_row20_col4\" class=\"data row20 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row20_col5\" class=\"data row20 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row21\" class=\"row_heading level0 row21\" >coef_non_working_adult_interaction_with_more_cars_than_workers_N</th>\n",
-       "                        <td id=\"T_6dcd7_row21_col0\" class=\"data row21 col0\" > 1.33</td>\n",
-       "                        <td id=\"T_6dcd7_row21_col1\" class=\"data row21 col1\" > 0.300</td>\n",
-       "                        <td id=\"T_6dcd7_row21_col2\" class=\"data row21 col2\" > 4.42</td>\n",
-       "                        <td id=\"T_6dcd7_row21_col3\" class=\"data row21 col3\" >***</td>\n",
-       "                        <td id=\"T_6dcd7_row21_col4\" class=\"data row21 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row21_col5\" class=\"data row21 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row22\" class=\"row_heading level0 row22\" >coef_non_working_adult_interaction_with_peak_accessibility_to_all_employment_M</th>\n",
-       "                        <td id=\"T_6dcd7_row22_col0\" class=\"data row22 col0\" > 0.231</td>\n",
-       "                        <td id=\"T_6dcd7_row22_col1\" class=\"data row22 col1\" > 0.00933</td>\n",
-       "                        <td id=\"T_6dcd7_row22_col2\" class=\"data row22 col2\" > 24.80</td>\n",
-       "                        <td id=\"T_6dcd7_row22_col3\" class=\"data row22 col3\" >***</td>\n",
-       "                        <td id=\"T_6dcd7_row22_col4\" class=\"data row22 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row22_col5\" class=\"data row22 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row23\" class=\"row_heading level0 row23\" >coef_non_working_adult_retired_or_univ_student_interaction_with_off_peak_accessibility_to_all_employment_N</th>\n",
-       "                        <td id=\"T_6dcd7_row23_col0\" class=\"data row23 col0\" > 0.0176</td>\n",
-       "                        <td id=\"T_6dcd7_row23_col1\" class=\"data row23 col1\" > 0.396</td>\n",
-       "                        <td id=\"T_6dcd7_row23_col2\" class=\"data row23 col2\" > 0.04</td>\n",
-       "                        <td id=\"T_6dcd7_row23_col3\" class=\"data row23 col3\" ></td>\n",
-       "                        <td id=\"T_6dcd7_row23_col4\" class=\"data row23 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row23_col5\" class=\"data row23 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row24\" class=\"row_heading level0 row24\" >coef_part_time_worker_asc_M</th>\n",
-       "                        <td id=\"T_6dcd7_row24_col0\" class=\"data row24 col0\" > 4.90</td>\n",
-       "                        <td id=\"T_6dcd7_row24_col1\" class=\"data row24 col1\" > 4.19</td>\n",
-       "                        <td id=\"T_6dcd7_row24_col2\" class=\"data row24 col2\" > 1.17</td>\n",
-       "                        <td id=\"T_6dcd7_row24_col3\" class=\"data row24 col3\" ></td>\n",
-       "                        <td id=\"T_6dcd7_row24_col4\" class=\"data row24 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row24_col5\" class=\"data row24 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row25\" class=\"row_heading level0 row25\" >coef_part_time_worker_asc_N</th>\n",
-       "                        <td id=\"T_6dcd7_row25_col0\" class=\"data row25 col0\" > 0.659</td>\n",
-       "                        <td id=\"T_6dcd7_row25_col1\" class=\"data row25 col1\" > 0.316</td>\n",
-       "                        <td id=\"T_6dcd7_row25_col2\" class=\"data row25 col2\" > 2.09</td>\n",
-       "                        <td id=\"T_6dcd7_row25_col3\" class=\"data row25 col3\" >*</td>\n",
-       "                        <td id=\"T_6dcd7_row25_col4\" class=\"data row25 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row25_col5\" class=\"data row25 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row26\" class=\"row_heading level0 row26\" >coef_part_time_worker_interaction_with_income_between_50k_and_100k_H</th>\n",
-       "                        <td id=\"T_6dcd7_row26_col0\" class=\"data row26 col0\" > 0.172</td>\n",
-       "                        <td id=\"T_6dcd7_row26_col1\" class=\"data row26 col1\" > 0.421</td>\n",
-       "                        <td id=\"T_6dcd7_row26_col2\" class=\"data row26 col2\" > 0.41</td>\n",
-       "                        <td id=\"T_6dcd7_row26_col3\" class=\"data row26 col3\" ></td>\n",
-       "                        <td id=\"T_6dcd7_row26_col4\" class=\"data row26 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row26_col5\" class=\"data row26 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row27\" class=\"row_heading level0 row27\" >coef_part_time_worker_interaction_with_income_less_than_20k_H</th>\n",
-       "                        <td id=\"T_6dcd7_row27_col0\" class=\"data row27 col0\" > 0.380</td>\n",
-       "                        <td id=\"T_6dcd7_row27_col1\" class=\"data row27 col1\" > 0.411</td>\n",
-       "                        <td id=\"T_6dcd7_row27_col2\" class=\"data row27 col2\" > 0.93</td>\n",
-       "                        <td id=\"T_6dcd7_row27_col3\" class=\"data row27 col3\" ></td>\n",
-       "                        <td id=\"T_6dcd7_row27_col4\" class=\"data row27 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row27_col5\" class=\"data row27 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row28\" class=\"row_heading level0 row28\" >coef_part_time_worker_interaction_with_income_more_than_100k_H</th>\n",
-       "                        <td id=\"T_6dcd7_row28_col0\" class=\"data row28 col0\" >-1.36</td>\n",
-       "                        <td id=\"T_6dcd7_row28_col1\" class=\"data row28 col1\" > 0.780</td>\n",
-       "                        <td id=\"T_6dcd7_row28_col2\" class=\"data row28 col2\" >-1.75</td>\n",
-       "                        <td id=\"T_6dcd7_row28_col3\" class=\"data row28 col3\" ></td>\n",
-       "                        <td id=\"T_6dcd7_row28_col4\" class=\"data row28 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row28_col5\" class=\"data row28 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row29\" class=\"row_heading level0 row29\" >coef_part_time_worker_interaction_with_income_more_than_100k_N</th>\n",
-       "                        <td id=\"T_6dcd7_row29_col0\" class=\"data row29 col0\" > 0.493</td>\n",
-       "                        <td id=\"T_6dcd7_row29_col1\" class=\"data row29 col1\" > 0.272</td>\n",
-       "                        <td id=\"T_6dcd7_row29_col2\" class=\"data row29 col2\" > 1.81</td>\n",
-       "                        <td id=\"T_6dcd7_row29_col3\" class=\"data row29 col3\" ></td>\n",
-       "                        <td id=\"T_6dcd7_row29_col4\" class=\"data row29 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row29_col5\" class=\"data row29 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row30\" class=\"row_heading level0 row30\" >coef_part_time_worker_interaction_with_peak_accessibility_to_all_employment_M</th>\n",
-       "                        <td id=\"T_6dcd7_row30_col0\" class=\"data row30 col0\" >-0.247</td>\n",
-       "                        <td id=\"T_6dcd7_row30_col1\" class=\"data row30 col1\" > 0.330</td>\n",
-       "                        <td id=\"T_6dcd7_row30_col2\" class=\"data row30 col2\" >-0.75</td>\n",
-       "                        <td id=\"T_6dcd7_row30_col3\" class=\"data row30 col3\" ></td>\n",
-       "                        <td id=\"T_6dcd7_row30_col4\" class=\"data row30 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row30_col5\" class=\"data row30 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row31\" class=\"row_heading level0 row31\" >coef_pre_driving_age_child_who_is_in_school_asc_M</th>\n",
-       "                        <td id=\"T_6dcd7_row31_col0\" class=\"data row31 col0\" > 3.95</td>\n",
-       "                        <td id=\"T_6dcd7_row31_col1\" class=\"data row31 col1\" > 0.527</td>\n",
-       "                        <td id=\"T_6dcd7_row31_col2\" class=\"data row31 col2\" > 7.49</td>\n",
-       "                        <td id=\"T_6dcd7_row31_col3\" class=\"data row31 col3\" >***</td>\n",
-       "                        <td id=\"T_6dcd7_row31_col4\" class=\"data row31 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row31_col5\" class=\"data row31 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row32\" class=\"row_heading level0 row32\" >coef_pre_driving_age_child_who_is_in_school_asc_N</th>\n",
-       "                        <td id=\"T_6dcd7_row32_col0\" class=\"data row32 col0\" >-6.81</td>\n",
-       "                        <td id=\"T_6dcd7_row32_col1\" class=\"data row32 col1\" > 6.14</td>\n",
-       "                        <td id=\"T_6dcd7_row32_col2\" class=\"data row32 col2\" >-1.11</td>\n",
-       "                        <td id=\"T_6dcd7_row32_col3\" class=\"data row32 col3\" ></td>\n",
-       "                        <td id=\"T_6dcd7_row32_col4\" class=\"data row32 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row32_col5\" class=\"data row32 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row33\" class=\"row_heading level0 row33\" >coef_pre_driving_age_child_who_is_in_school_interaction_with_age_13_to_15_M</th>\n",
-       "                        <td id=\"T_6dcd7_row33_col0\" class=\"data row33 col0\" >-1.55</td>\n",
-       "                        <td id=\"T_6dcd7_row33_col1\" class=\"data row33 col1\" > 0.475</td>\n",
-       "                        <td id=\"T_6dcd7_row33_col2\" class=\"data row33 col2\" >-3.26</td>\n",
-       "                        <td id=\"T_6dcd7_row33_col3\" class=\"data row33 col3\" >**</td>\n",
-       "                        <td id=\"T_6dcd7_row33_col4\" class=\"data row33 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row33_col5\" class=\"data row33 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row34\" class=\"row_heading level0 row34\" >coef_pre_driving_age_child_who_is_in_school_interaction_with_age_13_to_15_N</th>\n",
-       "                        <td id=\"T_6dcd7_row34_col0\" class=\"data row34 col0\" >-1.15</td>\n",
-       "                        <td id=\"T_6dcd7_row34_col1\" class=\"data row34 col1\" > 0.513</td>\n",
-       "                        <td id=\"T_6dcd7_row34_col2\" class=\"data row34 col2\" >-2.25</td>\n",
-       "                        <td id=\"T_6dcd7_row34_col3\" class=\"data row34 col3\" >*</td>\n",
-       "                        <td id=\"T_6dcd7_row34_col4\" class=\"data row34 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row34_col5\" class=\"data row34 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row35\" class=\"row_heading level0 row35\" >coef_pre_driving_age_child_who_is_in_school_interaction_with_age_6_to_9_M</th>\n",
-       "                        <td id=\"T_6dcd7_row35_col0\" class=\"data row35 col0\" >-0.670</td>\n",
-       "                        <td id=\"T_6dcd7_row35_col1\" class=\"data row35 col1\" > 0.371</td>\n",
-       "                        <td id=\"T_6dcd7_row35_col2\" class=\"data row35 col2\" >-1.81</td>\n",
-       "                        <td id=\"T_6dcd7_row35_col3\" class=\"data row35 col3\" ></td>\n",
-       "                        <td id=\"T_6dcd7_row35_col4\" class=\"data row35 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row35_col5\" class=\"data row35 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row36\" class=\"row_heading level0 row36\" >coef_pre_driving_age_child_who_is_in_school_interaction_with_fewer_cars_than_workers_H</th>\n",
-       "                        <td id=\"T_6dcd7_row36_col0\" class=\"data row36 col0\" > 1.10</td>\n",
-       "                        <td id=\"T_6dcd7_row36_col1\" class=\"data row36 col1\" > 0.381</td>\n",
-       "                        <td id=\"T_6dcd7_row36_col2\" class=\"data row36 col2\" > 2.89</td>\n",
-       "                        <td id=\"T_6dcd7_row36_col3\" class=\"data row36 col3\" >**</td>\n",
-       "                        <td id=\"T_6dcd7_row36_col4\" class=\"data row36 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row36_col5\" class=\"data row36 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row37\" class=\"row_heading level0 row37\" >coef_pre_driving_age_child_who_is_too_young_for_school_asc_M</th>\n",
-       "                        <td id=\"T_6dcd7_row37_col0\" class=\"data row37 col0\" > 0.938</td>\n",
-       "                        <td id=\"T_6dcd7_row37_col1\" class=\"data row37 col1\" > 0.408</td>\n",
-       "                        <td id=\"T_6dcd7_row37_col2\" class=\"data row37 col2\" > 2.30</td>\n",
-       "                        <td id=\"T_6dcd7_row37_col3\" class=\"data row37 col3\" >*</td>\n",
-       "                        <td id=\"T_6dcd7_row37_col4\" class=\"data row37 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row37_col5\" class=\"data row37 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row38\" class=\"row_heading level0 row38\" >coef_pre_driving_age_child_who_is_too_young_for_school_asc_N</th>\n",
-       "                        <td id=\"T_6dcd7_row38_col0\" class=\"data row38 col0\" >-8.47</td>\n",
-       "                        <td id=\"T_6dcd7_row38_col1\" class=\"data row38 col1\" > 6.15</td>\n",
-       "                        <td id=\"T_6dcd7_row38_col2\" class=\"data row38 col2\" >-1.38</td>\n",
-       "                        <td id=\"T_6dcd7_row38_col3\" class=\"data row38 col3\" ></td>\n",
-       "                        <td id=\"T_6dcd7_row38_col4\" class=\"data row38 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row38_col5\" class=\"data row38 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row39\" class=\"row_heading level0 row39\" >coef_pre_driving_age_child_who_is_too_young_for_school_interaction_with_age_0_to_1_M</th>\n",
-       "                        <td id=\"T_6dcd7_row39_col0\" class=\"data row39 col0\" >-0.944</td>\n",
-       "                        <td id=\"T_6dcd7_row39_col1\" class=\"data row39 col1\" > 0.359</td>\n",
-       "                        <td id=\"T_6dcd7_row39_col2\" class=\"data row39 col2\" >-2.63</td>\n",
-       "                        <td id=\"T_6dcd7_row39_col3\" class=\"data row39 col3\" >**</td>\n",
-       "                        <td id=\"T_6dcd7_row39_col4\" class=\"data row39 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row39_col5\" class=\"data row39 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row40\" class=\"row_heading level0 row40\" >coef_pre_driving_age_child_who_is_too_young_for_school_interaction_with_age_4_to_5_M</th>\n",
-       "                        <td id=\"T_6dcd7_row40_col0\" class=\"data row40 col0\" > 0.239</td>\n",
-       "                        <td id=\"T_6dcd7_row40_col1\" class=\"data row40 col1\" > 0.412</td>\n",
-       "                        <td id=\"T_6dcd7_row40_col2\" class=\"data row40 col2\" > 0.58</td>\n",
-       "                        <td id=\"T_6dcd7_row40_col3\" class=\"data row40 col3\" ></td>\n",
-       "                        <td id=\"T_6dcd7_row40_col4\" class=\"data row40 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row40_col5\" class=\"data row40 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row41\" class=\"row_heading level0 row41\" >coef_pre_driving_age_child_who_is_too_young_for_school_interaction_with_fewer_cars_than_workers_H</th>\n",
-       "                        <td id=\"T_6dcd7_row41_col0\" class=\"data row41 col0\" >-0.0626</td>\n",
-       "                        <td id=\"T_6dcd7_row41_col1\" class=\"data row41 col1\" > 0.407</td>\n",
-       "                        <td id=\"T_6dcd7_row41_col2\" class=\"data row41 col2\" >-0.15</td>\n",
-       "                        <td id=\"T_6dcd7_row41_col3\" class=\"data row41 col3\" ></td>\n",
-       "                        <td id=\"T_6dcd7_row41_col4\" class=\"data row41 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row41_col5\" class=\"data row41 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row42\" class=\"row_heading level0 row42\" >coef_pre_driving_age_child_who_is_too_young_for_school_interaction_with_income_between_50k_and_100k_H</th>\n",
-       "                        <td id=\"T_6dcd7_row42_col0\" class=\"data row42 col0\" >-0.723</td>\n",
-       "                        <td id=\"T_6dcd7_row42_col1\" class=\"data row42 col1\" > 0.506</td>\n",
-       "                        <td id=\"T_6dcd7_row42_col2\" class=\"data row42 col2\" >-1.43</td>\n",
-       "                        <td id=\"T_6dcd7_row42_col3\" class=\"data row42 col3\" ></td>\n",
-       "                        <td id=\"T_6dcd7_row42_col4\" class=\"data row42 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row42_col5\" class=\"data row42 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row43\" class=\"row_heading level0 row43\" >coef_pre_driving_age_child_who_is_too_young_for_school_interaction_with_income_more_than_100k_H</th>\n",
-       "                        <td id=\"T_6dcd7_row43_col0\" class=\"data row43 col0\" >-0.783</td>\n",
-       "                        <td id=\"T_6dcd7_row43_col1\" class=\"data row43 col1\" > 0.465</td>\n",
-       "                        <td id=\"T_6dcd7_row43_col2\" class=\"data row43 col2\" >-1.68</td>\n",
-       "                        <td id=\"T_6dcd7_row43_col3\" class=\"data row43 col3\" ></td>\n",
-       "                        <td id=\"T_6dcd7_row43_col4\" class=\"data row43 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row43_col5\" class=\"data row43 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row44\" class=\"row_heading level0 row44\" >coef_pre_driving_age_child_who_is_too_young_for_school_interaction_with_more_cars_than_workers_N</th>\n",
-       "                        <td id=\"T_6dcd7_row44_col0\" class=\"data row44 col0\" > 0.772</td>\n",
-       "                        <td id=\"T_6dcd7_row44_col1\" class=\"data row44 col1\" > 0.420</td>\n",
-       "                        <td id=\"T_6dcd7_row44_col2\" class=\"data row44 col2\" > 1.84</td>\n",
-       "                        <td id=\"T_6dcd7_row44_col3\" class=\"data row44 col3\" ></td>\n",
-       "                        <td id=\"T_6dcd7_row44_col4\" class=\"data row44 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row44_col5\" class=\"data row44 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row45\" class=\"row_heading level0 row45\" >coef_retired_asc_N</th>\n",
-       "                        <td id=\"T_6dcd7_row45_col0\" class=\"data row45 col0\" > 1.54</td>\n",
-       "                        <td id=\"T_6dcd7_row45_col1\" class=\"data row45 col1\" > 3.97</td>\n",
-       "                        <td id=\"T_6dcd7_row45_col2\" class=\"data row45 col2\" > 0.39</td>\n",
-       "                        <td id=\"T_6dcd7_row45_col3\" class=\"data row45 col3\" ></td>\n",
-       "                        <td id=\"T_6dcd7_row45_col4\" class=\"data row45 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row45_col5\" class=\"data row45 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row46\" class=\"row_heading level0 row46\" >coef_retired_interaction_with_age_more_than_80_H</th>\n",
-       "                        <td id=\"T_6dcd7_row46_col0\" class=\"data row46 col0\" > 1.17</td>\n",
-       "                        <td id=\"T_6dcd7_row46_col1\" class=\"data row46 col1\" > 0.248</td>\n",
-       "                        <td id=\"T_6dcd7_row46_col2\" class=\"data row46 col2\" > 4.71</td>\n",
-       "                        <td id=\"T_6dcd7_row46_col3\" class=\"data row46 col3\" >***</td>\n",
-       "                        <td id=\"T_6dcd7_row46_col4\" class=\"data row46 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row46_col5\" class=\"data row46 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row47\" class=\"row_heading level0 row47\" >coef_retired_interaction_with_female_M</th>\n",
-       "                        <td id=\"T_6dcd7_row47_col0\" class=\"data row47 col0\" > 0.477</td>\n",
-       "                        <td id=\"T_6dcd7_row47_col1\" class=\"data row47 col1\" > 0.00219</td>\n",
-       "                        <td id=\"T_6dcd7_row47_col2\" class=\"data row47 col2\" > 218.04</td>\n",
-       "                        <td id=\"T_6dcd7_row47_col3\" class=\"data row47 col3\" >***</td>\n",
-       "                        <td id=\"T_6dcd7_row47_col4\" class=\"data row47 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row47_col5\" class=\"data row47 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row48\" class=\"row_heading level0 row48\" >coef_retired_interaction_with_fewer_cars_than_workers_H</th>\n",
-       "                        <td id=\"T_6dcd7_row48_col0\" class=\"data row48 col0\" > 0.849</td>\n",
-       "                        <td id=\"T_6dcd7_row48_col1\" class=\"data row48 col1\" > 0.444</td>\n",
-       "                        <td id=\"T_6dcd7_row48_col2\" class=\"data row48 col2\" > 1.91</td>\n",
-       "                        <td id=\"T_6dcd7_row48_col3\" class=\"data row48 col3\" ></td>\n",
-       "                        <td id=\"T_6dcd7_row48_col4\" class=\"data row48 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row48_col5\" class=\"data row48 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row49\" class=\"row_heading level0 row49\" >coef_retired_interaction_with_income_less_than_20k_H</th>\n",
-       "                        <td id=\"T_6dcd7_row49_col0\" class=\"data row49 col0\" > 0.635</td>\n",
-       "                        <td id=\"T_6dcd7_row49_col1\" class=\"data row49 col1\" > 0.259</td>\n",
-       "                        <td id=\"T_6dcd7_row49_col2\" class=\"data row49 col2\" > 2.45</td>\n",
-       "                        <td id=\"T_6dcd7_row49_col3\" class=\"data row49 col3\" >*</td>\n",
-       "                        <td id=\"T_6dcd7_row49_col4\" class=\"data row49 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row49_col5\" class=\"data row49 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row50\" class=\"row_heading level0 row50\" >coef_retired_interaction_with_more_cars_than_workers_M</th>\n",
-       "                        <td id=\"T_6dcd7_row50_col0\" class=\"data row50 col0\" > 2.99</td>\n",
-       "                        <td id=\"T_6dcd7_row50_col1\" class=\"data row50 col1\" > 0.00983</td>\n",
-       "                        <td id=\"T_6dcd7_row50_col2\" class=\"data row50 col2\" > 304.22</td>\n",
-       "                        <td id=\"T_6dcd7_row50_col3\" class=\"data row50 col3\" >***</td>\n",
-       "                        <td id=\"T_6dcd7_row50_col4\" class=\"data row50 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row50_col5\" class=\"data row50 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row51\" class=\"row_heading level0 row51\" >coef_retired_interaction_with_more_cars_than_workers_N</th>\n",
-       "                        <td id=\"T_6dcd7_row51_col0\" class=\"data row51 col0\" > 0.713</td>\n",
-       "                        <td id=\"T_6dcd7_row51_col1\" class=\"data row51 col1\" > 0.256</td>\n",
-       "                        <td id=\"T_6dcd7_row51_col2\" class=\"data row51 col2\" > 2.79</td>\n",
-       "                        <td id=\"T_6dcd7_row51_col3\" class=\"data row51 col3\" >**</td>\n",
-       "                        <td id=\"T_6dcd7_row51_col4\" class=\"data row51 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row51_col5\" class=\"data row51 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row52\" class=\"row_heading level0 row52\" >coef_retired_interaction_with_peak_accessibility_to_all_employment_M</th>\n",
-       "                        <td id=\"T_6dcd7_row52_col0\" class=\"data row52 col0\" > 0.279</td>\n",
-       "                        <td id=\"T_6dcd7_row52_col1\" class=\"data row52 col1\" > 0.0173</td>\n",
-       "                        <td id=\"T_6dcd7_row52_col2\" class=\"data row52 col2\" > 16.15</td>\n",
-       "                        <td id=\"T_6dcd7_row52_col3\" class=\"data row52 col3\" >***</td>\n",
-       "                        <td id=\"T_6dcd7_row52_col4\" class=\"data row52 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row52_col5\" class=\"data row52 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row53\" class=\"row_heading level0 row53\" >coef_university_student_asc_M</th>\n",
-       "                        <td id=\"T_6dcd7_row53_col0\" class=\"data row53 col0\" > 2.12</td>\n",
-       "                        <td id=\"T_6dcd7_row53_col1\" class=\"data row53 col1\" > 0.255</td>\n",
-       "                        <td id=\"T_6dcd7_row53_col2\" class=\"data row53 col2\" > 8.29</td>\n",
-       "                        <td id=\"T_6dcd7_row53_col3\" class=\"data row53 col3\" >***</td>\n",
-       "                        <td id=\"T_6dcd7_row53_col4\" class=\"data row53 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row53_col5\" class=\"data row53 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row54\" class=\"row_heading level0 row54\" >coef_university_student_asc_N</th>\n",
-       "                        <td id=\"T_6dcd7_row54_col0\" class=\"data row54 col0\" > 0.810</td>\n",
-       "                        <td id=\"T_6dcd7_row54_col1\" class=\"data row54 col1\" > 3.94</td>\n",
-       "                        <td id=\"T_6dcd7_row54_col2\" class=\"data row54 col2\" > 0.21</td>\n",
-       "                        <td id=\"T_6dcd7_row54_col3\" class=\"data row54 col3\" ></td>\n",
-       "                        <td id=\"T_6dcd7_row54_col4\" class=\"data row54 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row54_col5\" class=\"data row54 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row55\" class=\"row_heading level0 row55\" >-999.0</th>\n",
-       "                        <td id=\"T_6dcd7_row55_col0\" class=\"data row55 col0\" >-999.</td>\n",
-       "                        <td id=\"T_6dcd7_row55_col1\" class=\"data row55 col1\" > 0.00</td>\n",
-       "                        <td id=\"T_6dcd7_row55_col2\" class=\"data row55 col2\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row55_col3\" class=\"data row55 col3\" ></td>\n",
-       "                        <td id=\"T_6dcd7_row55_col4\" class=\"data row55 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row55_col5\" class=\"data row55 col5\" >-999.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row56\" class=\"row_heading level0 row56\" >coef_H_11</th>\n",
-       "                        <td id=\"T_6dcd7_row56_col0\" class=\"data row56 col0\" > 1.48</td>\n",
-       "                        <td id=\"T_6dcd7_row56_col1\" class=\"data row56 col1\" > 0.210</td>\n",
-       "                        <td id=\"T_6dcd7_row56_col2\" class=\"data row56 col2\" > 7.04</td>\n",
-       "                        <td id=\"T_6dcd7_row56_col3\" class=\"data row56 col3\" >***</td>\n",
-       "                        <td id=\"T_6dcd7_row56_col4\" class=\"data row56 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row56_col5\" class=\"data row56 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row57\" class=\"row_heading level0 row57\" >coef_H_12</th>\n",
-       "                        <td id=\"T_6dcd7_row57_col0\" class=\"data row57 col0\" >-0.0642</td>\n",
-       "                        <td id=\"T_6dcd7_row57_col1\" class=\"data row57 col1\" > 0.955</td>\n",
-       "                        <td id=\"T_6dcd7_row57_col2\" class=\"data row57 col2\" >-0.07</td>\n",
-       "                        <td id=\"T_6dcd7_row57_col3\" class=\"data row57 col3\" ></td>\n",
-       "                        <td id=\"T_6dcd7_row57_col4\" class=\"data row57 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row57_col5\" class=\"data row57 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row58\" class=\"row_heading level0 row58\" >coef_H_13</th>\n",
-       "                        <td id=\"T_6dcd7_row58_col0\" class=\"data row58 col0\" > 1.49</td>\n",
-       "                        <td id=\"T_6dcd7_row58_col1\" class=\"data row58 col1\" > 0.327</td>\n",
-       "                        <td id=\"T_6dcd7_row58_col2\" class=\"data row58 col2\" > 4.56</td>\n",
-       "                        <td id=\"T_6dcd7_row58_col3\" class=\"data row58 col3\" >***</td>\n",
-       "                        <td id=\"T_6dcd7_row58_col4\" class=\"data row58 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row58_col5\" class=\"data row58 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row59\" class=\"row_heading level0 row59\" >coef_H_14</th>\n",
-       "                        <td id=\"T_6dcd7_row59_col0\" class=\"data row59 col0\" > 1.21</td>\n",
-       "                        <td id=\"T_6dcd7_row59_col1\" class=\"data row59 col1\" > 0.276</td>\n",
-       "                        <td id=\"T_6dcd7_row59_col2\" class=\"data row59 col2\" > 4.37</td>\n",
-       "                        <td id=\"T_6dcd7_row59_col3\" class=\"data row59 col3\" >***</td>\n",
-       "                        <td id=\"T_6dcd7_row59_col4\" class=\"data row59 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row59_col5\" class=\"data row59 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row60\" class=\"row_heading level0 row60\" >coef_H_15</th>\n",
-       "                        <td id=\"T_6dcd7_row60_col0\" class=\"data row60 col0\" > 0.966</td>\n",
-       "                        <td id=\"T_6dcd7_row60_col1\" class=\"data row60 col1\" > 0.369</td>\n",
-       "                        <td id=\"T_6dcd7_row60_col2\" class=\"data row60 col2\" > 2.62</td>\n",
-       "                        <td id=\"T_6dcd7_row60_col3\" class=\"data row60 col3\" >**</td>\n",
-       "                        <td id=\"T_6dcd7_row60_col4\" class=\"data row60 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row60_col5\" class=\"data row60 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row61\" class=\"row_heading level0 row61\" >coef_H_16</th>\n",
-       "                        <td id=\"T_6dcd7_row61_col0\" class=\"data row61 col0\" > 1.54</td>\n",
-       "                        <td id=\"T_6dcd7_row61_col1\" class=\"data row61 col1\" > 0.345</td>\n",
-       "                        <td id=\"T_6dcd7_row61_col2\" class=\"data row61 col2\" > 4.47</td>\n",
-       "                        <td id=\"T_6dcd7_row61_col3\" class=\"data row61 col3\" >***</td>\n",
-       "                        <td id=\"T_6dcd7_row61_col4\" class=\"data row61 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row61_col5\" class=\"data row61 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row62\" class=\"row_heading level0 row62\" >coef_H_17</th>\n",
-       "                        <td id=\"T_6dcd7_row62_col0\" class=\"data row62 col0\" > 1.46</td>\n",
-       "                        <td id=\"T_6dcd7_row62_col1\" class=\"data row62 col1\" > 0.227</td>\n",
-       "                        <td id=\"T_6dcd7_row62_col2\" class=\"data row62 col2\" > 6.46</td>\n",
-       "                        <td id=\"T_6dcd7_row62_col3\" class=\"data row62 col3\" >***</td>\n",
-       "                        <td id=\"T_6dcd7_row62_col4\" class=\"data row62 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row62_col5\" class=\"data row62 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row63\" class=\"row_heading level0 row63\" >coef_H_18</th>\n",
-       "                        <td id=\"T_6dcd7_row63_col0\" class=\"data row63 col0\" > 1.21</td>\n",
-       "                        <td id=\"T_6dcd7_row63_col1\" class=\"data row63 col1\" > 0.309</td>\n",
-       "                        <td id=\"T_6dcd7_row63_col2\" class=\"data row63 col2\" > 3.92</td>\n",
-       "                        <td id=\"T_6dcd7_row63_col3\" class=\"data row63 col3\" >***</td>\n",
-       "                        <td id=\"T_6dcd7_row63_col4\" class=\"data row63 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row63_col5\" class=\"data row63 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row64\" class=\"row_heading level0 row64\" >coef_H_22</th>\n",
-       "                        <td id=\"T_6dcd7_row64_col0\" class=\"data row64 col0\" >-20.0</td>\n",
-       "                        <td id=\"T_6dcd7_row64_col1\" class=\"data row64 col1\" > 1.16e+03</td>\n",
-       "                        <td id=\"T_6dcd7_row64_col2\" class=\"data row64 col2\" >-0.02</td>\n",
-       "                        <td id=\"T_6dcd7_row64_col3\" class=\"data row64 col3\" ></td>\n",
-       "                        <td id=\"T_6dcd7_row64_col4\" class=\"data row64 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row64_col5\" class=\"data row64 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row65\" class=\"row_heading level0 row65\" >coef_H_23</th>\n",
-       "                        <td id=\"T_6dcd7_row65_col0\" class=\"data row65 col0\" > 0.761</td>\n",
-       "                        <td id=\"T_6dcd7_row65_col1\" class=\"data row65 col1\" > 1.06</td>\n",
-       "                        <td id=\"T_6dcd7_row65_col2\" class=\"data row65 col2\" > 0.72</td>\n",
-       "                        <td id=\"T_6dcd7_row65_col3\" class=\"data row65 col3\" ></td>\n",
-       "                        <td id=\"T_6dcd7_row65_col4\" class=\"data row65 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row65_col5\" class=\"data row65 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row66\" class=\"row_heading level0 row66\" >coef_H_24</th>\n",
-       "                        <td id=\"T_6dcd7_row66_col0\" class=\"data row66 col0\" > 0.966</td>\n",
-       "                        <td id=\"T_6dcd7_row66_col1\" class=\"data row66 col1\" > 0.806</td>\n",
-       "                        <td id=\"T_6dcd7_row66_col2\" class=\"data row66 col2\" > 1.20</td>\n",
-       "                        <td id=\"T_6dcd7_row66_col3\" class=\"data row66 col3\" ></td>\n",
-       "                        <td id=\"T_6dcd7_row66_col4\" class=\"data row66 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row66_col5\" class=\"data row66 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row67\" class=\"row_heading level0 row67\" >coef_H_25</th>\n",
-       "                        <td id=\"T_6dcd7_row67_col0\" class=\"data row67 col0\" >-18.4</td>\n",
-       "                        <td id=\"T_6dcd7_row67_col1\" class=\"data row67 col1\" > 1.22e+04</td>\n",
-       "                        <td id=\"T_6dcd7_row67_col2\" class=\"data row67 col2\" >-0.00</td>\n",
-       "                        <td id=\"T_6dcd7_row67_col3\" class=\"data row67 col3\" ></td>\n",
-       "                        <td id=\"T_6dcd7_row67_col4\" class=\"data row67 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row67_col5\" class=\"data row67 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row68\" class=\"row_heading level0 row68\" >coef_H_26</th>\n",
-       "                        <td id=\"T_6dcd7_row68_col0\" class=\"data row68 col0\" > 4.14</td>\n",
-       "                        <td id=\"T_6dcd7_row68_col1\" class=\"data row68 col1\" > 1.29</td>\n",
-       "                        <td id=\"T_6dcd7_row68_col2\" class=\"data row68 col2\" > 3.20</td>\n",
-       "                        <td id=\"T_6dcd7_row68_col3\" class=\"data row68 col3\" >**</td>\n",
-       "                        <td id=\"T_6dcd7_row68_col4\" class=\"data row68 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row68_col5\" class=\"data row68 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row69\" class=\"row_heading level0 row69\" >coef_H_27</th>\n",
-       "                        <td id=\"T_6dcd7_row69_col0\" class=\"data row69 col0\" > 0.402</td>\n",
-       "                        <td id=\"T_6dcd7_row69_col1\" class=\"data row69 col1\" > 1.00</td>\n",
-       "                        <td id=\"T_6dcd7_row69_col2\" class=\"data row69 col2\" > 0.40</td>\n",
-       "                        <td id=\"T_6dcd7_row69_col3\" class=\"data row69 col3\" ></td>\n",
-       "                        <td id=\"T_6dcd7_row69_col4\" class=\"data row69 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row69_col5\" class=\"data row69 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row70\" class=\"row_heading level0 row70\" >coef_H_28</th>\n",
-       "                        <td id=\"T_6dcd7_row70_col0\" class=\"data row70 col0\" >-17.8</td>\n",
-       "                        <td id=\"T_6dcd7_row70_col1\" class=\"data row70 col1\" > 9.45e+03</td>\n",
-       "                        <td id=\"T_6dcd7_row70_col2\" class=\"data row70 col2\" >-0.00</td>\n",
-       "                        <td id=\"T_6dcd7_row70_col3\" class=\"data row70 col3\" ></td>\n",
-       "                        <td id=\"T_6dcd7_row70_col4\" class=\"data row70 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row70_col5\" class=\"data row70 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row71\" class=\"row_heading level0 row71\" >coef_H_33</th>\n",
-       "                        <td id=\"T_6dcd7_row71_col0\" class=\"data row71 col0\" > 0.955</td>\n",
-       "                        <td id=\"T_6dcd7_row71_col1\" class=\"data row71 col1\" > 0.848</td>\n",
-       "                        <td id=\"T_6dcd7_row71_col2\" class=\"data row71 col2\" > 1.13</td>\n",
-       "                        <td id=\"T_6dcd7_row71_col3\" class=\"data row71 col3\" ></td>\n",
-       "                        <td id=\"T_6dcd7_row71_col4\" class=\"data row71 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row71_col5\" class=\"data row71 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row72\" class=\"row_heading level0 row72\" >coef_H_34</th>\n",
-       "                        <td id=\"T_6dcd7_row72_col0\" class=\"data row72 col0\" > 1.56</td>\n",
-       "                        <td id=\"T_6dcd7_row72_col1\" class=\"data row72 col1\" > 0.392</td>\n",
-       "                        <td id=\"T_6dcd7_row72_col2\" class=\"data row72 col2\" > 3.97</td>\n",
-       "                        <td id=\"T_6dcd7_row72_col3\" class=\"data row72 col3\" >***</td>\n",
-       "                        <td id=\"T_6dcd7_row72_col4\" class=\"data row72 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row72_col5\" class=\"data row72 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row73\" class=\"row_heading level0 row73\" >coef_H_35</th>\n",
-       "                        <td id=\"T_6dcd7_row73_col0\" class=\"data row73 col0\" >-18.3</td>\n",
-       "                        <td id=\"T_6dcd7_row73_col1\" class=\"data row73 col1\" > 1.34e+04</td>\n",
-       "                        <td id=\"T_6dcd7_row73_col2\" class=\"data row73 col2\" >-0.00</td>\n",
-       "                        <td id=\"T_6dcd7_row73_col3\" class=\"data row73 col3\" ></td>\n",
-       "                        <td id=\"T_6dcd7_row73_col4\" class=\"data row73 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row73_col5\" class=\"data row73 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row74\" class=\"row_heading level0 row74\" >coef_H_36</th>\n",
-       "                        <td id=\"T_6dcd7_row74_col0\" class=\"data row74 col0\" > 1.55</td>\n",
-       "                        <td id=\"T_6dcd7_row74_col1\" class=\"data row74 col1\" > 0.0159</td>\n",
-       "                        <td id=\"T_6dcd7_row74_col2\" class=\"data row74 col2\" > 97.45</td>\n",
-       "                        <td id=\"T_6dcd7_row74_col3\" class=\"data row74 col3\" >***</td>\n",
-       "                        <td id=\"T_6dcd7_row74_col4\" class=\"data row74 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row74_col5\" class=\"data row74 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row75\" class=\"row_heading level0 row75\" >coef_H_37</th>\n",
-       "                        <td id=\"T_6dcd7_row75_col0\" class=\"data row75 col0\" > 1.55</td>\n",
-       "                        <td id=\"T_6dcd7_row75_col1\" class=\"data row75 col1\" > 0.00264</td>\n",
-       "                        <td id=\"T_6dcd7_row75_col2\" class=\"data row75 col2\" > 587.28</td>\n",
-       "                        <td id=\"T_6dcd7_row75_col3\" class=\"data row75 col3\" >***</td>\n",
-       "                        <td id=\"T_6dcd7_row75_col4\" class=\"data row75 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row75_col5\" class=\"data row75 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row76\" class=\"row_heading level0 row76\" >coef_H_38</th>\n",
-       "                        <td id=\"T_6dcd7_row76_col0\" class=\"data row76 col0\" > 1.34</td>\n",
-       "                        <td id=\"T_6dcd7_row76_col1\" class=\"data row76 col1\" > 0.0149</td>\n",
-       "                        <td id=\"T_6dcd7_row76_col2\" class=\"data row76 col2\" > 90.11</td>\n",
-       "                        <td id=\"T_6dcd7_row76_col3\" class=\"data row76 col3\" >***</td>\n",
-       "                        <td id=\"T_6dcd7_row76_col4\" class=\"data row76 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row76_col5\" class=\"data row76 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row77\" class=\"row_heading level0 row77\" >coef_H_44</th>\n",
-       "                        <td id=\"T_6dcd7_row77_col0\" class=\"data row77 col0\" > 1.52</td>\n",
-       "                        <td id=\"T_6dcd7_row77_col1\" class=\"data row77 col1\" > 0.412</td>\n",
-       "                        <td id=\"T_6dcd7_row77_col2\" class=\"data row77 col2\" > 3.69</td>\n",
-       "                        <td id=\"T_6dcd7_row77_col3\" class=\"data row77 col3\" >***</td>\n",
-       "                        <td id=\"T_6dcd7_row77_col4\" class=\"data row77 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row77_col5\" class=\"data row77 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row78\" class=\"row_heading level0 row78\" >coef_H_45</th>\n",
-       "                        <td id=\"T_6dcd7_row78_col0\" class=\"data row78 col0\" > 2.05</td>\n",
-       "                        <td id=\"T_6dcd7_row78_col1\" class=\"data row78 col1\" > 0.499</td>\n",
-       "                        <td id=\"T_6dcd7_row78_col2\" class=\"data row78 col2\" > 4.11</td>\n",
-       "                        <td id=\"T_6dcd7_row78_col3\" class=\"data row78 col3\" >***</td>\n",
-       "                        <td id=\"T_6dcd7_row78_col4\" class=\"data row78 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row78_col5\" class=\"data row78 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row79\" class=\"row_heading level0 row79\" >coef_H_46</th>\n",
-       "                        <td id=\"T_6dcd7_row79_col0\" class=\"data row79 col0\" > 0.524</td>\n",
-       "                        <td id=\"T_6dcd7_row79_col1\" class=\"data row79 col1\" > 0.00131</td>\n",
-       "                        <td id=\"T_6dcd7_row79_col2\" class=\"data row79 col2\" > 399.66</td>\n",
-       "                        <td id=\"T_6dcd7_row79_col3\" class=\"data row79 col3\" >***</td>\n",
-       "                        <td id=\"T_6dcd7_row79_col4\" class=\"data row79 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row79_col5\" class=\"data row79 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row80\" class=\"row_heading level0 row80\" >coef_H_47</th>\n",
-       "                        <td id=\"T_6dcd7_row80_col0\" class=\"data row80 col0\" > 0.811</td>\n",
-       "                        <td id=\"T_6dcd7_row80_col1\" class=\"data row80 col1\" > 0.00179</td>\n",
-       "                        <td id=\"T_6dcd7_row80_col2\" class=\"data row80 col2\" > 453.41</td>\n",
-       "                        <td id=\"T_6dcd7_row80_col3\" class=\"data row80 col3\" >***</td>\n",
-       "                        <td id=\"T_6dcd7_row80_col4\" class=\"data row80 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row80_col5\" class=\"data row80 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row81\" class=\"row_heading level0 row81\" >coef_H_48</th>\n",
-       "                        <td id=\"T_6dcd7_row81_col0\" class=\"data row81 col0\" > 1.17</td>\n",
-       "                        <td id=\"T_6dcd7_row81_col1\" class=\"data row81 col1\" > 0.0131</td>\n",
-       "                        <td id=\"T_6dcd7_row81_col2\" class=\"data row81 col2\" > 89.09</td>\n",
-       "                        <td id=\"T_6dcd7_row81_col3\" class=\"data row81 col3\" >***</td>\n",
-       "                        <td id=\"T_6dcd7_row81_col4\" class=\"data row81 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row81_col5\" class=\"data row81 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row82\" class=\"row_heading level0 row82\" >coef_H_55</th>\n",
-       "                        <td id=\"T_6dcd7_row82_col0\" class=\"data row82 col0\" > 1.01</td>\n",
-       "                        <td id=\"T_6dcd7_row82_col1\" class=\"data row82 col1\" > 0.517</td>\n",
-       "                        <td id=\"T_6dcd7_row82_col2\" class=\"data row82 col2\" > 1.96</td>\n",
-       "                        <td id=\"T_6dcd7_row82_col3\" class=\"data row82 col3\" ></td>\n",
-       "                        <td id=\"T_6dcd7_row82_col4\" class=\"data row82 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row82_col5\" class=\"data row82 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row83\" class=\"row_heading level0 row83\" >coef_H_56_57_58</th>\n",
-       "                        <td id=\"T_6dcd7_row83_col0\" class=\"data row83 col0\" > 0.863</td>\n",
-       "                        <td id=\"T_6dcd7_row83_col1\" class=\"data row83 col1\" > 0.0203</td>\n",
-       "                        <td id=\"T_6dcd7_row83_col2\" class=\"data row83 col2\" > 42.43</td>\n",
-       "                        <td id=\"T_6dcd7_row83_col3\" class=\"data row83 col3\" >***</td>\n",
-       "                        <td id=\"T_6dcd7_row83_col4\" class=\"data row83 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row83_col5\" class=\"data row83 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row84\" class=\"row_heading level0 row84\" >coef_H_66</th>\n",
-       "                        <td id=\"T_6dcd7_row84_col0\" class=\"data row84 col0\" > 20.8</td>\n",
-       "                        <td id=\"T_6dcd7_row84_col1\" class=\"data row84 col1\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row84_col2\" class=\"data row84 col2\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row84_col3\" class=\"data row84 col3\" >[***]</td>\n",
-       "                        <td id=\"T_6dcd7_row84_col4\" class=\"data row84 col4\" > 55.85</td>\n",
-       "                        <td id=\"T_6dcd7_row84_col5\" class=\"data row84 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row85\" class=\"row_heading level0 row85\" >coef_H_67</th>\n",
-       "                        <td id=\"T_6dcd7_row85_col0\" class=\"data row85 col0\" >-22.2</td>\n",
-       "                        <td id=\"T_6dcd7_row85_col1\" class=\"data row85 col1\" > 0.00635</td>\n",
-       "                        <td id=\"T_6dcd7_row85_col2\" class=\"data row85 col2\" >-BIG</td>\n",
-       "                        <td id=\"T_6dcd7_row85_col3\" class=\"data row85 col3\" >***</td>\n",
-       "                        <td id=\"T_6dcd7_row85_col4\" class=\"data row85 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row85_col5\" class=\"data row85 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row86\" class=\"row_heading level0 row86\" >coef_H_68</th>\n",
-       "                        <td id=\"T_6dcd7_row86_col0\" class=\"data row86 col0\" > 1.47</td>\n",
-       "                        <td id=\"T_6dcd7_row86_col1\" class=\"data row86 col1\" > 0.00299</td>\n",
-       "                        <td id=\"T_6dcd7_row86_col2\" class=\"data row86 col2\" > 490.95</td>\n",
-       "                        <td id=\"T_6dcd7_row86_col3\" class=\"data row86 col3\" >***</td>\n",
-       "                        <td id=\"T_6dcd7_row86_col4\" class=\"data row86 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row86_col5\" class=\"data row86 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row87\" class=\"row_heading level0 row87\" >coef_H_77</th>\n",
-       "                        <td id=\"T_6dcd7_row87_col0\" class=\"data row87 col0\" > 2.42</td>\n",
-       "                        <td id=\"T_6dcd7_row87_col1\" class=\"data row87 col1\" > 0.504</td>\n",
-       "                        <td id=\"T_6dcd7_row87_col2\" class=\"data row87 col2\" > 4.81</td>\n",
-       "                        <td id=\"T_6dcd7_row87_col3\" class=\"data row87 col3\" >***</td>\n",
-       "                        <td id=\"T_6dcd7_row87_col4\" class=\"data row87 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row87_col5\" class=\"data row87 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row88\" class=\"row_heading level0 row88\" >coef_H_78</th>\n",
-       "                        <td id=\"T_6dcd7_row88_col0\" class=\"data row88 col0\" > 18.7</td>\n",
-       "                        <td id=\"T_6dcd7_row88_col1\" class=\"data row88 col1\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row88_col2\" class=\"data row88 col2\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row88_col3\" class=\"data row88 col3\" >[***]</td>\n",
-       "                        <td id=\"T_6dcd7_row88_col4\" class=\"data row88 col4\" > 7.25</td>\n",
-       "                        <td id=\"T_6dcd7_row88_col5\" class=\"data row88 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row89\" class=\"row_heading level0 row89\" >coef_H_88</th>\n",
-       "                        <td id=\"T_6dcd7_row89_col0\" class=\"data row89 col0\" > 1.18</td>\n",
-       "                        <td id=\"T_6dcd7_row89_col1\" class=\"data row89 col1\" > 0.582</td>\n",
-       "                        <td id=\"T_6dcd7_row89_col2\" class=\"data row89 col2\" > 2.03</td>\n",
-       "                        <td id=\"T_6dcd7_row89_col3\" class=\"data row89 col3\" >*</td>\n",
-       "                        <td id=\"T_6dcd7_row89_col4\" class=\"data row89 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row89_col5\" class=\"data row89 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row90\" class=\"row_heading level0 row90\" >coef_M_11</th>\n",
-       "                        <td id=\"T_6dcd7_row90_col0\" class=\"data row90 col0\" >-0.103</td>\n",
-       "                        <td id=\"T_6dcd7_row90_col1\" class=\"data row90 col1\" > 0.147</td>\n",
-       "                        <td id=\"T_6dcd7_row90_col2\" class=\"data row90 col2\" >-0.70</td>\n",
-       "                        <td id=\"T_6dcd7_row90_col3\" class=\"data row90 col3\" ></td>\n",
-       "                        <td id=\"T_6dcd7_row90_col4\" class=\"data row90 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row90_col5\" class=\"data row90 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row91\" class=\"row_heading level0 row91\" >coef_M_12</th>\n",
-       "                        <td id=\"T_6dcd7_row91_col0\" class=\"data row91 col0\" > 0.243</td>\n",
-       "                        <td id=\"T_6dcd7_row91_col1\" class=\"data row91 col1\" > 0.225</td>\n",
-       "                        <td id=\"T_6dcd7_row91_col2\" class=\"data row91 col2\" > 1.08</td>\n",
-       "                        <td id=\"T_6dcd7_row91_col3\" class=\"data row91 col3\" ></td>\n",
-       "                        <td id=\"T_6dcd7_row91_col4\" class=\"data row91 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row91_col5\" class=\"data row91 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row92\" class=\"row_heading level0 row92\" >coef_M_13</th>\n",
-       "                        <td id=\"T_6dcd7_row92_col0\" class=\"data row92 col0\" > 0.235</td>\n",
-       "                        <td id=\"T_6dcd7_row92_col1\" class=\"data row92 col1\" > 0.156</td>\n",
-       "                        <td id=\"T_6dcd7_row92_col2\" class=\"data row92 col2\" > 1.51</td>\n",
-       "                        <td id=\"T_6dcd7_row92_col3\" class=\"data row92 col3\" ></td>\n",
-       "                        <td id=\"T_6dcd7_row92_col4\" class=\"data row92 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row92_col5\" class=\"data row92 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row93\" class=\"row_heading level0 row93\" >coef_M_16</th>\n",
-       "                        <td id=\"T_6dcd7_row93_col0\" class=\"data row93 col0\" > 0.374</td>\n",
-       "                        <td id=\"T_6dcd7_row93_col1\" class=\"data row93 col1\" > 0.290</td>\n",
-       "                        <td id=\"T_6dcd7_row93_col2\" class=\"data row93 col2\" > 1.29</td>\n",
-       "                        <td id=\"T_6dcd7_row93_col3\" class=\"data row93 col3\" ></td>\n",
-       "                        <td id=\"T_6dcd7_row93_col4\" class=\"data row93 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row93_col5\" class=\"data row93 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row94\" class=\"row_heading level0 row94\" >coef_M_17</th>\n",
-       "                        <td id=\"T_6dcd7_row94_col0\" class=\"data row94 col0\" >-0.124</td>\n",
-       "                        <td id=\"T_6dcd7_row94_col1\" class=\"data row94 col1\" > 0.116</td>\n",
-       "                        <td id=\"T_6dcd7_row94_col2\" class=\"data row94 col2\" >-1.06</td>\n",
-       "                        <td id=\"T_6dcd7_row94_col3\" class=\"data row94 col3\" ></td>\n",
-       "                        <td id=\"T_6dcd7_row94_col4\" class=\"data row94 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row94_col5\" class=\"data row94 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row95\" class=\"row_heading level0 row95\" >coef_M_18</th>\n",
-       "                        <td id=\"T_6dcd7_row95_col0\" class=\"data row95 col0\" > 0.262</td>\n",
-       "                        <td id=\"T_6dcd7_row95_col1\" class=\"data row95 col1\" > 0.167</td>\n",
-       "                        <td id=\"T_6dcd7_row95_col2\" class=\"data row95 col2\" > 1.57</td>\n",
-       "                        <td id=\"T_6dcd7_row95_col3\" class=\"data row95 col3\" ></td>\n",
-       "                        <td id=\"T_6dcd7_row95_col4\" class=\"data row95 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row95_col5\" class=\"data row95 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row96\" class=\"row_heading level0 row96\" >coef_M_22</th>\n",
-       "                        <td id=\"T_6dcd7_row96_col0\" class=\"data row96 col0\" > 0.888</td>\n",
-       "                        <td id=\"T_6dcd7_row96_col1\" class=\"data row96 col1\" > 0.287</td>\n",
-       "                        <td id=\"T_6dcd7_row96_col2\" class=\"data row96 col2\" > 3.10</td>\n",
-       "                        <td id=\"T_6dcd7_row96_col3\" class=\"data row96 col3\" >**</td>\n",
-       "                        <td id=\"T_6dcd7_row96_col4\" class=\"data row96 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row96_col5\" class=\"data row96 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row97\" class=\"row_heading level0 row97\" >coef_M_23</th>\n",
-       "                        <td id=\"T_6dcd7_row97_col0\" class=\"data row97 col0\" > 0.170</td>\n",
-       "                        <td id=\"T_6dcd7_row97_col1\" class=\"data row97 col1\" > 0.330</td>\n",
-       "                        <td id=\"T_6dcd7_row97_col2\" class=\"data row97 col2\" > 0.51</td>\n",
-       "                        <td id=\"T_6dcd7_row97_col3\" class=\"data row97 col3\" ></td>\n",
-       "                        <td id=\"T_6dcd7_row97_col4\" class=\"data row97 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row97_col5\" class=\"data row97 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row98\" class=\"row_heading level0 row98\" >coef_M_26</th>\n",
-       "                        <td id=\"T_6dcd7_row98_col0\" class=\"data row98 col0\" > 1.90</td>\n",
-       "                        <td id=\"T_6dcd7_row98_col1\" class=\"data row98 col1\" > 1.13</td>\n",
-       "                        <td id=\"T_6dcd7_row98_col2\" class=\"data row98 col2\" > 1.68</td>\n",
-       "                        <td id=\"T_6dcd7_row98_col3\" class=\"data row98 col3\" ></td>\n",
-       "                        <td id=\"T_6dcd7_row98_col4\" class=\"data row98 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row98_col5\" class=\"data row98 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row99\" class=\"row_heading level0 row99\" >coef_M_27</th>\n",
-       "                        <td id=\"T_6dcd7_row99_col0\" class=\"data row99 col0\" > 0.0987</td>\n",
-       "                        <td id=\"T_6dcd7_row99_col1\" class=\"data row99 col1\" > 0.189</td>\n",
-       "                        <td id=\"T_6dcd7_row99_col2\" class=\"data row99 col2\" > 0.52</td>\n",
-       "                        <td id=\"T_6dcd7_row99_col3\" class=\"data row99 col3\" ></td>\n",
-       "                        <td id=\"T_6dcd7_row99_col4\" class=\"data row99 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row99_col5\" class=\"data row99 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row100\" class=\"row_heading level0 row100\" >coef_M_28</th>\n",
-       "                        <td id=\"T_6dcd7_row100_col0\" class=\"data row100 col0\" > 0.378</td>\n",
-       "                        <td id=\"T_6dcd7_row100_col1\" class=\"data row100 col1\" > 0.294</td>\n",
-       "                        <td id=\"T_6dcd7_row100_col2\" class=\"data row100 col2\" > 1.28</td>\n",
-       "                        <td id=\"T_6dcd7_row100_col3\" class=\"data row100 col3\" ></td>\n",
-       "                        <td id=\"T_6dcd7_row100_col4\" class=\"data row100 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row100_col5\" class=\"data row100 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row101\" class=\"row_heading level0 row101\" >coef_M_33</th>\n",
-       "                        <td id=\"T_6dcd7_row101_col0\" class=\"data row101 col0\" > 0.470</td>\n",
-       "                        <td id=\"T_6dcd7_row101_col1\" class=\"data row101 col1\" > 0.212</td>\n",
-       "                        <td id=\"T_6dcd7_row101_col2\" class=\"data row101 col2\" > 2.21</td>\n",
-       "                        <td id=\"T_6dcd7_row101_col3\" class=\"data row101 col3\" >*</td>\n",
-       "                        <td id=\"T_6dcd7_row101_col4\" class=\"data row101 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row101_col5\" class=\"data row101 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row102\" class=\"row_heading level0 row102\" >coef_M_36</th>\n",
-       "                        <td id=\"T_6dcd7_row102_col0\" class=\"data row102 col0\" >-0.00210</td>\n",
-       "                        <td id=\"T_6dcd7_row102_col1\" class=\"data row102 col1\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row102_col2\" class=\"data row102 col2\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row102_col3\" class=\"data row102 col3\" >[]</td>\n",
-       "                        <td id=\"T_6dcd7_row102_col4\" class=\"data row102 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_6dcd7_row102_col5\" class=\"data row102 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row103\" class=\"row_heading level0 row103\" >coef_M_37</th>\n",
-       "                        <td id=\"T_6dcd7_row103_col0\" class=\"data row103 col0\" > 0.297</td>\n",
-       "                        <td id=\"T_6dcd7_row103_col1\" class=\"data row103 col1\" > 0.000362</td>\n",
-       "                        <td id=\"T_6dcd7_row103_col2\" class=\"data row103 col2\" > 822.44</td>\n",
-       "                        <td id=\"T_6dcd7_row103_col3\" class=\"data row103 col3\" >***</td>\n",
-       "                        <td id=\"T_6dcd7_row103_col4\" class=\"data row103 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row103_col5\" class=\"data row103 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row104\" class=\"row_heading level0 row104\" >coef_M_38</th>\n",
-       "                        <td id=\"T_6dcd7_row104_col0\" class=\"data row104 col0\" > 0.225</td>\n",
-       "                        <td id=\"T_6dcd7_row104_col1\" class=\"data row104 col1\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row104_col2\" class=\"data row104 col2\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row104_col3\" class=\"data row104 col3\" >[]</td>\n",
-       "                        <td id=\"T_6dcd7_row104_col4\" class=\"data row104 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_6dcd7_row104_col5\" class=\"data row104 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row105\" class=\"row_heading level0 row105\" >coef_M_66</th>\n",
-       "                        <td id=\"T_6dcd7_row105_col0\" class=\"data row105 col0\" > 19.2</td>\n",
-       "                        <td id=\"T_6dcd7_row105_col1\" class=\"data row105 col1\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row105_col2\" class=\"data row105 col2\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row105_col3\" class=\"data row105 col3\" >[***]</td>\n",
-       "                        <td id=\"T_6dcd7_row105_col4\" class=\"data row105 col4\" > 35.09</td>\n",
-       "                        <td id=\"T_6dcd7_row105_col5\" class=\"data row105 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row106\" class=\"row_heading level0 row106\" >coef_M_67</th>\n",
-       "                        <td id=\"T_6dcd7_row106_col0\" class=\"data row106 col0\" >-21.0</td>\n",
-       "                        <td id=\"T_6dcd7_row106_col1\" class=\"data row106 col1\" > 2.08</td>\n",
-       "                        <td id=\"T_6dcd7_row106_col2\" class=\"data row106 col2\" >-10.10</td>\n",
-       "                        <td id=\"T_6dcd7_row106_col3\" class=\"data row106 col3\" >***</td>\n",
-       "                        <td id=\"T_6dcd7_row106_col4\" class=\"data row106 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row106_col5\" class=\"data row106 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row107\" class=\"row_heading level0 row107\" >coef_M_68</th>\n",
-       "                        <td id=\"T_6dcd7_row107_col0\" class=\"data row107 col0\" > 0.552</td>\n",
-       "                        <td id=\"T_6dcd7_row107_col1\" class=\"data row107 col1\" > 0.000386</td>\n",
-       "                        <td id=\"T_6dcd7_row107_col2\" class=\"data row107 col2\" > BIG</td>\n",
-       "                        <td id=\"T_6dcd7_row107_col3\" class=\"data row107 col3\" >***</td>\n",
-       "                        <td id=\"T_6dcd7_row107_col4\" class=\"data row107 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row107_col5\" class=\"data row107 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row108\" class=\"row_heading level0 row108\" >coef_M_77</th>\n",
-       "                        <td id=\"T_6dcd7_row108_col0\" class=\"data row108 col0\" > 1.17</td>\n",
-       "                        <td id=\"T_6dcd7_row108_col1\" class=\"data row108 col1\" > 0.316</td>\n",
-       "                        <td id=\"T_6dcd7_row108_col2\" class=\"data row108 col2\" > 3.71</td>\n",
-       "                        <td id=\"T_6dcd7_row108_col3\" class=\"data row108 col3\" >***</td>\n",
-       "                        <td id=\"T_6dcd7_row108_col4\" class=\"data row108 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row108_col5\" class=\"data row108 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row109\" class=\"row_heading level0 row109\" >coef_M_78</th>\n",
-       "                        <td id=\"T_6dcd7_row109_col0\" class=\"data row109 col0\" >-1.62</td>\n",
-       "                        <td id=\"T_6dcd7_row109_col1\" class=\"data row109 col1\" > 0.000121</td>\n",
-       "                        <td id=\"T_6dcd7_row109_col2\" class=\"data row109 col2\" >-BIG</td>\n",
-       "                        <td id=\"T_6dcd7_row109_col3\" class=\"data row109 col3\" >***</td>\n",
-       "                        <td id=\"T_6dcd7_row109_col4\" class=\"data row109 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row109_col5\" class=\"data row109 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row110\" class=\"row_heading level0 row110\" >coef_M_88</th>\n",
-       "                        <td id=\"T_6dcd7_row110_col0\" class=\"data row110 col0\" > 1.14</td>\n",
-       "                        <td id=\"T_6dcd7_row110_col1\" class=\"data row110 col1\" > 0.349</td>\n",
-       "                        <td id=\"T_6dcd7_row110_col2\" class=\"data row110 col2\" > 3.28</td>\n",
-       "                        <td id=\"T_6dcd7_row110_col3\" class=\"data row110 col3\" >**</td>\n",
-       "                        <td id=\"T_6dcd7_row110_col4\" class=\"data row110 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row110_col5\" class=\"data row110 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row111\" class=\"row_heading level0 row111\" >coef_N_11</th>\n",
-       "                        <td id=\"T_6dcd7_row111_col0\" class=\"data row111 col0\" > 0.776</td>\n",
-       "                        <td id=\"T_6dcd7_row111_col1\" class=\"data row111 col1\" > 0.323</td>\n",
-       "                        <td id=\"T_6dcd7_row111_col2\" class=\"data row111 col2\" > 2.41</td>\n",
-       "                        <td id=\"T_6dcd7_row111_col3\" class=\"data row111 col3\" >*</td>\n",
-       "                        <td id=\"T_6dcd7_row111_col4\" class=\"data row111 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row111_col5\" class=\"data row111 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row112\" class=\"row_heading level0 row112\" >coef_N_12</th>\n",
-       "                        <td id=\"T_6dcd7_row112_col0\" class=\"data row112 col0\" > 0.488</td>\n",
-       "                        <td id=\"T_6dcd7_row112_col1\" class=\"data row112 col1\" > 0.429</td>\n",
-       "                        <td id=\"T_6dcd7_row112_col2\" class=\"data row112 col2\" > 1.14</td>\n",
-       "                        <td id=\"T_6dcd7_row112_col3\" class=\"data row112 col3\" ></td>\n",
-       "                        <td id=\"T_6dcd7_row112_col4\" class=\"data row112 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row112_col5\" class=\"data row112 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row113\" class=\"row_heading level0 row113\" >coef_N_13</th>\n",
-       "                        <td id=\"T_6dcd7_row113_col0\" class=\"data row113 col0\" > 0.497</td>\n",
-       "                        <td id=\"T_6dcd7_row113_col1\" class=\"data row113 col1\" > 0.436</td>\n",
-       "                        <td id=\"T_6dcd7_row113_col2\" class=\"data row113 col2\" > 1.14</td>\n",
-       "                        <td id=\"T_6dcd7_row113_col3\" class=\"data row113 col3\" ></td>\n",
-       "                        <td id=\"T_6dcd7_row113_col4\" class=\"data row113 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row113_col5\" class=\"data row113 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row114\" class=\"row_heading level0 row114\" >coef_N_14</th>\n",
-       "                        <td id=\"T_6dcd7_row114_col0\" class=\"data row114 col0\" >-0.360</td>\n",
-       "                        <td id=\"T_6dcd7_row114_col1\" class=\"data row114 col1\" > 0.326</td>\n",
-       "                        <td id=\"T_6dcd7_row114_col2\" class=\"data row114 col2\" >-1.11</td>\n",
-       "                        <td id=\"T_6dcd7_row114_col3\" class=\"data row114 col3\" ></td>\n",
-       "                        <td id=\"T_6dcd7_row114_col4\" class=\"data row114 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row114_col5\" class=\"data row114 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row115\" class=\"row_heading level0 row115\" >coef_N_15</th>\n",
-       "                        <td id=\"T_6dcd7_row115_col0\" class=\"data row115 col0\" > 0.366</td>\n",
-       "                        <td id=\"T_6dcd7_row115_col1\" class=\"data row115 col1\" > 0.242</td>\n",
-       "                        <td id=\"T_6dcd7_row115_col2\" class=\"data row115 col2\" > 1.51</td>\n",
-       "                        <td id=\"T_6dcd7_row115_col3\" class=\"data row115 col3\" ></td>\n",
-       "                        <td id=\"T_6dcd7_row115_col4\" class=\"data row115 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row115_col5\" class=\"data row115 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row116\" class=\"row_heading level0 row116\" >coef_N_16</th>\n",
-       "                        <td id=\"T_6dcd7_row116_col0\" class=\"data row116 col0\" > 0.864</td>\n",
-       "                        <td id=\"T_6dcd7_row116_col1\" class=\"data row116 col1\" > 0.738</td>\n",
-       "                        <td id=\"T_6dcd7_row116_col2\" class=\"data row116 col2\" > 1.17</td>\n",
-       "                        <td id=\"T_6dcd7_row116_col3\" class=\"data row116 col3\" ></td>\n",
-       "                        <td id=\"T_6dcd7_row116_col4\" class=\"data row116 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row116_col5\" class=\"data row116 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row117\" class=\"row_heading level0 row117\" >coef_N_17</th>\n",
-       "                        <td id=\"T_6dcd7_row117_col0\" class=\"data row117 col0\" >-0.155</td>\n",
-       "                        <td id=\"T_6dcd7_row117_col1\" class=\"data row117 col1\" > 0.514</td>\n",
-       "                        <td id=\"T_6dcd7_row117_col2\" class=\"data row117 col2\" >-0.30</td>\n",
-       "                        <td id=\"T_6dcd7_row117_col3\" class=\"data row117 col3\" ></td>\n",
-       "                        <td id=\"T_6dcd7_row117_col4\" class=\"data row117 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row117_col5\" class=\"data row117 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row118\" class=\"row_heading level0 row118\" >coef_N_18</th>\n",
-       "                        <td id=\"T_6dcd7_row118_col0\" class=\"data row118 col0\" > 0.0616</td>\n",
-       "                        <td id=\"T_6dcd7_row118_col1\" class=\"data row118 col1\" > 0.502</td>\n",
-       "                        <td id=\"T_6dcd7_row118_col2\" class=\"data row118 col2\" > 0.12</td>\n",
-       "                        <td id=\"T_6dcd7_row118_col3\" class=\"data row118 col3\" ></td>\n",
-       "                        <td id=\"T_6dcd7_row118_col4\" class=\"data row118 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row118_col5\" class=\"data row118 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row119\" class=\"row_heading level0 row119\" >coef_N_22</th>\n",
-       "                        <td id=\"T_6dcd7_row119_col0\" class=\"data row119 col0\" > 0.782</td>\n",
-       "                        <td id=\"T_6dcd7_row119_col1\" class=\"data row119 col1\" > 0.611</td>\n",
-       "                        <td id=\"T_6dcd7_row119_col2\" class=\"data row119 col2\" > 1.28</td>\n",
-       "                        <td id=\"T_6dcd7_row119_col3\" class=\"data row119 col3\" ></td>\n",
-       "                        <td id=\"T_6dcd7_row119_col4\" class=\"data row119 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row119_col5\" class=\"data row119 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row120\" class=\"row_heading level0 row120\" >coef_N_23</th>\n",
-       "                        <td id=\"T_6dcd7_row120_col0\" class=\"data row120 col0\" > 0.518</td>\n",
-       "                        <td id=\"T_6dcd7_row120_col1\" class=\"data row120 col1\" > 0.622</td>\n",
-       "                        <td id=\"T_6dcd7_row120_col2\" class=\"data row120 col2\" > 0.83</td>\n",
-       "                        <td id=\"T_6dcd7_row120_col3\" class=\"data row120 col3\" ></td>\n",
-       "                        <td id=\"T_6dcd7_row120_col4\" class=\"data row120 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row120_col5\" class=\"data row120 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row121\" class=\"row_heading level0 row121\" >coef_N_24</th>\n",
-       "                        <td id=\"T_6dcd7_row121_col0\" class=\"data row121 col0\" > 1.21</td>\n",
-       "                        <td id=\"T_6dcd7_row121_col1\" class=\"data row121 col1\" > 0.329</td>\n",
-       "                        <td id=\"T_6dcd7_row121_col2\" class=\"data row121 col2\" > 3.66</td>\n",
-       "                        <td id=\"T_6dcd7_row121_col3\" class=\"data row121 col3\" >***</td>\n",
-       "                        <td id=\"T_6dcd7_row121_col4\" class=\"data row121 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row121_col5\" class=\"data row121 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row122\" class=\"row_heading level0 row122\" >coef_N_25</th>\n",
-       "                        <td id=\"T_6dcd7_row122_col0\" class=\"data row122 col0\" >-0.304</td>\n",
-       "                        <td id=\"T_6dcd7_row122_col1\" class=\"data row122 col1\" > 0.471</td>\n",
-       "                        <td id=\"T_6dcd7_row122_col2\" class=\"data row122 col2\" >-0.65</td>\n",
-       "                        <td id=\"T_6dcd7_row122_col3\" class=\"data row122 col3\" ></td>\n",
-       "                        <td id=\"T_6dcd7_row122_col4\" class=\"data row122 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row122_col5\" class=\"data row122 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row123\" class=\"row_heading level0 row123\" >coef_N_26</th>\n",
-       "                        <td id=\"T_6dcd7_row123_col0\" class=\"data row123 col0\" >-17.9</td>\n",
-       "                        <td id=\"T_6dcd7_row123_col1\" class=\"data row123 col1\" > 0.143</td>\n",
-       "                        <td id=\"T_6dcd7_row123_col2\" class=\"data row123 col2\" >-125.60</td>\n",
-       "                        <td id=\"T_6dcd7_row123_col3\" class=\"data row123 col3\" >***</td>\n",
-       "                        <td id=\"T_6dcd7_row123_col4\" class=\"data row123 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row123_col5\" class=\"data row123 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row124\" class=\"row_heading level0 row124\" >coef_N_27</th>\n",
-       "                        <td id=\"T_6dcd7_row124_col0\" class=\"data row124 col0\" > 0.291</td>\n",
-       "                        <td id=\"T_6dcd7_row124_col1\" class=\"data row124 col1\" > 0.521</td>\n",
-       "                        <td id=\"T_6dcd7_row124_col2\" class=\"data row124 col2\" > 0.56</td>\n",
-       "                        <td id=\"T_6dcd7_row124_col3\" class=\"data row124 col3\" ></td>\n",
-       "                        <td id=\"T_6dcd7_row124_col4\" class=\"data row124 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row124_col5\" class=\"data row124 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row125\" class=\"row_heading level0 row125\" >coef_N_28</th>\n",
-       "                        <td id=\"T_6dcd7_row125_col0\" class=\"data row125 col0\" > 0.932</td>\n",
-       "                        <td id=\"T_6dcd7_row125_col1\" class=\"data row125 col1\" > 0.453</td>\n",
-       "                        <td id=\"T_6dcd7_row125_col2\" class=\"data row125 col2\" > 2.06</td>\n",
-       "                        <td id=\"T_6dcd7_row125_col3\" class=\"data row125 col3\" >*</td>\n",
-       "                        <td id=\"T_6dcd7_row125_col4\" class=\"data row125 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row125_col5\" class=\"data row125 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row126\" class=\"row_heading level0 row126\" >coef_N_33</th>\n",
-       "                        <td id=\"T_6dcd7_row126_col0\" class=\"data row126 col0\" > 0.976</td>\n",
-       "                        <td id=\"T_6dcd7_row126_col1\" class=\"data row126 col1\" > 0.277</td>\n",
-       "                        <td id=\"T_6dcd7_row126_col2\" class=\"data row126 col2\" > 3.52</td>\n",
-       "                        <td id=\"T_6dcd7_row126_col3\" class=\"data row126 col3\" >***</td>\n",
-       "                        <td id=\"T_6dcd7_row126_col4\" class=\"data row126 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row126_col5\" class=\"data row126 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row127\" class=\"row_heading level0 row127\" >coef_N_34</th>\n",
-       "                        <td id=\"T_6dcd7_row127_col0\" class=\"data row127 col0\" >-0.197</td>\n",
-       "                        <td id=\"T_6dcd7_row127_col1\" class=\"data row127 col1\" > 0.399</td>\n",
-       "                        <td id=\"T_6dcd7_row127_col2\" class=\"data row127 col2\" >-0.49</td>\n",
-       "                        <td id=\"T_6dcd7_row127_col3\" class=\"data row127 col3\" ></td>\n",
-       "                        <td id=\"T_6dcd7_row127_col4\" class=\"data row127 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row127_col5\" class=\"data row127 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row128\" class=\"row_heading level0 row128\" >coef_N_35</th>\n",
-       "                        <td id=\"T_6dcd7_row128_col0\" class=\"data row128 col0\" > 0.0721</td>\n",
-       "                        <td id=\"T_6dcd7_row128_col1\" class=\"data row128 col1\" > 0.504</td>\n",
-       "                        <td id=\"T_6dcd7_row128_col2\" class=\"data row128 col2\" > 0.14</td>\n",
-       "                        <td id=\"T_6dcd7_row128_col3\" class=\"data row128 col3\" ></td>\n",
-       "                        <td id=\"T_6dcd7_row128_col4\" class=\"data row128 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row128_col5\" class=\"data row128 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row129\" class=\"row_heading level0 row129\" >coef_N_36</th>\n",
-       "                        <td id=\"T_6dcd7_row129_col0\" class=\"data row129 col0\" > 1.62</td>\n",
-       "                        <td id=\"T_6dcd7_row129_col1\" class=\"data row129 col1\" > 0.00</td>\n",
-       "                        <td id=\"T_6dcd7_row129_col2\" class=\"data row129 col2\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row129_col3\" class=\"data row129 col3\" >[]</td>\n",
-       "                        <td id=\"T_6dcd7_row129_col4\" class=\"data row129 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_6dcd7_row129_col5\" class=\"data row129 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row130\" class=\"row_heading level0 row130\" >coef_N_37</th>\n",
-       "                        <td id=\"T_6dcd7_row130_col0\" class=\"data row130 col0\" > 0.516</td>\n",
-       "                        <td id=\"T_6dcd7_row130_col1\" class=\"data row130 col1\" > 0.00</td>\n",
-       "                        <td id=\"T_6dcd7_row130_col2\" class=\"data row130 col2\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row130_col3\" class=\"data row130 col3\" >[]</td>\n",
-       "                        <td id=\"T_6dcd7_row130_col4\" class=\"data row130 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_6dcd7_row130_col5\" class=\"data row130 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row131\" class=\"row_heading level0 row131\" >coef_N_38</th>\n",
-       "                        <td id=\"T_6dcd7_row131_col0\" class=\"data row131 col0\" > 0.897</td>\n",
-       "                        <td id=\"T_6dcd7_row131_col1\" class=\"data row131 col1\" > 0.00</td>\n",
-       "                        <td id=\"T_6dcd7_row131_col2\" class=\"data row131 col2\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row131_col3\" class=\"data row131 col3\" >[]</td>\n",
-       "                        <td id=\"T_6dcd7_row131_col4\" class=\"data row131 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_6dcd7_row131_col5\" class=\"data row131 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row132\" class=\"row_heading level0 row132\" >coef_N_44</th>\n",
-       "                        <td id=\"T_6dcd7_row132_col0\" class=\"data row132 col0\" > 0.492</td>\n",
-       "                        <td id=\"T_6dcd7_row132_col1\" class=\"data row132 col1\" > 0.450</td>\n",
-       "                        <td id=\"T_6dcd7_row132_col2\" class=\"data row132 col2\" > 1.09</td>\n",
-       "                        <td id=\"T_6dcd7_row132_col3\" class=\"data row132 col3\" ></td>\n",
-       "                        <td id=\"T_6dcd7_row132_col4\" class=\"data row132 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row132_col5\" class=\"data row132 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row133\" class=\"row_heading level0 row133\" >coef_N_45</th>\n",
-       "                        <td id=\"T_6dcd7_row133_col0\" class=\"data row133 col0\" > 0.0795</td>\n",
-       "                        <td id=\"T_6dcd7_row133_col1\" class=\"data row133 col1\" > 0.354</td>\n",
-       "                        <td id=\"T_6dcd7_row133_col2\" class=\"data row133 col2\" > 0.22</td>\n",
-       "                        <td id=\"T_6dcd7_row133_col3\" class=\"data row133 col3\" ></td>\n",
-       "                        <td id=\"T_6dcd7_row133_col4\" class=\"data row133 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row133_col5\" class=\"data row133 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row134\" class=\"row_heading level0 row134\" >coef_N_46</th>\n",
-       "                        <td id=\"T_6dcd7_row134_col0\" class=\"data row134 col0\" > 0.680</td>\n",
-       "                        <td id=\"T_6dcd7_row134_col1\" class=\"data row134 col1\" > 0.00</td>\n",
-       "                        <td id=\"T_6dcd7_row134_col2\" class=\"data row134 col2\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row134_col3\" class=\"data row134 col3\" >[]</td>\n",
-       "                        <td id=\"T_6dcd7_row134_col4\" class=\"data row134 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_6dcd7_row134_col5\" class=\"data row134 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row135\" class=\"row_heading level0 row135\" >coef_N_47</th>\n",
-       "                        <td id=\"T_6dcd7_row135_col0\" class=\"data row135 col0\" > 0.565</td>\n",
-       "                        <td id=\"T_6dcd7_row135_col1\" class=\"data row135 col1\" > 0.00</td>\n",
-       "                        <td id=\"T_6dcd7_row135_col2\" class=\"data row135 col2\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row135_col3\" class=\"data row135 col3\" >[]</td>\n",
-       "                        <td id=\"T_6dcd7_row135_col4\" class=\"data row135 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_6dcd7_row135_col5\" class=\"data row135 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row136\" class=\"row_heading level0 row136\" >coef_N_48</th>\n",
-       "                        <td id=\"T_6dcd7_row136_col0\" class=\"data row136 col0\" > 1.16</td>\n",
-       "                        <td id=\"T_6dcd7_row136_col1\" class=\"data row136 col1\" > 0.00</td>\n",
-       "                        <td id=\"T_6dcd7_row136_col2\" class=\"data row136 col2\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row136_col3\" class=\"data row136 col3\" >[]</td>\n",
-       "                        <td id=\"T_6dcd7_row136_col4\" class=\"data row136 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_6dcd7_row136_col5\" class=\"data row136 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row137\" class=\"row_heading level0 row137\" >coef_N_55</th>\n",
-       "                        <td id=\"T_6dcd7_row137_col0\" class=\"data row137 col0\" > 0.712</td>\n",
-       "                        <td id=\"T_6dcd7_row137_col1\" class=\"data row137 col1\" > 0.348</td>\n",
-       "                        <td id=\"T_6dcd7_row137_col2\" class=\"data row137 col2\" > 2.04</td>\n",
-       "                        <td id=\"T_6dcd7_row137_col3\" class=\"data row137 col3\" >*</td>\n",
-       "                        <td id=\"T_6dcd7_row137_col4\" class=\"data row137 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row137_col5\" class=\"data row137 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row138\" class=\"row_heading level0 row138\" >coef_N_56_57_58</th>\n",
-       "                        <td id=\"T_6dcd7_row138_col0\" class=\"data row138 col0\" > 0.292</td>\n",
-       "                        <td id=\"T_6dcd7_row138_col1\" class=\"data row138 col1\" > 0.00</td>\n",
-       "                        <td id=\"T_6dcd7_row138_col2\" class=\"data row138 col2\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row138_col3\" class=\"data row138 col3\" >[]</td>\n",
-       "                        <td id=\"T_6dcd7_row138_col4\" class=\"data row138 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_6dcd7_row138_col5\" class=\"data row138 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row139\" class=\"row_heading level0 row139\" >coef_N_66</th>\n",
-       "                        <td id=\"T_6dcd7_row139_col0\" class=\"data row139 col0\" >-3.08</td>\n",
-       "                        <td id=\"T_6dcd7_row139_col1\" class=\"data row139 col1\" > 0.00112</td>\n",
-       "                        <td id=\"T_6dcd7_row139_col2\" class=\"data row139 col2\" >-BIG</td>\n",
-       "                        <td id=\"T_6dcd7_row139_col3\" class=\"data row139 col3\" >***</td>\n",
-       "                        <td id=\"T_6dcd7_row139_col4\" class=\"data row139 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row139_col5\" class=\"data row139 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row140\" class=\"row_heading level0 row140\" >coef_N_67</th>\n",
-       "                        <td id=\"T_6dcd7_row140_col0\" class=\"data row140 col0\" >-17.1</td>\n",
-       "                        <td id=\"T_6dcd7_row140_col1\" class=\"data row140 col1\" > 2.19e+04</td>\n",
-       "                        <td id=\"T_6dcd7_row140_col2\" class=\"data row140 col2\" >-0.00</td>\n",
-       "                        <td id=\"T_6dcd7_row140_col3\" class=\"data row140 col3\" ></td>\n",
-       "                        <td id=\"T_6dcd7_row140_col4\" class=\"data row140 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row140_col5\" class=\"data row140 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row141\" class=\"row_heading level0 row141\" >coef_N_68</th>\n",
-       "                        <td id=\"T_6dcd7_row141_col0\" class=\"data row141 col0\" > 1.27</td>\n",
-       "                        <td id=\"T_6dcd7_row141_col1\" class=\"data row141 col1\" > 0.00</td>\n",
-       "                        <td id=\"T_6dcd7_row141_col2\" class=\"data row141 col2\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row141_col3\" class=\"data row141 col3\" >[]</td>\n",
-       "                        <td id=\"T_6dcd7_row141_col4\" class=\"data row141 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_6dcd7_row141_col5\" class=\"data row141 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row142\" class=\"row_heading level0 row142\" >coef_N_77</th>\n",
-       "                        <td id=\"T_6dcd7_row142_col0\" class=\"data row142 col0\" > 2.27</td>\n",
-       "                        <td id=\"T_6dcd7_row142_col1\" class=\"data row142 col1\" > 0.413</td>\n",
-       "                        <td id=\"T_6dcd7_row142_col2\" class=\"data row142 col2\" > 5.49</td>\n",
-       "                        <td id=\"T_6dcd7_row142_col3\" class=\"data row142 col3\" >***</td>\n",
-       "                        <td id=\"T_6dcd7_row142_col4\" class=\"data row142 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row142_col5\" class=\"data row142 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row143\" class=\"row_heading level0 row143\" >coef_N_78</th>\n",
-       "                        <td id=\"T_6dcd7_row143_col0\" class=\"data row143 col0\" >-0.396</td>\n",
-       "                        <td id=\"T_6dcd7_row143_col1\" class=\"data row143 col1\" > 1.75e-15</td>\n",
-       "                        <td id=\"T_6dcd7_row143_col2\" class=\"data row143 col2\" >-BIG</td>\n",
-       "                        <td id=\"T_6dcd7_row143_col3\" class=\"data row143 col3\" >***</td>\n",
-       "                        <td id=\"T_6dcd7_row143_col4\" class=\"data row143 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row143_col5\" class=\"data row143 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row144\" class=\"row_heading level0 row144\" >coef_N_88</th>\n",
-       "                        <td id=\"T_6dcd7_row144_col0\" class=\"data row144 col0\" >-0.184</td>\n",
-       "                        <td id=\"T_6dcd7_row144_col1\" class=\"data row144 col1\" > 0.811</td>\n",
-       "                        <td id=\"T_6dcd7_row144_col2\" class=\"data row144 col2\" >-0.23</td>\n",
-       "                        <td id=\"T_6dcd7_row144_col3\" class=\"data row144 col3\" ></td>\n",
-       "                        <td id=\"T_6dcd7_row144_col4\" class=\"data row144 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row144_col5\" class=\"data row144 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row145\" class=\"row_heading level0 row145\" >coef_H_124_122_144</th>\n",
-       "                        <td id=\"T_6dcd7_row145_col0\" class=\"data row145 col0\" > 0.693</td>\n",
-       "                        <td id=\"T_6dcd7_row145_col1\" class=\"data row145 col1\" > 0.513</td>\n",
-       "                        <td id=\"T_6dcd7_row145_col2\" class=\"data row145 col2\" > 1.35</td>\n",
-       "                        <td id=\"T_6dcd7_row145_col3\" class=\"data row145 col3\" ></td>\n",
-       "                        <td id=\"T_6dcd7_row145_col4\" class=\"data row145 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row145_col5\" class=\"data row145 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row146\" class=\"row_heading level0 row146\" >coef_H_126_146</th>\n",
-       "                        <td id=\"T_6dcd7_row146_col0\" class=\"data row146 col0\" > 1.70</td>\n",
-       "                        <td id=\"T_6dcd7_row146_col1\" class=\"data row146 col1\" > 1.76</td>\n",
-       "                        <td id=\"T_6dcd7_row146_col2\" class=\"data row146 col2\" > 0.97</td>\n",
-       "                        <td id=\"T_6dcd7_row146_col3\" class=\"data row146 col3\" ></td>\n",
-       "                        <td id=\"T_6dcd7_row146_col4\" class=\"data row146 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row146_col5\" class=\"data row146 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row147\" class=\"row_heading level0 row147\" >coef_H_222_224_244</th>\n",
-       "                        <td id=\"T_6dcd7_row147_col0\" class=\"data row147 col0\" >-9.07</td>\n",
-       "                        <td id=\"T_6dcd7_row147_col1\" class=\"data row147 col1\" > 1.44e+03</td>\n",
-       "                        <td id=\"T_6dcd7_row147_col2\" class=\"data row147 col2\" >-0.01</td>\n",
-       "                        <td id=\"T_6dcd7_row147_col3\" class=\"data row147 col3\" ></td>\n",
-       "                        <td id=\"T_6dcd7_row147_col4\" class=\"data row147 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row147_col5\" class=\"data row147 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row148\" class=\"row_heading level0 row148\" >coef_H_226_246_446</th>\n",
-       "                        <td id=\"T_6dcd7_row148_col0\" class=\"data row148 col0\" > 39.5</td>\n",
-       "                        <td id=\"T_6dcd7_row148_col1\" class=\"data row148 col1\" > 1.16e+03</td>\n",
-       "                        <td id=\"T_6dcd7_row148_col2\" class=\"data row148 col2\" > 0.03</td>\n",
-       "                        <td id=\"T_6dcd7_row148_col3\" class=\"data row148 col3\" ></td>\n",
-       "                        <td id=\"T_6dcd7_row148_col4\" class=\"data row148 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row148_col5\" class=\"data row148 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row149\" class=\"row_heading level0 row149\" >coef_H_266_466</th>\n",
-       "                        <td id=\"T_6dcd7_row149_col0\" class=\"data row149 col0\" > 0.475</td>\n",
-       "                        <td id=\"T_6dcd7_row149_col1\" class=\"data row149 col1\" > 0.00</td>\n",
-       "                        <td id=\"T_6dcd7_row149_col2\" class=\"data row149 col2\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row149_col3\" class=\"data row149 col3\" >[]</td>\n",
-       "                        <td id=\"T_6dcd7_row149_col4\" class=\"data row149 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_6dcd7_row149_col5\" class=\"data row149 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row150\" class=\"row_heading level0 row150\" >coef_H_xxxxx</th>\n",
-       "                        <td id=\"T_6dcd7_row150_col0\" class=\"data row150 col0\" >-4.45</td>\n",
-       "                        <td id=\"T_6dcd7_row150_col1\" class=\"data row150 col1\" > 1.19</td>\n",
-       "                        <td id=\"T_6dcd7_row150_col2\" class=\"data row150 col2\" >-3.74</td>\n",
-       "                        <td id=\"T_6dcd7_row150_col3\" class=\"data row150 col3\" >***</td>\n",
-       "                        <td id=\"T_6dcd7_row150_col4\" class=\"data row150 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row150_col5\" class=\"data row150 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row151\" class=\"row_heading level0 row151\" >coef_M_111</th>\n",
-       "                        <td id=\"T_6dcd7_row151_col0\" class=\"data row151 col0\" > 0.265</td>\n",
-       "                        <td id=\"T_6dcd7_row151_col1\" class=\"data row151 col1\" > 0.175</td>\n",
-       "                        <td id=\"T_6dcd7_row151_col2\" class=\"data row151 col2\" > 1.51</td>\n",
-       "                        <td id=\"T_6dcd7_row151_col3\" class=\"data row151 col3\" ></td>\n",
-       "                        <td id=\"T_6dcd7_row151_col4\" class=\"data row151 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row151_col5\" class=\"data row151 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row152\" class=\"row_heading level0 row152\" >coef_M_112_114</th>\n",
-       "                        <td id=\"T_6dcd7_row152_col0\" class=\"data row152 col0\" >-0.133</td>\n",
-       "                        <td id=\"T_6dcd7_row152_col1\" class=\"data row152 col1\" > 0.365</td>\n",
-       "                        <td id=\"T_6dcd7_row152_col2\" class=\"data row152 col2\" >-0.37</td>\n",
-       "                        <td id=\"T_6dcd7_row152_col3\" class=\"data row152 col3\" ></td>\n",
-       "                        <td id=\"T_6dcd7_row152_col4\" class=\"data row152 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row152_col5\" class=\"data row152 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row153\" class=\"row_heading level0 row153\" >coef_M_666</th>\n",
-       "                        <td id=\"T_6dcd7_row153_col0\" class=\"data row153 col0\" >-0.391</td>\n",
-       "                        <td id=\"T_6dcd7_row153_col1\" class=\"data row153 col1\" > 0.00</td>\n",
-       "                        <td id=\"T_6dcd7_row153_col2\" class=\"data row153 col2\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row153_col3\" class=\"data row153 col3\" >[]</td>\n",
-       "                        <td id=\"T_6dcd7_row153_col4\" class=\"data row153 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_6dcd7_row153_col5\" class=\"data row153 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row154\" class=\"row_heading level0 row154\" >coef_M_xxxxx</th>\n",
-       "                        <td id=\"T_6dcd7_row154_col0\" class=\"data row154 col0\" >-0.0402</td>\n",
-       "                        <td id=\"T_6dcd7_row154_col1\" class=\"data row154 col1\" > 0.190</td>\n",
-       "                        <td id=\"T_6dcd7_row154_col2\" class=\"data row154 col2\" >-0.21</td>\n",
-       "                        <td id=\"T_6dcd7_row154_col3\" class=\"data row154 col3\" ></td>\n",
-       "                        <td id=\"T_6dcd7_row154_col4\" class=\"data row154 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row154_col5\" class=\"data row154 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row155\" class=\"row_heading level0 row155\" >coef_N_112_114</th>\n",
-       "                        <td id=\"T_6dcd7_row155_col0\" class=\"data row155 col0\" >-0.452</td>\n",
-       "                        <td id=\"T_6dcd7_row155_col1\" class=\"data row155 col1\" > 0.881</td>\n",
-       "                        <td id=\"T_6dcd7_row155_col2\" class=\"data row155 col2\" >-0.51</td>\n",
-       "                        <td id=\"T_6dcd7_row155_col3\" class=\"data row155 col3\" ></td>\n",
-       "                        <td id=\"T_6dcd7_row155_col4\" class=\"data row155 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row155_col5\" class=\"data row155 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row156\" class=\"row_heading level0 row156\" >coef_N_124_122_144</th>\n",
-       "                        <td id=\"T_6dcd7_row156_col0\" class=\"data row156 col0\" > 0.997</td>\n",
-       "                        <td id=\"T_6dcd7_row156_col1\" class=\"data row156 col1\" > 0.535</td>\n",
-       "                        <td id=\"T_6dcd7_row156_col2\" class=\"data row156 col2\" > 1.86</td>\n",
-       "                        <td id=\"T_6dcd7_row156_col3\" class=\"data row156 col3\" ></td>\n",
-       "                        <td id=\"T_6dcd7_row156_col4\" class=\"data row156 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row156_col5\" class=\"data row156 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row157\" class=\"row_heading level0 row157\" >coef_N_166</th>\n",
-       "                        <td id=\"T_6dcd7_row157_col0\" class=\"data row157 col0\" >-1.98</td>\n",
-       "                        <td id=\"T_6dcd7_row157_col1\" class=\"data row157 col1\" > 1.09e-05</td>\n",
-       "                        <td id=\"T_6dcd7_row157_col2\" class=\"data row157 col2\" >-BIG</td>\n",
-       "                        <td id=\"T_6dcd7_row157_col3\" class=\"data row157 col3\" >***</td>\n",
-       "                        <td id=\"T_6dcd7_row157_col4\" class=\"data row157 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row157_col5\" class=\"data row157 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row158\" class=\"row_heading level0 row158\" >coef_N_222_224_444</th>\n",
-       "                        <td id=\"T_6dcd7_row158_col0\" class=\"data row158 col0\" >-2.05</td>\n",
-       "                        <td id=\"T_6dcd7_row158_col1\" class=\"data row158 col1\" > 0.981</td>\n",
-       "                        <td id=\"T_6dcd7_row158_col2\" class=\"data row158 col2\" >-2.09</td>\n",
-       "                        <td id=\"T_6dcd7_row158_col3\" class=\"data row158 col3\" >*</td>\n",
-       "                        <td id=\"T_6dcd7_row158_col4\" class=\"data row158 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row158_col5\" class=\"data row158 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row159\" class=\"row_heading level0 row159\" >coef_N_246_226_446</th>\n",
-       "                        <td id=\"T_6dcd7_row159_col0\" class=\"data row159 col0\" >-0.859</td>\n",
-       "                        <td id=\"T_6dcd7_row159_col1\" class=\"data row159 col1\" > 2.50e-18</td>\n",
-       "                        <td id=\"T_6dcd7_row159_col2\" class=\"data row159 col2\" >-BIG</td>\n",
-       "                        <td id=\"T_6dcd7_row159_col3\" class=\"data row159 col3\" >***</td>\n",
-       "                        <td id=\"T_6dcd7_row159_col4\" class=\"data row159 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row159_col5\" class=\"data row159 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6dcd7_level0_row160\" class=\"row_heading level0 row160\" >coef_N_xxxxx</th>\n",
-       "                        <td id=\"T_6dcd7_row160_col0\" class=\"data row160 col0\" >-0.826</td>\n",
-       "                        <td id=\"T_6dcd7_row160_col1\" class=\"data row160 col1\" > 0.514</td>\n",
-       "                        <td id=\"T_6dcd7_row160_col2\" class=\"data row160 col2\" >-1.61</td>\n",
-       "                        <td id=\"T_6dcd7_row160_col3\" class=\"data row160 col3\" ></td>\n",
-       "                        <td id=\"T_6dcd7_row160_col4\" class=\"data row160 col4\" > NA</td>\n",
-       "                        <td id=\"T_6dcd7_row160_col5\" class=\"data row160 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "    </tbody></table>"
-      ],
-      "text/plain": [
-       "<pandas.io.formats.style.Styler at 0x7f9518b31d30>"
-      ]
-     },
-     "execution_count": 14,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "model.parameter_summary()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "colab_type": "text",
-    "id": "TojXWivZsx7M"
-   },
-   "source": [
-    "# Output Estimation Results"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 15,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "from larch.util.activitysim import update_coefficients\n",
-    "coefficients = update_coefficients(model, data)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 16,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "result_dir = data.edb_directory/'estimated'"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 17,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "os.makedirs(result_dir, exist_ok=True)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Write the re-estimated coefficients file"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 18,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "coefficients.reset_index().to_csv(\n",
-    "    result_dir/\"cdap_coefficients_revised.csv\", \n",
-    "    index=False,\n",
-    ")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Write the model estimation report, including coefficient t-statistic and log likelihood"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 19,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "for hh_size, submodel in enumerate(model, 1):\n",
-    "    if hh_size > 3: \n",
-    "        break \n",
-    "        # the largest HH sizes have massive model reports that \n",
-    "        # Excel doesn't handle well; review them in Jupyter \n",
-    "        # instead if you are interested\n",
-    "    submodel.to_xlsx(\n",
-    "        result_dir/f\"cdap_model_estimation_hhsize{hh_size}.xlsx\", \n",
-    "        data_statistics=False,\n",
-    "    )"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# Next Steps\n",
-    "\n",
-    "The final step is to either manually or automatically copy the `cdap_coefficients.csv_revised.csv` file to the configs folder, rename it to `cdap_coefficients.csv.csv`, and run ActivitySim in simulation mode."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 20,
-   "metadata": {},
-   "outputs": [
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#T_23189_row148_col3, #T_23189_row148_col4, #T_23189_row149_col0, #T_23189_row149_col1, #T_23189_row149_col2, #T_23189_row149_col3, #T_23189_row149_col4, #T_23189_row150_col0, #T_23189_row150_col1, #T_23189_row150_col2, #T_23189_row150_col3, #T_23189_row150_col4, #T_23189_row151_col0, #T_23189_row151_col1, #T_23189_row151_col2, #T_23189_row151_col3, #T_23189_row151_col4, #T_23189_row152_col0, #T_23189_row152_col1, #T_23189_row152_col2, #T_23189_row152_col3, #T_23189_row152_col4, #T_23189_row153_col0, #T_23189_row153_col1, #T_23189_row153_col2, #T_23189_row153_col3, #T_23189_row153_col4, #T_23189_row154_col0, #T_23189_row154_col1, #T_23189_row154_col2, #T_23189_row154_col3, #T_23189_row154_col4, #T_23189_row155_col0, #T_23189_row155_col1, #T_23189_row155_col2, #T_23189_row155_col3, #T_23189_row155_col4, #T_23189_row156_col0, #T_23189_row156_col1, #T_23189_row156_col2, #T_23189_row156_col3, #T_23189_row156_col4, #T_23189_row157_col0, #T_23189_row157_col1, #T_23189_row157_col2, #T_23189_row157_col3, #T_23189_row157_col4, #T_23189_row158_col0, #T_23189_row158_col1, #T_23189_row158_col2, #T_23189_row158_col3, #T_23189_row158_col4, #T_23189_row159_col0, #T_23189_row159_col1, #T_23189_row159_col2, #T_23189_row159_col3, #T_23189_row159_col4, #T_23189_row160_col0, #T_23189_row160_col1, #T_23189_row160_col2, #T_23189_row160_col3, #T_23189_row160_col4 {\n",
+       "  font-family: monospace;\n",
+       "}\n",
        "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
+       "<table id=\"T_23189\">\n",
        "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>coefficient_name</th>\n",
-       "      <th>value</th>\n",
-       "      <th>constrain</th>\n",
+       "    <tr>\n",
+       "      <th class=\"blank level0\" >&nbsp;</th>\n",
+       "      <th id=\"T_23189_level0_col0\" class=\"col_heading level0 col0\" >Value</th>\n",
+       "      <th id=\"T_23189_level0_col1\" class=\"col_heading level0 col1\" >Std Err</th>\n",
+       "      <th id=\"T_23189_level0_col2\" class=\"col_heading level0 col2\" >t Stat</th>\n",
+       "      <th id=\"T_23189_level0_col3\" class=\"col_heading level0 col3\" >Signif</th>\n",
+       "      <th id=\"T_23189_level0_col4\" class=\"col_heading level0 col4\" >Null Value</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th class=\"index_name level0\" >Parameter</th>\n",
+       "      <th class=\"blank col0\" >&nbsp;</th>\n",
+       "      <th class=\"blank col1\" >&nbsp;</th>\n",
+       "      <th class=\"blank col2\" >&nbsp;</th>\n",
+       "      <th class=\"blank col3\" >&nbsp;</th>\n",
+       "      <th class=\"blank col4\" >&nbsp;</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>coef_UNAVAILABLE</td>\n",
-       "      <td>-999.000000</td>\n",
-       "      <td>T</td>\n",
+       "      <th id=\"T_23189_level0_row0\" class=\"row_heading level0 row0\" >-999.0</th>\n",
+       "      <td id=\"T_23189_row0_col0\" class=\"data row0 col0\" >-999.</td>\n",
+       "      <td id=\"T_23189_row0_col1\" class=\"data row0 col1\" > 0.00</td>\n",
+       "      <td id=\"T_23189_row0_col2\" class=\"data row0 col2\" > NA</td>\n",
+       "      <td id=\"T_23189_row0_col3\" class=\"data row0 col3\" ></td>\n",
+       "      <td id=\"T_23189_row0_col4\" class=\"data row0 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>coef_full_time_worker_asc_M</td>\n",
-       "      <td>1.034987</td>\n",
-       "      <td>F</td>\n",
+       "      <th id=\"T_23189_level0_row1\" class=\"row_heading level0 row1\" >coef_H_11</th>\n",
+       "      <td id=\"T_23189_row1_col0\" class=\"data row1 col0\" > 1.45</td>\n",
+       "      <td id=\"T_23189_row1_col1\" class=\"data row1 col1\" > 0.0614</td>\n",
+       "      <td id=\"T_23189_row1_col2\" class=\"data row1 col2\" > 23.55</td>\n",
+       "      <td id=\"T_23189_row1_col3\" class=\"data row1 col3\" >***</td>\n",
+       "      <td id=\"T_23189_row1_col4\" class=\"data row1 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>coef_full_time_worker_asc_N</td>\n",
-       "      <td>0.742053</td>\n",
-       "      <td>F</td>\n",
+       "      <th id=\"T_23189_level0_row2\" class=\"row_heading level0 row2\" >coef_H_12</th>\n",
+       "      <td id=\"T_23189_row2_col0\" class=\"data row2 col0\" > 0.955</td>\n",
+       "      <td id=\"T_23189_row2_col1\" class=\"data row2 col1\" > 0.132</td>\n",
+       "      <td id=\"T_23189_row2_col2\" class=\"data row2 col2\" > 7.21</td>\n",
+       "      <td id=\"T_23189_row2_col3\" class=\"data row2 col3\" >***</td>\n",
+       "      <td id=\"T_23189_row2_col4\" class=\"data row2 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>coef_part_time_worker_asc_M</td>\n",
-       "      <td>4.900043</td>\n",
-       "      <td>F</td>\n",
+       "      <th id=\"T_23189_level0_row3\" class=\"row_heading level0 row3\" >coef_H_124_122_144</th>\n",
+       "      <td id=\"T_23189_row3_col0\" class=\"data row3 col0\" > 0.354</td>\n",
+       "      <td id=\"T_23189_row3_col1\" class=\"data row3 col1\" > 0.153</td>\n",
+       "      <td id=\"T_23189_row3_col2\" class=\"data row3 col2\" > 2.31</td>\n",
+       "      <td id=\"T_23189_row3_col3\" class=\"data row3 col3\" >*</td>\n",
+       "      <td id=\"T_23189_row3_col4\" class=\"data row3 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>coef_part_time_worker_asc_N</td>\n",
-       "      <td>0.659214</td>\n",
-       "      <td>F</td>\n",
+       "      <th id=\"T_23189_level0_row4\" class=\"row_heading level0 row4\" >coef_H_126_146</th>\n",
+       "      <td id=\"T_23189_row4_col0\" class=\"data row4 col0\" >-0.0134</td>\n",
+       "      <td id=\"T_23189_row4_col1\" class=\"data row4 col1\" > 0.336</td>\n",
+       "      <td id=\"T_23189_row4_col2\" class=\"data row4 col2\" >-0.04</td>\n",
+       "      <td id=\"T_23189_row4_col3\" class=\"data row4 col3\" ></td>\n",
+       "      <td id=\"T_23189_row4_col4\" class=\"data row4 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
+       "      <th id=\"T_23189_level0_row5\" class=\"row_heading level0 row5\" >coef_H_13</th>\n",
+       "      <td id=\"T_23189_row5_col0\" class=\"data row5 col0\" > 1.20</td>\n",
+       "      <td id=\"T_23189_row5_col1\" class=\"data row5 col1\" > 0.130</td>\n",
+       "      <td id=\"T_23189_row5_col2\" class=\"data row5 col2\" > 9.21</td>\n",
+       "      <td id=\"T_23189_row5_col3\" class=\"data row5 col3\" >***</td>\n",
+       "      <td id=\"T_23189_row5_col4\" class=\"data row5 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>161</th>\n",
-       "      <td>coef_N_xxxx</td>\n",
-       "      <td>-1.346000</td>\n",
-       "      <td>F</td>\n",
+       "      <th id=\"T_23189_level0_row6\" class=\"row_heading level0 row6\" >coef_H_14</th>\n",
+       "      <td id=\"T_23189_row6_col0\" class=\"data row6 col0\" > 0.998</td>\n",
+       "      <td id=\"T_23189_row6_col1\" class=\"data row6 col1\" > 0.0903</td>\n",
+       "      <td id=\"T_23189_row6_col2\" class=\"data row6 col2\" > 11.05</td>\n",
+       "      <td id=\"T_23189_row6_col3\" class=\"data row6 col3\" >***</td>\n",
+       "      <td id=\"T_23189_row6_col4\" class=\"data row6 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>162</th>\n",
-       "      <td>coef_H_xxxx</td>\n",
-       "      <td>-3.733000</td>\n",
-       "      <td>F</td>\n",
+       "      <th id=\"T_23189_level0_row7\" class=\"row_heading level0 row7\" >coef_H_15</th>\n",
+       "      <td id=\"T_23189_row7_col0\" class=\"data row7 col0\" > 1.18</td>\n",
+       "      <td id=\"T_23189_row7_col1\" class=\"data row7 col1\" > 0.0922</td>\n",
+       "      <td id=\"T_23189_row7_col2\" class=\"data row7 col2\" > 12.76</td>\n",
+       "      <td id=\"T_23189_row7_col3\" class=\"data row7 col3\" >***</td>\n",
+       "      <td id=\"T_23189_row7_col4\" class=\"data row7 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>163</th>\n",
-       "      <td>coef_M_xxxxx</td>\n",
-       "      <td>-0.040214</td>\n",
-       "      <td>F</td>\n",
+       "      <th id=\"T_23189_level0_row8\" class=\"row_heading level0 row8\" >coef_H_16</th>\n",
+       "      <td id=\"T_23189_row8_col0\" class=\"data row8 col0\" > 1.85</td>\n",
+       "      <td id=\"T_23189_row8_col1\" class=\"data row8 col1\" > 0.102</td>\n",
+       "      <td id=\"T_23189_row8_col2\" class=\"data row8 col2\" > 18.08</td>\n",
+       "      <td id=\"T_23189_row8_col3\" class=\"data row8 col3\" >***</td>\n",
+       "      <td id=\"T_23189_row8_col4\" class=\"data row8 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>164</th>\n",
-       "      <td>coef_N_xxxxx</td>\n",
-       "      <td>-0.825691</td>\n",
-       "      <td>F</td>\n",
+       "      <th id=\"T_23189_level0_row9\" class=\"row_heading level0 row9\" >coef_H_17</th>\n",
+       "      <td id=\"T_23189_row9_col0\" class=\"data row9 col0\" > 1.34</td>\n",
+       "      <td id=\"T_23189_row9_col1\" class=\"data row9 col1\" > 0.0557</td>\n",
+       "      <td id=\"T_23189_row9_col2\" class=\"data row9 col2\" > 24.07</td>\n",
+       "      <td id=\"T_23189_row9_col3\" class=\"data row9 col3\" >***</td>\n",
+       "      <td id=\"T_23189_row9_col4\" class=\"data row9 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>165</th>\n",
-       "      <td>coef_H_xxxxx</td>\n",
-       "      <td>-4.449197</td>\n",
-       "      <td>F</td>\n",
+       "      <th id=\"T_23189_level0_row10\" class=\"row_heading level0 row10\" >coef_H_18</th>\n",
+       "      <td id=\"T_23189_row10_col0\" class=\"data row10 col0\" > 0.803</td>\n",
+       "      <td id=\"T_23189_row10_col1\" class=\"data row10 col1\" > 0.109</td>\n",
+       "      <td id=\"T_23189_row10_col2\" class=\"data row10 col2\" > 7.36</td>\n",
+       "      <td id=\"T_23189_row10_col3\" class=\"data row10 col3\" >***</td>\n",
+       "      <td id=\"T_23189_row10_col4\" class=\"data row10 col4\" > 0.00</td>\n",
        "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>166 rows × 3 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                coefficient_name       value constrain\n",
-       "0               coef_UNAVAILABLE -999.000000         T\n",
-       "1    coef_full_time_worker_asc_M    1.034987         F\n",
-       "2    coef_full_time_worker_asc_N    0.742053         F\n",
-       "3    coef_part_time_worker_asc_M    4.900043         F\n",
-       "4    coef_part_time_worker_asc_N    0.659214         F\n",
-       "..                           ...         ...       ...\n",
-       "161                  coef_N_xxxx   -1.346000         F\n",
-       "162                  coef_H_xxxx   -3.733000         F\n",
-       "163                 coef_M_xxxxx   -0.040214         F\n",
-       "164                 coef_N_xxxxx   -0.825691         F\n",
-       "165                 coef_H_xxxxx   -4.449197         F\n",
-       "\n",
-       "[166 rows x 3 columns]"
-      ]
-     },
-     "execution_count": 20,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "pd.read_csv(result_dir/\"cdap_coefficients_revised.csv\")"
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row11\" class=\"row_heading level0 row11\" >coef_H_22</th>\n",
+       "      <td id=\"T_23189_row11_col0\" class=\"data row11 col0\" > 1.66</td>\n",
+       "      <td id=\"T_23189_row11_col1\" class=\"data row11 col1\" > 0.215</td>\n",
+       "      <td id=\"T_23189_row11_col2\" class=\"data row11 col2\" > 7.76</td>\n",
+       "      <td id=\"T_23189_row11_col3\" class=\"data row11 col3\" >***</td>\n",
+       "      <td id=\"T_23189_row11_col4\" class=\"data row11 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row12\" class=\"row_heading level0 row12\" >coef_H_222_224_244</th>\n",
+       "      <td id=\"T_23189_row12_col0\" class=\"data row12 col0\" > 0.0747</td>\n",
+       "      <td id=\"T_23189_row12_col1\" class=\"data row12 col1\" > 0.225</td>\n",
+       "      <td id=\"T_23189_row12_col2\" class=\"data row12 col2\" > 0.33</td>\n",
+       "      <td id=\"T_23189_row12_col3\" class=\"data row12 col3\" ></td>\n",
+       "      <td id=\"T_23189_row12_col4\" class=\"data row12 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row13\" class=\"row_heading level0 row13\" >coef_H_226_246_446</th>\n",
+       "      <td id=\"T_23189_row13_col0\" class=\"data row13 col0\" > 0.0745</td>\n",
+       "      <td id=\"T_23189_row13_col1\" class=\"data row13 col1\" > 0.683</td>\n",
+       "      <td id=\"T_23189_row13_col2\" class=\"data row13 col2\" > 0.11</td>\n",
+       "      <td id=\"T_23189_row13_col3\" class=\"data row13 col3\" ></td>\n",
+       "      <td id=\"T_23189_row13_col4\" class=\"data row13 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row14\" class=\"row_heading level0 row14\" >coef_H_23</th>\n",
+       "      <td id=\"T_23189_row14_col0\" class=\"data row14 col0\" > 1.68</td>\n",
+       "      <td id=\"T_23189_row14_col1\" class=\"data row14 col1\" > 0.209</td>\n",
+       "      <td id=\"T_23189_row14_col2\" class=\"data row14 col2\" > 8.02</td>\n",
+       "      <td id=\"T_23189_row14_col3\" class=\"data row14 col3\" >***</td>\n",
+       "      <td id=\"T_23189_row14_col4\" class=\"data row14 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row15\" class=\"row_heading level0 row15\" >coef_H_24</th>\n",
+       "      <td id=\"T_23189_row15_col0\" class=\"data row15 col0\" > 1.20</td>\n",
+       "      <td id=\"T_23189_row15_col1\" class=\"data row15 col1\" > 0.165</td>\n",
+       "      <td id=\"T_23189_row15_col2\" class=\"data row15 col2\" > 7.27</td>\n",
+       "      <td id=\"T_23189_row15_col3\" class=\"data row15 col3\" >***</td>\n",
+       "      <td id=\"T_23189_row15_col4\" class=\"data row15 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row16\" class=\"row_heading level0 row16\" >coef_H_25</th>\n",
+       "      <td id=\"T_23189_row16_col0\" class=\"data row16 col0\" >-0.0811</td>\n",
+       "      <td id=\"T_23189_row16_col1\" class=\"data row16 col1\" > 0.278</td>\n",
+       "      <td id=\"T_23189_row16_col2\" class=\"data row16 col2\" >-0.29</td>\n",
+       "      <td id=\"T_23189_row16_col3\" class=\"data row16 col3\" ></td>\n",
+       "      <td id=\"T_23189_row16_col4\" class=\"data row16 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row17\" class=\"row_heading level0 row17\" >coef_H_26</th>\n",
+       "      <td id=\"T_23189_row17_col0\" class=\"data row17 col0\" > 2.83</td>\n",
+       "      <td id=\"T_23189_row17_col1\" class=\"data row17 col1\" > 0.239</td>\n",
+       "      <td id=\"T_23189_row17_col2\" class=\"data row17 col2\" > 11.83</td>\n",
+       "      <td id=\"T_23189_row17_col3\" class=\"data row17 col3\" >***</td>\n",
+       "      <td id=\"T_23189_row17_col4\" class=\"data row17 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row18\" class=\"row_heading level0 row18\" >coef_H_266_466</th>\n",
+       "      <td id=\"T_23189_row18_col0\" class=\"data row18 col0\" > 1.24</td>\n",
+       "      <td id=\"T_23189_row18_col1\" class=\"data row18 col1\" > 0.650</td>\n",
+       "      <td id=\"T_23189_row18_col2\" class=\"data row18 col2\" > 1.91</td>\n",
+       "      <td id=\"T_23189_row18_col3\" class=\"data row18 col3\" ></td>\n",
+       "      <td id=\"T_23189_row18_col4\" class=\"data row18 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row19\" class=\"row_heading level0 row19\" >coef_H_27</th>\n",
+       "      <td id=\"T_23189_row19_col0\" class=\"data row19 col0\" > 0.803</td>\n",
+       "      <td id=\"T_23189_row19_col1\" class=\"data row19 col1\" > 0.158</td>\n",
+       "      <td id=\"T_23189_row19_col2\" class=\"data row19 col2\" > 5.08</td>\n",
+       "      <td id=\"T_23189_row19_col3\" class=\"data row19 col3\" >***</td>\n",
+       "      <td id=\"T_23189_row19_col4\" class=\"data row19 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row20\" class=\"row_heading level0 row20\" >coef_H_28</th>\n",
+       "      <td id=\"T_23189_row20_col0\" class=\"data row20 col0\" > 0.941</td>\n",
+       "      <td id=\"T_23189_row20_col1\" class=\"data row20 col1\" > 0.187</td>\n",
+       "      <td id=\"T_23189_row20_col2\" class=\"data row20 col2\" > 5.05</td>\n",
+       "      <td id=\"T_23189_row20_col3\" class=\"data row20 col3\" >***</td>\n",
+       "      <td id=\"T_23189_row20_col4\" class=\"data row20 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row21\" class=\"row_heading level0 row21\" >coef_H_33</th>\n",
+       "      <td id=\"T_23189_row21_col0\" class=\"data row21 col0\" > 0.359</td>\n",
+       "      <td id=\"T_23189_row21_col1\" class=\"data row21 col1\" > 0.448</td>\n",
+       "      <td id=\"T_23189_row21_col2\" class=\"data row21 col2\" > 0.80</td>\n",
+       "      <td id=\"T_23189_row21_col3\" class=\"data row21 col3\" ></td>\n",
+       "      <td id=\"T_23189_row21_col4\" class=\"data row21 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row22\" class=\"row_heading level0 row22\" >coef_H_34</th>\n",
+       "      <td id=\"T_23189_row22_col0\" class=\"data row22 col0\" > 1.54</td>\n",
+       "      <td id=\"T_23189_row22_col1\" class=\"data row22 col1\" > 0.131</td>\n",
+       "      <td id=\"T_23189_row22_col2\" class=\"data row22 col2\" > 11.80</td>\n",
+       "      <td id=\"T_23189_row22_col3\" class=\"data row22 col3\" >***</td>\n",
+       "      <td id=\"T_23189_row22_col4\" class=\"data row22 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row23\" class=\"row_heading level0 row23\" >coef_H_35</th>\n",
+       "      <td id=\"T_23189_row23_col0\" class=\"data row23 col0\" > 0.211</td>\n",
+       "      <td id=\"T_23189_row23_col1\" class=\"data row23 col1\" > 0.389</td>\n",
+       "      <td id=\"T_23189_row23_col2\" class=\"data row23 col2\" > 0.54</td>\n",
+       "      <td id=\"T_23189_row23_col3\" class=\"data row23 col3\" ></td>\n",
+       "      <td id=\"T_23189_row23_col4\" class=\"data row23 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row24\" class=\"row_heading level0 row24\" >coef_H_36</th>\n",
+       "      <td id=\"T_23189_row24_col0\" class=\"data row24 col0\" > 1.55</td>\n",
+       "      <td id=\"T_23189_row24_col1\" class=\"data row24 col1\" > 2.55e-13</td>\n",
+       "      <td id=\"T_23189_row24_col2\" class=\"data row24 col2\" > BIG</td>\n",
+       "      <td id=\"T_23189_row24_col3\" class=\"data row24 col3\" >***</td>\n",
+       "      <td id=\"T_23189_row24_col4\" class=\"data row24 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row25\" class=\"row_heading level0 row25\" >coef_H_37</th>\n",
+       "      <td id=\"T_23189_row25_col0\" class=\"data row25 col0\" > 1.55</td>\n",
+       "      <td id=\"T_23189_row25_col1\" class=\"data row25 col1\" > NA</td>\n",
+       "      <td id=\"T_23189_row25_col2\" class=\"data row25 col2\" > NA</td>\n",
+       "      <td id=\"T_23189_row25_col3\" class=\"data row25 col3\" ></td>\n",
+       "      <td id=\"T_23189_row25_col4\" class=\"data row25 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row26\" class=\"row_heading level0 row26\" >coef_H_38</th>\n",
+       "      <td id=\"T_23189_row26_col0\" class=\"data row26 col0\" > 1.34</td>\n",
+       "      <td id=\"T_23189_row26_col1\" class=\"data row26 col1\" > NA</td>\n",
+       "      <td id=\"T_23189_row26_col2\" class=\"data row26 col2\" > NA</td>\n",
+       "      <td id=\"T_23189_row26_col3\" class=\"data row26 col3\" ></td>\n",
+       "      <td id=\"T_23189_row26_col4\" class=\"data row26 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row27\" class=\"row_heading level0 row27\" >coef_H_44</th>\n",
+       "      <td id=\"T_23189_row27_col0\" class=\"data row27 col0\" > 1.09</td>\n",
+       "      <td id=\"T_23189_row27_col1\" class=\"data row27 col1\" > 0.0884</td>\n",
+       "      <td id=\"T_23189_row27_col2\" class=\"data row27 col2\" > 12.29</td>\n",
+       "      <td id=\"T_23189_row27_col3\" class=\"data row27 col3\" >***</td>\n",
+       "      <td id=\"T_23189_row27_col4\" class=\"data row27 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row28\" class=\"row_heading level0 row28\" >coef_H_45</th>\n",
+       "      <td id=\"T_23189_row28_col0\" class=\"data row28 col0\" > 1.13</td>\n",
+       "      <td id=\"T_23189_row28_col1\" class=\"data row28 col1\" > 0.139</td>\n",
+       "      <td id=\"T_23189_row28_col2\" class=\"data row28 col2\" > 8.18</td>\n",
+       "      <td id=\"T_23189_row28_col3\" class=\"data row28 col3\" >***</td>\n",
+       "      <td id=\"T_23189_row28_col4\" class=\"data row28 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row29\" class=\"row_heading level0 row29\" >coef_H_46</th>\n",
+       "      <td id=\"T_23189_row29_col0\" class=\"data row29 col0\" > 0.524</td>\n",
+       "      <td id=\"T_23189_row29_col1\" class=\"data row29 col1\" > 9.04e-13</td>\n",
+       "      <td id=\"T_23189_row29_col2\" class=\"data row29 col2\" > BIG</td>\n",
+       "      <td id=\"T_23189_row29_col3\" class=\"data row29 col3\" >***</td>\n",
+       "      <td id=\"T_23189_row29_col4\" class=\"data row29 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row30\" class=\"row_heading level0 row30\" >coef_H_47</th>\n",
+       "      <td id=\"T_23189_row30_col0\" class=\"data row30 col0\" > 0.811</td>\n",
+       "      <td id=\"T_23189_row30_col1\" class=\"data row30 col1\" > 4.46e-13</td>\n",
+       "      <td id=\"T_23189_row30_col2\" class=\"data row30 col2\" > BIG</td>\n",
+       "      <td id=\"T_23189_row30_col3\" class=\"data row30 col3\" >***</td>\n",
+       "      <td id=\"T_23189_row30_col4\" class=\"data row30 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row31\" class=\"row_heading level0 row31\" >coef_H_48</th>\n",
+       "      <td id=\"T_23189_row31_col0\" class=\"data row31 col0\" > 1.17</td>\n",
+       "      <td id=\"T_23189_row31_col1\" class=\"data row31 col1\" > 2.26e-13</td>\n",
+       "      <td id=\"T_23189_row31_col2\" class=\"data row31 col2\" > BIG</td>\n",
+       "      <td id=\"T_23189_row31_col3\" class=\"data row31 col3\" >***</td>\n",
+       "      <td id=\"T_23189_row31_col4\" class=\"data row31 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row32\" class=\"row_heading level0 row32\" >coef_H_55</th>\n",
+       "      <td id=\"T_23189_row32_col0\" class=\"data row32 col0\" > 1.22</td>\n",
+       "      <td id=\"T_23189_row32_col1\" class=\"data row32 col1\" > 0.166</td>\n",
+       "      <td id=\"T_23189_row32_col2\" class=\"data row32 col2\" > 7.37</td>\n",
+       "      <td id=\"T_23189_row32_col3\" class=\"data row32 col3\" >***</td>\n",
+       "      <td id=\"T_23189_row32_col4\" class=\"data row32 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row33\" class=\"row_heading level0 row33\" >coef_H_56_57_58</th>\n",
+       "      <td id=\"T_23189_row33_col0\" class=\"data row33 col0\" > 0.863</td>\n",
+       "      <td id=\"T_23189_row33_col1\" class=\"data row33 col1\" > 1.52e-13</td>\n",
+       "      <td id=\"T_23189_row33_col2\" class=\"data row33 col2\" > BIG</td>\n",
+       "      <td id=\"T_23189_row33_col3\" class=\"data row33 col3\" >***</td>\n",
+       "      <td id=\"T_23189_row33_col4\" class=\"data row33 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row34\" class=\"row_heading level0 row34\" >coef_H_66</th>\n",
+       "      <td id=\"T_23189_row34_col0\" class=\"data row34 col0\" > 1.36</td>\n",
+       "      <td id=\"T_23189_row34_col1\" class=\"data row34 col1\" > 0.299</td>\n",
+       "      <td id=\"T_23189_row34_col2\" class=\"data row34 col2\" > 4.56</td>\n",
+       "      <td id=\"T_23189_row34_col3\" class=\"data row34 col3\" >***</td>\n",
+       "      <td id=\"T_23189_row34_col4\" class=\"data row34 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row35\" class=\"row_heading level0 row35\" >coef_H_67</th>\n",
+       "      <td id=\"T_23189_row35_col0\" class=\"data row35 col0\" > 1.29</td>\n",
+       "      <td id=\"T_23189_row35_col1\" class=\"data row35 col1\" > 0.385</td>\n",
+       "      <td id=\"T_23189_row35_col2\" class=\"data row35 col2\" > 3.35</td>\n",
+       "      <td id=\"T_23189_row35_col3\" class=\"data row35 col3\" >***</td>\n",
+       "      <td id=\"T_23189_row35_col4\" class=\"data row35 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row36\" class=\"row_heading level0 row36\" >coef_H_68</th>\n",
+       "      <td id=\"T_23189_row36_col0\" class=\"data row36 col0\" > 1.39</td>\n",
+       "      <td id=\"T_23189_row36_col1\" class=\"data row36 col1\" > 0.755</td>\n",
+       "      <td id=\"T_23189_row36_col2\" class=\"data row36 col2\" > 1.85</td>\n",
+       "      <td id=\"T_23189_row36_col3\" class=\"data row36 col3\" ></td>\n",
+       "      <td id=\"T_23189_row36_col4\" class=\"data row36 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row37\" class=\"row_heading level0 row37\" >coef_H_77</th>\n",
+       "      <td id=\"T_23189_row37_col0\" class=\"data row37 col0\" > 2.43</td>\n",
+       "      <td id=\"T_23189_row37_col1\" class=\"data row37 col1\" > 0.0802</td>\n",
+       "      <td id=\"T_23189_row37_col2\" class=\"data row37 col2\" > 30.27</td>\n",
+       "      <td id=\"T_23189_row37_col3\" class=\"data row37 col3\" >***</td>\n",
+       "      <td id=\"T_23189_row37_col4\" class=\"data row37 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row38\" class=\"row_heading level0 row38\" >coef_H_78</th>\n",
+       "      <td id=\"T_23189_row38_col0\" class=\"data row38 col0\" > 1.21</td>\n",
+       "      <td id=\"T_23189_row38_col1\" class=\"data row38 col1\" > 0.157</td>\n",
+       "      <td id=\"T_23189_row38_col2\" class=\"data row38 col2\" > 7.72</td>\n",
+       "      <td id=\"T_23189_row38_col3\" class=\"data row38 col3\" >***</td>\n",
+       "      <td id=\"T_23189_row38_col4\" class=\"data row38 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row39\" class=\"row_heading level0 row39\" >coef_H_88</th>\n",
+       "      <td id=\"T_23189_row39_col0\" class=\"data row39 col0\" > 0.944</td>\n",
+       "      <td id=\"T_23189_row39_col1\" class=\"data row39 col1\" > 0.218</td>\n",
+       "      <td id=\"T_23189_row39_col2\" class=\"data row39 col2\" > 4.33</td>\n",
+       "      <td id=\"T_23189_row39_col3\" class=\"data row39 col3\" >***</td>\n",
+       "      <td id=\"T_23189_row39_col4\" class=\"data row39 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row40\" class=\"row_heading level0 row40\" >coef_H_xxxxx</th>\n",
+       "      <td id=\"T_23189_row40_col0\" class=\"data row40 col0\" >-3.46</td>\n",
+       "      <td id=\"T_23189_row40_col1\" class=\"data row40 col1\" > 0.269</td>\n",
+       "      <td id=\"T_23189_row40_col2\" class=\"data row40 col2\" >-12.86</td>\n",
+       "      <td id=\"T_23189_row40_col3\" class=\"data row40 col3\" >***</td>\n",
+       "      <td id=\"T_23189_row40_col4\" class=\"data row40 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row41\" class=\"row_heading level0 row41\" >coef_M_11</th>\n",
+       "      <td id=\"T_23189_row41_col0\" class=\"data row41 col0\" > 0.00775</td>\n",
+       "      <td id=\"T_23189_row41_col1\" class=\"data row41 col1\" > 0.0439</td>\n",
+       "      <td id=\"T_23189_row41_col2\" class=\"data row41 col2\" > 0.18</td>\n",
+       "      <td id=\"T_23189_row41_col3\" class=\"data row41 col3\" ></td>\n",
+       "      <td id=\"T_23189_row41_col4\" class=\"data row41 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row42\" class=\"row_heading level0 row42\" >coef_M_111</th>\n",
+       "      <td id=\"T_23189_row42_col0\" class=\"data row42 col0\" > 0.158</td>\n",
+       "      <td id=\"T_23189_row42_col1\" class=\"data row42 col1\" > 0.0551</td>\n",
+       "      <td id=\"T_23189_row42_col2\" class=\"data row42 col2\" > 2.87</td>\n",
+       "      <td id=\"T_23189_row42_col3\" class=\"data row42 col3\" >**</td>\n",
+       "      <td id=\"T_23189_row42_col4\" class=\"data row42 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row43\" class=\"row_heading level0 row43\" >coef_M_112_114</th>\n",
+       "      <td id=\"T_23189_row43_col0\" class=\"data row43 col0\" > 0.297</td>\n",
+       "      <td id=\"T_23189_row43_col1\" class=\"data row43 col1\" > 0.0900</td>\n",
+       "      <td id=\"T_23189_row43_col2\" class=\"data row43 col2\" > 3.30</td>\n",
+       "      <td id=\"T_23189_row43_col3\" class=\"data row43 col3\" >***</td>\n",
+       "      <td id=\"T_23189_row43_col4\" class=\"data row43 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row44\" class=\"row_heading level0 row44\" >coef_M_12</th>\n",
+       "      <td id=\"T_23189_row44_col0\" class=\"data row44 col0\" >-0.109</td>\n",
+       "      <td id=\"T_23189_row44_col1\" class=\"data row44 col1\" > 0.0595</td>\n",
+       "      <td id=\"T_23189_row44_col2\" class=\"data row44 col2\" >-1.83</td>\n",
+       "      <td id=\"T_23189_row44_col3\" class=\"data row44 col3\" ></td>\n",
+       "      <td id=\"T_23189_row44_col4\" class=\"data row44 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row45\" class=\"row_heading level0 row45\" >coef_M_13</th>\n",
+       "      <td id=\"T_23189_row45_col0\" class=\"data row45 col0\" > 0.195</td>\n",
+       "      <td id=\"T_23189_row45_col1\" class=\"data row45 col1\" > 0.0448</td>\n",
+       "      <td id=\"T_23189_row45_col2\" class=\"data row45 col2\" > 4.36</td>\n",
+       "      <td id=\"T_23189_row45_col3\" class=\"data row45 col3\" >***</td>\n",
+       "      <td id=\"T_23189_row45_col4\" class=\"data row45 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row46\" class=\"row_heading level0 row46\" >coef_M_16</th>\n",
+       "      <td id=\"T_23189_row46_col0\" class=\"data row46 col0\" > 0.158</td>\n",
+       "      <td id=\"T_23189_row46_col1\" class=\"data row46 col1\" > 0.0607</td>\n",
+       "      <td id=\"T_23189_row46_col2\" class=\"data row46 col2\" > 2.61</td>\n",
+       "      <td id=\"T_23189_row46_col3\" class=\"data row46 col3\" >**</td>\n",
+       "      <td id=\"T_23189_row46_col4\" class=\"data row46 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row47\" class=\"row_heading level0 row47\" >coef_M_17</th>\n",
+       "      <td id=\"T_23189_row47_col0\" class=\"data row47 col0\" > 0.0366</td>\n",
+       "      <td id=\"T_23189_row47_col1\" class=\"data row47 col1\" > 0.0286</td>\n",
+       "      <td id=\"T_23189_row47_col2\" class=\"data row47 col2\" > 1.28</td>\n",
+       "      <td id=\"T_23189_row47_col3\" class=\"data row47 col3\" ></td>\n",
+       "      <td id=\"T_23189_row47_col4\" class=\"data row47 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row48\" class=\"row_heading level0 row48\" >coef_M_18</th>\n",
+       "      <td id=\"T_23189_row48_col0\" class=\"data row48 col0\" > 0.373</td>\n",
+       "      <td id=\"T_23189_row48_col1\" class=\"data row48 col1\" > 0.0438</td>\n",
+       "      <td id=\"T_23189_row48_col2\" class=\"data row48 col2\" > 8.53</td>\n",
+       "      <td id=\"T_23189_row48_col3\" class=\"data row48 col3\" >***</td>\n",
+       "      <td id=\"T_23189_row48_col4\" class=\"data row48 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row49\" class=\"row_heading level0 row49\" >coef_M_22</th>\n",
+       "      <td id=\"T_23189_row49_col0\" class=\"data row49 col0\" > 0.964</td>\n",
+       "      <td id=\"T_23189_row49_col1\" class=\"data row49 col1\" > 0.0932</td>\n",
+       "      <td id=\"T_23189_row49_col2\" class=\"data row49 col2\" > 10.34</td>\n",
+       "      <td id=\"T_23189_row49_col3\" class=\"data row49 col3\" >***</td>\n",
+       "      <td id=\"T_23189_row49_col4\" class=\"data row49 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row50\" class=\"row_heading level0 row50\" >coef_M_23</th>\n",
+       "      <td id=\"T_23189_row50_col0\" class=\"data row50 col0\" > 0.107</td>\n",
+       "      <td id=\"T_23189_row50_col1\" class=\"data row50 col1\" > 0.0905</td>\n",
+       "      <td id=\"T_23189_row50_col2\" class=\"data row50 col2\" > 1.18</td>\n",
+       "      <td id=\"T_23189_row50_col3\" class=\"data row50 col3\" ></td>\n",
+       "      <td id=\"T_23189_row50_col4\" class=\"data row50 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row51\" class=\"row_heading level0 row51\" >coef_M_26</th>\n",
+       "      <td id=\"T_23189_row51_col0\" class=\"data row51 col0\" > 0.775</td>\n",
+       "      <td id=\"T_23189_row51_col1\" class=\"data row51 col1\" > 0.129</td>\n",
+       "      <td id=\"T_23189_row51_col2\" class=\"data row51 col2\" > 5.99</td>\n",
+       "      <td id=\"T_23189_row51_col3\" class=\"data row51 col3\" >***</td>\n",
+       "      <td id=\"T_23189_row51_col4\" class=\"data row51 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row52\" class=\"row_heading level0 row52\" >coef_M_27</th>\n",
+       "      <td id=\"T_23189_row52_col0\" class=\"data row52 col0\" > 0.0971</td>\n",
+       "      <td id=\"T_23189_row52_col1\" class=\"data row52 col1\" > 0.0483</td>\n",
+       "      <td id=\"T_23189_row52_col2\" class=\"data row52 col2\" > 2.01</td>\n",
+       "      <td id=\"T_23189_row52_col3\" class=\"data row52 col3\" >*</td>\n",
+       "      <td id=\"T_23189_row52_col4\" class=\"data row52 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row53\" class=\"row_heading level0 row53\" >coef_M_28</th>\n",
+       "      <td id=\"T_23189_row53_col0\" class=\"data row53 col0\" > 0.515</td>\n",
+       "      <td id=\"T_23189_row53_col1\" class=\"data row53 col1\" > 0.0771</td>\n",
+       "      <td id=\"T_23189_row53_col2\" class=\"data row53 col2\" > 6.68</td>\n",
+       "      <td id=\"T_23189_row53_col3\" class=\"data row53 col3\" >***</td>\n",
+       "      <td id=\"T_23189_row53_col4\" class=\"data row53 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row54\" class=\"row_heading level0 row54\" >coef_M_33</th>\n",
+       "      <td id=\"T_23189_row54_col0\" class=\"data row54 col0\" > 0.671</td>\n",
+       "      <td id=\"T_23189_row54_col1\" class=\"data row54 col1\" > 0.0861</td>\n",
+       "      <td id=\"T_23189_row54_col2\" class=\"data row54 col2\" > 7.79</td>\n",
+       "      <td id=\"T_23189_row54_col3\" class=\"data row54 col3\" >***</td>\n",
+       "      <td id=\"T_23189_row54_col4\" class=\"data row54 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row55\" class=\"row_heading level0 row55\" >coef_M_36</th>\n",
+       "      <td id=\"T_23189_row55_col0\" class=\"data row55 col0\" >-0.00210</td>\n",
+       "      <td id=\"T_23189_row55_col1\" class=\"data row55 col1\" > NA</td>\n",
+       "      <td id=\"T_23189_row55_col2\" class=\"data row55 col2\" > NA</td>\n",
+       "      <td id=\"T_23189_row55_col3\" class=\"data row55 col3\" ></td>\n",
+       "      <td id=\"T_23189_row55_col4\" class=\"data row55 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row56\" class=\"row_heading level0 row56\" >coef_M_37</th>\n",
+       "      <td id=\"T_23189_row56_col0\" class=\"data row56 col0\" > 0.297</td>\n",
+       "      <td id=\"T_23189_row56_col1\" class=\"data row56 col1\" > 3.78e-13</td>\n",
+       "      <td id=\"T_23189_row56_col2\" class=\"data row56 col2\" > BIG</td>\n",
+       "      <td id=\"T_23189_row56_col3\" class=\"data row56 col3\" >***</td>\n",
+       "      <td id=\"T_23189_row56_col4\" class=\"data row56 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row57\" class=\"row_heading level0 row57\" >coef_M_38</th>\n",
+       "      <td id=\"T_23189_row57_col0\" class=\"data row57 col0\" > 0.225</td>\n",
+       "      <td id=\"T_23189_row57_col1\" class=\"data row57 col1\" > 9.09e-14</td>\n",
+       "      <td id=\"T_23189_row57_col2\" class=\"data row57 col2\" > BIG</td>\n",
+       "      <td id=\"T_23189_row57_col3\" class=\"data row57 col3\" >***</td>\n",
+       "      <td id=\"T_23189_row57_col4\" class=\"data row57 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row58\" class=\"row_heading level0 row58\" >coef_M_66</th>\n",
+       "      <td id=\"T_23189_row58_col0\" class=\"data row58 col0\" > 0.0385</td>\n",
+       "      <td id=\"T_23189_row58_col1\" class=\"data row58 col1\" > 0.239</td>\n",
+       "      <td id=\"T_23189_row58_col2\" class=\"data row58 col2\" > 0.16</td>\n",
+       "      <td id=\"T_23189_row58_col3\" class=\"data row58 col3\" ></td>\n",
+       "      <td id=\"T_23189_row58_col4\" class=\"data row58 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row59\" class=\"row_heading level0 row59\" >coef_M_666</th>\n",
+       "      <td id=\"T_23189_row59_col0\" class=\"data row59 col0\" >-0.673</td>\n",
+       "      <td id=\"T_23189_row59_col1\" class=\"data row59 col1\" > 1.46</td>\n",
+       "      <td id=\"T_23189_row59_col2\" class=\"data row59 col2\" >-0.46</td>\n",
+       "      <td id=\"T_23189_row59_col3\" class=\"data row59 col3\" ></td>\n",
+       "      <td id=\"T_23189_row59_col4\" class=\"data row59 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row60\" class=\"row_heading level0 row60\" >coef_M_67</th>\n",
+       "      <td id=\"T_23189_row60_col0\" class=\"data row60 col0\" > 0.274</td>\n",
+       "      <td id=\"T_23189_row60_col1\" class=\"data row60 col1\" > 0.359</td>\n",
+       "      <td id=\"T_23189_row60_col2\" class=\"data row60 col2\" > 0.76</td>\n",
+       "      <td id=\"T_23189_row60_col3\" class=\"data row60 col3\" ></td>\n",
+       "      <td id=\"T_23189_row60_col4\" class=\"data row60 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row61\" class=\"row_heading level0 row61\" >coef_M_68</th>\n",
+       "      <td id=\"T_23189_row61_col0\" class=\"data row61 col0\" > 0.691</td>\n",
+       "      <td id=\"T_23189_row61_col1\" class=\"data row61 col1\" > 0.457</td>\n",
+       "      <td id=\"T_23189_row61_col2\" class=\"data row61 col2\" > 1.51</td>\n",
+       "      <td id=\"T_23189_row61_col3\" class=\"data row61 col3\" ></td>\n",
+       "      <td id=\"T_23189_row61_col4\" class=\"data row61 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row62\" class=\"row_heading level0 row62\" >coef_M_77</th>\n",
+       "      <td id=\"T_23189_row62_col0\" class=\"data row62 col0\" > 0.700</td>\n",
+       "      <td id=\"T_23189_row62_col1\" class=\"data row62 col1\" > 0.0584</td>\n",
+       "      <td id=\"T_23189_row62_col2\" class=\"data row62 col2\" > 11.99</td>\n",
+       "      <td id=\"T_23189_row62_col3\" class=\"data row62 col3\" >***</td>\n",
+       "      <td id=\"T_23189_row62_col4\" class=\"data row62 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row63\" class=\"row_heading level0 row63\" >coef_M_78</th>\n",
+       "      <td id=\"T_23189_row63_col0\" class=\"data row63 col0\" > 0.141</td>\n",
+       "      <td id=\"T_23189_row63_col1\" class=\"data row63 col1\" > 0.0957</td>\n",
+       "      <td id=\"T_23189_row63_col2\" class=\"data row63 col2\" > 1.48</td>\n",
+       "      <td id=\"T_23189_row63_col3\" class=\"data row63 col3\" ></td>\n",
+       "      <td id=\"T_23189_row63_col4\" class=\"data row63 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row64\" class=\"row_heading level0 row64\" >coef_M_88</th>\n",
+       "      <td id=\"T_23189_row64_col0\" class=\"data row64 col0\" > 1.33</td>\n",
+       "      <td id=\"T_23189_row64_col1\" class=\"data row64 col1\" > 0.0903</td>\n",
+       "      <td id=\"T_23189_row64_col2\" class=\"data row64 col2\" > 14.70</td>\n",
+       "      <td id=\"T_23189_row64_col3\" class=\"data row64 col3\" >***</td>\n",
+       "      <td id=\"T_23189_row64_col4\" class=\"data row64 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row65\" class=\"row_heading level0 row65\" >coef_M_xxxxx</th>\n",
+       "      <td id=\"T_23189_row65_col0\" class=\"data row65 col0\" > 0.103</td>\n",
+       "      <td id=\"T_23189_row65_col1\" class=\"data row65 col1\" > 0.0498</td>\n",
+       "      <td id=\"T_23189_row65_col2\" class=\"data row65 col2\" > 2.07</td>\n",
+       "      <td id=\"T_23189_row65_col3\" class=\"data row65 col3\" >*</td>\n",
+       "      <td id=\"T_23189_row65_col4\" class=\"data row65 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row66\" class=\"row_heading level0 row66\" >coef_N_11</th>\n",
+       "      <td id=\"T_23189_row66_col0\" class=\"data row66 col0\" > 0.914</td>\n",
+       "      <td id=\"T_23189_row66_col1\" class=\"data row66 col1\" > 0.0818</td>\n",
+       "      <td id=\"T_23189_row66_col2\" class=\"data row66 col2\" > 11.17</td>\n",
+       "      <td id=\"T_23189_row66_col3\" class=\"data row66 col3\" >***</td>\n",
+       "      <td id=\"T_23189_row66_col4\" class=\"data row66 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row67\" class=\"row_heading level0 row67\" >coef_N_112_114</th>\n",
+       "      <td id=\"T_23189_row67_col0\" class=\"data row67 col0\" > 0.103</td>\n",
+       "      <td id=\"T_23189_row67_col1\" class=\"data row67 col1\" > 0.173</td>\n",
+       "      <td id=\"T_23189_row67_col2\" class=\"data row67 col2\" > 0.60</td>\n",
+       "      <td id=\"T_23189_row67_col3\" class=\"data row67 col3\" ></td>\n",
+       "      <td id=\"T_23189_row67_col4\" class=\"data row67 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row68\" class=\"row_heading level0 row68\" >coef_N_12</th>\n",
+       "      <td id=\"T_23189_row68_col0\" class=\"data row68 col0\" > 0.465</td>\n",
+       "      <td id=\"T_23189_row68_col1\" class=\"data row68 col1\" > 0.111</td>\n",
+       "      <td id=\"T_23189_row68_col2\" class=\"data row68 col2\" > 4.21</td>\n",
+       "      <td id=\"T_23189_row68_col3\" class=\"data row68 col3\" >***</td>\n",
+       "      <td id=\"T_23189_row68_col4\" class=\"data row68 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row69\" class=\"row_heading level0 row69\" >coef_N_124_122_144</th>\n",
+       "      <td id=\"T_23189_row69_col0\" class=\"data row69 col0\" > 0.132</td>\n",
+       "      <td id=\"T_23189_row69_col1\" class=\"data row69 col1\" > 0.142</td>\n",
+       "      <td id=\"T_23189_row69_col2\" class=\"data row69 col2\" > 0.93</td>\n",
+       "      <td id=\"T_23189_row69_col3\" class=\"data row69 col3\" ></td>\n",
+       "      <td id=\"T_23189_row69_col4\" class=\"data row69 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row70\" class=\"row_heading level0 row70\" >coef_N_13</th>\n",
+       "      <td id=\"T_23189_row70_col0\" class=\"data row70 col0\" > 0.216</td>\n",
+       "      <td id=\"T_23189_row70_col1\" class=\"data row70 col1\" > 0.135</td>\n",
+       "      <td id=\"T_23189_row70_col2\" class=\"data row70 col2\" > 1.60</td>\n",
+       "      <td id=\"T_23189_row70_col3\" class=\"data row70 col3\" ></td>\n",
+       "      <td id=\"T_23189_row70_col4\" class=\"data row70 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row71\" class=\"row_heading level0 row71\" >coef_N_14</th>\n",
+       "      <td id=\"T_23189_row71_col0\" class=\"data row71 col0\" > 0.0331</td>\n",
+       "      <td id=\"T_23189_row71_col1\" class=\"data row71 col1\" > 0.0719</td>\n",
+       "      <td id=\"T_23189_row71_col2\" class=\"data row71 col2\" > 0.46</td>\n",
+       "      <td id=\"T_23189_row71_col3\" class=\"data row71 col3\" ></td>\n",
+       "      <td id=\"T_23189_row71_col4\" class=\"data row71 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row72\" class=\"row_heading level0 row72\" >coef_N_15</th>\n",
+       "      <td id=\"T_23189_row72_col0\" class=\"data row72 col0\" > 0.0871</td>\n",
+       "      <td id=\"T_23189_row72_col1\" class=\"data row72 col1\" > 0.0882</td>\n",
+       "      <td id=\"T_23189_row72_col2\" class=\"data row72 col2\" > 0.99</td>\n",
+       "      <td id=\"T_23189_row72_col3\" class=\"data row72 col3\" ></td>\n",
+       "      <td id=\"T_23189_row72_col4\" class=\"data row72 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row73\" class=\"row_heading level0 row73\" >coef_N_16</th>\n",
+       "      <td id=\"T_23189_row73_col0\" class=\"data row73 col0\" > 0.308</td>\n",
+       "      <td id=\"T_23189_row73_col1\" class=\"data row73 col1\" > 0.222</td>\n",
+       "      <td id=\"T_23189_row73_col2\" class=\"data row73 col2\" > 1.38</td>\n",
+       "      <td id=\"T_23189_row73_col3\" class=\"data row73 col3\" ></td>\n",
+       "      <td id=\"T_23189_row73_col4\" class=\"data row73 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row74\" class=\"row_heading level0 row74\" >coef_N_166</th>\n",
+       "      <td id=\"T_23189_row74_col0\" class=\"data row74 col0\" > 0.434</td>\n",
+       "      <td id=\"T_23189_row74_col1\" class=\"data row74 col1\" > 0.521</td>\n",
+       "      <td id=\"T_23189_row74_col2\" class=\"data row74 col2\" > 0.83</td>\n",
+       "      <td id=\"T_23189_row74_col3\" class=\"data row74 col3\" ></td>\n",
+       "      <td id=\"T_23189_row74_col4\" class=\"data row74 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row75\" class=\"row_heading level0 row75\" >coef_N_17</th>\n",
+       "      <td id=\"T_23189_row75_col0\" class=\"data row75 col0\" > 0.277</td>\n",
+       "      <td id=\"T_23189_row75_col1\" class=\"data row75 col1\" > 0.0921</td>\n",
+       "      <td id=\"T_23189_row75_col2\" class=\"data row75 col2\" > 3.01</td>\n",
+       "      <td id=\"T_23189_row75_col3\" class=\"data row75 col3\" >**</td>\n",
+       "      <td id=\"T_23189_row75_col4\" class=\"data row75 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row76\" class=\"row_heading level0 row76\" >coef_N_18</th>\n",
+       "      <td id=\"T_23189_row76_col0\" class=\"data row76 col0\" > 0.297</td>\n",
+       "      <td id=\"T_23189_row76_col1\" class=\"data row76 col1\" > 0.0989</td>\n",
+       "      <td id=\"T_23189_row76_col2\" class=\"data row76 col2\" > 3.01</td>\n",
+       "      <td id=\"T_23189_row76_col3\" class=\"data row76 col3\" >**</td>\n",
+       "      <td id=\"T_23189_row76_col4\" class=\"data row76 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row77\" class=\"row_heading level0 row77\" >coef_N_22</th>\n",
+       "      <td id=\"T_23189_row77_col0\" class=\"data row77 col0\" > 0.867</td>\n",
+       "      <td id=\"T_23189_row77_col1\" class=\"data row77 col1\" > 0.169</td>\n",
+       "      <td id=\"T_23189_row77_col2\" class=\"data row77 col2\" > 5.14</td>\n",
+       "      <td id=\"T_23189_row77_col3\" class=\"data row77 col3\" >***</td>\n",
+       "      <td id=\"T_23189_row77_col4\" class=\"data row77 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row78\" class=\"row_heading level0 row78\" >coef_N_222_224_444</th>\n",
+       "      <td id=\"T_23189_row78_col0\" class=\"data row78 col0\" >-1.34</td>\n",
+       "      <td id=\"T_23189_row78_col1\" class=\"data row78 col1\" > 0.194</td>\n",
+       "      <td id=\"T_23189_row78_col2\" class=\"data row78 col2\" >-6.91</td>\n",
+       "      <td id=\"T_23189_row78_col3\" class=\"data row78 col3\" >***</td>\n",
+       "      <td id=\"T_23189_row78_col4\" class=\"data row78 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row79\" class=\"row_heading level0 row79\" >coef_N_23</th>\n",
+       "      <td id=\"T_23189_row79_col0\" class=\"data row79 col0\" > 0.160</td>\n",
+       "      <td id=\"T_23189_row79_col1\" class=\"data row79 col1\" > 0.200</td>\n",
+       "      <td id=\"T_23189_row79_col2\" class=\"data row79 col2\" > 0.80</td>\n",
+       "      <td id=\"T_23189_row79_col3\" class=\"data row79 col3\" ></td>\n",
+       "      <td id=\"T_23189_row79_col4\" class=\"data row79 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row80\" class=\"row_heading level0 row80\" >coef_N_24</th>\n",
+       "      <td id=\"T_23189_row80_col0\" class=\"data row80 col0\" > 0.596</td>\n",
+       "      <td id=\"T_23189_row80_col1\" class=\"data row80 col1\" > 0.0737</td>\n",
+       "      <td id=\"T_23189_row80_col2\" class=\"data row80 col2\" > 8.09</td>\n",
+       "      <td id=\"T_23189_row80_col3\" class=\"data row80 col3\" >***</td>\n",
+       "      <td id=\"T_23189_row80_col4\" class=\"data row80 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row81\" class=\"row_heading level0 row81\" >coef_N_246_226_446</th>\n",
+       "      <td id=\"T_23189_row81_col0\" class=\"data row81 col0\" >-0.872</td>\n",
+       "      <td id=\"T_23189_row81_col1\" class=\"data row81 col1\" > 5.63</td>\n",
+       "      <td id=\"T_23189_row81_col2\" class=\"data row81 col2\" >-0.15</td>\n",
+       "      <td id=\"T_23189_row81_col3\" class=\"data row81 col3\" ></td>\n",
+       "      <td id=\"T_23189_row81_col4\" class=\"data row81 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row82\" class=\"row_heading level0 row82\" >coef_N_25</th>\n",
+       "      <td id=\"T_23189_row82_col0\" class=\"data row82 col0\" >-0.0263</td>\n",
+       "      <td id=\"T_23189_row82_col1\" class=\"data row82 col1\" > 0.107</td>\n",
+       "      <td id=\"T_23189_row82_col2\" class=\"data row82 col2\" >-0.25</td>\n",
+       "      <td id=\"T_23189_row82_col3\" class=\"data row82 col3\" ></td>\n",
+       "      <td id=\"T_23189_row82_col4\" class=\"data row82 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row83\" class=\"row_heading level0 row83\" >coef_N_26</th>\n",
+       "      <td id=\"T_23189_row83_col0\" class=\"data row83 col0\" > 0.125</td>\n",
+       "      <td id=\"T_23189_row83_col1\" class=\"data row83 col1\" > 0.436</td>\n",
+       "      <td id=\"T_23189_row83_col2\" class=\"data row83 col2\" > 0.29</td>\n",
+       "      <td id=\"T_23189_row83_col3\" class=\"data row83 col3\" ></td>\n",
+       "      <td id=\"T_23189_row83_col4\" class=\"data row83 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row84\" class=\"row_heading level0 row84\" >coef_N_27</th>\n",
+       "      <td id=\"T_23189_row84_col0\" class=\"data row84 col0\" > 0.733</td>\n",
+       "      <td id=\"T_23189_row84_col1\" class=\"data row84 col1\" > 0.0964</td>\n",
+       "      <td id=\"T_23189_row84_col2\" class=\"data row84 col2\" > 7.60</td>\n",
+       "      <td id=\"T_23189_row84_col3\" class=\"data row84 col3\" >***</td>\n",
+       "      <td id=\"T_23189_row84_col4\" class=\"data row84 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row85\" class=\"row_heading level0 row85\" >coef_N_28</th>\n",
+       "      <td id=\"T_23189_row85_col0\" class=\"data row85 col0\" > 1.05</td>\n",
+       "      <td id=\"T_23189_row85_col1\" class=\"data row85 col1\" > 0.107</td>\n",
+       "      <td id=\"T_23189_row85_col2\" class=\"data row85 col2\" > 9.85</td>\n",
+       "      <td id=\"T_23189_row85_col3\" class=\"data row85 col3\" >***</td>\n",
+       "      <td id=\"T_23189_row85_col4\" class=\"data row85 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row86\" class=\"row_heading level0 row86\" >coef_N_33</th>\n",
+       "      <td id=\"T_23189_row86_col0\" class=\"data row86 col0\" > 0.781</td>\n",
+       "      <td id=\"T_23189_row86_col1\" class=\"data row86 col1\" > 0.165</td>\n",
+       "      <td id=\"T_23189_row86_col2\" class=\"data row86 col2\" > 4.72</td>\n",
+       "      <td id=\"T_23189_row86_col3\" class=\"data row86 col3\" >***</td>\n",
+       "      <td id=\"T_23189_row86_col4\" class=\"data row86 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row87\" class=\"row_heading level0 row87\" >coef_N_34</th>\n",
+       "      <td id=\"T_23189_row87_col0\" class=\"data row87 col0\" >-0.0522</td>\n",
+       "      <td id=\"T_23189_row87_col1\" class=\"data row87 col1\" > 0.0980</td>\n",
+       "      <td id=\"T_23189_row87_col2\" class=\"data row87 col2\" >-0.53</td>\n",
+       "      <td id=\"T_23189_row87_col3\" class=\"data row87 col3\" ></td>\n",
+       "      <td id=\"T_23189_row87_col4\" class=\"data row87 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row88\" class=\"row_heading level0 row88\" >coef_N_35</th>\n",
+       "      <td id=\"T_23189_row88_col0\" class=\"data row88 col0\" > 0.390</td>\n",
+       "      <td id=\"T_23189_row88_col1\" class=\"data row88 col1\" > 0.151</td>\n",
+       "      <td id=\"T_23189_row88_col2\" class=\"data row88 col2\" > 2.59</td>\n",
+       "      <td id=\"T_23189_row88_col3\" class=\"data row88 col3\" >**</td>\n",
+       "      <td id=\"T_23189_row88_col4\" class=\"data row88 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row89\" class=\"row_heading level0 row89\" >coef_N_36</th>\n",
+       "      <td id=\"T_23189_row89_col0\" class=\"data row89 col0\" > 1.62</td>\n",
+       "      <td id=\"T_23189_row89_col1\" class=\"data row89 col1\" > NA</td>\n",
+       "      <td id=\"T_23189_row89_col2\" class=\"data row89 col2\" > NA</td>\n",
+       "      <td id=\"T_23189_row89_col3\" class=\"data row89 col3\" ></td>\n",
+       "      <td id=\"T_23189_row89_col4\" class=\"data row89 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row90\" class=\"row_heading level0 row90\" >coef_N_37</th>\n",
+       "      <td id=\"T_23189_row90_col0\" class=\"data row90 col0\" > 0.516</td>\n",
+       "      <td id=\"T_23189_row90_col1\" class=\"data row90 col1\" > 1.11e-13</td>\n",
+       "      <td id=\"T_23189_row90_col2\" class=\"data row90 col2\" > BIG</td>\n",
+       "      <td id=\"T_23189_row90_col3\" class=\"data row90 col3\" >***</td>\n",
+       "      <td id=\"T_23189_row90_col4\" class=\"data row90 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row91\" class=\"row_heading level0 row91\" >coef_N_38</th>\n",
+       "      <td id=\"T_23189_row91_col0\" class=\"data row91 col0\" > 0.897</td>\n",
+       "      <td id=\"T_23189_row91_col1\" class=\"data row91 col1\" > 8.33e-14</td>\n",
+       "      <td id=\"T_23189_row91_col2\" class=\"data row91 col2\" > BIG</td>\n",
+       "      <td id=\"T_23189_row91_col3\" class=\"data row91 col3\" >***</td>\n",
+       "      <td id=\"T_23189_row91_col4\" class=\"data row91 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row92\" class=\"row_heading level0 row92\" >coef_N_44</th>\n",
+       "      <td id=\"T_23189_row92_col0\" class=\"data row92 col0\" > 0.302</td>\n",
+       "      <td id=\"T_23189_row92_col1\" class=\"data row92 col1\" > 0.0996</td>\n",
+       "      <td id=\"T_23189_row92_col2\" class=\"data row92 col2\" > 3.03</td>\n",
+       "      <td id=\"T_23189_row92_col3\" class=\"data row92 col3\" >**</td>\n",
+       "      <td id=\"T_23189_row92_col4\" class=\"data row92 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row93\" class=\"row_heading level0 row93\" >coef_N_45</th>\n",
+       "      <td id=\"T_23189_row93_col0\" class=\"data row93 col0\" >-0.0876</td>\n",
+       "      <td id=\"T_23189_row93_col1\" class=\"data row93 col1\" > 0.0854</td>\n",
+       "      <td id=\"T_23189_row93_col2\" class=\"data row93 col2\" >-1.03</td>\n",
+       "      <td id=\"T_23189_row93_col3\" class=\"data row93 col3\" ></td>\n",
+       "      <td id=\"T_23189_row93_col4\" class=\"data row93 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row94\" class=\"row_heading level0 row94\" >coef_N_46</th>\n",
+       "      <td id=\"T_23189_row94_col0\" class=\"data row94 col0\" > 0.680</td>\n",
+       "      <td id=\"T_23189_row94_col1\" class=\"data row94 col1\" > 3.06e-14</td>\n",
+       "      <td id=\"T_23189_row94_col2\" class=\"data row94 col2\" > BIG</td>\n",
+       "      <td id=\"T_23189_row94_col3\" class=\"data row94 col3\" >***</td>\n",
+       "      <td id=\"T_23189_row94_col4\" class=\"data row94 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row95\" class=\"row_heading level0 row95\" >coef_N_47</th>\n",
+       "      <td id=\"T_23189_row95_col0\" class=\"data row95 col0\" > 0.565</td>\n",
+       "      <td id=\"T_23189_row95_col1\" class=\"data row95 col1\" > 1.01e-13</td>\n",
+       "      <td id=\"T_23189_row95_col2\" class=\"data row95 col2\" > BIG</td>\n",
+       "      <td id=\"T_23189_row95_col3\" class=\"data row95 col3\" >***</td>\n",
+       "      <td id=\"T_23189_row95_col4\" class=\"data row95 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row96\" class=\"row_heading level0 row96\" >coef_N_48</th>\n",
+       "      <td id=\"T_23189_row96_col0\" class=\"data row96 col0\" > 1.16</td>\n",
+       "      <td id=\"T_23189_row96_col1\" class=\"data row96 col1\" > 2.00e-13</td>\n",
+       "      <td id=\"T_23189_row96_col2\" class=\"data row96 col2\" > BIG</td>\n",
+       "      <td id=\"T_23189_row96_col3\" class=\"data row96 col3\" >***</td>\n",
+       "      <td id=\"T_23189_row96_col4\" class=\"data row96 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row97\" class=\"row_heading level0 row97\" >coef_N_55</th>\n",
+       "      <td id=\"T_23189_row97_col0\" class=\"data row97 col0\" > 0.731</td>\n",
+       "      <td id=\"T_23189_row97_col1\" class=\"data row97 col1\" > 0.114</td>\n",
+       "      <td id=\"T_23189_row97_col2\" class=\"data row97 col2\" > 6.42</td>\n",
+       "      <td id=\"T_23189_row97_col3\" class=\"data row97 col3\" >***</td>\n",
+       "      <td id=\"T_23189_row97_col4\" class=\"data row97 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row98\" class=\"row_heading level0 row98\" >coef_N_56_57_58</th>\n",
+       "      <td id=\"T_23189_row98_col0\" class=\"data row98 col0\" > 0.292</td>\n",
+       "      <td id=\"T_23189_row98_col1\" class=\"data row98 col1\" > NA</td>\n",
+       "      <td id=\"T_23189_row98_col2\" class=\"data row98 col2\" > NA</td>\n",
+       "      <td id=\"T_23189_row98_col3\" class=\"data row98 col3\" ></td>\n",
+       "      <td id=\"T_23189_row98_col4\" class=\"data row98 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row99\" class=\"row_heading level0 row99\" >coef_N_66</th>\n",
+       "      <td id=\"T_23189_row99_col0\" class=\"data row99 col0\" > 1.60</td>\n",
+       "      <td id=\"T_23189_row99_col1\" class=\"data row99 col1\" > 0.492</td>\n",
+       "      <td id=\"T_23189_row99_col2\" class=\"data row99 col2\" > 3.25</td>\n",
+       "      <td id=\"T_23189_row99_col3\" class=\"data row99 col3\" >**</td>\n",
+       "      <td id=\"T_23189_row99_col4\" class=\"data row99 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row100\" class=\"row_heading level0 row100\" >coef_N_67</th>\n",
+       "      <td id=\"T_23189_row100_col0\" class=\"data row100 col0\" > 1.29</td>\n",
+       "      <td id=\"T_23189_row100_col1\" class=\"data row100 col1\" > 0.666</td>\n",
+       "      <td id=\"T_23189_row100_col2\" class=\"data row100 col2\" > 1.93</td>\n",
+       "      <td id=\"T_23189_row100_col3\" class=\"data row100 col3\" ></td>\n",
+       "      <td id=\"T_23189_row100_col4\" class=\"data row100 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row101\" class=\"row_heading level0 row101\" >coef_N_68</th>\n",
+       "      <td id=\"T_23189_row101_col0\" class=\"data row101 col0\" > 1.14</td>\n",
+       "      <td id=\"T_23189_row101_col1\" class=\"data row101 col1\" > 0.897</td>\n",
+       "      <td id=\"T_23189_row101_col2\" class=\"data row101 col2\" > 1.27</td>\n",
+       "      <td id=\"T_23189_row101_col3\" class=\"data row101 col3\" ></td>\n",
+       "      <td id=\"T_23189_row101_col4\" class=\"data row101 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row102\" class=\"row_heading level0 row102\" >coef_N_77</th>\n",
+       "      <td id=\"T_23189_row102_col0\" class=\"data row102 col0\" > 1.27</td>\n",
+       "      <td id=\"T_23189_row102_col1\" class=\"data row102 col1\" > 0.109</td>\n",
+       "      <td id=\"T_23189_row102_col2\" class=\"data row102 col2\" > 11.65</td>\n",
+       "      <td id=\"T_23189_row102_col3\" class=\"data row102 col3\" >***</td>\n",
+       "      <td id=\"T_23189_row102_col4\" class=\"data row102 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row103\" class=\"row_heading level0 row103\" >coef_N_78</th>\n",
+       "      <td id=\"T_23189_row103_col0\" class=\"data row103 col0\" >-0.429</td>\n",
+       "      <td id=\"T_23189_row103_col1\" class=\"data row103 col1\" > 0.549</td>\n",
+       "      <td id=\"T_23189_row103_col2\" class=\"data row103 col2\" >-0.78</td>\n",
+       "      <td id=\"T_23189_row103_col3\" class=\"data row103 col3\" ></td>\n",
+       "      <td id=\"T_23189_row103_col4\" class=\"data row103 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row104\" class=\"row_heading level0 row104\" >coef_N_88</th>\n",
+       "      <td id=\"T_23189_row104_col0\" class=\"data row104 col0\" > 0.645</td>\n",
+       "      <td id=\"T_23189_row104_col1\" class=\"data row104 col1\" > 0.151</td>\n",
+       "      <td id=\"T_23189_row104_col2\" class=\"data row104 col2\" > 4.26</td>\n",
+       "      <td id=\"T_23189_row104_col3\" class=\"data row104 col3\" >***</td>\n",
+       "      <td id=\"T_23189_row104_col4\" class=\"data row104 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row105\" class=\"row_heading level0 row105\" >coef_N_xxxxx</th>\n",
+       "      <td id=\"T_23189_row105_col0\" class=\"data row105 col0\" >-0.0469</td>\n",
+       "      <td id=\"T_23189_row105_col1\" class=\"data row105 col1\" > 0.100</td>\n",
+       "      <td id=\"T_23189_row105_col2\" class=\"data row105 col2\" >-0.47</td>\n",
+       "      <td id=\"T_23189_row105_col3\" class=\"data row105 col3\" ></td>\n",
+       "      <td id=\"T_23189_row105_col4\" class=\"data row105 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row106\" class=\"row_heading level0 row106\" >coef_UNAVAILABLE</th>\n",
+       "      <td id=\"T_23189_row106_col0\" class=\"data row106 col0\" >-999.</td>\n",
+       "      <td id=\"T_23189_row106_col1\" class=\"data row106 col1\" > 0.00</td>\n",
+       "      <td id=\"T_23189_row106_col2\" class=\"data row106 col2\" > NA</td>\n",
+       "      <td id=\"T_23189_row106_col3\" class=\"data row106 col3\" ></td>\n",
+       "      <td id=\"T_23189_row106_col4\" class=\"data row106 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row107\" class=\"row_heading level0 row107\" >coef_child_who_is_in_school_or_too_young_for_school_interaction_with_off_peak_accessibility_to_retail_N</th>\n",
+       "      <td id=\"T_23189_row107_col0\" class=\"data row107 col0\" > 0.138</td>\n",
+       "      <td id=\"T_23189_row107_col1\" class=\"data row107 col1\" > 0.0415</td>\n",
+       "      <td id=\"T_23189_row107_col2\" class=\"data row107 col2\" > 3.32</td>\n",
+       "      <td id=\"T_23189_row107_col3\" class=\"data row107 col3\" >***</td>\n",
+       "      <td id=\"T_23189_row107_col4\" class=\"data row107 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row108\" class=\"row_heading level0 row108\" >coef_driving_age_child_who_is_in_school_asc_M</th>\n",
+       "      <td id=\"T_23189_row108_col0\" class=\"data row108 col0\" > 2.27</td>\n",
+       "      <td id=\"T_23189_row108_col1\" class=\"data row108 col1\" > 0.177</td>\n",
+       "      <td id=\"T_23189_row108_col2\" class=\"data row108 col2\" > 12.78</td>\n",
+       "      <td id=\"T_23189_row108_col3\" class=\"data row108 col3\" >***</td>\n",
+       "      <td id=\"T_23189_row108_col4\" class=\"data row108 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row109\" class=\"row_heading level0 row109\" >coef_driving_age_child_who_is_in_school_asc_N</th>\n",
+       "      <td id=\"T_23189_row109_col0\" class=\"data row109 col0\" >-1.09</td>\n",
+       "      <td id=\"T_23189_row109_col1\" class=\"data row109 col1\" > 0.445</td>\n",
+       "      <td id=\"T_23189_row109_col2\" class=\"data row109 col2\" >-2.45</td>\n",
+       "      <td id=\"T_23189_row109_col3\" class=\"data row109 col3\" >*</td>\n",
+       "      <td id=\"T_23189_row109_col4\" class=\"data row109 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row110\" class=\"row_heading level0 row110\" >coef_driving_age_child_who_is_in_school_interaction_income_between_50k_and_100k_H</th>\n",
+       "      <td id=\"T_23189_row110_col0\" class=\"data row110 col0\" >-0.159</td>\n",
+       "      <td id=\"T_23189_row110_col1\" class=\"data row110 col1\" > 0.188</td>\n",
+       "      <td id=\"T_23189_row110_col2\" class=\"data row110 col2\" >-0.85</td>\n",
+       "      <td id=\"T_23189_row110_col3\" class=\"data row110 col3\" ></td>\n",
+       "      <td id=\"T_23189_row110_col4\" class=\"data row110 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row111\" class=\"row_heading level0 row111\" >coef_driving_age_child_who_is_in_school_interaction_with_fewer_cars_than_workers_H</th>\n",
+       "      <td id=\"T_23189_row111_col0\" class=\"data row111 col0\" > 0.839</td>\n",
+       "      <td id=\"T_23189_row111_col1\" class=\"data row111 col1\" > 0.168</td>\n",
+       "      <td id=\"T_23189_row111_col2\" class=\"data row111 col2\" > 4.98</td>\n",
+       "      <td id=\"T_23189_row111_col3\" class=\"data row111 col3\" >***</td>\n",
+       "      <td id=\"T_23189_row111_col4\" class=\"data row111 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row112\" class=\"row_heading level0 row112\" >coef_driving_age_child_who_is_in_school_interaction_with_income_more_than_100k_H</th>\n",
+       "      <td id=\"T_23189_row112_col0\" class=\"data row112 col0\" >-1.57</td>\n",
+       "      <td id=\"T_23189_row112_col1\" class=\"data row112 col1\" > 0.241</td>\n",
+       "      <td id=\"T_23189_row112_col2\" class=\"data row112 col2\" >-6.53</td>\n",
+       "      <td id=\"T_23189_row112_col3\" class=\"data row112 col3\" >***</td>\n",
+       "      <td id=\"T_23189_row112_col4\" class=\"data row112 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row113\" class=\"row_heading level0 row113\" >coef_driving_age_child_who_is_in_school_interaction_with_less_than_20k_H</th>\n",
+       "      <td id=\"T_23189_row113_col0\" class=\"data row113 col0\" > 1.46</td>\n",
+       "      <td id=\"T_23189_row113_col1\" class=\"data row113 col1\" > 0.217</td>\n",
+       "      <td id=\"T_23189_row113_col2\" class=\"data row113 col2\" > 6.75</td>\n",
+       "      <td id=\"T_23189_row113_col3\" class=\"data row113 col3\" >***</td>\n",
+       "      <td id=\"T_23189_row113_col4\" class=\"data row113 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row114\" class=\"row_heading level0 row114\" >coef_full_time_worker_asc_M</th>\n",
+       "      <td id=\"T_23189_row114_col0\" class=\"data row114 col0\" > 2.13</td>\n",
+       "      <td id=\"T_23189_row114_col1\" class=\"data row114 col1\" > 0.243</td>\n",
+       "      <td id=\"T_23189_row114_col2\" class=\"data row114 col2\" > 8.76</td>\n",
+       "      <td id=\"T_23189_row114_col3\" class=\"data row114 col3\" >***</td>\n",
+       "      <td id=\"T_23189_row114_col4\" class=\"data row114 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row115\" class=\"row_heading level0 row115\" >coef_full_time_worker_asc_N</th>\n",
+       "      <td id=\"T_23189_row115_col0\" class=\"data row115 col0\" > 0.651</td>\n",
+       "      <td id=\"T_23189_row115_col1\" class=\"data row115 col1\" > 0.0476</td>\n",
+       "      <td id=\"T_23189_row115_col2\" class=\"data row115 col2\" > 13.66</td>\n",
+       "      <td id=\"T_23189_row115_col3\" class=\"data row115 col3\" >***</td>\n",
+       "      <td id=\"T_23189_row115_col4\" class=\"data row115 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row116\" class=\"row_heading level0 row116\" >coef_full_time_worker_interaction_with_age_less_than_40_M</th>\n",
+       "      <td id=\"T_23189_row116_col0\" class=\"data row116 col0\" > 0.210</td>\n",
+       "      <td id=\"T_23189_row116_col1\" class=\"data row116 col1\" > 0.0388</td>\n",
+       "      <td id=\"T_23189_row116_col2\" class=\"data row116 col2\" > 5.41</td>\n",
+       "      <td id=\"T_23189_row116_col3\" class=\"data row116 col3\" >***</td>\n",
+       "      <td id=\"T_23189_row116_col4\" class=\"data row116 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row117\" class=\"row_heading level0 row117\" >coef_full_time_worker_interaction_with_female_gender_M</th>\n",
+       "      <td id=\"T_23189_row117_col0\" class=\"data row117 col0\" >-0.128</td>\n",
+       "      <td id=\"T_23189_row117_col1\" class=\"data row117 col1\" > 0.0394</td>\n",
+       "      <td id=\"T_23189_row117_col2\" class=\"data row117 col2\" >-3.24</td>\n",
+       "      <td id=\"T_23189_row117_col3\" class=\"data row117 col3\" >**</td>\n",
+       "      <td id=\"T_23189_row117_col4\" class=\"data row117 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row118\" class=\"row_heading level0 row118\" >coef_full_time_worker_interaction_with_fewer_cars_than_workers_H</th>\n",
+       "      <td id=\"T_23189_row118_col0\" class=\"data row118 col0\" > 0.520</td>\n",
+       "      <td id=\"T_23189_row118_col1\" class=\"data row118 col1\" > 0.0567</td>\n",
+       "      <td id=\"T_23189_row118_col2\" class=\"data row118 col2\" > 9.16</td>\n",
+       "      <td id=\"T_23189_row118_col3\" class=\"data row118 col3\" >***</td>\n",
+       "      <td id=\"T_23189_row118_col4\" class=\"data row118 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row119\" class=\"row_heading level0 row119\" >coef_full_time_worker_interaction_with_income_less_than_20k_H</th>\n",
+       "      <td id=\"T_23189_row119_col0\" class=\"data row119 col0\" > 0.406</td>\n",
+       "      <td id=\"T_23189_row119_col1\" class=\"data row119 col1\" > 0.109</td>\n",
+       "      <td id=\"T_23189_row119_col2\" class=\"data row119 col2\" > 3.72</td>\n",
+       "      <td id=\"T_23189_row119_col3\" class=\"data row119 col3\" >***</td>\n",
+       "      <td id=\"T_23189_row119_col4\" class=\"data row119 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row120\" class=\"row_heading level0 row120\" >coef_full_time_worker_intraction_with_peak_accessibility_to_all_employment_M</th>\n",
+       "      <td id=\"T_23189_row120_col0\" class=\"data row120 col0\" > 0.0656</td>\n",
+       "      <td id=\"T_23189_row120_col1\" class=\"data row120 col1\" > 0.0203</td>\n",
+       "      <td id=\"T_23189_row120_col2\" class=\"data row120 col2\" > 3.23</td>\n",
+       "      <td id=\"T_23189_row120_col3\" class=\"data row120 col3\" >**</td>\n",
+       "      <td id=\"T_23189_row120_col4\" class=\"data row120 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row121\" class=\"row_heading level0 row121\" >coef_non_working_adult_asc_N</th>\n",
+       "      <td id=\"T_23189_row121_col0\" class=\"data row121 col0\" > 0.697</td>\n",
+       "      <td id=\"T_23189_row121_col1\" class=\"data row121 col1\" > 0.354</td>\n",
+       "      <td id=\"T_23189_row121_col2\" class=\"data row121 col2\" > 1.97</td>\n",
+       "      <td id=\"T_23189_row121_col3\" class=\"data row121 col3\" >*</td>\n",
+       "      <td id=\"T_23189_row121_col4\" class=\"data row121 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row122\" class=\"row_heading level0 row122\" >coef_non_working_adult_interaction_with_female_gender_M</th>\n",
+       "      <td id=\"T_23189_row122_col0\" class=\"data row122 col0\" >-0.743</td>\n",
+       "      <td id=\"T_23189_row122_col1\" class=\"data row122 col1\" > NA</td>\n",
+       "      <td id=\"T_23189_row122_col2\" class=\"data row122 col2\" > NA</td>\n",
+       "      <td id=\"T_23189_row122_col3\" class=\"data row122 col3\" ></td>\n",
+       "      <td id=\"T_23189_row122_col4\" class=\"data row122 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row123\" class=\"row_heading level0 row123\" >coef_non_working_adult_interaction_with_fewer_cars_than_workers_H</th>\n",
+       "      <td id=\"T_23189_row123_col0\" class=\"data row123 col0\" > 0.977</td>\n",
+       "      <td id=\"T_23189_row123_col1\" class=\"data row123 col1\" > 0.136</td>\n",
+       "      <td id=\"T_23189_row123_col2\" class=\"data row123 col2\" > 7.19</td>\n",
+       "      <td id=\"T_23189_row123_col3\" class=\"data row123 col3\" >***</td>\n",
+       "      <td id=\"T_23189_row123_col4\" class=\"data row123 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row124\" class=\"row_heading level0 row124\" >coef_non_working_adult_interaction_with_income_between_50k_and_100k_H</th>\n",
+       "      <td id=\"T_23189_row124_col0\" class=\"data row124 col0\" >-0.422</td>\n",
+       "      <td id=\"T_23189_row124_col1\" class=\"data row124 col1\" > 0.0839</td>\n",
+       "      <td id=\"T_23189_row124_col2\" class=\"data row124 col2\" >-5.03</td>\n",
+       "      <td id=\"T_23189_row124_col3\" class=\"data row124 col3\" >***</td>\n",
+       "      <td id=\"T_23189_row124_col4\" class=\"data row124 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row125\" class=\"row_heading level0 row125\" >coef_non_working_adult_interaction_with_income_more_than_100k_H</th>\n",
+       "      <td id=\"T_23189_row125_col0\" class=\"data row125 col0\" >-0.721</td>\n",
+       "      <td id=\"T_23189_row125_col1\" class=\"data row125 col1\" > 0.104</td>\n",
+       "      <td id=\"T_23189_row125_col2\" class=\"data row125 col2\" >-6.94</td>\n",
+       "      <td id=\"T_23189_row125_col3\" class=\"data row125 col3\" >***</td>\n",
+       "      <td id=\"T_23189_row125_col4\" class=\"data row125 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row126\" class=\"row_heading level0 row126\" >coef_non_working_adult_interaction_with_more_cars_than_workers_M</th>\n",
+       "      <td id=\"T_23189_row126_col0\" class=\"data row126 col0\" > 0.651</td>\n",
+       "      <td id=\"T_23189_row126_col1\" class=\"data row126 col1\" > 7.21e-15</td>\n",
+       "      <td id=\"T_23189_row126_col2\" class=\"data row126 col2\" > BIG</td>\n",
+       "      <td id=\"T_23189_row126_col3\" class=\"data row126 col3\" >***</td>\n",
+       "      <td id=\"T_23189_row126_col4\" class=\"data row126 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row127\" class=\"row_heading level0 row127\" >coef_non_working_adult_interaction_with_more_cars_than_workers_N</th>\n",
+       "      <td id=\"T_23189_row127_col0\" class=\"data row127 col0\" > 0.783</td>\n",
+       "      <td id=\"T_23189_row127_col1\" class=\"data row127 col1\" > 0.0828</td>\n",
+       "      <td id=\"T_23189_row127_col2\" class=\"data row127 col2\" > 9.45</td>\n",
+       "      <td id=\"T_23189_row127_col3\" class=\"data row127 col3\" >***</td>\n",
+       "      <td id=\"T_23189_row127_col4\" class=\"data row127 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row128\" class=\"row_heading level0 row128\" >coef_non_working_adult_interaction_with_peak_accessibility_to_all_employment_M</th>\n",
+       "      <td id=\"T_23189_row128_col0\" class=\"data row128 col0\" > 0.231</td>\n",
+       "      <td id=\"T_23189_row128_col1\" class=\"data row128 col1\" > 1.73e-14</td>\n",
+       "      <td id=\"T_23189_row128_col2\" class=\"data row128 col2\" > BIG</td>\n",
+       "      <td id=\"T_23189_row128_col3\" class=\"data row128 col3\" >***</td>\n",
+       "      <td id=\"T_23189_row128_col4\" class=\"data row128 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row129\" class=\"row_heading level0 row129\" >coef_non_working_adult_retired_or_univ_student_interaction_with_off_peak_accessibility_to_all_employment_N</th>\n",
+       "      <td id=\"T_23189_row129_col0\" class=\"data row129 col0\" > 0.0628</td>\n",
+       "      <td id=\"T_23189_row129_col1\" class=\"data row129 col1\" > 0.0353</td>\n",
+       "      <td id=\"T_23189_row129_col2\" class=\"data row129 col2\" > 1.78</td>\n",
+       "      <td id=\"T_23189_row129_col3\" class=\"data row129 col3\" ></td>\n",
+       "      <td id=\"T_23189_row129_col4\" class=\"data row129 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row130\" class=\"row_heading level0 row130\" >coef_part_time_worker_asc_M</th>\n",
+       "      <td id=\"T_23189_row130_col0\" class=\"data row130 col0\" >-0.903</td>\n",
+       "      <td id=\"T_23189_row130_col1\" class=\"data row130 col1\" > 0.394</td>\n",
+       "      <td id=\"T_23189_row130_col2\" class=\"data row130 col2\" >-2.29</td>\n",
+       "      <td id=\"T_23189_row130_col3\" class=\"data row130 col3\" >*</td>\n",
+       "      <td id=\"T_23189_row130_col4\" class=\"data row130 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row131\" class=\"row_heading level0 row131\" >coef_part_time_worker_asc_N</th>\n",
+       "      <td id=\"T_23189_row131_col0\" class=\"data row131 col0\" > 0.677</td>\n",
+       "      <td id=\"T_23189_row131_col1\" class=\"data row131 col1\" > 0.0943</td>\n",
+       "      <td id=\"T_23189_row131_col2\" class=\"data row131 col2\" > 7.18</td>\n",
+       "      <td id=\"T_23189_row131_col3\" class=\"data row131 col3\" >***</td>\n",
+       "      <td id=\"T_23189_row131_col4\" class=\"data row131 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row132\" class=\"row_heading level0 row132\" >coef_part_time_worker_interaction_with_income_between_50k_and_100k_H</th>\n",
+       "      <td id=\"T_23189_row132_col0\" class=\"data row132 col0\" >-0.470</td>\n",
+       "      <td id=\"T_23189_row132_col1\" class=\"data row132 col1\" > 0.120</td>\n",
+       "      <td id=\"T_23189_row132_col2\" class=\"data row132 col2\" >-3.93</td>\n",
+       "      <td id=\"T_23189_row132_col3\" class=\"data row132 col3\" >***</td>\n",
+       "      <td id=\"T_23189_row132_col4\" class=\"data row132 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row133\" class=\"row_heading level0 row133\" >coef_part_time_worker_interaction_with_income_less_than_20k_H</th>\n",
+       "      <td id=\"T_23189_row133_col0\" class=\"data row133 col0\" > 0.274</td>\n",
+       "      <td id=\"T_23189_row133_col1\" class=\"data row133 col1\" > 0.126</td>\n",
+       "      <td id=\"T_23189_row133_col2\" class=\"data row133 col2\" > 2.18</td>\n",
+       "      <td id=\"T_23189_row133_col3\" class=\"data row133 col3\" >*</td>\n",
+       "      <td id=\"T_23189_row133_col4\" class=\"data row133 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row134\" class=\"row_heading level0 row134\" >coef_part_time_worker_interaction_with_income_more_than_100k_H</th>\n",
+       "      <td id=\"T_23189_row134_col0\" class=\"data row134 col0\" >-0.492</td>\n",
+       "      <td id=\"T_23189_row134_col1\" class=\"data row134 col1\" > 0.135</td>\n",
+       "      <td id=\"T_23189_row134_col2\" class=\"data row134 col2\" >-3.64</td>\n",
+       "      <td id=\"T_23189_row134_col3\" class=\"data row134 col3\" >***</td>\n",
+       "      <td id=\"T_23189_row134_col4\" class=\"data row134 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row135\" class=\"row_heading level0 row135\" >coef_part_time_worker_interaction_with_income_more_than_100k_N</th>\n",
+       "      <td id=\"T_23189_row135_col0\" class=\"data row135 col0\" > 0.334</td>\n",
+       "      <td id=\"T_23189_row135_col1\" class=\"data row135 col1\" > 0.0733</td>\n",
+       "      <td id=\"T_23189_row135_col2\" class=\"data row135 col2\" > 4.56</td>\n",
+       "      <td id=\"T_23189_row135_col3\" class=\"data row135 col3\" >***</td>\n",
+       "      <td id=\"T_23189_row135_col4\" class=\"data row135 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row136\" class=\"row_heading level0 row136\" >coef_part_time_worker_interaction_with_peak_accessibility_to_all_employment_M</th>\n",
+       "      <td id=\"T_23189_row136_col0\" class=\"data row136 col0\" > 0.218</td>\n",
+       "      <td id=\"T_23189_row136_col1\" class=\"data row136 col1\" > 0.0323</td>\n",
+       "      <td id=\"T_23189_row136_col2\" class=\"data row136 col2\" > 6.76</td>\n",
+       "      <td id=\"T_23189_row136_col3\" class=\"data row136 col3\" >***</td>\n",
+       "      <td id=\"T_23189_row136_col4\" class=\"data row136 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row137\" class=\"row_heading level0 row137\" >coef_pre_driving_age_child_who_is_in_school_asc_M</th>\n",
+       "      <td id=\"T_23189_row137_col0\" class=\"data row137 col0\" > 3.24</td>\n",
+       "      <td id=\"T_23189_row137_col1\" class=\"data row137 col1\" > 0.104</td>\n",
+       "      <td id=\"T_23189_row137_col2\" class=\"data row137 col2\" > 31.22</td>\n",
+       "      <td id=\"T_23189_row137_col3\" class=\"data row137 col3\" >***</td>\n",
+       "      <td id=\"T_23189_row137_col4\" class=\"data row137 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row138\" class=\"row_heading level0 row138\" >coef_pre_driving_age_child_who_is_in_school_asc_N</th>\n",
+       "      <td id=\"T_23189_row138_col0\" class=\"data row138 col0\" >-0.0676</td>\n",
+       "      <td id=\"T_23189_row138_col1\" class=\"data row138 col1\" > 0.411</td>\n",
+       "      <td id=\"T_23189_row138_col2\" class=\"data row138 col2\" >-0.16</td>\n",
+       "      <td id=\"T_23189_row138_col3\" class=\"data row138 col3\" ></td>\n",
+       "      <td id=\"T_23189_row138_col4\" class=\"data row138 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row139\" class=\"row_heading level0 row139\" >coef_pre_driving_age_child_who_is_in_school_interaction_with_age_13_to_15_M</th>\n",
+       "      <td id=\"T_23189_row139_col0\" class=\"data row139 col0\" >-0.694</td>\n",
+       "      <td id=\"T_23189_row139_col1\" class=\"data row139 col1\" > 0.112</td>\n",
+       "      <td id=\"T_23189_row139_col2\" class=\"data row139 col2\" >-6.17</td>\n",
+       "      <td id=\"T_23189_row139_col3\" class=\"data row139 col3\" >***</td>\n",
+       "      <td id=\"T_23189_row139_col4\" class=\"data row139 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row140\" class=\"row_heading level0 row140\" >coef_pre_driving_age_child_who_is_in_school_interaction_with_age_13_to_15_N</th>\n",
+       "      <td id=\"T_23189_row140_col0\" class=\"data row140 col0\" >-0.607</td>\n",
+       "      <td id=\"T_23189_row140_col1\" class=\"data row140 col1\" > 0.129</td>\n",
+       "      <td id=\"T_23189_row140_col2\" class=\"data row140 col2\" >-4.70</td>\n",
+       "      <td id=\"T_23189_row140_col3\" class=\"data row140 col3\" >***</td>\n",
+       "      <td id=\"T_23189_row140_col4\" class=\"data row140 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row141\" class=\"row_heading level0 row141\" >coef_pre_driving_age_child_who_is_in_school_interaction_with_age_6_to_9_M</th>\n",
+       "      <td id=\"T_23189_row141_col0\" class=\"data row141 col0\" >-0.400</td>\n",
+       "      <td id=\"T_23189_row141_col1\" class=\"data row141 col1\" > 0.0833</td>\n",
+       "      <td id=\"T_23189_row141_col2\" class=\"data row141 col2\" >-4.80</td>\n",
+       "      <td id=\"T_23189_row141_col3\" class=\"data row141 col3\" >***</td>\n",
+       "      <td id=\"T_23189_row141_col4\" class=\"data row141 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row142\" class=\"row_heading level0 row142\" >coef_pre_driving_age_child_who_is_in_school_interaction_with_fewer_cars_than_workers_H</th>\n",
+       "      <td id=\"T_23189_row142_col0\" class=\"data row142 col0\" > 0.674</td>\n",
+       "      <td id=\"T_23189_row142_col1\" class=\"data row142 col1\" > 0.0861</td>\n",
+       "      <td id=\"T_23189_row142_col2\" class=\"data row142 col2\" > 7.83</td>\n",
+       "      <td id=\"T_23189_row142_col3\" class=\"data row142 col3\" >***</td>\n",
+       "      <td id=\"T_23189_row142_col4\" class=\"data row142 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row143\" class=\"row_heading level0 row143\" >coef_pre_driving_age_child_who_is_too_young_for_school_asc_M</th>\n",
+       "      <td id=\"T_23189_row143_col0\" class=\"data row143 col0\" > 0.583</td>\n",
+       "      <td id=\"T_23189_row143_col1\" class=\"data row143 col1\" > 0.107</td>\n",
+       "      <td id=\"T_23189_row143_col2\" class=\"data row143 col2\" > 5.43</td>\n",
+       "      <td id=\"T_23189_row143_col3\" class=\"data row143 col3\" >***</td>\n",
+       "      <td id=\"T_23189_row143_col4\" class=\"data row143 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row144\" class=\"row_heading level0 row144\" >coef_pre_driving_age_child_who_is_too_young_for_school_asc_N</th>\n",
+       "      <td id=\"T_23189_row144_col0\" class=\"data row144 col0\" >-1.39</td>\n",
+       "      <td id=\"T_23189_row144_col1\" class=\"data row144 col1\" > 0.416</td>\n",
+       "      <td id=\"T_23189_row144_col2\" class=\"data row144 col2\" >-3.34</td>\n",
+       "      <td id=\"T_23189_row144_col3\" class=\"data row144 col3\" >***</td>\n",
+       "      <td id=\"T_23189_row144_col4\" class=\"data row144 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row145\" class=\"row_heading level0 row145\" >coef_pre_driving_age_child_who_is_too_young_for_school_interaction_with_age_0_to_1_M</th>\n",
+       "      <td id=\"T_23189_row145_col0\" class=\"data row145 col0\" >-0.393</td>\n",
+       "      <td id=\"T_23189_row145_col1\" class=\"data row145 col1\" > 0.0920</td>\n",
+       "      <td id=\"T_23189_row145_col2\" class=\"data row145 col2\" >-4.27</td>\n",
+       "      <td id=\"T_23189_row145_col3\" class=\"data row145 col3\" >***</td>\n",
+       "      <td id=\"T_23189_row145_col4\" class=\"data row145 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row146\" class=\"row_heading level0 row146\" >coef_pre_driving_age_child_who_is_too_young_for_school_interaction_with_age_4_to_5_M</th>\n",
+       "      <td id=\"T_23189_row146_col0\" class=\"data row146 col0\" > 0.669</td>\n",
+       "      <td id=\"T_23189_row146_col1\" class=\"data row146 col1\" > 0.0978</td>\n",
+       "      <td id=\"T_23189_row146_col2\" class=\"data row146 col2\" > 6.84</td>\n",
+       "      <td id=\"T_23189_row146_col3\" class=\"data row146 col3\" >***</td>\n",
+       "      <td id=\"T_23189_row146_col4\" class=\"data row146 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row147\" class=\"row_heading level0 row147\" >coef_pre_driving_age_child_who_is_too_young_for_school_interaction_with_fewer_cars_than_workers_H</th>\n",
+       "      <td id=\"T_23189_row147_col0\" class=\"data row147 col0\" > 0.243</td>\n",
+       "      <td id=\"T_23189_row147_col1\" class=\"data row147 col1\" > 0.134</td>\n",
+       "      <td id=\"T_23189_row147_col2\" class=\"data row147 col2\" > 1.81</td>\n",
+       "      <td id=\"T_23189_row147_col3\" class=\"data row147 col3\" ></td>\n",
+       "      <td id=\"T_23189_row147_col4\" class=\"data row147 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row148\" class=\"row_heading level0 row148\" >coef_pre_driving_age_child_who_is_too_young_for_school_interaction_with_income_between_50k_and_100k_H</th>\n",
+       "      <td id=\"T_23189_row148_col0\" class=\"data row148 col0\" >-0.707</td>\n",
+       "      <td id=\"T_23189_row148_col1\" class=\"data row148 col1\" > 0.128</td>\n",
+       "      <td id=\"T_23189_row148_col2\" class=\"data row148 col2\" >-5.51</td>\n",
+       "      <td id=\"T_23189_row148_col3\" class=\"data row148 col3\" >***</td>\n",
+       "      <td id=\"T_23189_row148_col4\" class=\"data row148 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row149\" class=\"row_heading level0 row149\" >coef_pre_driving_age_child_who_is_too_young_for_school_interaction_with_income_more_than_100k_H</th>\n",
+       "      <td id=\"T_23189_row149_col0\" class=\"data row149 col0\" >-0.695</td>\n",
+       "      <td id=\"T_23189_row149_col1\" class=\"data row149 col1\" > 0.131</td>\n",
+       "      <td id=\"T_23189_row149_col2\" class=\"data row149 col2\" >-5.31</td>\n",
+       "      <td id=\"T_23189_row149_col3\" class=\"data row149 col3\" >***</td>\n",
+       "      <td id=\"T_23189_row149_col4\" class=\"data row149 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row150\" class=\"row_heading level0 row150\" >coef_pre_driving_age_child_who_is_too_young_for_school_interaction_with_more_cars_than_workers_N</th>\n",
+       "      <td id=\"T_23189_row150_col0\" class=\"data row150 col0\" > 0.685</td>\n",
+       "      <td id=\"T_23189_row150_col1\" class=\"data row150 col1\" > 0.0858</td>\n",
+       "      <td id=\"T_23189_row150_col2\" class=\"data row150 col2\" > 7.99</td>\n",
+       "      <td id=\"T_23189_row150_col3\" class=\"data row150 col3\" >***</td>\n",
+       "      <td id=\"T_23189_row150_col4\" class=\"data row150 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row151\" class=\"row_heading level0 row151\" >coef_retired_asc_N</th>\n",
+       "      <td id=\"T_23189_row151_col0\" class=\"data row151 col0\" > 0.434</td>\n",
+       "      <td id=\"T_23189_row151_col1\" class=\"data row151 col1\" > 0.359</td>\n",
+       "      <td id=\"T_23189_row151_col2\" class=\"data row151 col2\" > 1.21</td>\n",
+       "      <td id=\"T_23189_row151_col3\" class=\"data row151 col3\" ></td>\n",
+       "      <td id=\"T_23189_row151_col4\" class=\"data row151 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row152\" class=\"row_heading level0 row152\" >coef_retired_interaction_with_age_more_than_80_H</th>\n",
+       "      <td id=\"T_23189_row152_col0\" class=\"data row152 col0\" > 0.730</td>\n",
+       "      <td id=\"T_23189_row152_col1\" class=\"data row152 col1\" > 0.0826</td>\n",
+       "      <td id=\"T_23189_row152_col2\" class=\"data row152 col2\" > 8.84</td>\n",
+       "      <td id=\"T_23189_row152_col3\" class=\"data row152 col3\" >***</td>\n",
+       "      <td id=\"T_23189_row152_col4\" class=\"data row152 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row153\" class=\"row_heading level0 row153\" >coef_retired_interaction_with_female_M</th>\n",
+       "      <td id=\"T_23189_row153_col0\" class=\"data row153 col0\" > 0.477</td>\n",
+       "      <td id=\"T_23189_row153_col1\" class=\"data row153 col1\" > 0.00</td>\n",
+       "      <td id=\"T_23189_row153_col2\" class=\"data row153 col2\" > NA</td>\n",
+       "      <td id=\"T_23189_row153_col3\" class=\"data row153 col3\" ></td>\n",
+       "      <td id=\"T_23189_row153_col4\" class=\"data row153 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row154\" class=\"row_heading level0 row154\" >coef_retired_interaction_with_fewer_cars_than_workers_H</th>\n",
+       "      <td id=\"T_23189_row154_col0\" class=\"data row154 col0\" > 0.650</td>\n",
+       "      <td id=\"T_23189_row154_col1\" class=\"data row154 col1\" > 0.218</td>\n",
+       "      <td id=\"T_23189_row154_col2\" class=\"data row154 col2\" > 2.98</td>\n",
+       "      <td id=\"T_23189_row154_col3\" class=\"data row154 col3\" >**</td>\n",
+       "      <td id=\"T_23189_row154_col4\" class=\"data row154 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row155\" class=\"row_heading level0 row155\" >coef_retired_interaction_with_income_less_than_20k_H</th>\n",
+       "      <td id=\"T_23189_row155_col0\" class=\"data row155 col0\" > 0.476</td>\n",
+       "      <td id=\"T_23189_row155_col1\" class=\"data row155 col1\" > 0.0845</td>\n",
+       "      <td id=\"T_23189_row155_col2\" class=\"data row155 col2\" > 5.63</td>\n",
+       "      <td id=\"T_23189_row155_col3\" class=\"data row155 col3\" >***</td>\n",
+       "      <td id=\"T_23189_row155_col4\" class=\"data row155 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row156\" class=\"row_heading level0 row156\" >coef_retired_interaction_with_more_cars_than_workers_M</th>\n",
+       "      <td id=\"T_23189_row156_col0\" class=\"data row156 col0\" > 2.99</td>\n",
+       "      <td id=\"T_23189_row156_col1\" class=\"data row156 col1\" > 0.00</td>\n",
+       "      <td id=\"T_23189_row156_col2\" class=\"data row156 col2\" > NA</td>\n",
+       "      <td id=\"T_23189_row156_col3\" class=\"data row156 col3\" ></td>\n",
+       "      <td id=\"T_23189_row156_col4\" class=\"data row156 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row157\" class=\"row_heading level0 row157\" >coef_retired_interaction_with_more_cars_than_workers_N</th>\n",
+       "      <td id=\"T_23189_row157_col0\" class=\"data row157 col0\" > 1.02</td>\n",
+       "      <td id=\"T_23189_row157_col1\" class=\"data row157 col1\" > 0.0885</td>\n",
+       "      <td id=\"T_23189_row157_col2\" class=\"data row157 col2\" > 11.48</td>\n",
+       "      <td id=\"T_23189_row157_col3\" class=\"data row157 col3\" >***</td>\n",
+       "      <td id=\"T_23189_row157_col4\" class=\"data row157 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row158\" class=\"row_heading level0 row158\" >coef_retired_interaction_with_peak_accessibility_to_all_employment_M</th>\n",
+       "      <td id=\"T_23189_row158_col0\" class=\"data row158 col0\" > 0.279</td>\n",
+       "      <td id=\"T_23189_row158_col1\" class=\"data row158 col1\" > 0.00</td>\n",
+       "      <td id=\"T_23189_row158_col2\" class=\"data row158 col2\" > NA</td>\n",
+       "      <td id=\"T_23189_row158_col3\" class=\"data row158 col3\" ></td>\n",
+       "      <td id=\"T_23189_row158_col4\" class=\"data row158 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row159\" class=\"row_heading level0 row159\" >coef_university_student_asc_M</th>\n",
+       "      <td id=\"T_23189_row159_col0\" class=\"data row159 col0\" > 2.17</td>\n",
+       "      <td id=\"T_23189_row159_col1\" class=\"data row159 col1\" > 0.0864</td>\n",
+       "      <td id=\"T_23189_row159_col2\" class=\"data row159 col2\" > 25.12</td>\n",
+       "      <td id=\"T_23189_row159_col3\" class=\"data row159 col3\" >***</td>\n",
+       "      <td id=\"T_23189_row159_col4\" class=\"data row159 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_23189_level0_row160\" class=\"row_heading level0 row160\" >coef_university_student_asc_N</th>\n",
+       "      <td id=\"T_23189_row160_col0\" class=\"data row160 col0\" > 0.489</td>\n",
+       "      <td id=\"T_23189_row160_col1\" class=\"data row160 col1\" > 0.356</td>\n",
+       "      <td id=\"T_23189_row160_col2\" class=\"data row160 col2\" > 1.38</td>\n",
+       "      <td id=\"T_23189_row160_col3\" class=\"data row160 col3\" ></td>\n",
+       "      <td id=\"T_23189_row160_col4\" class=\"data row160 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n"
+      ],
+      "text/plain": [
+       "<pandas.io.formats.style.Styler at 0x17300c730>"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "model.parameter_summary()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "colab_type": "text",
+    "id": "TojXWivZsx7M"
+   },
+   "source": [
+    "# Output Estimation Results"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from activitysim.estimation.larch import update_coefficients\n",
+    "coefficients = update_coefficients(model, data)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "result_dir = data.edb_directory/'estimated'"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "os.makedirs(result_dir, exist_ok=True)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Write the re-estimated coefficients file"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "coefficients.reset_index().to_csv(\n",
+    "    result_dir/\"cdap_coefficients_revised.csv\", \n",
+    "    index=False,\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Write the model estimation report, including coefficient t-statistic and log likelihood"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "for hh_size, submodel in enumerate(model, 1):\n",
+    "    if hh_size > 3: \n",
+    "        break \n",
+    "        # the largest HH sizes have massive model reports that \n",
+    "        # Excel doesn't handle well; review them in Jupyter \n",
+    "        # instead if you are interested\n",
+    "    submodel.to_xlsx(\n",
+    "        result_dir/f\"cdap_model_estimation_hhsize{hh_size}.xlsx\", \n",
+    "        data_statistics=False,\n",
+    "    )"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Next Steps\n",
+    "\n",
+    "The final step is to either manually or automatically copy the `cdap_coefficients.csv_revised.csv` file to the configs folder, rename it to `cdap_coefficients.csv.csv`, and run ActivitySim in simulation mode."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>coefficient_name</th>\n",
+       "      <th>value</th>\n",
+       "      <th>constrain</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>coef_UNAVAILABLE</td>\n",
+       "      <td>-999.000000</td>\n",
+       "      <td>T</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>coef_full_time_worker_asc_M</td>\n",
+       "      <td>2.126748</td>\n",
+       "      <td>F</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>coef_full_time_worker_asc_N</td>\n",
+       "      <td>0.650847</td>\n",
+       "      <td>F</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>coef_part_time_worker_asc_M</td>\n",
+       "      <td>-0.902594</td>\n",
+       "      <td>F</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>coef_part_time_worker_asc_N</td>\n",
+       "      <td>0.677144</td>\n",
+       "      <td>F</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>161</th>\n",
+       "      <td>coef_N_xxxx</td>\n",
+       "      <td>-1.346000</td>\n",
+       "      <td>F</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>162</th>\n",
+       "      <td>coef_H_xxxx</td>\n",
+       "      <td>-3.733000</td>\n",
+       "      <td>F</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>163</th>\n",
+       "      <td>coef_M_xxxxx</td>\n",
+       "      <td>0.103269</td>\n",
+       "      <td>F</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>164</th>\n",
+       "      <td>coef_N_xxxxx</td>\n",
+       "      <td>-0.046852</td>\n",
+       "      <td>F</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>165</th>\n",
+       "      <td>coef_H_xxxxx</td>\n",
+       "      <td>-3.460857</td>\n",
+       "      <td>F</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>166 rows × 3 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                coefficient_name       value constrain\n",
+       "0               coef_UNAVAILABLE -999.000000         T\n",
+       "1    coef_full_time_worker_asc_M    2.126748         F\n",
+       "2    coef_full_time_worker_asc_N    0.650847         F\n",
+       "3    coef_part_time_worker_asc_M   -0.902594         F\n",
+       "4    coef_part_time_worker_asc_N    0.677144         F\n",
+       "..                           ...         ...       ...\n",
+       "161                  coef_N_xxxx   -1.346000         F\n",
+       "162                  coef_H_xxxx   -3.733000         F\n",
+       "163                 coef_M_xxxxx    0.103269         F\n",
+       "164                 coef_N_xxxxx   -0.046852         F\n",
+       "165                 coef_H_xxxxx   -3.460857         F\n",
+       "\n",
+       "[166 rows x 3 columns]"
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "pd.read_csv(result_dir/\"cdap_coefficients_revised.csv\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Modify Spec\n",
+    "\n",
+    "Here, we will demonstrate the process of re-estimating the CDAP model with a modified\n",
+    "SPEC file.  This does *not* require re-running ActivitySim, it just requires\n",
+    "changing the SPEC file and re-running the Larch estimation only.\n",
+    "\n",
+    "The `backup` command we ran earlier made a backup copy of the\n",
+    "original spec file in the EDB directory.\n",
+    "This was not strictly necessary, but since we're about to modify it and\n",
+    "we may want undo our changes, it can be handy to keep a copy of the\n",
+    "original spec file around. Since we already have a backup copy, we'll make some \n",
+    "changes directly in the SPEC file.  As an example here, we're going\n",
+    "to re-write the household income section of the file, to change the piecewise \n",
+    "linear utility from 3 segments to 4.  We'll move the breakpoints and rename some\n",
+    "coefficients to accomodate the change.  As above, for this demo we are editing \n",
+    "the SPEC file using Python code to make the changes, but a user does not need\n",
+    "to change the file using Python; any CSV editor (e.g. Excel) can be used. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "with open(data.edb_directory / \"cdap_INDIV_AND_HHSIZE1_SPEC.csv\") as f:\n",
+    "    raw_spec = f.read()\n",
+    "\n",
+    "repl_lines = \"\"\"Full-time worker interaction with income less than $20k,(ptype == 1) & (income_in_thousands < 20),,,coef_full_time_worker_interaction_with_income_less_than_20k_H\n",
+    "\"\"\"\n",
+    "\n",
+    "new_lines = \"\"\"Full-time worker interaction with income less than $35k,(ptype == 1) & (income_in_thousands < 35),,,coef_full_time_worker_interaction_with_income_less_than_35k_H\n",
+    "Full-time worker interaction with income between $35k and $100k,(ptype == 1) & (income_in_thousands >= 35) & (income_in_thousands <= 100),,,coef_full_time_worker_interaction_with_income_between_35k_and_100k_H\n",
+    "\"\"\"\n",
+    "\n",
+    "raw_spec = raw_spec.replace(repl_lines, new_lines)\n",
+    "\n",
+    "with open(data.edb_directory / \"cdap_INDIV_AND_HHSIZE1_SPEC.csv\", \"w\") as f:\n",
+    "    f.write(raw_spec)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Unlike other components, the CDAP estimation process is built fundamentally against \n",
+    "a re-evaluation of utility functions, instead of using pre-computed values in the\n",
+    "EDB. Thus, the user does not need to worry about the \"Label\" column of the utility\n",
+    "specification file (which in this example does not even exist.)  \n",
+    "\n",
+    "Estimation of the revised model can be completed using the same process as the \n",
+    "original estimation."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Reading output-est-mode/estimation_data_bundle/cdap/cdap_model_settings.yaml\n",
+      "Reading /Users/jpn/Git/est-mode/activitysim/activitysim/examples/example_estimation/notebooks/test-estimation-data/activitysim-prototype-mtc-extended/output-est-mode/final_households.csv\n",
+      "Reading /Users/jpn/Git/est-mode/activitysim/activitysim/examples/example_estimation/notebooks/test-estimation-data/activitysim-prototype-mtc-extended/output-est-mode/final_persons.csv\n",
+      "Reading /Users/jpn/Git/est-mode/activitysim/activitysim/examples/example_estimation/notebooks/test-estimation-data/activitysim-prototype-mtc-extended/output-est-mode/estimation_data_bundle/cdap/cdap_coefficients.csv\n",
+      "Reading /Users/jpn/Git/est-mode/activitysim/activitysim/examples/example_estimation/notebooks/test-estimation-data/activitysim-prototype-mtc-extended/output-est-mode/estimation_data_bundle/cdap/cdap_interaction_coefficients.csv\n",
+      "Reading /Users/jpn/Git/est-mode/activitysim/activitysim/examples/example_estimation/notebooks/test-estimation-data/activitysim-prototype-mtc-extended/output-est-mode/estimation_data_bundle/cdap/cdap_joint_tour_coefficients.csv\n",
+      "Including joint tour utility?: False\n",
+      "Reading /Users/jpn/Git/est-mode/activitysim/activitysim/examples/example_estimation/notebooks/test-estimation-data/activitysim-prototype-mtc-extended/output-est-mode/estimation_data_bundle/cdap/cdap_INDIV_AND_HHSIZE1_SPEC.csv\n",
+      "Reading /Users/jpn/Git/est-mode/activitysim/activitysim/examples/example_estimation/notebooks/test-estimation-data/activitysim-prototype-mtc-extended/output-est-mode/estimation_data_bundle/cdap/cdap_values_combined.parquet\n"
+     ]
+    }
+   ],
+   "source": [
+    "model2, data2 = component_model(\n",
+    "    modelname,\n",
+    "    edb_directory=f\"output-est-mode/estimation_data_bundle/{modelname}/\",\n",
+    "    return_data=True,\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<h3>Iteration 138 [Optimization terminated successfully] </h3>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<p>Best LL = -28225.10715069874</p>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>value</th>\n",
+       "      <th>best</th>\n",
+       "      <th>initvalue</th>\n",
+       "      <th>minimum</th>\n",
+       "      <th>maximum</th>\n",
+       "      <th>nullvalue</th>\n",
+       "      <th>holdfast</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>param_name</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>-999.0</th>\n",
+       "      <td>-999.000000</td>\n",
+       "      <td>-999.000000</td>\n",
+       "      <td>-999.000000</td>\n",
+       "      <td>-999.0</td>\n",
+       "      <td>-999.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_H_11</th>\n",
+       "      <td>1.455012</td>\n",
+       "      <td>1.455012</td>\n",
+       "      <td>1.626000</td>\n",
+       "      <td>-inf</td>\n",
+       "      <td>inf</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_H_12</th>\n",
+       "      <td>0.949608</td>\n",
+       "      <td>0.949608</td>\n",
+       "      <td>0.740700</td>\n",
+       "      <td>-inf</td>\n",
+       "      <td>inf</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_H_124_122_144</th>\n",
+       "      <td>0.367496</td>\n",
+       "      <td>0.367496</td>\n",
+       "      <td>0.957300</td>\n",
+       "      <td>-inf</td>\n",
+       "      <td>inf</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_H_126_146</th>\n",
+       "      <td>-0.009021</td>\n",
+       "      <td>-0.009021</td>\n",
+       "      <td>0.293900</td>\n",
+       "      <td>-inf</td>\n",
+       "      <td>inf</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_retired_interaction_with_more_cars_than_workers_M</th>\n",
+       "      <td>2.992000</td>\n",
+       "      <td>2.992000</td>\n",
+       "      <td>2.992000</td>\n",
+       "      <td>-inf</td>\n",
+       "      <td>inf</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_retired_interaction_with_more_cars_than_workers_N</th>\n",
+       "      <td>1.012806</td>\n",
+       "      <td>1.012806</td>\n",
+       "      <td>1.056000</td>\n",
+       "      <td>-inf</td>\n",
+       "      <td>inf</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_retired_interaction_with_peak_accessibility_to_all_employment_M</th>\n",
+       "      <td>0.279200</td>\n",
+       "      <td>0.279200</td>\n",
+       "      <td>0.279200</td>\n",
+       "      <td>-inf</td>\n",
+       "      <td>inf</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_university_student_asc_M</th>\n",
+       "      <td>2.168368</td>\n",
+       "      <td>2.168368</td>\n",
+       "      <td>2.353595</td>\n",
+       "      <td>-inf</td>\n",
+       "      <td>inf</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_university_student_asc_N</th>\n",
+       "      <td>0.489848</td>\n",
+       "      <td>0.489848</td>\n",
+       "      <td>0.609710</td>\n",
+       "      <td>-inf</td>\n",
+       "      <td>inf</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>162 rows × 7 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                                         value        best  \\\n",
+       "param_name                                                                   \n",
+       "-999.0                                             -999.000000 -999.000000   \n",
+       "coef_H_11                                             1.455012    1.455012   \n",
+       "coef_H_12                                             0.949608    0.949608   \n",
+       "coef_H_124_122_144                                    0.367496    0.367496   \n",
+       "coef_H_126_146                                       -0.009021   -0.009021   \n",
+       "...                                                        ...         ...   \n",
+       "coef_retired_interaction_with_more_cars_than_wo...    2.992000    2.992000   \n",
+       "coef_retired_interaction_with_more_cars_than_wo...    1.012806    1.012806   \n",
+       "coef_retired_interaction_with_peak_accessibilit...    0.279200    0.279200   \n",
+       "coef_university_student_asc_M                         2.168368    2.168368   \n",
+       "coef_university_student_asc_N                         0.489848    0.489848   \n",
+       "\n",
+       "                                                     initvalue  minimum  \\\n",
+       "param_name                                                                \n",
+       "-999.0                                             -999.000000   -999.0   \n",
+       "coef_H_11                                             1.626000     -inf   \n",
+       "coef_H_12                                             0.740700     -inf   \n",
+       "coef_H_124_122_144                                    0.957300     -inf   \n",
+       "coef_H_126_146                                        0.293900     -inf   \n",
+       "...                                                        ...      ...   \n",
+       "coef_retired_interaction_with_more_cars_than_wo...    2.992000     -inf   \n",
+       "coef_retired_interaction_with_more_cars_than_wo...    1.056000     -inf   \n",
+       "coef_retired_interaction_with_peak_accessibilit...    0.279200     -inf   \n",
+       "coef_university_student_asc_M                         2.353595     -inf   \n",
+       "coef_university_student_asc_N                         0.609710     -inf   \n",
+       "\n",
+       "                                                    maximum  nullvalue  \\\n",
+       "param_name                                                               \n",
+       "-999.0                                               -999.0        0.0   \n",
+       "coef_H_11                                               inf        0.0   \n",
+       "coef_H_12                                               inf        0.0   \n",
+       "coef_H_124_122_144                                      inf        0.0   \n",
+       "coef_H_126_146                                          inf        0.0   \n",
+       "...                                                     ...        ...   \n",
+       "coef_retired_interaction_with_more_cars_than_wo...      inf        0.0   \n",
+       "coef_retired_interaction_with_more_cars_than_wo...      inf        0.0   \n",
+       "coef_retired_interaction_with_peak_accessibilit...      inf        0.0   \n",
+       "coef_university_student_asc_M                           inf        0.0   \n",
+       "coef_university_student_asc_N                           inf        0.0   \n",
+       "\n",
+       "                                                    holdfast  \n",
+       "param_name                                                    \n",
+       "-999.0                                                     1  \n",
+       "coef_H_11                                                  0  \n",
+       "coef_H_12                                                  0  \n",
+       "coef_H_124_122_144                                         0  \n",
+       "coef_H_126_146                                             0  \n",
+       "...                                                      ...  \n",
+       "coef_retired_interaction_with_more_cars_than_wo...         0  \n",
+       "coef_retired_interaction_with_more_cars_than_wo...         0  \n",
+       "coef_retired_interaction_with_peak_accessibilit...         0  \n",
+       "coef_university_student_asc_M                              0  \n",
+       "coef_university_student_asc_N                              0  \n",
+       "\n",
+       "[162 rows x 7 columns]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/jpn/Git/est-mode/larch/src/larch/model/optimization.py:338: UserWarning: SLSQP may not play nicely with unbounded parameters\n",
+      "if you get poor results, consider setting global bounds with model.set_cap()\n",
+      "  warnings.warn(  # infinite bounds #  )\n"
+     ]
+    }
+   ],
+   "source": [
+    "r2 = model2.estimate(method='SLSQP', options={'maxiter':1000})"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "We can easily review the parameter estimates from the original and\n",
+    "revised models side by side to see what changed."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th>model</th>\n",
+       "      <th>model2</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>Number of Cases</th>\n",
+       "      <th>Aggregate</th>\n",
+       "      <td>20000.000000</td>\n",
+       "      <td>20000.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"2\" valign=\"top\">Log Likelihood at Convergence</th>\n",
+       "      <th>Aggregate</th>\n",
+       "      <td>-28223.515541</td>\n",
+       "      <td>-28225.107151</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Per Case</th>\n",
+       "      <td>-1.411176</td>\n",
+       "      <td>-1.411255</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"2\" valign=\"top\">Log Likelihood at Null Parameters</th>\n",
+       "      <th>Aggregate</th>\n",
+       "      <td>-51107.531825</td>\n",
+       "      <td>-51107.531825</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Per Case</th>\n",
+       "      <td>-2.555377</td>\n",
+       "      <td>-2.555377</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Rho Squared w.r.t. Null Parameters</th>\n",
+       "      <th>Aggregate</th>\n",
+       "      <td>0.447762</td>\n",
+       "      <td>0.447731</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                                     model        model2\n",
+       "Number of Cases                    Aggregate  20000.000000  20000.000000\n",
+       "Log Likelihood at Convergence      Aggregate -28223.515541 -28225.107151\n",
+       "                                   Per Case      -1.411176     -1.411255\n",
+       "Log Likelihood at Null Parameters  Aggregate -51107.531825 -51107.531825\n",
+       "                                   Per Case      -2.555377     -2.555377\n",
+       "Rho Squared w.r.t. Null Parameters Aggregate      0.447762      0.447731"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "with pd.option_context('display.max_rows', 999):\n",
+    "    display(pd.concat({\n",
+    "        \"model\": model.estimation_statistics_raw(),\n",
+    "        \"model2\": model2.estimation_statistics_raw(),\n",
+    "    }, axis=1).fillna(\"\"))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead tr th {\n",
+       "        text-align: left;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead tr:last-of-type th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr>\n",
+       "      <th></th>\n",
+       "      <th colspan=\"5\" halign=\"left\">model</th>\n",
+       "      <th colspan=\"5\" halign=\"left\">model2</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th></th>\n",
+       "      <th>Value</th>\n",
+       "      <th>Std Err</th>\n",
+       "      <th>t Stat</th>\n",
+       "      <th>Signif</th>\n",
+       "      <th>Null Value</th>\n",
+       "      <th>Value</th>\n",
+       "      <th>Std Err</th>\n",
+       "      <th>t Stat</th>\n",
+       "      <th>Signif</th>\n",
+       "      <th>Null Value</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Parameter</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>-999.0</th>\n",
+       "      <td>-999.</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-999.</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_H_11</th>\n",
+       "      <td>1.45</td>\n",
+       "      <td>0.0614</td>\n",
+       "      <td>23.55</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.46</td>\n",
+       "      <td>0.0622</td>\n",
+       "      <td>23.40</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_H_12</th>\n",
+       "      <td>0.955</td>\n",
+       "      <td>0.132</td>\n",
+       "      <td>7.21</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.950</td>\n",
+       "      <td>0.132</td>\n",
+       "      <td>7.18</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_H_124_122_144</th>\n",
+       "      <td>0.354</td>\n",
+       "      <td>0.153</td>\n",
+       "      <td>2.31</td>\n",
+       "      <td>*</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.367</td>\n",
+       "      <td>0.153</td>\n",
+       "      <td>2.40</td>\n",
+       "      <td>*</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_H_126_146</th>\n",
+       "      <td>-0.0134</td>\n",
+       "      <td>0.336</td>\n",
+       "      <td>-0.04</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-0.00902</td>\n",
+       "      <td>0.336</td>\n",
+       "      <td>-0.03</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_H_13</th>\n",
+       "      <td>1.20</td>\n",
+       "      <td>0.130</td>\n",
+       "      <td>9.21</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.20</td>\n",
+       "      <td>0.131</td>\n",
+       "      <td>9.17</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_H_14</th>\n",
+       "      <td>0.998</td>\n",
+       "      <td>0.0903</td>\n",
+       "      <td>11.05</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.991</td>\n",
+       "      <td>0.0904</td>\n",
+       "      <td>10.96</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_H_15</th>\n",
+       "      <td>1.18</td>\n",
+       "      <td>0.0922</td>\n",
+       "      <td>12.76</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.18</td>\n",
+       "      <td>0.0921</td>\n",
+       "      <td>12.86</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_H_16</th>\n",
+       "      <td>1.85</td>\n",
+       "      <td>0.102</td>\n",
+       "      <td>18.08</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.85</td>\n",
+       "      <td>0.103</td>\n",
+       "      <td>17.98</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_H_17</th>\n",
+       "      <td>1.34</td>\n",
+       "      <td>0.0557</td>\n",
+       "      <td>24.07</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.34</td>\n",
+       "      <td>0.0558</td>\n",
+       "      <td>24.04</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_H_18</th>\n",
+       "      <td>0.803</td>\n",
+       "      <td>0.109</td>\n",
+       "      <td>7.36</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.808</td>\n",
+       "      <td>0.109</td>\n",
+       "      <td>7.42</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_H_22</th>\n",
+       "      <td>1.66</td>\n",
+       "      <td>0.215</td>\n",
+       "      <td>7.76</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.66</td>\n",
+       "      <td>0.215</td>\n",
+       "      <td>7.73</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_H_222_224_244</th>\n",
+       "      <td>0.0747</td>\n",
+       "      <td>0.225</td>\n",
+       "      <td>0.33</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0804</td>\n",
+       "      <td>0.225</td>\n",
+       "      <td>0.36</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_H_226_246_446</th>\n",
+       "      <td>0.0745</td>\n",
+       "      <td>0.683</td>\n",
+       "      <td>0.11</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0726</td>\n",
+       "      <td>0.687</td>\n",
+       "      <td>0.11</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_H_23</th>\n",
+       "      <td>1.68</td>\n",
+       "      <td>0.209</td>\n",
+       "      <td>8.02</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.68</td>\n",
+       "      <td>0.209</td>\n",
+       "      <td>8.03</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_H_24</th>\n",
+       "      <td>1.20</td>\n",
+       "      <td>0.165</td>\n",
+       "      <td>7.27</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.20</td>\n",
+       "      <td>0.165</td>\n",
+       "      <td>7.24</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_H_25</th>\n",
+       "      <td>-0.0811</td>\n",
+       "      <td>0.278</td>\n",
+       "      <td>-0.29</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-0.0737</td>\n",
+       "      <td>0.277</td>\n",
+       "      <td>-0.27</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_H_26</th>\n",
+       "      <td>2.83</td>\n",
+       "      <td>0.239</td>\n",
+       "      <td>11.83</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2.84</td>\n",
+       "      <td>0.239</td>\n",
+       "      <td>11.86</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_H_266_466</th>\n",
+       "      <td>1.24</td>\n",
+       "      <td>0.650</td>\n",
+       "      <td>1.91</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.25</td>\n",
+       "      <td>0.652</td>\n",
+       "      <td>1.91</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_H_27</th>\n",
+       "      <td>0.803</td>\n",
+       "      <td>0.158</td>\n",
+       "      <td>5.08</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.804</td>\n",
+       "      <td>0.158</td>\n",
+       "      <td>5.07</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_H_28</th>\n",
+       "      <td>0.941</td>\n",
+       "      <td>0.187</td>\n",
+       "      <td>5.05</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.946</td>\n",
+       "      <td>0.186</td>\n",
+       "      <td>5.08</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_H_33</th>\n",
+       "      <td>0.359</td>\n",
+       "      <td>0.448</td>\n",
+       "      <td>0.80</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.366</td>\n",
+       "      <td>0.448</td>\n",
+       "      <td>0.82</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_H_34</th>\n",
+       "      <td>1.54</td>\n",
+       "      <td>0.131</td>\n",
+       "      <td>11.80</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.54</td>\n",
+       "      <td>0.131</td>\n",
+       "      <td>11.75</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_H_35</th>\n",
+       "      <td>0.211</td>\n",
+       "      <td>0.389</td>\n",
+       "      <td>0.54</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.213</td>\n",
+       "      <td>0.389</td>\n",
+       "      <td>0.55</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_H_36</th>\n",
+       "      <td>1.55</td>\n",
+       "      <td>2.55e-13</td>\n",
+       "      <td>BIG</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.55</td>\n",
+       "      <td>NA</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_H_37</th>\n",
+       "      <td>1.55</td>\n",
+       "      <td>NA</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.55</td>\n",
+       "      <td>NA</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_H_38</th>\n",
+       "      <td>1.34</td>\n",
+       "      <td>NA</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.34</td>\n",
+       "      <td>4.18e-13</td>\n",
+       "      <td>BIG</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_H_44</th>\n",
+       "      <td>1.09</td>\n",
+       "      <td>0.0884</td>\n",
+       "      <td>12.29</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.09</td>\n",
+       "      <td>0.0883</td>\n",
+       "      <td>12.30</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_H_45</th>\n",
+       "      <td>1.13</td>\n",
+       "      <td>0.139</td>\n",
+       "      <td>8.18</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.13</td>\n",
+       "      <td>0.139</td>\n",
+       "      <td>8.16</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_H_46</th>\n",
+       "      <td>0.524</td>\n",
+       "      <td>9.04e-13</td>\n",
+       "      <td>BIG</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.524</td>\n",
+       "      <td>3.12e-13</td>\n",
+       "      <td>BIG</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_H_47</th>\n",
+       "      <td>0.811</td>\n",
+       "      <td>4.46e-13</td>\n",
+       "      <td>BIG</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.811</td>\n",
+       "      <td>NA</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_H_48</th>\n",
+       "      <td>1.17</td>\n",
+       "      <td>2.26e-13</td>\n",
+       "      <td>BIG</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.17</td>\n",
+       "      <td>6.30e-13</td>\n",
+       "      <td>BIG</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_H_55</th>\n",
+       "      <td>1.22</td>\n",
+       "      <td>0.166</td>\n",
+       "      <td>7.37</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.22</td>\n",
+       "      <td>0.165</td>\n",
+       "      <td>7.39</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_H_56_57_58</th>\n",
+       "      <td>0.863</td>\n",
+       "      <td>1.52e-13</td>\n",
+       "      <td>BIG</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.863</td>\n",
+       "      <td>NA</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_H_66</th>\n",
+       "      <td>1.36</td>\n",
+       "      <td>0.299</td>\n",
+       "      <td>4.56</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.37</td>\n",
+       "      <td>0.298</td>\n",
+       "      <td>4.60</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_H_67</th>\n",
+       "      <td>1.29</td>\n",
+       "      <td>0.385</td>\n",
+       "      <td>3.35</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.28</td>\n",
+       "      <td>0.386</td>\n",
+       "      <td>3.32</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_H_68</th>\n",
+       "      <td>1.39</td>\n",
+       "      <td>0.755</td>\n",
+       "      <td>1.85</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.39</td>\n",
+       "      <td>0.756</td>\n",
+       "      <td>1.83</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_H_77</th>\n",
+       "      <td>2.43</td>\n",
+       "      <td>0.0802</td>\n",
+       "      <td>30.27</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2.42</td>\n",
+       "      <td>0.0804</td>\n",
+       "      <td>30.16</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_H_78</th>\n",
+       "      <td>1.21</td>\n",
+       "      <td>0.157</td>\n",
+       "      <td>7.72</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.21</td>\n",
+       "      <td>0.157</td>\n",
+       "      <td>7.69</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_H_88</th>\n",
+       "      <td>0.944</td>\n",
+       "      <td>0.218</td>\n",
+       "      <td>4.33</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.956</td>\n",
+       "      <td>0.217</td>\n",
+       "      <td>4.40</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_H_xxxxx</th>\n",
+       "      <td>-3.46</td>\n",
+       "      <td>0.269</td>\n",
+       "      <td>-12.86</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-3.47</td>\n",
+       "      <td>0.269</td>\n",
+       "      <td>-12.88</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_M_11</th>\n",
+       "      <td>0.00775</td>\n",
+       "      <td>0.0439</td>\n",
+       "      <td>0.18</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>9.36e-05</td>\n",
+       "      <td>0.0443</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_M_111</th>\n",
+       "      <td>0.158</td>\n",
+       "      <td>0.0551</td>\n",
+       "      <td>2.87</td>\n",
+       "      <td>**</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.164</td>\n",
+       "      <td>0.0552</td>\n",
+       "      <td>2.96</td>\n",
+       "      <td>**</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_M_112_114</th>\n",
+       "      <td>0.297</td>\n",
+       "      <td>0.0900</td>\n",
+       "      <td>3.30</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.295</td>\n",
+       "      <td>0.0900</td>\n",
+       "      <td>3.28</td>\n",
+       "      <td>**</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_M_12</th>\n",
+       "      <td>-0.109</td>\n",
+       "      <td>0.0595</td>\n",
+       "      <td>-1.83</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-0.109</td>\n",
+       "      <td>0.0595</td>\n",
+       "      <td>-1.83</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_M_13</th>\n",
+       "      <td>0.195</td>\n",
+       "      <td>0.0448</td>\n",
+       "      <td>4.36</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.197</td>\n",
+       "      <td>0.0448</td>\n",
+       "      <td>4.39</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_M_16</th>\n",
+       "      <td>0.158</td>\n",
+       "      <td>0.0607</td>\n",
+       "      <td>2.61</td>\n",
+       "      <td>**</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.159</td>\n",
+       "      <td>0.0607</td>\n",
+       "      <td>2.63</td>\n",
+       "      <td>**</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_M_17</th>\n",
+       "      <td>0.0366</td>\n",
+       "      <td>0.0286</td>\n",
+       "      <td>1.28</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0372</td>\n",
+       "      <td>0.0286</td>\n",
+       "      <td>1.30</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_M_18</th>\n",
+       "      <td>0.373</td>\n",
+       "      <td>0.0438</td>\n",
+       "      <td>8.53</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.372</td>\n",
+       "      <td>0.0438</td>\n",
+       "      <td>8.49</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_M_22</th>\n",
+       "      <td>0.964</td>\n",
+       "      <td>0.0932</td>\n",
+       "      <td>10.34</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.966</td>\n",
+       "      <td>0.0933</td>\n",
+       "      <td>10.36</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_M_23</th>\n",
+       "      <td>0.107</td>\n",
+       "      <td>0.0905</td>\n",
+       "      <td>1.18</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.107</td>\n",
+       "      <td>0.0905</td>\n",
+       "      <td>1.18</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_M_26</th>\n",
+       "      <td>0.775</td>\n",
+       "      <td>0.129</td>\n",
+       "      <td>5.99</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.776</td>\n",
+       "      <td>0.129</td>\n",
+       "      <td>6.00</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_M_27</th>\n",
+       "      <td>0.0971</td>\n",
+       "      <td>0.0483</td>\n",
+       "      <td>2.01</td>\n",
+       "      <td>*</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0943</td>\n",
+       "      <td>0.0482</td>\n",
+       "      <td>1.95</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_M_28</th>\n",
+       "      <td>0.515</td>\n",
+       "      <td>0.0771</td>\n",
+       "      <td>6.68</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.515</td>\n",
+       "      <td>0.0771</td>\n",
+       "      <td>6.68</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_M_33</th>\n",
+       "      <td>0.671</td>\n",
+       "      <td>0.0861</td>\n",
+       "      <td>7.79</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.673</td>\n",
+       "      <td>0.0862</td>\n",
+       "      <td>7.81</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_M_36</th>\n",
+       "      <td>-0.00210</td>\n",
+       "      <td>NA</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-0.00210</td>\n",
+       "      <td>NA</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_M_37</th>\n",
+       "      <td>0.297</td>\n",
+       "      <td>3.78e-13</td>\n",
+       "      <td>BIG</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.297</td>\n",
+       "      <td>3.67e-13</td>\n",
+       "      <td>BIG</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_M_38</th>\n",
+       "      <td>0.225</td>\n",
+       "      <td>9.09e-14</td>\n",
+       "      <td>BIG</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.225</td>\n",
+       "      <td>4.32e-13</td>\n",
+       "      <td>BIG</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_M_66</th>\n",
+       "      <td>0.0385</td>\n",
+       "      <td>0.239</td>\n",
+       "      <td>0.16</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0422</td>\n",
+       "      <td>0.240</td>\n",
+       "      <td>0.18</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_M_666</th>\n",
+       "      <td>-0.673</td>\n",
+       "      <td>1.46</td>\n",
+       "      <td>-0.46</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-0.671</td>\n",
+       "      <td>1.46</td>\n",
+       "      <td>-0.46</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_M_67</th>\n",
+       "      <td>0.274</td>\n",
+       "      <td>0.359</td>\n",
+       "      <td>0.76</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.288</td>\n",
+       "      <td>0.360</td>\n",
+       "      <td>0.80</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_M_68</th>\n",
+       "      <td>0.691</td>\n",
+       "      <td>0.457</td>\n",
+       "      <td>1.51</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.695</td>\n",
+       "      <td>0.457</td>\n",
+       "      <td>1.52</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_M_77</th>\n",
+       "      <td>0.700</td>\n",
+       "      <td>0.0584</td>\n",
+       "      <td>11.99</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.703</td>\n",
+       "      <td>0.0584</td>\n",
+       "      <td>12.03</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_M_78</th>\n",
+       "      <td>0.141</td>\n",
+       "      <td>0.0957</td>\n",
+       "      <td>1.48</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.141</td>\n",
+       "      <td>0.0957</td>\n",
+       "      <td>1.48</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_M_88</th>\n",
+       "      <td>1.33</td>\n",
+       "      <td>0.0903</td>\n",
+       "      <td>14.70</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.33</td>\n",
+       "      <td>0.0903</td>\n",
+       "      <td>14.70</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_M_xxxxx</th>\n",
+       "      <td>0.103</td>\n",
+       "      <td>0.0498</td>\n",
+       "      <td>2.07</td>\n",
+       "      <td>*</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.105</td>\n",
+       "      <td>0.0498</td>\n",
+       "      <td>2.10</td>\n",
+       "      <td>*</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_N_11</th>\n",
+       "      <td>0.914</td>\n",
+       "      <td>0.0818</td>\n",
+       "      <td>11.17</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.915</td>\n",
+       "      <td>0.0816</td>\n",
+       "      <td>11.21</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_N_112_114</th>\n",
+       "      <td>0.103</td>\n",
+       "      <td>0.173</td>\n",
+       "      <td>0.60</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.104</td>\n",
+       "      <td>0.174</td>\n",
+       "      <td>0.60</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_N_12</th>\n",
+       "      <td>0.465</td>\n",
+       "      <td>0.111</td>\n",
+       "      <td>4.21</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.467</td>\n",
+       "      <td>0.111</td>\n",
+       "      <td>4.22</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_N_124_122_144</th>\n",
+       "      <td>0.132</td>\n",
+       "      <td>0.142</td>\n",
+       "      <td>0.93</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.128</td>\n",
+       "      <td>0.143</td>\n",
+       "      <td>0.90</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_N_13</th>\n",
+       "      <td>0.216</td>\n",
+       "      <td>0.135</td>\n",
+       "      <td>1.60</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.211</td>\n",
+       "      <td>0.135</td>\n",
+       "      <td>1.57</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_N_14</th>\n",
+       "      <td>0.0331</td>\n",
+       "      <td>0.0719</td>\n",
+       "      <td>0.46</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0271</td>\n",
+       "      <td>0.0720</td>\n",
+       "      <td>0.38</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_N_15</th>\n",
+       "      <td>0.0871</td>\n",
+       "      <td>0.0882</td>\n",
+       "      <td>0.99</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0894</td>\n",
+       "      <td>0.0881</td>\n",
+       "      <td>1.01</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_N_16</th>\n",
+       "      <td>0.308</td>\n",
+       "      <td>0.222</td>\n",
+       "      <td>1.38</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.309</td>\n",
+       "      <td>0.223</td>\n",
+       "      <td>1.39</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_N_166</th>\n",
+       "      <td>0.434</td>\n",
+       "      <td>0.521</td>\n",
+       "      <td>0.83</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.433</td>\n",
+       "      <td>0.525</td>\n",
+       "      <td>0.82</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_N_17</th>\n",
+       "      <td>0.277</td>\n",
+       "      <td>0.0921</td>\n",
+       "      <td>3.01</td>\n",
+       "      <td>**</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.280</td>\n",
+       "      <td>0.0919</td>\n",
+       "      <td>3.04</td>\n",
+       "      <td>**</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_N_18</th>\n",
+       "      <td>0.297</td>\n",
+       "      <td>0.0989</td>\n",
+       "      <td>3.01</td>\n",
+       "      <td>**</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.299</td>\n",
+       "      <td>0.0989</td>\n",
+       "      <td>3.02</td>\n",
+       "      <td>**</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_N_22</th>\n",
+       "      <td>0.867</td>\n",
+       "      <td>0.169</td>\n",
+       "      <td>5.14</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.867</td>\n",
+       "      <td>0.169</td>\n",
+       "      <td>5.14</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_N_222_224_444</th>\n",
+       "      <td>-1.34</td>\n",
+       "      <td>0.194</td>\n",
+       "      <td>-6.91</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-1.35</td>\n",
+       "      <td>0.195</td>\n",
+       "      <td>-6.91</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_N_23</th>\n",
+       "      <td>0.160</td>\n",
+       "      <td>0.200</td>\n",
+       "      <td>0.80</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.165</td>\n",
+       "      <td>0.200</td>\n",
+       "      <td>0.83</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_N_24</th>\n",
+       "      <td>0.596</td>\n",
+       "      <td>0.0737</td>\n",
+       "      <td>8.09</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.595</td>\n",
+       "      <td>0.0737</td>\n",
+       "      <td>8.07</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_N_246_226_446</th>\n",
+       "      <td>-0.872</td>\n",
+       "      <td>5.63</td>\n",
+       "      <td>-0.15</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-0.872</td>\n",
+       "      <td>5.62</td>\n",
+       "      <td>-0.16</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_N_25</th>\n",
+       "      <td>-0.0263</td>\n",
+       "      <td>0.107</td>\n",
+       "      <td>-0.25</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-0.0275</td>\n",
+       "      <td>0.107</td>\n",
+       "      <td>-0.26</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_N_26</th>\n",
+       "      <td>0.125</td>\n",
+       "      <td>0.436</td>\n",
+       "      <td>0.29</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.126</td>\n",
+       "      <td>0.436</td>\n",
+       "      <td>0.29</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_N_27</th>\n",
+       "      <td>0.733</td>\n",
+       "      <td>0.0964</td>\n",
+       "      <td>7.60</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.734</td>\n",
+       "      <td>0.0961</td>\n",
+       "      <td>7.64</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_N_28</th>\n",
+       "      <td>1.05</td>\n",
+       "      <td>0.107</td>\n",
+       "      <td>9.85</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.05</td>\n",
+       "      <td>0.107</td>\n",
+       "      <td>9.85</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_N_33</th>\n",
+       "      <td>0.781</td>\n",
+       "      <td>0.165</td>\n",
+       "      <td>4.72</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.786</td>\n",
+       "      <td>0.165</td>\n",
+       "      <td>4.77</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_N_34</th>\n",
+       "      <td>-0.0522</td>\n",
+       "      <td>0.0980</td>\n",
+       "      <td>-0.53</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-0.0511</td>\n",
+       "      <td>0.0979</td>\n",
+       "      <td>-0.52</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_N_35</th>\n",
+       "      <td>0.390</td>\n",
+       "      <td>0.151</td>\n",
+       "      <td>2.59</td>\n",
+       "      <td>**</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.390</td>\n",
+       "      <td>0.150</td>\n",
+       "      <td>2.59</td>\n",
+       "      <td>**</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_N_36</th>\n",
+       "      <td>1.62</td>\n",
+       "      <td>NA</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.62</td>\n",
+       "      <td>NA</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_N_37</th>\n",
+       "      <td>0.516</td>\n",
+       "      <td>1.11e-13</td>\n",
+       "      <td>BIG</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.516</td>\n",
+       "      <td>NA</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_N_38</th>\n",
+       "      <td>0.897</td>\n",
+       "      <td>8.33e-14</td>\n",
+       "      <td>BIG</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.897</td>\n",
+       "      <td>2.96e-13</td>\n",
+       "      <td>BIG</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_N_44</th>\n",
+       "      <td>0.302</td>\n",
+       "      <td>0.0996</td>\n",
+       "      <td>3.03</td>\n",
+       "      <td>**</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.300</td>\n",
+       "      <td>0.0996</td>\n",
+       "      <td>3.01</td>\n",
+       "      <td>**</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_N_45</th>\n",
+       "      <td>-0.0876</td>\n",
+       "      <td>0.0854</td>\n",
+       "      <td>-1.03</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-0.0902</td>\n",
+       "      <td>0.0854</td>\n",
+       "      <td>-1.06</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_N_46</th>\n",
+       "      <td>0.680</td>\n",
+       "      <td>3.06e-14</td>\n",
+       "      <td>BIG</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.680</td>\n",
+       "      <td>2.86e-13</td>\n",
+       "      <td>BIG</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_N_47</th>\n",
+       "      <td>0.565</td>\n",
+       "      <td>1.01e-13</td>\n",
+       "      <td>BIG</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.565</td>\n",
+       "      <td>2.67e-13</td>\n",
+       "      <td>BIG</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_N_48</th>\n",
+       "      <td>1.16</td>\n",
+       "      <td>2.00e-13</td>\n",
+       "      <td>BIG</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.16</td>\n",
+       "      <td>2.34e-13</td>\n",
+       "      <td>BIG</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_N_55</th>\n",
+       "      <td>0.731</td>\n",
+       "      <td>0.114</td>\n",
+       "      <td>6.42</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.729</td>\n",
+       "      <td>0.114</td>\n",
+       "      <td>6.41</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_N_56_57_58</th>\n",
+       "      <td>0.292</td>\n",
+       "      <td>NA</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.292</td>\n",
+       "      <td>NA</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_N_66</th>\n",
+       "      <td>1.60</td>\n",
+       "      <td>0.492</td>\n",
+       "      <td>3.25</td>\n",
+       "      <td>**</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.60</td>\n",
+       "      <td>0.495</td>\n",
+       "      <td>3.23</td>\n",
+       "      <td>**</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_N_67</th>\n",
+       "      <td>1.29</td>\n",
+       "      <td>0.666</td>\n",
+       "      <td>1.93</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.29</td>\n",
+       "      <td>0.673</td>\n",
+       "      <td>1.92</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_N_68</th>\n",
+       "      <td>1.14</td>\n",
+       "      <td>0.897</td>\n",
+       "      <td>1.27</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.14</td>\n",
+       "      <td>0.899</td>\n",
+       "      <td>1.27</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_N_77</th>\n",
+       "      <td>1.27</td>\n",
+       "      <td>0.109</td>\n",
+       "      <td>11.65</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.28</td>\n",
+       "      <td>0.109</td>\n",
+       "      <td>11.68</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_N_78</th>\n",
+       "      <td>-0.429</td>\n",
+       "      <td>0.549</td>\n",
+       "      <td>-0.78</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-0.421</td>\n",
+       "      <td>0.546</td>\n",
+       "      <td>-0.77</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_N_88</th>\n",
+       "      <td>0.645</td>\n",
+       "      <td>0.151</td>\n",
+       "      <td>4.26</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.645</td>\n",
+       "      <td>0.151</td>\n",
+       "      <td>4.26</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_N_xxxxx</th>\n",
+       "      <td>-0.0469</td>\n",
+       "      <td>0.100</td>\n",
+       "      <td>-0.47</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-0.0446</td>\n",
+       "      <td>0.100</td>\n",
+       "      <td>-0.44</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_UNAVAILABLE</th>\n",
+       "      <td>-999.</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-999.</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_child_who_is_in_school_or_too_young_for_school_interaction_with_off_peak_accessibility_to_retail_N</th>\n",
+       "      <td>0.138</td>\n",
+       "      <td>0.0415</td>\n",
+       "      <td>3.32</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.139</td>\n",
+       "      <td>0.0416</td>\n",
+       "      <td>3.35</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_driving_age_child_who_is_in_school_asc_M</th>\n",
+       "      <td>2.27</td>\n",
+       "      <td>0.177</td>\n",
+       "      <td>12.78</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2.30</td>\n",
+       "      <td>0.178</td>\n",
+       "      <td>12.94</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_driving_age_child_who_is_in_school_asc_N</th>\n",
+       "      <td>-1.09</td>\n",
+       "      <td>0.445</td>\n",
+       "      <td>-2.45</td>\n",
+       "      <td>*</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-1.06</td>\n",
+       "      <td>0.445</td>\n",
+       "      <td>-2.39</td>\n",
+       "      <td>*</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_driving_age_child_who_is_in_school_interaction_income_between_50k_and_100k_H</th>\n",
+       "      <td>-0.159</td>\n",
+       "      <td>0.188</td>\n",
+       "      <td>-0.85</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-0.132</td>\n",
+       "      <td>0.188</td>\n",
+       "      <td>-0.70</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_driving_age_child_who_is_in_school_interaction_with_fewer_cars_than_workers_H</th>\n",
+       "      <td>0.839</td>\n",
+       "      <td>0.168</td>\n",
+       "      <td>4.98</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.836</td>\n",
+       "      <td>0.168</td>\n",
+       "      <td>4.96</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_driving_age_child_who_is_in_school_interaction_with_income_more_than_100k_H</th>\n",
+       "      <td>-1.57</td>\n",
+       "      <td>0.241</td>\n",
+       "      <td>-6.53</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-1.51</td>\n",
+       "      <td>0.242</td>\n",
+       "      <td>-6.24</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_driving_age_child_who_is_in_school_interaction_with_less_than_20k_H</th>\n",
+       "      <td>1.46</td>\n",
+       "      <td>0.217</td>\n",
+       "      <td>6.75</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.53</td>\n",
+       "      <td>0.216</td>\n",
+       "      <td>7.05</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_full_time_worker_asc_M</th>\n",
+       "      <td>2.13</td>\n",
+       "      <td>0.243</td>\n",
+       "      <td>8.76</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2.18</td>\n",
+       "      <td>0.246</td>\n",
+       "      <td>8.88</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_full_time_worker_asc_N</th>\n",
+       "      <td>0.651</td>\n",
+       "      <td>0.0476</td>\n",
+       "      <td>13.66</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.693</td>\n",
+       "      <td>0.0574</td>\n",
+       "      <td>12.07</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_full_time_worker_interaction_with_age_less_than_40_M</th>\n",
+       "      <td>0.210</td>\n",
+       "      <td>0.0388</td>\n",
+       "      <td>5.41</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.216</td>\n",
+       "      <td>0.0389</td>\n",
+       "      <td>5.54</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_full_time_worker_interaction_with_female_gender_M</th>\n",
+       "      <td>-0.128</td>\n",
+       "      <td>0.0394</td>\n",
+       "      <td>-3.24</td>\n",
+       "      <td>**</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-0.124</td>\n",
+       "      <td>0.0394</td>\n",
+       "      <td>-3.15</td>\n",
+       "      <td>**</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_full_time_worker_interaction_with_fewer_cars_than_workers_H</th>\n",
+       "      <td>0.520</td>\n",
+       "      <td>0.0567</td>\n",
+       "      <td>9.16</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.528</td>\n",
+       "      <td>0.0568</td>\n",
+       "      <td>9.29</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_full_time_worker_interaction_with_income_less_than_20k_H</th>\n",
+       "      <td>0.406</td>\n",
+       "      <td>0.109</td>\n",
+       "      <td>3.72</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_full_time_worker_intraction_with_peak_accessibility_to_all_employment_M</th>\n",
+       "      <td>0.0656</td>\n",
+       "      <td>0.0203</td>\n",
+       "      <td>3.23</td>\n",
+       "      <td>**</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0642</td>\n",
+       "      <td>0.0203</td>\n",
+       "      <td>3.16</td>\n",
+       "      <td>**</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_non_working_adult_asc_N</th>\n",
+       "      <td>0.697</td>\n",
+       "      <td>0.354</td>\n",
+       "      <td>1.97</td>\n",
+       "      <td>*</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.698</td>\n",
+       "      <td>0.354</td>\n",
+       "      <td>1.97</td>\n",
+       "      <td>*</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_non_working_adult_interaction_with_female_gender_M</th>\n",
+       "      <td>-0.743</td>\n",
+       "      <td>NA</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-0.743</td>\n",
+       "      <td>3.86e-14</td>\n",
+       "      <td>-BIG</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_non_working_adult_interaction_with_fewer_cars_than_workers_H</th>\n",
+       "      <td>0.977</td>\n",
+       "      <td>0.136</td>\n",
+       "      <td>7.19</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.978</td>\n",
+       "      <td>0.136</td>\n",
+       "      <td>7.19</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_non_working_adult_interaction_with_income_between_50k_and_100k_H</th>\n",
+       "      <td>-0.422</td>\n",
+       "      <td>0.0839</td>\n",
+       "      <td>-5.03</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-0.424</td>\n",
+       "      <td>0.0839</td>\n",
+       "      <td>-5.05</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_non_working_adult_interaction_with_income_more_than_100k_H</th>\n",
+       "      <td>-0.721</td>\n",
+       "      <td>0.104</td>\n",
+       "      <td>-6.94</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-0.716</td>\n",
+       "      <td>0.104</td>\n",
+       "      <td>-6.89</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_non_working_adult_interaction_with_more_cars_than_workers_M</th>\n",
+       "      <td>0.651</td>\n",
+       "      <td>7.21e-15</td>\n",
+       "      <td>BIG</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.651</td>\n",
+       "      <td>NA</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_non_working_adult_interaction_with_more_cars_than_workers_N</th>\n",
+       "      <td>0.783</td>\n",
+       "      <td>0.0828</td>\n",
+       "      <td>9.45</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.781</td>\n",
+       "      <td>0.0828</td>\n",
+       "      <td>9.43</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_non_working_adult_interaction_with_peak_accessibility_to_all_employment_M</th>\n",
+       "      <td>0.231</td>\n",
+       "      <td>1.73e-14</td>\n",
+       "      <td>BIG</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.231</td>\n",
+       "      <td>8.76e-15</td>\n",
+       "      <td>BIG</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_non_working_adult_retired_or_univ_student_interaction_with_off_peak_accessibility_to_all_employment_N</th>\n",
+       "      <td>0.0628</td>\n",
+       "      <td>0.0353</td>\n",
+       "      <td>1.78</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0629</td>\n",
+       "      <td>0.0352</td>\n",
+       "      <td>1.79</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_part_time_worker_asc_M</th>\n",
+       "      <td>-0.903</td>\n",
+       "      <td>0.394</td>\n",
+       "      <td>-2.29</td>\n",
+       "      <td>*</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-0.900</td>\n",
+       "      <td>0.394</td>\n",
+       "      <td>-2.29</td>\n",
+       "      <td>*</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_part_time_worker_asc_N</th>\n",
+       "      <td>0.677</td>\n",
+       "      <td>0.0943</td>\n",
+       "      <td>7.18</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.679</td>\n",
+       "      <td>0.0944</td>\n",
+       "      <td>7.19</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_part_time_worker_interaction_with_income_between_50k_and_100k_H</th>\n",
+       "      <td>-0.470</td>\n",
+       "      <td>0.120</td>\n",
+       "      <td>-3.93</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-0.471</td>\n",
+       "      <td>0.120</td>\n",
+       "      <td>-3.93</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_part_time_worker_interaction_with_income_less_than_20k_H</th>\n",
+       "      <td>0.274</td>\n",
+       "      <td>0.126</td>\n",
+       "      <td>2.18</td>\n",
+       "      <td>*</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.278</td>\n",
+       "      <td>0.126</td>\n",
+       "      <td>2.21</td>\n",
+       "      <td>*</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_part_time_worker_interaction_with_income_more_than_100k_H</th>\n",
+       "      <td>-0.492</td>\n",
+       "      <td>0.135</td>\n",
+       "      <td>-3.64</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-0.488</td>\n",
+       "      <td>0.135</td>\n",
+       "      <td>-3.61</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_part_time_worker_interaction_with_income_more_than_100k_N</th>\n",
+       "      <td>0.334</td>\n",
+       "      <td>0.0733</td>\n",
+       "      <td>4.56</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.334</td>\n",
+       "      <td>0.0734</td>\n",
+       "      <td>4.55</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_part_time_worker_interaction_with_peak_accessibility_to_all_employment_M</th>\n",
+       "      <td>0.218</td>\n",
+       "      <td>0.0323</td>\n",
+       "      <td>6.76</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.218</td>\n",
+       "      <td>0.0323</td>\n",
+       "      <td>6.75</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_pre_driving_age_child_who_is_in_school_asc_M</th>\n",
+       "      <td>3.24</td>\n",
+       "      <td>0.104</td>\n",
+       "      <td>31.22</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>3.24</td>\n",
+       "      <td>0.104</td>\n",
+       "      <td>31.19</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_pre_driving_age_child_who_is_in_school_asc_N</th>\n",
+       "      <td>-0.0676</td>\n",
+       "      <td>0.411</td>\n",
+       "      <td>-0.16</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-0.0778</td>\n",
+       "      <td>0.412</td>\n",
+       "      <td>-0.19</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_pre_driving_age_child_who_is_in_school_interaction_with_age_13_to_15_M</th>\n",
+       "      <td>-0.694</td>\n",
+       "      <td>0.112</td>\n",
+       "      <td>-6.17</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-0.697</td>\n",
+       "      <td>0.112</td>\n",
+       "      <td>-6.19</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_pre_driving_age_child_who_is_in_school_interaction_with_age_13_to_15_N</th>\n",
+       "      <td>-0.607</td>\n",
+       "      <td>0.129</td>\n",
+       "      <td>-4.70</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-0.605</td>\n",
+       "      <td>0.129</td>\n",
+       "      <td>-4.69</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_pre_driving_age_child_who_is_in_school_interaction_with_age_6_to_9_M</th>\n",
+       "      <td>-0.400</td>\n",
+       "      <td>0.0833</td>\n",
+       "      <td>-4.80</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-0.398</td>\n",
+       "      <td>0.0834</td>\n",
+       "      <td>-4.77</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_pre_driving_age_child_who_is_in_school_interaction_with_fewer_cars_than_workers_H</th>\n",
+       "      <td>0.674</td>\n",
+       "      <td>0.0861</td>\n",
+       "      <td>7.83</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.676</td>\n",
+       "      <td>0.0862</td>\n",
+       "      <td>7.84</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_pre_driving_age_child_who_is_too_young_for_school_asc_M</th>\n",
+       "      <td>0.583</td>\n",
+       "      <td>0.107</td>\n",
+       "      <td>5.43</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.587</td>\n",
+       "      <td>0.107</td>\n",
+       "      <td>5.47</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_pre_driving_age_child_who_is_too_young_for_school_asc_N</th>\n",
+       "      <td>-1.39</td>\n",
+       "      <td>0.416</td>\n",
+       "      <td>-3.34</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-1.40</td>\n",
+       "      <td>0.417</td>\n",
+       "      <td>-3.36</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_pre_driving_age_child_who_is_too_young_for_school_interaction_with_age_0_to_1_M</th>\n",
+       "      <td>-0.393</td>\n",
+       "      <td>0.0920</td>\n",
+       "      <td>-4.27</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-0.392</td>\n",
+       "      <td>0.0920</td>\n",
+       "      <td>-4.27</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_pre_driving_age_child_who_is_too_young_for_school_interaction_with_age_4_to_5_M</th>\n",
+       "      <td>0.669</td>\n",
+       "      <td>0.0978</td>\n",
+       "      <td>6.84</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.670</td>\n",
+       "      <td>0.0978</td>\n",
+       "      <td>6.85</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_pre_driving_age_child_who_is_too_young_for_school_interaction_with_fewer_cars_than_workers_H</th>\n",
+       "      <td>0.243</td>\n",
+       "      <td>0.134</td>\n",
+       "      <td>1.81</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.243</td>\n",
+       "      <td>0.134</td>\n",
+       "      <td>1.82</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_pre_driving_age_child_who_is_too_young_for_school_interaction_with_income_between_50k_and_100k_H</th>\n",
+       "      <td>-0.707</td>\n",
+       "      <td>0.128</td>\n",
+       "      <td>-5.51</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-0.708</td>\n",
+       "      <td>0.128</td>\n",
+       "      <td>-5.52</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_pre_driving_age_child_who_is_too_young_for_school_interaction_with_income_more_than_100k_H</th>\n",
+       "      <td>-0.695</td>\n",
+       "      <td>0.131</td>\n",
+       "      <td>-5.31</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-0.688</td>\n",
+       "      <td>0.131</td>\n",
+       "      <td>-5.26</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_pre_driving_age_child_who_is_too_young_for_school_interaction_with_more_cars_than_workers_N</th>\n",
+       "      <td>0.685</td>\n",
+       "      <td>0.0858</td>\n",
+       "      <td>7.99</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.686</td>\n",
+       "      <td>0.0858</td>\n",
+       "      <td>7.99</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_retired_asc_N</th>\n",
+       "      <td>0.434</td>\n",
+       "      <td>0.359</td>\n",
+       "      <td>1.21</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.439</td>\n",
+       "      <td>0.359</td>\n",
+       "      <td>1.22</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_retired_interaction_with_age_more_than_80_H</th>\n",
+       "      <td>0.730</td>\n",
+       "      <td>0.0826</td>\n",
+       "      <td>8.84</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.732</td>\n",
+       "      <td>0.0825</td>\n",
+       "      <td>8.87</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_retired_interaction_with_female_M</th>\n",
+       "      <td>0.477</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.477</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_retired_interaction_with_fewer_cars_than_workers_H</th>\n",
+       "      <td>0.650</td>\n",
+       "      <td>0.218</td>\n",
+       "      <td>2.98</td>\n",
+       "      <td>**</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.649</td>\n",
+       "      <td>0.218</td>\n",
+       "      <td>2.97</td>\n",
+       "      <td>**</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_retired_interaction_with_income_less_than_20k_H</th>\n",
+       "      <td>0.476</td>\n",
+       "      <td>0.0845</td>\n",
+       "      <td>5.63</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.483</td>\n",
+       "      <td>0.0844</td>\n",
+       "      <td>5.72</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_retired_interaction_with_more_cars_than_workers_M</th>\n",
+       "      <td>2.99</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2.99</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_retired_interaction_with_more_cars_than_workers_N</th>\n",
+       "      <td>1.02</td>\n",
+       "      <td>0.0885</td>\n",
+       "      <td>11.48</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.01</td>\n",
+       "      <td>0.0884</td>\n",
+       "      <td>11.45</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_retired_interaction_with_peak_accessibility_to_all_employment_M</th>\n",
+       "      <td>0.279</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.279</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_university_student_asc_M</th>\n",
+       "      <td>2.17</td>\n",
+       "      <td>0.0864</td>\n",
+       "      <td>25.12</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2.17</td>\n",
+       "      <td>0.0864</td>\n",
+       "      <td>25.10</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_university_student_asc_N</th>\n",
+       "      <td>0.489</td>\n",
+       "      <td>0.356</td>\n",
+       "      <td>1.38</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.490</td>\n",
+       "      <td>0.356</td>\n",
+       "      <td>1.38</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_full_time_worker_interaction_with_income_between_35k_and_100k_H</th>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>0.0541</td>\n",
+       "      <td>0.0542</td>\n",
+       "      <td>1.00</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_full_time_worker_interaction_with_income_less_than_35k_H</th>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>0.245</td>\n",
+       "      <td>0.0795</td>\n",
+       "      <td>3.08</td>\n",
+       "      <td>**</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                                       model             \\\n",
+       "                                                       Value    Std Err   \n",
+       "Parameter                                                                 \n",
+       "-999.0                                                 -999.       0.00   \n",
+       "coef_H_11                                               1.45     0.0614   \n",
+       "coef_H_12                                              0.955      0.132   \n",
+       "coef_H_124_122_144                                     0.354      0.153   \n",
+       "coef_H_126_146                                       -0.0134      0.336   \n",
+       "coef_H_13                                               1.20      0.130   \n",
+       "coef_H_14                                              0.998     0.0903   \n",
+       "coef_H_15                                               1.18     0.0922   \n",
+       "coef_H_16                                               1.85      0.102   \n",
+       "coef_H_17                                               1.34     0.0557   \n",
+       "coef_H_18                                              0.803      0.109   \n",
+       "coef_H_22                                               1.66      0.215   \n",
+       "coef_H_222_224_244                                    0.0747      0.225   \n",
+       "coef_H_226_246_446                                    0.0745      0.683   \n",
+       "coef_H_23                                               1.68      0.209   \n",
+       "coef_H_24                                               1.20      0.165   \n",
+       "coef_H_25                                            -0.0811      0.278   \n",
+       "coef_H_26                                               2.83      0.239   \n",
+       "coef_H_266_466                                          1.24      0.650   \n",
+       "coef_H_27                                              0.803      0.158   \n",
+       "coef_H_28                                              0.941      0.187   \n",
+       "coef_H_33                                              0.359      0.448   \n",
+       "coef_H_34                                               1.54      0.131   \n",
+       "coef_H_35                                              0.211      0.389   \n",
+       "coef_H_36                                               1.55   2.55e-13   \n",
+       "coef_H_37                                               1.55         NA   \n",
+       "coef_H_38                                               1.34         NA   \n",
+       "coef_H_44                                               1.09     0.0884   \n",
+       "coef_H_45                                               1.13      0.139   \n",
+       "coef_H_46                                              0.524   9.04e-13   \n",
+       "coef_H_47                                              0.811   4.46e-13   \n",
+       "coef_H_48                                               1.17   2.26e-13   \n",
+       "coef_H_55                                               1.22      0.166   \n",
+       "coef_H_56_57_58                                        0.863   1.52e-13   \n",
+       "coef_H_66                                               1.36      0.299   \n",
+       "coef_H_67                                               1.29      0.385   \n",
+       "coef_H_68                                               1.39      0.755   \n",
+       "coef_H_77                                               2.43     0.0802   \n",
+       "coef_H_78                                               1.21      0.157   \n",
+       "coef_H_88                                              0.944      0.218   \n",
+       "coef_H_xxxxx                                           -3.46      0.269   \n",
+       "coef_M_11                                            0.00775     0.0439   \n",
+       "coef_M_111                                             0.158     0.0551   \n",
+       "coef_M_112_114                                         0.297     0.0900   \n",
+       "coef_M_12                                             -0.109     0.0595   \n",
+       "coef_M_13                                              0.195     0.0448   \n",
+       "coef_M_16                                              0.158     0.0607   \n",
+       "coef_M_17                                             0.0366     0.0286   \n",
+       "coef_M_18                                              0.373     0.0438   \n",
+       "coef_M_22                                              0.964     0.0932   \n",
+       "coef_M_23                                              0.107     0.0905   \n",
+       "coef_M_26                                              0.775      0.129   \n",
+       "coef_M_27                                             0.0971     0.0483   \n",
+       "coef_M_28                                              0.515     0.0771   \n",
+       "coef_M_33                                              0.671     0.0861   \n",
+       "coef_M_36                                           -0.00210         NA   \n",
+       "coef_M_37                                              0.297   3.78e-13   \n",
+       "coef_M_38                                              0.225   9.09e-14   \n",
+       "coef_M_66                                             0.0385      0.239   \n",
+       "coef_M_666                                            -0.673       1.46   \n",
+       "coef_M_67                                              0.274      0.359   \n",
+       "coef_M_68                                              0.691      0.457   \n",
+       "coef_M_77                                              0.700     0.0584   \n",
+       "coef_M_78                                              0.141     0.0957   \n",
+       "coef_M_88                                               1.33     0.0903   \n",
+       "coef_M_xxxxx                                           0.103     0.0498   \n",
+       "coef_N_11                                              0.914     0.0818   \n",
+       "coef_N_112_114                                         0.103      0.173   \n",
+       "coef_N_12                                              0.465      0.111   \n",
+       "coef_N_124_122_144                                     0.132      0.142   \n",
+       "coef_N_13                                              0.216      0.135   \n",
+       "coef_N_14                                             0.0331     0.0719   \n",
+       "coef_N_15                                             0.0871     0.0882   \n",
+       "coef_N_16                                              0.308      0.222   \n",
+       "coef_N_166                                             0.434      0.521   \n",
+       "coef_N_17                                              0.277     0.0921   \n",
+       "coef_N_18                                              0.297     0.0989   \n",
+       "coef_N_22                                              0.867      0.169   \n",
+       "coef_N_222_224_444                                     -1.34      0.194   \n",
+       "coef_N_23                                              0.160      0.200   \n",
+       "coef_N_24                                              0.596     0.0737   \n",
+       "coef_N_246_226_446                                    -0.872       5.63   \n",
+       "coef_N_25                                            -0.0263      0.107   \n",
+       "coef_N_26                                              0.125      0.436   \n",
+       "coef_N_27                                              0.733     0.0964   \n",
+       "coef_N_28                                               1.05      0.107   \n",
+       "coef_N_33                                              0.781      0.165   \n",
+       "coef_N_34                                            -0.0522     0.0980   \n",
+       "coef_N_35                                              0.390      0.151   \n",
+       "coef_N_36                                               1.62         NA   \n",
+       "coef_N_37                                              0.516   1.11e-13   \n",
+       "coef_N_38                                              0.897   8.33e-14   \n",
+       "coef_N_44                                              0.302     0.0996   \n",
+       "coef_N_45                                            -0.0876     0.0854   \n",
+       "coef_N_46                                              0.680   3.06e-14   \n",
+       "coef_N_47                                              0.565   1.01e-13   \n",
+       "coef_N_48                                               1.16   2.00e-13   \n",
+       "coef_N_55                                              0.731      0.114   \n",
+       "coef_N_56_57_58                                        0.292         NA   \n",
+       "coef_N_66                                               1.60      0.492   \n",
+       "coef_N_67                                               1.29      0.666   \n",
+       "coef_N_68                                               1.14      0.897   \n",
+       "coef_N_77                                               1.27      0.109   \n",
+       "coef_N_78                                             -0.429      0.549   \n",
+       "coef_N_88                                              0.645      0.151   \n",
+       "coef_N_xxxxx                                         -0.0469      0.100   \n",
+       "coef_UNAVAILABLE                                       -999.       0.00   \n",
+       "coef_child_who_is_in_school_or_too_young_for_sc...     0.138     0.0415   \n",
+       "coef_driving_age_child_who_is_in_school_asc_M           2.27      0.177   \n",
+       "coef_driving_age_child_who_is_in_school_asc_N          -1.09      0.445   \n",
+       "coef_driving_age_child_who_is_in_school_interac...    -0.159      0.188   \n",
+       "coef_driving_age_child_who_is_in_school_interac...     0.839      0.168   \n",
+       "coef_driving_age_child_who_is_in_school_interac...     -1.57      0.241   \n",
+       "coef_driving_age_child_who_is_in_school_interac...      1.46      0.217   \n",
+       "coef_full_time_worker_asc_M                             2.13      0.243   \n",
+       "coef_full_time_worker_asc_N                            0.651     0.0476   \n",
+       "coef_full_time_worker_interaction_with_age_less...     0.210     0.0388   \n",
+       "coef_full_time_worker_interaction_with_female_g...    -0.128     0.0394   \n",
+       "coef_full_time_worker_interaction_with_fewer_ca...     0.520     0.0567   \n",
+       "coef_full_time_worker_interaction_with_income_l...     0.406      0.109   \n",
+       "coef_full_time_worker_intraction_with_peak_acce...    0.0656     0.0203   \n",
+       "coef_non_working_adult_asc_N                           0.697      0.354   \n",
+       "coef_non_working_adult_interaction_with_female_...    -0.743         NA   \n",
+       "coef_non_working_adult_interaction_with_fewer_c...     0.977      0.136   \n",
+       "coef_non_working_adult_interaction_with_income_...    -0.422     0.0839   \n",
+       "coef_non_working_adult_interaction_with_income_...    -0.721      0.104   \n",
+       "coef_non_working_adult_interaction_with_more_ca...     0.651   7.21e-15   \n",
+       "coef_non_working_adult_interaction_with_more_ca...     0.783     0.0828   \n",
+       "coef_non_working_adult_interaction_with_peak_ac...     0.231   1.73e-14   \n",
+       "coef_non_working_adult_retired_or_univ_student_...    0.0628     0.0353   \n",
+       "coef_part_time_worker_asc_M                           -0.903      0.394   \n",
+       "coef_part_time_worker_asc_N                            0.677     0.0943   \n",
+       "coef_part_time_worker_interaction_with_income_b...    -0.470      0.120   \n",
+       "coef_part_time_worker_interaction_with_income_l...     0.274      0.126   \n",
+       "coef_part_time_worker_interaction_with_income_m...    -0.492      0.135   \n",
+       "coef_part_time_worker_interaction_with_income_m...     0.334     0.0733   \n",
+       "coef_part_time_worker_interaction_with_peak_acc...     0.218     0.0323   \n",
+       "coef_pre_driving_age_child_who_is_in_school_asc_M       3.24      0.104   \n",
+       "coef_pre_driving_age_child_who_is_in_school_asc_N    -0.0676      0.411   \n",
+       "coef_pre_driving_age_child_who_is_in_school_int...    -0.694      0.112   \n",
+       "coef_pre_driving_age_child_who_is_in_school_int...    -0.607      0.129   \n",
+       "coef_pre_driving_age_child_who_is_in_school_int...    -0.400     0.0833   \n",
+       "coef_pre_driving_age_child_who_is_in_school_int...     0.674     0.0861   \n",
+       "coef_pre_driving_age_child_who_is_too_young_for...     0.583      0.107   \n",
+       "coef_pre_driving_age_child_who_is_too_young_for...     -1.39      0.416   \n",
+       "coef_pre_driving_age_child_who_is_too_young_for...    -0.393     0.0920   \n",
+       "coef_pre_driving_age_child_who_is_too_young_for...     0.669     0.0978   \n",
+       "coef_pre_driving_age_child_who_is_too_young_for...     0.243      0.134   \n",
+       "coef_pre_driving_age_child_who_is_too_young_for...    -0.707      0.128   \n",
+       "coef_pre_driving_age_child_who_is_too_young_for...    -0.695      0.131   \n",
+       "coef_pre_driving_age_child_who_is_too_young_for...     0.685     0.0858   \n",
+       "coef_retired_asc_N                                     0.434      0.359   \n",
+       "coef_retired_interaction_with_age_more_than_80_H       0.730     0.0826   \n",
+       "coef_retired_interaction_with_female_M                 0.477       0.00   \n",
+       "coef_retired_interaction_with_fewer_cars_than_w...     0.650      0.218   \n",
+       "coef_retired_interaction_with_income_less_than_...     0.476     0.0845   \n",
+       "coef_retired_interaction_with_more_cars_than_wo...      2.99       0.00   \n",
+       "coef_retired_interaction_with_more_cars_than_wo...      1.02     0.0885   \n",
+       "coef_retired_interaction_with_peak_accessibilit...     0.279       0.00   \n",
+       "coef_university_student_asc_M                           2.17     0.0864   \n",
+       "coef_university_student_asc_N                          0.489      0.356   \n",
+       "coef_full_time_worker_interaction_with_income_b...                        \n",
+       "coef_full_time_worker_interaction_with_income_l...                        \n",
+       "\n",
+       "                                                                              \\\n",
+       "                                                    t Stat Signif Null Value   \n",
+       "Parameter                                                                      \n",
+       "-999.0                                                  NA               0.0   \n",
+       "coef_H_11                                            23.55    ***        0.0   \n",
+       "coef_H_12                                             7.21    ***        0.0   \n",
+       "coef_H_124_122_144                                    2.31      *        0.0   \n",
+       "coef_H_126_146                                       -0.04               0.0   \n",
+       "coef_H_13                                             9.21    ***        0.0   \n",
+       "coef_H_14                                            11.05    ***        0.0   \n",
+       "coef_H_15                                            12.76    ***        0.0   \n",
+       "coef_H_16                                            18.08    ***        0.0   \n",
+       "coef_H_17                                            24.07    ***        0.0   \n",
+       "coef_H_18                                             7.36    ***        0.0   \n",
+       "coef_H_22                                             7.76    ***        0.0   \n",
+       "coef_H_222_224_244                                    0.33               0.0   \n",
+       "coef_H_226_246_446                                    0.11               0.0   \n",
+       "coef_H_23                                             8.02    ***        0.0   \n",
+       "coef_H_24                                             7.27    ***        0.0   \n",
+       "coef_H_25                                            -0.29               0.0   \n",
+       "coef_H_26                                            11.83    ***        0.0   \n",
+       "coef_H_266_466                                        1.91               0.0   \n",
+       "coef_H_27                                             5.08    ***        0.0   \n",
+       "coef_H_28                                             5.05    ***        0.0   \n",
+       "coef_H_33                                             0.80               0.0   \n",
+       "coef_H_34                                            11.80    ***        0.0   \n",
+       "coef_H_35                                             0.54               0.0   \n",
+       "coef_H_36                                              BIG    ***        0.0   \n",
+       "coef_H_37                                               NA               0.0   \n",
+       "coef_H_38                                               NA               0.0   \n",
+       "coef_H_44                                            12.29    ***        0.0   \n",
+       "coef_H_45                                             8.18    ***        0.0   \n",
+       "coef_H_46                                              BIG    ***        0.0   \n",
+       "coef_H_47                                              BIG    ***        0.0   \n",
+       "coef_H_48                                              BIG    ***        0.0   \n",
+       "coef_H_55                                             7.37    ***        0.0   \n",
+       "coef_H_56_57_58                                        BIG    ***        0.0   \n",
+       "coef_H_66                                             4.56    ***        0.0   \n",
+       "coef_H_67                                             3.35    ***        0.0   \n",
+       "coef_H_68                                             1.85               0.0   \n",
+       "coef_H_77                                            30.27    ***        0.0   \n",
+       "coef_H_78                                             7.72    ***        0.0   \n",
+       "coef_H_88                                             4.33    ***        0.0   \n",
+       "coef_H_xxxxx                                        -12.86    ***        0.0   \n",
+       "coef_M_11                                             0.18               0.0   \n",
+       "coef_M_111                                            2.87     **        0.0   \n",
+       "coef_M_112_114                                        3.30    ***        0.0   \n",
+       "coef_M_12                                            -1.83               0.0   \n",
+       "coef_M_13                                             4.36    ***        0.0   \n",
+       "coef_M_16                                             2.61     **        0.0   \n",
+       "coef_M_17                                             1.28               0.0   \n",
+       "coef_M_18                                             8.53    ***        0.0   \n",
+       "coef_M_22                                            10.34    ***        0.0   \n",
+       "coef_M_23                                             1.18               0.0   \n",
+       "coef_M_26                                             5.99    ***        0.0   \n",
+       "coef_M_27                                             2.01      *        0.0   \n",
+       "coef_M_28                                             6.68    ***        0.0   \n",
+       "coef_M_33                                             7.79    ***        0.0   \n",
+       "coef_M_36                                               NA               0.0   \n",
+       "coef_M_37                                              BIG    ***        0.0   \n",
+       "coef_M_38                                              BIG    ***        0.0   \n",
+       "coef_M_66                                             0.16               0.0   \n",
+       "coef_M_666                                           -0.46               0.0   \n",
+       "coef_M_67                                             0.76               0.0   \n",
+       "coef_M_68                                             1.51               0.0   \n",
+       "coef_M_77                                            11.99    ***        0.0   \n",
+       "coef_M_78                                             1.48               0.0   \n",
+       "coef_M_88                                            14.70    ***        0.0   \n",
+       "coef_M_xxxxx                                          2.07      *        0.0   \n",
+       "coef_N_11                                            11.17    ***        0.0   \n",
+       "coef_N_112_114                                        0.60               0.0   \n",
+       "coef_N_12                                             4.21    ***        0.0   \n",
+       "coef_N_124_122_144                                    0.93               0.0   \n",
+       "coef_N_13                                             1.60               0.0   \n",
+       "coef_N_14                                             0.46               0.0   \n",
+       "coef_N_15                                             0.99               0.0   \n",
+       "coef_N_16                                             1.38               0.0   \n",
+       "coef_N_166                                            0.83               0.0   \n",
+       "coef_N_17                                             3.01     **        0.0   \n",
+       "coef_N_18                                             3.01     **        0.0   \n",
+       "coef_N_22                                             5.14    ***        0.0   \n",
+       "coef_N_222_224_444                                   -6.91    ***        0.0   \n",
+       "coef_N_23                                             0.80               0.0   \n",
+       "coef_N_24                                             8.09    ***        0.0   \n",
+       "coef_N_246_226_446                                   -0.15               0.0   \n",
+       "coef_N_25                                            -0.25               0.0   \n",
+       "coef_N_26                                             0.29               0.0   \n",
+       "coef_N_27                                             7.60    ***        0.0   \n",
+       "coef_N_28                                             9.85    ***        0.0   \n",
+       "coef_N_33                                             4.72    ***        0.0   \n",
+       "coef_N_34                                            -0.53               0.0   \n",
+       "coef_N_35                                             2.59     **        0.0   \n",
+       "coef_N_36                                               NA               0.0   \n",
+       "coef_N_37                                              BIG    ***        0.0   \n",
+       "coef_N_38                                              BIG    ***        0.0   \n",
+       "coef_N_44                                             3.03     **        0.0   \n",
+       "coef_N_45                                            -1.03               0.0   \n",
+       "coef_N_46                                              BIG    ***        0.0   \n",
+       "coef_N_47                                              BIG    ***        0.0   \n",
+       "coef_N_48                                              BIG    ***        0.0   \n",
+       "coef_N_55                                             6.42    ***        0.0   \n",
+       "coef_N_56_57_58                                         NA               0.0   \n",
+       "coef_N_66                                             3.25     **        0.0   \n",
+       "coef_N_67                                             1.93               0.0   \n",
+       "coef_N_68                                             1.27               0.0   \n",
+       "coef_N_77                                            11.65    ***        0.0   \n",
+       "coef_N_78                                            -0.78               0.0   \n",
+       "coef_N_88                                             4.26    ***        0.0   \n",
+       "coef_N_xxxxx                                         -0.47               0.0   \n",
+       "coef_UNAVAILABLE                                        NA               0.0   \n",
+       "coef_child_who_is_in_school_or_too_young_for_sc...    3.32    ***        0.0   \n",
+       "coef_driving_age_child_who_is_in_school_asc_M        12.78    ***        0.0   \n",
+       "coef_driving_age_child_who_is_in_school_asc_N        -2.45      *        0.0   \n",
+       "coef_driving_age_child_who_is_in_school_interac...   -0.85               0.0   \n",
+       "coef_driving_age_child_who_is_in_school_interac...    4.98    ***        0.0   \n",
+       "coef_driving_age_child_who_is_in_school_interac...   -6.53    ***        0.0   \n",
+       "coef_driving_age_child_who_is_in_school_interac...    6.75    ***        0.0   \n",
+       "coef_full_time_worker_asc_M                           8.76    ***        0.0   \n",
+       "coef_full_time_worker_asc_N                          13.66    ***        0.0   \n",
+       "coef_full_time_worker_interaction_with_age_less...    5.41    ***        0.0   \n",
+       "coef_full_time_worker_interaction_with_female_g...   -3.24     **        0.0   \n",
+       "coef_full_time_worker_interaction_with_fewer_ca...    9.16    ***        0.0   \n",
+       "coef_full_time_worker_interaction_with_income_l...    3.72    ***        0.0   \n",
+       "coef_full_time_worker_intraction_with_peak_acce...    3.23     **        0.0   \n",
+       "coef_non_working_adult_asc_N                          1.97      *        0.0   \n",
+       "coef_non_working_adult_interaction_with_female_...      NA               0.0   \n",
+       "coef_non_working_adult_interaction_with_fewer_c...    7.19    ***        0.0   \n",
+       "coef_non_working_adult_interaction_with_income_...   -5.03    ***        0.0   \n",
+       "coef_non_working_adult_interaction_with_income_...   -6.94    ***        0.0   \n",
+       "coef_non_working_adult_interaction_with_more_ca...     BIG    ***        0.0   \n",
+       "coef_non_working_adult_interaction_with_more_ca...    9.45    ***        0.0   \n",
+       "coef_non_working_adult_interaction_with_peak_ac...     BIG    ***        0.0   \n",
+       "coef_non_working_adult_retired_or_univ_student_...    1.78               0.0   \n",
+       "coef_part_time_worker_asc_M                          -2.29      *        0.0   \n",
+       "coef_part_time_worker_asc_N                           7.18    ***        0.0   \n",
+       "coef_part_time_worker_interaction_with_income_b...   -3.93    ***        0.0   \n",
+       "coef_part_time_worker_interaction_with_income_l...    2.18      *        0.0   \n",
+       "coef_part_time_worker_interaction_with_income_m...   -3.64    ***        0.0   \n",
+       "coef_part_time_worker_interaction_with_income_m...    4.56    ***        0.0   \n",
+       "coef_part_time_worker_interaction_with_peak_acc...    6.76    ***        0.0   \n",
+       "coef_pre_driving_age_child_who_is_in_school_asc_M    31.22    ***        0.0   \n",
+       "coef_pre_driving_age_child_who_is_in_school_asc_N    -0.16               0.0   \n",
+       "coef_pre_driving_age_child_who_is_in_school_int...   -6.17    ***        0.0   \n",
+       "coef_pre_driving_age_child_who_is_in_school_int...   -4.70    ***        0.0   \n",
+       "coef_pre_driving_age_child_who_is_in_school_int...   -4.80    ***        0.0   \n",
+       "coef_pre_driving_age_child_who_is_in_school_int...    7.83    ***        0.0   \n",
+       "coef_pre_driving_age_child_who_is_too_young_for...    5.43    ***        0.0   \n",
+       "coef_pre_driving_age_child_who_is_too_young_for...   -3.34    ***        0.0   \n",
+       "coef_pre_driving_age_child_who_is_too_young_for...   -4.27    ***        0.0   \n",
+       "coef_pre_driving_age_child_who_is_too_young_for...    6.84    ***        0.0   \n",
+       "coef_pre_driving_age_child_who_is_too_young_for...    1.81               0.0   \n",
+       "coef_pre_driving_age_child_who_is_too_young_for...   -5.51    ***        0.0   \n",
+       "coef_pre_driving_age_child_who_is_too_young_for...   -5.31    ***        0.0   \n",
+       "coef_pre_driving_age_child_who_is_too_young_for...    7.99    ***        0.0   \n",
+       "coef_retired_asc_N                                    1.21               0.0   \n",
+       "coef_retired_interaction_with_age_more_than_80_H      8.84    ***        0.0   \n",
+       "coef_retired_interaction_with_female_M                  NA               0.0   \n",
+       "coef_retired_interaction_with_fewer_cars_than_w...    2.98     **        0.0   \n",
+       "coef_retired_interaction_with_income_less_than_...    5.63    ***        0.0   \n",
+       "coef_retired_interaction_with_more_cars_than_wo...      NA               0.0   \n",
+       "coef_retired_interaction_with_more_cars_than_wo...   11.48    ***        0.0   \n",
+       "coef_retired_interaction_with_peak_accessibilit...      NA               0.0   \n",
+       "coef_university_student_asc_M                        25.12    ***        0.0   \n",
+       "coef_university_student_asc_N                         1.38               0.0   \n",
+       "coef_full_time_worker_interaction_with_income_b...                             \n",
+       "coef_full_time_worker_interaction_with_income_l...                             \n",
+       "\n",
+       "                                                       model2             \\\n",
+       "                                                        Value    Std Err   \n",
+       "Parameter                                                                  \n",
+       "-999.0                                                  -999.       0.00   \n",
+       "coef_H_11                                                1.46     0.0622   \n",
+       "coef_H_12                                               0.950      0.132   \n",
+       "coef_H_124_122_144                                      0.367      0.153   \n",
+       "coef_H_126_146                                       -0.00902      0.336   \n",
+       "coef_H_13                                                1.20      0.131   \n",
+       "coef_H_14                                               0.991     0.0904   \n",
+       "coef_H_15                                                1.18     0.0921   \n",
+       "coef_H_16                                                1.85      0.103   \n",
+       "coef_H_17                                                1.34     0.0558   \n",
+       "coef_H_18                                               0.808      0.109   \n",
+       "coef_H_22                                                1.66      0.215   \n",
+       "coef_H_222_224_244                                     0.0804      0.225   \n",
+       "coef_H_226_246_446                                     0.0726      0.687   \n",
+       "coef_H_23                                                1.68      0.209   \n",
+       "coef_H_24                                                1.20      0.165   \n",
+       "coef_H_25                                             -0.0737      0.277   \n",
+       "coef_H_26                                                2.84      0.239   \n",
+       "coef_H_266_466                                           1.25      0.652   \n",
+       "coef_H_27                                               0.804      0.158   \n",
+       "coef_H_28                                               0.946      0.186   \n",
+       "coef_H_33                                               0.366      0.448   \n",
+       "coef_H_34                                                1.54      0.131   \n",
+       "coef_H_35                                               0.213      0.389   \n",
+       "coef_H_36                                                1.55         NA   \n",
+       "coef_H_37                                                1.55         NA   \n",
+       "coef_H_38                                                1.34   4.18e-13   \n",
+       "coef_H_44                                                1.09     0.0883   \n",
+       "coef_H_45                                                1.13      0.139   \n",
+       "coef_H_46                                               0.524   3.12e-13   \n",
+       "coef_H_47                                               0.811         NA   \n",
+       "coef_H_48                                                1.17   6.30e-13   \n",
+       "coef_H_55                                                1.22      0.165   \n",
+       "coef_H_56_57_58                                         0.863         NA   \n",
+       "coef_H_66                                                1.37      0.298   \n",
+       "coef_H_67                                                1.28      0.386   \n",
+       "coef_H_68                                                1.39      0.756   \n",
+       "coef_H_77                                                2.42     0.0804   \n",
+       "coef_H_78                                                1.21      0.157   \n",
+       "coef_H_88                                               0.956      0.217   \n",
+       "coef_H_xxxxx                                            -3.47      0.269   \n",
+       "coef_M_11                                            9.36e-05     0.0443   \n",
+       "coef_M_111                                              0.164     0.0552   \n",
+       "coef_M_112_114                                          0.295     0.0900   \n",
+       "coef_M_12                                              -0.109     0.0595   \n",
+       "coef_M_13                                               0.197     0.0448   \n",
+       "coef_M_16                                               0.159     0.0607   \n",
+       "coef_M_17                                              0.0372     0.0286   \n",
+       "coef_M_18                                               0.372     0.0438   \n",
+       "coef_M_22                                               0.966     0.0933   \n",
+       "coef_M_23                                               0.107     0.0905   \n",
+       "coef_M_26                                               0.776      0.129   \n",
+       "coef_M_27                                              0.0943     0.0482   \n",
+       "coef_M_28                                               0.515     0.0771   \n",
+       "coef_M_33                                               0.673     0.0862   \n",
+       "coef_M_36                                            -0.00210         NA   \n",
+       "coef_M_37                                               0.297   3.67e-13   \n",
+       "coef_M_38                                               0.225   4.32e-13   \n",
+       "coef_M_66                                              0.0422      0.240   \n",
+       "coef_M_666                                             -0.671       1.46   \n",
+       "coef_M_67                                               0.288      0.360   \n",
+       "coef_M_68                                               0.695      0.457   \n",
+       "coef_M_77                                               0.703     0.0584   \n",
+       "coef_M_78                                               0.141     0.0957   \n",
+       "coef_M_88                                                1.33     0.0903   \n",
+       "coef_M_xxxxx                                            0.105     0.0498   \n",
+       "coef_N_11                                               0.915     0.0816   \n",
+       "coef_N_112_114                                          0.104      0.174   \n",
+       "coef_N_12                                               0.467      0.111   \n",
+       "coef_N_124_122_144                                      0.128      0.143   \n",
+       "coef_N_13                                               0.211      0.135   \n",
+       "coef_N_14                                              0.0271     0.0720   \n",
+       "coef_N_15                                              0.0894     0.0881   \n",
+       "coef_N_16                                               0.309      0.223   \n",
+       "coef_N_166                                              0.433      0.525   \n",
+       "coef_N_17                                               0.280     0.0919   \n",
+       "coef_N_18                                               0.299     0.0989   \n",
+       "coef_N_22                                               0.867      0.169   \n",
+       "coef_N_222_224_444                                      -1.35      0.195   \n",
+       "coef_N_23                                               0.165      0.200   \n",
+       "coef_N_24                                               0.595     0.0737   \n",
+       "coef_N_246_226_446                                     -0.872       5.62   \n",
+       "coef_N_25                                             -0.0275      0.107   \n",
+       "coef_N_26                                               0.126      0.436   \n",
+       "coef_N_27                                               0.734     0.0961   \n",
+       "coef_N_28                                                1.05      0.107   \n",
+       "coef_N_33                                               0.786      0.165   \n",
+       "coef_N_34                                             -0.0511     0.0979   \n",
+       "coef_N_35                                               0.390      0.150   \n",
+       "coef_N_36                                                1.62         NA   \n",
+       "coef_N_37                                               0.516         NA   \n",
+       "coef_N_38                                               0.897   2.96e-13   \n",
+       "coef_N_44                                               0.300     0.0996   \n",
+       "coef_N_45                                             -0.0902     0.0854   \n",
+       "coef_N_46                                               0.680   2.86e-13   \n",
+       "coef_N_47                                               0.565   2.67e-13   \n",
+       "coef_N_48                                                1.16   2.34e-13   \n",
+       "coef_N_55                                               0.729      0.114   \n",
+       "coef_N_56_57_58                                         0.292         NA   \n",
+       "coef_N_66                                                1.60      0.495   \n",
+       "coef_N_67                                                1.29      0.673   \n",
+       "coef_N_68                                                1.14      0.899   \n",
+       "coef_N_77                                                1.28      0.109   \n",
+       "coef_N_78                                              -0.421      0.546   \n",
+       "coef_N_88                                               0.645      0.151   \n",
+       "coef_N_xxxxx                                          -0.0446      0.100   \n",
+       "coef_UNAVAILABLE                                        -999.       0.00   \n",
+       "coef_child_who_is_in_school_or_too_young_for_sc...      0.139     0.0416   \n",
+       "coef_driving_age_child_who_is_in_school_asc_M            2.30      0.178   \n",
+       "coef_driving_age_child_who_is_in_school_asc_N           -1.06      0.445   \n",
+       "coef_driving_age_child_who_is_in_school_interac...     -0.132      0.188   \n",
+       "coef_driving_age_child_who_is_in_school_interac...      0.836      0.168   \n",
+       "coef_driving_age_child_who_is_in_school_interac...      -1.51      0.242   \n",
+       "coef_driving_age_child_who_is_in_school_interac...       1.53      0.216   \n",
+       "coef_full_time_worker_asc_M                              2.18      0.246   \n",
+       "coef_full_time_worker_asc_N                             0.693     0.0574   \n",
+       "coef_full_time_worker_interaction_with_age_less...      0.216     0.0389   \n",
+       "coef_full_time_worker_interaction_with_female_g...     -0.124     0.0394   \n",
+       "coef_full_time_worker_interaction_with_fewer_ca...      0.528     0.0568   \n",
+       "coef_full_time_worker_interaction_with_income_l...                         \n",
+       "coef_full_time_worker_intraction_with_peak_acce...     0.0642     0.0203   \n",
+       "coef_non_working_adult_asc_N                            0.698      0.354   \n",
+       "coef_non_working_adult_interaction_with_female_...     -0.743   3.86e-14   \n",
+       "coef_non_working_adult_interaction_with_fewer_c...      0.978      0.136   \n",
+       "coef_non_working_adult_interaction_with_income_...     -0.424     0.0839   \n",
+       "coef_non_working_adult_interaction_with_income_...     -0.716      0.104   \n",
+       "coef_non_working_adult_interaction_with_more_ca...      0.651         NA   \n",
+       "coef_non_working_adult_interaction_with_more_ca...      0.781     0.0828   \n",
+       "coef_non_working_adult_interaction_with_peak_ac...      0.231   8.76e-15   \n",
+       "coef_non_working_adult_retired_or_univ_student_...     0.0629     0.0352   \n",
+       "coef_part_time_worker_asc_M                            -0.900      0.394   \n",
+       "coef_part_time_worker_asc_N                             0.679     0.0944   \n",
+       "coef_part_time_worker_interaction_with_income_b...     -0.471      0.120   \n",
+       "coef_part_time_worker_interaction_with_income_l...      0.278      0.126   \n",
+       "coef_part_time_worker_interaction_with_income_m...     -0.488      0.135   \n",
+       "coef_part_time_worker_interaction_with_income_m...      0.334     0.0734   \n",
+       "coef_part_time_worker_interaction_with_peak_acc...      0.218     0.0323   \n",
+       "coef_pre_driving_age_child_who_is_in_school_asc_M        3.24      0.104   \n",
+       "coef_pre_driving_age_child_who_is_in_school_asc_N     -0.0778      0.412   \n",
+       "coef_pre_driving_age_child_who_is_in_school_int...     -0.697      0.112   \n",
+       "coef_pre_driving_age_child_who_is_in_school_int...     -0.605      0.129   \n",
+       "coef_pre_driving_age_child_who_is_in_school_int...     -0.398     0.0834   \n",
+       "coef_pre_driving_age_child_who_is_in_school_int...      0.676     0.0862   \n",
+       "coef_pre_driving_age_child_who_is_too_young_for...      0.587      0.107   \n",
+       "coef_pre_driving_age_child_who_is_too_young_for...      -1.40      0.417   \n",
+       "coef_pre_driving_age_child_who_is_too_young_for...     -0.392     0.0920   \n",
+       "coef_pre_driving_age_child_who_is_too_young_for...      0.670     0.0978   \n",
+       "coef_pre_driving_age_child_who_is_too_young_for...      0.243      0.134   \n",
+       "coef_pre_driving_age_child_who_is_too_young_for...     -0.708      0.128   \n",
+       "coef_pre_driving_age_child_who_is_too_young_for...     -0.688      0.131   \n",
+       "coef_pre_driving_age_child_who_is_too_young_for...      0.686     0.0858   \n",
+       "coef_retired_asc_N                                      0.439      0.359   \n",
+       "coef_retired_interaction_with_age_more_than_80_H        0.732     0.0825   \n",
+       "coef_retired_interaction_with_female_M                  0.477       0.00   \n",
+       "coef_retired_interaction_with_fewer_cars_than_w...      0.649      0.218   \n",
+       "coef_retired_interaction_with_income_less_than_...      0.483     0.0844   \n",
+       "coef_retired_interaction_with_more_cars_than_wo...       2.99       0.00   \n",
+       "coef_retired_interaction_with_more_cars_than_wo...       1.01     0.0884   \n",
+       "coef_retired_interaction_with_peak_accessibilit...      0.279       0.00   \n",
+       "coef_university_student_asc_M                            2.17     0.0864   \n",
+       "coef_university_student_asc_N                           0.490      0.356   \n",
+       "coef_full_time_worker_interaction_with_income_b...     0.0541     0.0542   \n",
+       "coef_full_time_worker_interaction_with_income_l...      0.245     0.0795   \n",
+       "\n",
+       "                                                                              \n",
+       "                                                    t Stat Signif Null Value  \n",
+       "Parameter                                                                     \n",
+       "-999.0                                                  NA               0.0  \n",
+       "coef_H_11                                            23.40    ***        0.0  \n",
+       "coef_H_12                                             7.18    ***        0.0  \n",
+       "coef_H_124_122_144                                    2.40      *        0.0  \n",
+       "coef_H_126_146                                       -0.03               0.0  \n",
+       "coef_H_13                                             9.17    ***        0.0  \n",
+       "coef_H_14                                            10.96    ***        0.0  \n",
+       "coef_H_15                                            12.86    ***        0.0  \n",
+       "coef_H_16                                            17.98    ***        0.0  \n",
+       "coef_H_17                                            24.04    ***        0.0  \n",
+       "coef_H_18                                             7.42    ***        0.0  \n",
+       "coef_H_22                                             7.73    ***        0.0  \n",
+       "coef_H_222_224_244                                    0.36               0.0  \n",
+       "coef_H_226_246_446                                    0.11               0.0  \n",
+       "coef_H_23                                             8.03    ***        0.0  \n",
+       "coef_H_24                                             7.24    ***        0.0  \n",
+       "coef_H_25                                            -0.27               0.0  \n",
+       "coef_H_26                                            11.86    ***        0.0  \n",
+       "coef_H_266_466                                        1.91               0.0  \n",
+       "coef_H_27                                             5.07    ***        0.0  \n",
+       "coef_H_28                                             5.08    ***        0.0  \n",
+       "coef_H_33                                             0.82               0.0  \n",
+       "coef_H_34                                            11.75    ***        0.0  \n",
+       "coef_H_35                                             0.55               0.0  \n",
+       "coef_H_36                                               NA               0.0  \n",
+       "coef_H_37                                               NA               0.0  \n",
+       "coef_H_38                                              BIG    ***        0.0  \n",
+       "coef_H_44                                            12.30    ***        0.0  \n",
+       "coef_H_45                                             8.16    ***        0.0  \n",
+       "coef_H_46                                              BIG    ***        0.0  \n",
+       "coef_H_47                                               NA               0.0  \n",
+       "coef_H_48                                              BIG    ***        0.0  \n",
+       "coef_H_55                                             7.39    ***        0.0  \n",
+       "coef_H_56_57_58                                         NA               0.0  \n",
+       "coef_H_66                                             4.60    ***        0.0  \n",
+       "coef_H_67                                             3.32    ***        0.0  \n",
+       "coef_H_68                                             1.83               0.0  \n",
+       "coef_H_77                                            30.16    ***        0.0  \n",
+       "coef_H_78                                             7.69    ***        0.0  \n",
+       "coef_H_88                                             4.40    ***        0.0  \n",
+       "coef_H_xxxxx                                        -12.88    ***        0.0  \n",
+       "coef_M_11                                             0.00               0.0  \n",
+       "coef_M_111                                            2.96     **        0.0  \n",
+       "coef_M_112_114                                        3.28     **        0.0  \n",
+       "coef_M_12                                            -1.83               0.0  \n",
+       "coef_M_13                                             4.39    ***        0.0  \n",
+       "coef_M_16                                             2.63     **        0.0  \n",
+       "coef_M_17                                             1.30               0.0  \n",
+       "coef_M_18                                             8.49    ***        0.0  \n",
+       "coef_M_22                                            10.36    ***        0.0  \n",
+       "coef_M_23                                             1.18               0.0  \n",
+       "coef_M_26                                             6.00    ***        0.0  \n",
+       "coef_M_27                                             1.95               0.0  \n",
+       "coef_M_28                                             6.68    ***        0.0  \n",
+       "coef_M_33                                             7.81    ***        0.0  \n",
+       "coef_M_36                                               NA               0.0  \n",
+       "coef_M_37                                              BIG    ***        0.0  \n",
+       "coef_M_38                                              BIG    ***        0.0  \n",
+       "coef_M_66                                             0.18               0.0  \n",
+       "coef_M_666                                           -0.46               0.0  \n",
+       "coef_M_67                                             0.80               0.0  \n",
+       "coef_M_68                                             1.52               0.0  \n",
+       "coef_M_77                                            12.03    ***        0.0  \n",
+       "coef_M_78                                             1.48               0.0  \n",
+       "coef_M_88                                            14.70    ***        0.0  \n",
+       "coef_M_xxxxx                                          2.10      *        0.0  \n",
+       "coef_N_11                                            11.21    ***        0.0  \n",
+       "coef_N_112_114                                        0.60               0.0  \n",
+       "coef_N_12                                             4.22    ***        0.0  \n",
+       "coef_N_124_122_144                                    0.90               0.0  \n",
+       "coef_N_13                                             1.57               0.0  \n",
+       "coef_N_14                                             0.38               0.0  \n",
+       "coef_N_15                                             1.01               0.0  \n",
+       "coef_N_16                                             1.39               0.0  \n",
+       "coef_N_166                                            0.82               0.0  \n",
+       "coef_N_17                                             3.04     **        0.0  \n",
+       "coef_N_18                                             3.02     **        0.0  \n",
+       "coef_N_22                                             5.14    ***        0.0  \n",
+       "coef_N_222_224_444                                   -6.91    ***        0.0  \n",
+       "coef_N_23                                             0.83               0.0  \n",
+       "coef_N_24                                             8.07    ***        0.0  \n",
+       "coef_N_246_226_446                                   -0.16               0.0  \n",
+       "coef_N_25                                            -0.26               0.0  \n",
+       "coef_N_26                                             0.29               0.0  \n",
+       "coef_N_27                                             7.64    ***        0.0  \n",
+       "coef_N_28                                             9.85    ***        0.0  \n",
+       "coef_N_33                                             4.77    ***        0.0  \n",
+       "coef_N_34                                            -0.52               0.0  \n",
+       "coef_N_35                                             2.59     **        0.0  \n",
+       "coef_N_36                                               NA               0.0  \n",
+       "coef_N_37                                               NA               0.0  \n",
+       "coef_N_38                                              BIG    ***        0.0  \n",
+       "coef_N_44                                             3.01     **        0.0  \n",
+       "coef_N_45                                            -1.06               0.0  \n",
+       "coef_N_46                                              BIG    ***        0.0  \n",
+       "coef_N_47                                              BIG    ***        0.0  \n",
+       "coef_N_48                                              BIG    ***        0.0  \n",
+       "coef_N_55                                             6.41    ***        0.0  \n",
+       "coef_N_56_57_58                                         NA               0.0  \n",
+       "coef_N_66                                             3.23     **        0.0  \n",
+       "coef_N_67                                             1.92               0.0  \n",
+       "coef_N_68                                             1.27               0.0  \n",
+       "coef_N_77                                            11.68    ***        0.0  \n",
+       "coef_N_78                                            -0.77               0.0  \n",
+       "coef_N_88                                             4.26    ***        0.0  \n",
+       "coef_N_xxxxx                                         -0.44               0.0  \n",
+       "coef_UNAVAILABLE                                        NA               0.0  \n",
+       "coef_child_who_is_in_school_or_too_young_for_sc...    3.35    ***        0.0  \n",
+       "coef_driving_age_child_who_is_in_school_asc_M        12.94    ***        0.0  \n",
+       "coef_driving_age_child_who_is_in_school_asc_N        -2.39      *        0.0  \n",
+       "coef_driving_age_child_who_is_in_school_interac...   -0.70               0.0  \n",
+       "coef_driving_age_child_who_is_in_school_interac...    4.96    ***        0.0  \n",
+       "coef_driving_age_child_who_is_in_school_interac...   -6.24    ***        0.0  \n",
+       "coef_driving_age_child_who_is_in_school_interac...    7.05    ***        0.0  \n",
+       "coef_full_time_worker_asc_M                           8.88    ***        0.0  \n",
+       "coef_full_time_worker_asc_N                          12.07    ***        0.0  \n",
+       "coef_full_time_worker_interaction_with_age_less...    5.54    ***        0.0  \n",
+       "coef_full_time_worker_interaction_with_female_g...   -3.15     **        0.0  \n",
+       "coef_full_time_worker_interaction_with_fewer_ca...    9.29    ***        0.0  \n",
+       "coef_full_time_worker_interaction_with_income_l...                            \n",
+       "coef_full_time_worker_intraction_with_peak_acce...    3.16     **        0.0  \n",
+       "coef_non_working_adult_asc_N                          1.97      *        0.0  \n",
+       "coef_non_working_adult_interaction_with_female_...    -BIG    ***        0.0  \n",
+       "coef_non_working_adult_interaction_with_fewer_c...    7.19    ***        0.0  \n",
+       "coef_non_working_adult_interaction_with_income_...   -5.05    ***        0.0  \n",
+       "coef_non_working_adult_interaction_with_income_...   -6.89    ***        0.0  \n",
+       "coef_non_working_adult_interaction_with_more_ca...      NA               0.0  \n",
+       "coef_non_working_adult_interaction_with_more_ca...    9.43    ***        0.0  \n",
+       "coef_non_working_adult_interaction_with_peak_ac...     BIG    ***        0.0  \n",
+       "coef_non_working_adult_retired_or_univ_student_...    1.79               0.0  \n",
+       "coef_part_time_worker_asc_M                          -2.29      *        0.0  \n",
+       "coef_part_time_worker_asc_N                           7.19    ***        0.0  \n",
+       "coef_part_time_worker_interaction_with_income_b...   -3.93    ***        0.0  \n",
+       "coef_part_time_worker_interaction_with_income_l...    2.21      *        0.0  \n",
+       "coef_part_time_worker_interaction_with_income_m...   -3.61    ***        0.0  \n",
+       "coef_part_time_worker_interaction_with_income_m...    4.55    ***        0.0  \n",
+       "coef_part_time_worker_interaction_with_peak_acc...    6.75    ***        0.0  \n",
+       "coef_pre_driving_age_child_who_is_in_school_asc_M    31.19    ***        0.0  \n",
+       "coef_pre_driving_age_child_who_is_in_school_asc_N    -0.19               0.0  \n",
+       "coef_pre_driving_age_child_who_is_in_school_int...   -6.19    ***        0.0  \n",
+       "coef_pre_driving_age_child_who_is_in_school_int...   -4.69    ***        0.0  \n",
+       "coef_pre_driving_age_child_who_is_in_school_int...   -4.77    ***        0.0  \n",
+       "coef_pre_driving_age_child_who_is_in_school_int...    7.84    ***        0.0  \n",
+       "coef_pre_driving_age_child_who_is_too_young_for...    5.47    ***        0.0  \n",
+       "coef_pre_driving_age_child_who_is_too_young_for...   -3.36    ***        0.0  \n",
+       "coef_pre_driving_age_child_who_is_too_young_for...   -4.27    ***        0.0  \n",
+       "coef_pre_driving_age_child_who_is_too_young_for...    6.85    ***        0.0  \n",
+       "coef_pre_driving_age_child_who_is_too_young_for...    1.82               0.0  \n",
+       "coef_pre_driving_age_child_who_is_too_young_for...   -5.52    ***        0.0  \n",
+       "coef_pre_driving_age_child_who_is_too_young_for...   -5.26    ***        0.0  \n",
+       "coef_pre_driving_age_child_who_is_too_young_for...    7.99    ***        0.0  \n",
+       "coef_retired_asc_N                                    1.22               0.0  \n",
+       "coef_retired_interaction_with_age_more_than_80_H      8.87    ***        0.0  \n",
+       "coef_retired_interaction_with_female_M                  NA               0.0  \n",
+       "coef_retired_interaction_with_fewer_cars_than_w...    2.97     **        0.0  \n",
+       "coef_retired_interaction_with_income_less_than_...    5.72    ***        0.0  \n",
+       "coef_retired_interaction_with_more_cars_than_wo...      NA               0.0  \n",
+       "coef_retired_interaction_with_more_cars_than_wo...   11.45    ***        0.0  \n",
+       "coef_retired_interaction_with_peak_accessibilit...      NA               0.0  \n",
+       "coef_university_student_asc_M                        25.10    ***        0.0  \n",
+       "coef_university_student_asc_N                         1.38               0.0  \n",
+       "coef_full_time_worker_interaction_with_income_b...    1.00               0.0  \n",
+       "coef_full_time_worker_interaction_with_income_l...    3.08     **        0.0  "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "with pd.option_context('display.max_rows', 999):\n",
+    "    display(pd.concat({\n",
+    "        \"model\": model.parameter_summary().data,\n",
+    "        \"model2\": model2.parameter_summary().data,\n",
+    "    }, axis=1).fillna(\"\"))"
    ]
   }
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "ESTER",
    "language": "python",
    "name": "python3"
   },
@@ -3277,7 +6558,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.8.8"
+   "version": "3.10.15"
   },
   "toc": {
    "base_numbering": 1,
diff --git a/activitysim/examples/example_estimation/notebooks/07_mand_tour_freq.ipynb b/activitysim/examples/example_estimation/notebooks/07_mand_tour_freq.ipynb
index 12091fc166..5e444a544c 100644
--- a/activitysim/examples/example_estimation/notebooks/07_mand_tour_freq.ipynb
+++ b/activitysim/examples/example_estimation/notebooks/07_mand_tour_freq.ipynb
@@ -24,7 +24,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": null,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/",
@@ -34,27 +34,74 @@
     "id": "s53VwlPwtNnr",
     "outputId": "d1208b7a-c1f2-4b0b-c439-bf312fe12be0"
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "JAX not found. Some functionality will be unavailable.\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "{'larch': '6.0.32',\n",
+       " 'sharrow': '2.13.0',\n",
+       " 'numpy': '1.26.4',\n",
+       " 'pandas': '1.5.3',\n",
+       " 'xarray': '2024.3.0',\n",
+       " 'numba': '0.60.0'}"
+      ]
+     },
+     "execution_count": 1,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "import os\n",
-    "import larch  # !conda install larch -c conda-forge # for estimation\n",
-    "import pandas as pd"
+    "import larch as lx\n",
+    "import pandas as pd\n",
+    "\n",
+    "lx.versions()"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "We'll work in our `test` directory, where ActivitySim has saved the estimation data bundles."
+    "For this demo, we will assume that you have already run ActivitySim in estimation\n",
+    "mode, and saved the required estimation data bundles (EDB's) to disk.  See\n",
+    "the [first notebook](./01_estimation_mode.ipynb) for details.  The following module\n",
+    "will run a script to set everything up if the example data is not already available."
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 2,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "EDB directory already populated.\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "PosixPath('test-estimation-data/activitysim-prototype-mtc-extended')"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "os.chdir('test')"
+    "from est_mode_setup import prepare\n",
+    "\n",
+    "prepare()"
    ]
   },
   {
@@ -68,12 +115,27 @@
    "cell_type": "code",
    "execution_count": 3,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "loading from output-est-mode/estimation_data_bundle/mandatory_tour_frequency/mandatory_tour_frequency_coefficients.csv\n",
+      "loading spec from output-est-mode/estimation_data_bundle/mandatory_tour_frequency/mandatory_tour_frequency_SPEC.csv\n",
+      "loading from output-est-mode/estimation_data_bundle/mandatory_tour_frequency/mandatory_tour_frequency_values_combined.parquet\n"
+     ]
+    }
+   ],
    "source": [
     "modelname = \"mandatory_tour_frequency\"\n",
     "\n",
     "from activitysim.estimation.larch import component_model\n",
-    "model, data = component_model(modelname, return_data=True)"
+    "\n",
+    "model, data = component_model(\n",
+    "    modelname,\n",
+    "    edb_directory=f\"output-est-mode/estimation_data_bundle/{modelname}/\",\n",
+    "    return_data=True,\n",
+    ")"
    ]
   },
   {
@@ -743,15 +805,15 @@
        "      <th>util_driving_age_child</th>\n",
        "      <th>util_pre_driving_age_child</th>\n",
        "      <th>...</th>\n",
-       "      <th>HSENROLL</th>\n",
-       "      <th>COLLFTE</th>\n",
-       "      <th>COLLPTE</th>\n",
-       "      <th>TOPOLOGY</th>\n",
-       "      <th>TERMINAL</th>\n",
-       "      <th>household_density</th>\n",
-       "      <th>employment_density</th>\n",
-       "      <th>density_index</th>\n",
-       "      <th>is_cbd</th>\n",
+       "      <th>auPkTotal</th>\n",
+       "      <th>auOpRetail</th>\n",
+       "      <th>auOpTotal</th>\n",
+       "      <th>trPkRetail</th>\n",
+       "      <th>trPkTotal</th>\n",
+       "      <th>trOpRetail</th>\n",
+       "      <th>trOpTotal</th>\n",
+       "      <th>nmRetail</th>\n",
+       "      <th>nmTotal</th>\n",
        "      <th>override_choice_code</th>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -781,8 +843,8 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>629</th>\n",
-       "      <td>629</td>\n",
+       "      <th>1918</th>\n",
+       "      <td>1918</td>\n",
        "      <td>school1</td>\n",
        "      <td>school1</td>\n",
        "      <td>0.0</td>\n",
@@ -793,20 +855,20 @@
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1.64217</td>\n",
-       "      <td>13.280000</td>\n",
-       "      <td>4.535000</td>\n",
-       "      <td>3.380567</td>\n",
-       "      <td>False</td>\n",
+       "      <td>12.295952</td>\n",
+       "      <td>10.006297</td>\n",
+       "      <td>12.411522</td>\n",
+       "      <td>5.033643</td>\n",
+       "      <td>7.242282</td>\n",
+       "      <td>4.864150</td>\n",
+       "      <td>7.063680</td>\n",
+       "      <td>5.626389</td>\n",
+       "      <td>7.133756</td>\n",
        "      <td>3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1274</th>\n",
-       "      <td>1274</td>\n",
+       "      <th>3215</th>\n",
+       "      <td>3215</td>\n",
        "      <td>school1</td>\n",
        "      <td>school1</td>\n",
        "      <td>0.0</td>\n",
@@ -817,20 +879,20 @@
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>506.23721</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2.44180</td>\n",
-       "      <td>19.776119</td>\n",
-       "      <td>7.179104</td>\n",
-       "      <td>5.267062</td>\n",
-       "      <td>False</td>\n",
+       "      <td>12.036005</td>\n",
+       "      <td>9.698240</td>\n",
+       "      <td>12.156041</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1.360774</td>\n",
+       "      <td>5.139792</td>\n",
        "      <td>3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>27266</th>\n",
-       "      <td>27266</td>\n",
+       "      <th>4362</th>\n",
+       "      <td>4362</td>\n",
        "      <td>school1</td>\n",
        "      <td>school1</td>\n",
        "      <td>0.0</td>\n",
@@ -841,20 +903,20 @@
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>26.92893</td>\n",
-       "      <td>2035.58118</td>\n",
-       "      <td>20.60887</td>\n",
-       "      <td>2</td>\n",
-       "      <td>5.22542</td>\n",
-       "      <td>97.634722</td>\n",
-       "      <td>550.205552</td>\n",
-       "      <td>82.920387</td>\n",
-       "      <td>False</td>\n",
+       "      <td>11.954228</td>\n",
+       "      <td>9.566058</td>\n",
+       "      <td>12.139587</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>3.086628</td>\n",
+       "      <td>5.647842</td>\n",
        "      <td>3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>28012</th>\n",
-       "      <td>28012</td>\n",
+       "      <th>5859</th>\n",
+       "      <td>5859</td>\n",
        "      <td>school1</td>\n",
        "      <td>school1</td>\n",
        "      <td>0.0</td>\n",
@@ -865,20 +927,20 @@
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>690.54974</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>3</td>\n",
-       "      <td>4.73802</td>\n",
-       "      <td>117.769796</td>\n",
-       "      <td>246.205869</td>\n",
-       "      <td>79.663609</td>\n",
-       "      <td>False</td>\n",
+       "      <td>12.484185</td>\n",
+       "      <td>9.994051</td>\n",
+       "      <td>12.608786</td>\n",
+       "      <td>2.273060</td>\n",
+       "      <td>4.760981</td>\n",
+       "      <td>2.104966</td>\n",
+       "      <td>4.545843</td>\n",
+       "      <td>4.254230</td>\n",
+       "      <td>6.941860</td>\n",
        "      <td>3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>29476</th>\n",
-       "      <td>29476</td>\n",
+       "      <th>6100</th>\n",
+       "      <td>6100</td>\n",
        "      <td>school1</td>\n",
        "      <td>school1</td>\n",
        "      <td>0.0</td>\n",
@@ -889,15 +951,15 @@
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>2</td>\n",
-       "      <td>4.75017</td>\n",
-       "      <td>71.898080</td>\n",
-       "      <td>273.023745</td>\n",
-       "      <td>56.911108</td>\n",
-       "      <td>False</td>\n",
+       "      <td>12.718182</td>\n",
+       "      <td>10.233345</td>\n",
+       "      <td>12.809847</td>\n",
+       "      <td>3.534863</td>\n",
+       "      <td>6.375527</td>\n",
+       "      <td>3.401762</td>\n",
+       "      <td>6.258096</td>\n",
+       "      <td>5.240538</td>\n",
+       "      <td>7.175776</td>\n",
        "      <td>3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -925,106 +987,106 @@
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2823069</th>\n",
-       "      <td>7514404</td>\n",
-       "      <td>work1</td>\n",
-       "      <td>work1</td>\n",
-       "      <td>1.0</td>\n",
+       "      <th>2857869</th>\n",
+       "      <td>7549204</td>\n",
+       "      <td>school1</td>\n",
+       "      <td>school1</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>1</td>\n",
-       "      <td>3.95752</td>\n",
-       "      <td>65.596535</td>\n",
-       "      <td>32.655666</td>\n",
-       "      <td>21.802041</td>\n",
-       "      <td>True</td>\n",
-       "      <td>1</td>\n",
+       "      <td>12.307902</td>\n",
+       "      <td>10.005144</td>\n",
+       "      <td>12.585021</td>\n",
+       "      <td>3.812385</td>\n",
+       "      <td>6.519807</td>\n",
+       "      <td>3.632087</td>\n",
+       "      <td>6.178083</td>\n",
+       "      <td>3.718425</td>\n",
+       "      <td>5.556368</td>\n",
+       "      <td>3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2823442</th>\n",
-       "      <td>7514777</td>\n",
-       "      <td>work1</td>\n",
-       "      <td>work1</td>\n",
+       "      <th>2857903</th>\n",
+       "      <td>7549238</td>\n",
+       "      <td>school1</td>\n",
+       "      <td>school1</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>2</td>\n",
-       "      <td>4.51942</td>\n",
-       "      <td>56.706023</td>\n",
-       "      <td>144.861886</td>\n",
-       "      <td>40.753220</td>\n",
-       "      <td>True</td>\n",
-       "      <td>1</td>\n",
+       "      <td>12.309276</td>\n",
+       "      <td>9.986443</td>\n",
+       "      <td>12.582868</td>\n",
+       "      <td>3.319335</td>\n",
+       "      <td>6.046532</td>\n",
+       "      <td>3.207581</td>\n",
+       "      <td>5.829832</td>\n",
+       "      <td>4.139571</td>\n",
+       "      <td>6.510036</td>\n",
+       "      <td>3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2823850</th>\n",
-       "      <td>7515185</td>\n",
-       "      <td>work_and_school</td>\n",
-       "      <td>work_and_school</td>\n",
+       "      <th>2859659</th>\n",
+       "      <td>7550994</td>\n",
+       "      <td>school1</td>\n",
+       "      <td>school1</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
+       "      <td>11.638333</td>\n",
+       "      <td>9.598840</td>\n",
+       "      <td>11.963516</td>\n",
+       "      <td>0.916326</td>\n",
+       "      <td>3.279901</td>\n",
+       "      <td>0.315332</td>\n",
+       "      <td>2.429541</td>\n",
+       "      <td>3.824743</td>\n",
+       "      <td>6.768218</td>\n",
        "      <td>3</td>\n",
-       "      <td>2.46800</td>\n",
-       "      <td>0.296858</td>\n",
-       "      <td>36.296472</td>\n",
-       "      <td>0.294449</td>\n",
-       "      <td>True</td>\n",
-       "      <td>5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2836262</th>\n",
-       "      <td>7527597</td>\n",
+       "      <th>2861083</th>\n",
+       "      <td>7552418</td>\n",
        "      <td>school1</td>\n",
        "      <td>school1</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>3961.04761</td>\n",
-       "      <td>17397.79102</td>\n",
-       "      <td>11152.93652</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2.28992</td>\n",
-       "      <td>3.984127</td>\n",
-       "      <td>23.820106</td>\n",
-       "      <td>3.413233</td>\n",
-       "      <td>False</td>\n",
+       "      <td>10.447823</td>\n",
+       "      <td>8.697696</td>\n",
+       "      <td>10.794293</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>3.679297</td>\n",
+       "      <td>5.376192</td>\n",
        "      <td>3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2849737</th>\n",
-       "      <td>7541072</td>\n",
-       "      <td>school2</td>\n",
-       "      <td>school2</td>\n",
+       "      <th>2870568</th>\n",
+       "      <td>7561903</td>\n",
+       "      <td>school1</td>\n",
+       "      <td>school1</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>1.0</td>\n",
@@ -1033,108 +1095,94 @@
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
+       "      <td>11.802080</td>\n",
+       "      <td>9.800589</td>\n",
+       "      <td>12.206363</td>\n",
+       "      <td>1.183362</td>\n",
+       "      <td>3.611805</td>\n",
+       "      <td>0.897289</td>\n",
+       "      <td>3.179071</td>\n",
+       "      <td>5.769691</td>\n",
+       "      <td>8.087817</td>\n",
        "      <td>3</td>\n",
-       "      <td>3.35329</td>\n",
-       "      <td>34.477273</td>\n",
-       "      <td>15.454545</td>\n",
-       "      <td>10.671163</td>\n",
-       "      <td>True</td>\n",
-       "      <td>4</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>2620 rows × 220 columns</p>\n",
+       "<p>31768 rows × 220 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "              person_id     model_choice  override_choice  util_ft_worker  \\\n",
-       "household_id                                                                \n",
-       "629                 629          school1          school1             0.0   \n",
-       "1274               1274          school1          school1             0.0   \n",
-       "27266             27266          school1          school1             0.0   \n",
-       "28012             28012          school1          school1             0.0   \n",
-       "29476             29476          school1          school1             0.0   \n",
-       "...                 ...              ...              ...             ...   \n",
-       "2823069         7514404            work1            work1             1.0   \n",
-       "2823442         7514777            work1            work1             0.0   \n",
-       "2823850         7515185  work_and_school  work_and_school             0.0   \n",
-       "2836262         7527597          school1          school1             0.0   \n",
-       "2849737         7541072          school2          school2             0.0   \n",
+       "              person_id model_choice override_choice  util_ft_worker  \\\n",
+       "household_id                                                           \n",
+       "1918               1918      school1         school1             0.0   \n",
+       "3215               3215      school1         school1             0.0   \n",
+       "4362               4362      school1         school1             0.0   \n",
+       "5859               5859      school1         school1             0.0   \n",
+       "6100               6100      school1         school1             0.0   \n",
+       "...                 ...          ...             ...             ...   \n",
+       "2857869         7549204      school1         school1             0.0   \n",
+       "2857903         7549238      school1         school1             0.0   \n",
+       "2859659         7550994      school1         school1             0.0   \n",
+       "2861083         7552418      school1         school1             0.0   \n",
+       "2870568         7561903      school1         school1             0.0   \n",
        "\n",
        "              util_pt_worker  util_univ  util_non_working_adult  util_retired  \\\n",
        "household_id                                                                    \n",
-       "629                      0.0        1.0                     0.0           0.0   \n",
-       "1274                     0.0        1.0                     0.0           0.0   \n",
-       "27266                    0.0        1.0                     0.0           0.0   \n",
-       "28012                    0.0        1.0                     0.0           0.0   \n",
-       "29476                    0.0        1.0                     0.0           0.0   \n",
+       "1918                     0.0        1.0                     0.0           0.0   \n",
+       "3215                     0.0        1.0                     0.0           0.0   \n",
+       "4362                     0.0        1.0                     0.0           0.0   \n",
+       "5859                     0.0        1.0                     0.0           0.0   \n",
+       "6100                     0.0        1.0                     0.0           0.0   \n",
        "...                      ...        ...                     ...           ...   \n",
-       "2823069                  0.0        0.0                     0.0           0.0   \n",
-       "2823442                  0.0        1.0                     0.0           0.0   \n",
-       "2823850                  0.0        1.0                     0.0           0.0   \n",
-       "2836262                  0.0        1.0                     0.0           0.0   \n",
-       "2849737                  0.0        1.0                     0.0           0.0   \n",
+       "2857869                  0.0        0.0                     0.0           0.0   \n",
+       "2857903                  0.0        0.0                     0.0           0.0   \n",
+       "2859659                  0.0        0.0                     0.0           0.0   \n",
+       "2861083                  0.0        0.0                     0.0           0.0   \n",
+       "2870568                  0.0        1.0                     0.0           0.0   \n",
        "\n",
        "              util_driving_age_child  util_pre_driving_age_child  ...  \\\n",
        "household_id                                                      ...   \n",
-       "629                              0.0                         0.0  ...   \n",
-       "1274                             0.0                         0.0  ...   \n",
-       "27266                            0.0                         0.0  ...   \n",
-       "28012                            0.0                         0.0  ...   \n",
-       "29476                            0.0                         0.0  ...   \n",
+       "1918                             0.0                         0.0  ...   \n",
+       "3215                             0.0                         0.0  ...   \n",
+       "4362                             0.0                         0.0  ...   \n",
+       "5859                             0.0                         0.0  ...   \n",
+       "6100                             0.0                         0.0  ...   \n",
        "...                              ...                         ...  ...   \n",
-       "2823069                          0.0                         0.0  ...   \n",
-       "2823442                          0.0                         0.0  ...   \n",
-       "2823850                          0.0                         0.0  ...   \n",
-       "2836262                          0.0                         0.0  ...   \n",
-       "2849737                          0.0                         0.0  ...   \n",
+       "2857869                          1.0                         0.0  ...   \n",
+       "2857903                          1.0                         0.0  ...   \n",
+       "2859659                          1.0                         0.0  ...   \n",
+       "2861083                          0.0                         1.0  ...   \n",
+       "2870568                          0.0                         0.0  ...   \n",
        "\n",
-       "                HSENROLL      COLLFTE      COLLPTE  TOPOLOGY  TERMINAL  \\\n",
-       "household_id                                                             \n",
-       "629              0.00000      0.00000      0.00000         1   1.64217   \n",
-       "1274           506.23721      0.00000      0.00000         1   2.44180   \n",
-       "27266           26.92893   2035.58118     20.60887         2   5.22542   \n",
-       "28012            0.00000    690.54974      0.00000         3   4.73802   \n",
-       "29476            0.00000      0.00000      0.00000         2   4.75017   \n",
-       "...                  ...          ...          ...       ...       ...   \n",
-       "2823069          0.00000      0.00000      0.00000         1   3.95752   \n",
-       "2823442          0.00000      0.00000      0.00000         2   4.51942   \n",
-       "2823850          0.00000      0.00000      0.00000         3   2.46800   \n",
-       "2836262       3961.04761  17397.79102  11152.93652         1   2.28992   \n",
-       "2849737          0.00000      0.00000      0.00000         3   3.35329   \n",
+       "              auPkTotal  auOpRetail  auOpTotal  trPkRetail  trPkTotal  \\\n",
+       "household_id                                                            \n",
+       "1918          12.295952   10.006297  12.411522    5.033643   7.242282   \n",
+       "3215          12.036005    9.698240  12.156041    0.000000   0.000000   \n",
+       "4362          11.954228    9.566058  12.139587    0.000000   0.000000   \n",
+       "5859          12.484185    9.994051  12.608786    2.273060   4.760981   \n",
+       "6100          12.718182   10.233345  12.809847    3.534863   6.375527   \n",
+       "...                 ...         ...        ...         ...        ...   \n",
+       "2857869       12.307902   10.005144  12.585021    3.812385   6.519807   \n",
+       "2857903       12.309276    9.986443  12.582868    3.319335   6.046532   \n",
+       "2859659       11.638333    9.598840  11.963516    0.916326   3.279901   \n",
+       "2861083       10.447823    8.697696  10.794293    0.000000   0.000000   \n",
+       "2870568       11.802080    9.800589  12.206363    1.183362   3.611805   \n",
        "\n",
-       "              household_density  employment_density  density_index  is_cbd  \\\n",
-       "household_id                                                                 \n",
-       "629                   13.280000            4.535000       3.380567   False   \n",
-       "1274                  19.776119            7.179104       5.267062   False   \n",
-       "27266                 97.634722          550.205552      82.920387   False   \n",
-       "28012                117.769796          246.205869      79.663609   False   \n",
-       "29476                 71.898080          273.023745      56.911108   False   \n",
-       "...                         ...                 ...            ...     ...   \n",
-       "2823069               65.596535           32.655666      21.802041    True   \n",
-       "2823442               56.706023          144.861886      40.753220    True   \n",
-       "2823850                0.296858           36.296472       0.294449    True   \n",
-       "2836262                3.984127           23.820106       3.413233   False   \n",
-       "2849737               34.477273           15.454545      10.671163    True   \n",
+       "              trOpRetail  trOpTotal  nmRetail   nmTotal  override_choice_code  \n",
+       "household_id                                                                   \n",
+       "1918            4.864150   7.063680  5.626389  7.133756                     3  \n",
+       "3215            0.000000   0.000000  1.360774  5.139792                     3  \n",
+       "4362            0.000000   0.000000  3.086628  5.647842                     3  \n",
+       "5859            2.104966   4.545843  4.254230  6.941860                     3  \n",
+       "6100            3.401762   6.258096  5.240538  7.175776                     3  \n",
+       "...                  ...        ...       ...       ...                   ...  \n",
+       "2857869         3.632087   6.178083  3.718425  5.556368                     3  \n",
+       "2857903         3.207581   5.829832  4.139571  6.510036                     3  \n",
+       "2859659         0.315332   2.429541  3.824743  6.768218                     3  \n",
+       "2861083         0.000000   0.000000  3.679297  5.376192                     3  \n",
+       "2870568         0.897289   3.179071  5.769691  8.087817                     3  \n",
        "\n",
-       "              override_choice_code  \n",
-       "household_id                        \n",
-       "629                              3  \n",
-       "1274                             3  \n",
-       "27266                            3  \n",
-       "28012                            3  \n",
-       "29476                            3  \n",
-       "...                            ...  \n",
-       "2823069                          1  \n",
-       "2823442                          1  \n",
-       "2823850                          5  \n",
-       "2836262                          3  \n",
-       "2849737                          4  \n",
-       "\n",
-       "[2620 rows x 220 columns]"
+       "[31768 rows x 220 columns]"
       ]
      },
      "execution_count": 6,
@@ -1160,17 +1208,10 @@
    "execution_count": 7,
    "metadata": {},
    "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "req_data does not request avail_ca or avail_co but it is set and being provided\n"
-     ]
-    },
     {
      "data": {
       "text/html": [
-       "<h3>Iteration 050 [Optimization terminated successfully] </h3>"
+       "<h3>Iteration 034 [Optimization terminated successfully] </h3>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -1182,7 +1223,7 @@
     {
      "data": {
       "text/html": [
-       "<p>Best LL = -410.2201502048449</p>"
+       "<p>Best LL = -4677.236180934496</p>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -1213,823 +1254,783 @@
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>value</th>\n",
+       "      <th>best</th>\n",
        "      <th>initvalue</th>\n",
-       "      <th>nullvalue</th>\n",
        "      <th>minimum</th>\n",
        "      <th>maximum</th>\n",
+       "      <th>nullvalue</th>\n",
        "      <th>holdfast</th>\n",
-       "      <th>note</th>\n",
-       "      <th>best</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>param_name</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.0000</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>1</td>\n",
-       "      <td></td>\n",
-       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_can_walk_to_work_and_school</th>\n",
-       "      <td>0.071630</td>\n",
+       "      <td>0.284832</td>\n",
+       "      <td>0.284832</td>\n",
        "      <td>0.1391</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.071630</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_can_walk_to_work_school2</th>\n",
-       "      <td>1.368092</td>\n",
+       "      <td>0.811379</td>\n",
+       "      <td>0.811379</td>\n",
        "      <td>0.7114</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>1.368092</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_can_walk_to_work_work2</th>\n",
-       "      <td>0.651120</td>\n",
+       "      <td>0.600928</td>\n",
+       "      <td>0.600928</td>\n",
        "      <td>0.5268</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.651120</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_driving_age_child_school2_asc</th>\n",
-       "      <td>-13.067731</td>\n",
+       "      <td>-3.209418</td>\n",
+       "      <td>-3.209418</td>\n",
        "      <td>-3.1360</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-13.067731</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_driving_age_child_work_and_school_asc</th>\n",
-       "      <td>-12.605997</td>\n",
+       "      <td>-4.565091</td>\n",
+       "      <td>-4.565091</td>\n",
        "      <td>-4.4362</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-12.605997</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_female_school1</th>\n",
-       "      <td>0.247086</td>\n",
+       "      <td>0.000463</td>\n",
+       "      <td>0.000463</td>\n",
        "      <td>0.1592</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.247086</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_female_school2</th>\n",
-       "      <td>-0.301339</td>\n",
+       "      <td>-0.016856</td>\n",
+       "      <td>-0.016856</td>\n",
        "      <td>0.1140</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.301339</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_female_work1</th>\n",
-       "      <td>-2.242748</td>\n",
+       "      <td>0.333342</td>\n",
+       "      <td>0.333342</td>\n",
        "      <td>0.1737</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-2.242748</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_female_work2</th>\n",
-       "      <td>-0.387411</td>\n",
+       "      <td>-0.219862</td>\n",
+       "      <td>-0.219862</td>\n",
        "      <td>-0.2255</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.387411</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_female_work_and_school</th>\n",
-       "      <td>-3.218280</td>\n",
+       "      <td>-0.265847</td>\n",
+       "      <td>-0.265847</td>\n",
        "      <td>-0.3442</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-3.218280</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_few_cars_than_drivers_school2</th>\n",
-       "      <td>-0.862451</td>\n",
+       "      <td>-0.297623</td>\n",
+       "      <td>-0.297623</td>\n",
        "      <td>-0.5759</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.862451</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_ft_worker_work2_asc</th>\n",
-       "      <td>-5.517933</td>\n",
+       "      <td>-3.494595</td>\n",
+       "      <td>-3.494595</td>\n",
        "      <td>-3.3781</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-5.517933</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_hh_income_gt_50k_school1</th>\n",
        "      <td>0.034700</td>\n",
+       "      <td>0.034700</td>\n",
        "      <td>0.0347</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.034700</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_hh_income_gt_50k_student_work_and_school</th>\n",
-       "      <td>-0.921175</td>\n",
+       "      <td>-0.128428</td>\n",
+       "      <td>-0.128428</td>\n",
        "      <td>-0.0528</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.921175</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_hh_income_gt_50k_work</th>\n",
-       "      <td>-1.418551</td>\n",
+       "      <td>-0.286159</td>\n",
+       "      <td>-0.286159</td>\n",
        "      <td>-0.0528</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-1.418551</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_hh_income_gt_50k_worker_work_and_school</th>\n",
        "      <td>0.034700</td>\n",
+       "      <td>0.034700</td>\n",
        "      <td>0.0347</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.034700</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_home_urban_school1</th>\n",
        "      <td>-0.136100</td>\n",
+       "      <td>-0.136100</td>\n",
        "      <td>-0.1361</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.136100</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_home_urban_school2</th>\n",
-       "      <td>-8.455615</td>\n",
+       "      <td>0.161745</td>\n",
+       "      <td>0.161745</td>\n",
        "      <td>0.3170</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-8.455615</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_home_urban_work1</th>\n",
-       "      <td>4.026796</td>\n",
+       "      <td>-0.122770</td>\n",
+       "      <td>-0.122770</td>\n",
        "      <td>-0.2831</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>4.026796</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_home_urban_work2</th>\n",
-       "      <td>2.624854</td>\n",
+       "      <td>0.142218</td>\n",
+       "      <td>0.142218</td>\n",
        "      <td>0.2308</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>2.624854</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_home_urban_work_and_school</th>\n",
-       "      <td>-0.447070</td>\n",
+       "      <td>-0.436835</td>\n",
+       "      <td>-0.436835</td>\n",
        "      <td>-0.3509</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.447070</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_no_cars_in_hh_school2</th>\n",
-       "      <td>-0.620465</td>\n",
+       "      <td>-1.479517</td>\n",
+       "      <td>-1.479517</td>\n",
        "      <td>-1.4130</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.620465</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_no_cars_in_hh_work2</th>\n",
-       "      <td>-0.725967</td>\n",
+       "      <td>-1.524960</td>\n",
+       "      <td>-1.524960</td>\n",
        "      <td>-1.3060</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.725967</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_no_cars_in_hh_work_and_school</th>\n",
-       "      <td>-0.775934</td>\n",
+       "      <td>-1.244512</td>\n",
+       "      <td>-1.244512</td>\n",
        "      <td>-1.3020</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.775934</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_non_family_hh_category1</th>\n",
        "      <td>-0.250000</td>\n",
+       "      <td>-0.250000</td>\n",
        "      <td>-0.2500</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.250000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_non_family_hh_category2</th>\n",
-       "      <td>5.000771</td>\n",
+       "      <td>-0.091298</td>\n",
+       "      <td>-0.091298</td>\n",
        "      <td>-0.1792</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>5.000771</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_non_student_goes_to_school</th>\n",
        "      <td>3.883000</td>\n",
+       "      <td>3.883000</td>\n",
        "      <td>3.8830</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>3.883000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_num_non_workers_in_hh_school1</th>\n",
        "      <td>0.257400</td>\n",
+       "      <td>0.257400</td>\n",
        "      <td>0.2574</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.257400</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_num_preschool_in_hh_school1</th>\n",
        "      <td>-0.133500</td>\n",
+       "      <td>-0.133500</td>\n",
        "      <td>-0.1335</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.133500</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_num_preschool_in_hh_school2</th>\n",
-       "      <td>0.356660</td>\n",
+       "      <td>-0.796350</td>\n",
+       "      <td>-0.796350</td>\n",
        "      <td>-0.5577</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.356660</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_num_preschool_in_hh_work1</th>\n",
-       "      <td>-2.930501</td>\n",
+       "      <td>0.125045</td>\n",
+       "      <td>0.125045</td>\n",
        "      <td>0.2191</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-2.930501</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_num_preschool_in_hh_work2</th>\n",
-       "      <td>0.225173</td>\n",
+       "      <td>-0.126183</td>\n",
+       "      <td>-0.126183</td>\n",
        "      <td>-0.1478</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.225173</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_num_preschool_in_hh_work_and_school</th>\n",
-       "      <td>-29.197569</td>\n",
+       "      <td>-0.070125</td>\n",
+       "      <td>-0.070125</td>\n",
        "      <td>-0.1251</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-29.197569</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_num_under_16_not_at_school_school2</th>\n",
-       "      <td>-0.638293</td>\n",
+       "      <td>-0.015345</td>\n",
+       "      <td>-0.015345</td>\n",
        "      <td>0.0866</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.638293</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_num_under_16_not_at_school_work2</th>\n",
-       "      <td>-0.118991</td>\n",
+       "      <td>0.168260</td>\n",
+       "      <td>0.168260</td>\n",
        "      <td>0.1804</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.118991</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_num_under_16_not_at_school_work_and_school</th>\n",
-       "      <td>-15.357907</td>\n",
+       "      <td>-0.192330</td>\n",
+       "      <td>-0.192330</td>\n",
        "      <td>-0.1955</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-15.357907</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_pre_driving_age_child_school2_asc</th>\n",
-       "      <td>3.679726</td>\n",
+       "      <td>-4.210709</td>\n",
+       "      <td>-4.210709</td>\n",
        "      <td>-3.9703</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>3.679726</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_pt_worker_work2_asc</th>\n",
-       "      <td>-4.743242</td>\n",
+       "      <td>-3.079547</td>\n",
+       "      <td>-3.079547</td>\n",
        "      <td>-3.0476</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-4.743242</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_round_trip_auto_time_to_work_school2</th>\n",
-       "      <td>0.064411</td>\n",
+       "      <td>-0.005959</td>\n",
+       "      <td>-0.005959</td>\n",
        "      <td>-0.0034</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.064411</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_round_trip_auto_time_to_work_work2</th>\n",
-       "      <td>-0.025905</td>\n",
+       "      <td>-0.001855</td>\n",
+       "      <td>-0.001855</td>\n",
        "      <td>-0.0035</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.025905</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_round_trip_auto_time_to_work_work_and_school</th>\n",
-       "      <td>-0.021804</td>\n",
+       "      <td>-0.002208</td>\n",
+       "      <td>-0.002208</td>\n",
        "      <td>-0.0031</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.021804</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_student_employed</th>\n",
-       "      <td>13.457255</td>\n",
+       "      <td>2.918973</td>\n",
+       "      <td>2.918973</td>\n",
        "      <td>3.0140</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>13.457255</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_unavailable</th>\n",
        "      <td>-999.000000</td>\n",
+       "      <td>-999.000000</td>\n",
        "      <td>-999.0000</td>\n",
+       "      <td>-999.0</td>\n",
+       "      <td>-999.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>1</td>\n",
-       "      <td></td>\n",
-       "      <td>-999.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_under_35_school1</th>\n",
        "      <td>0.721800</td>\n",
+       "      <td>0.721800</td>\n",
        "      <td>0.7218</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.721800</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_under_35_school2</th>\n",
-       "      <td>15.011164</td>\n",
+       "      <td>1.230550</td>\n",
+       "      <td>1.230550</td>\n",
        "      <td>1.2750</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>15.011164</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_under_35_work1</th>\n",
-       "      <td>1.038242</td>\n",
+       "      <td>-0.458863</td>\n",
+       "      <td>-0.458863</td>\n",
        "      <td>-0.4629</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>1.038242</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_under_35_work2</th>\n",
-       "      <td>-0.253875</td>\n",
+       "      <td>0.005614</td>\n",
+       "      <td>0.005614</td>\n",
        "      <td>-0.1375</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.253875</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_under_35_work_and_school</th>\n",
-       "      <td>2.257035</td>\n",
+       "      <td>1.149726</td>\n",
+       "      <td>1.149726</td>\n",
        "      <td>0.9761</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>2.257035</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_univ_school2_asc</th>\n",
-       "      <td>-10.233810</td>\n",
+       "      <td>-3.640737</td>\n",
+       "      <td>-3.640737</td>\n",
        "      <td>-3.7429</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-10.233810</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_univ_work1_asc</th>\n",
-       "      <td>6.475896</td>\n",
+       "      <td>2.209708</td>\n",
+       "      <td>2.209708</td>\n",
        "      <td>2.1660</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>6.475896</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_univ_work2_asc</th>\n",
-       "      <td>4.833029</td>\n",
+       "      <td>-1.472430</td>\n",
+       "      <td>-1.472430</td>\n",
        "      <td>-1.3965</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>4.833029</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_univ_work_and_school_asc</th>\n",
-       "      <td>8.180927</td>\n",
+       "      <td>0.173386</td>\n",
+       "      <td>0.173386</td>\n",
        "      <td>0.1073</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>8.180927</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "                                                        value  initvalue  \\\n",
-       "0                                                    0.000000     0.0000   \n",
-       "coef_can_walk_to_work_and_school                     0.071630     0.1391   \n",
-       "coef_can_walk_to_work_school2                        1.368092     0.7114   \n",
-       "coef_can_walk_to_work_work2                          0.651120     0.5268   \n",
-       "coef_driving_age_child_school2_asc                 -13.067731    -3.1360   \n",
-       "coef_driving_age_child_work_and_school_asc         -12.605997    -4.4362   \n",
-       "coef_female_school1                                  0.247086     0.1592   \n",
-       "coef_female_school2                                 -0.301339     0.1140   \n",
-       "coef_female_work1                                   -2.242748     0.1737   \n",
-       "coef_female_work2                                   -0.387411    -0.2255   \n",
-       "coef_female_work_and_school                         -3.218280    -0.3442   \n",
-       "coef_few_cars_than_drivers_school2                  -0.862451    -0.5759   \n",
-       "coef_ft_worker_work2_asc                            -5.517933    -3.3781   \n",
-       "coef_hh_income_gt_50k_school1                        0.034700     0.0347   \n",
-       "coef_hh_income_gt_50k_student_work_and_school       -0.921175    -0.0528   \n",
-       "coef_hh_income_gt_50k_work                          -1.418551    -0.0528   \n",
-       "coef_hh_income_gt_50k_worker_work_and_school         0.034700     0.0347   \n",
-       "coef_home_urban_school1                             -0.136100    -0.1361   \n",
-       "coef_home_urban_school2                             -8.455615     0.3170   \n",
-       "coef_home_urban_work1                                4.026796    -0.2831   \n",
-       "coef_home_urban_work2                                2.624854     0.2308   \n",
-       "coef_home_urban_work_and_school                     -0.447070    -0.3509   \n",
-       "coef_no_cars_in_hh_school2                          -0.620465    -1.4130   \n",
-       "coef_no_cars_in_hh_work2                            -0.725967    -1.3060   \n",
-       "coef_no_cars_in_hh_work_and_school                  -0.775934    -1.3020   \n",
-       "coef_non_family_hh_category1                        -0.250000    -0.2500   \n",
-       "coef_non_family_hh_category2                         5.000771    -0.1792   \n",
-       "coef_non_student_goes_to_school                      3.883000     3.8830   \n",
-       "coef_num_non_workers_in_hh_school1                   0.257400     0.2574   \n",
-       "coef_num_preschool_in_hh_school1                    -0.133500    -0.1335   \n",
-       "coef_num_preschool_in_hh_school2                     0.356660    -0.5577   \n",
-       "coef_num_preschool_in_hh_work1                      -2.930501     0.2191   \n",
-       "coef_num_preschool_in_hh_work2                       0.225173    -0.1478   \n",
-       "coef_num_preschool_in_hh_work_and_school           -29.197569    -0.1251   \n",
-       "coef_num_under_16_not_at_school_school2             -0.638293     0.0866   \n",
-       "coef_num_under_16_not_at_school_work2               -0.118991     0.1804   \n",
-       "coef_num_under_16_not_at_school_work_and_school    -15.357907    -0.1955   \n",
-       "coef_pre_driving_age_child_school2_asc               3.679726    -3.9703   \n",
-       "coef_pt_worker_work2_asc                            -4.743242    -3.0476   \n",
-       "coef_round_trip_auto_time_to_work_school2            0.064411    -0.0034   \n",
-       "coef_round_trip_auto_time_to_work_work2             -0.025905    -0.0035   \n",
-       "coef_round_trip_auto_time_to_work_work_and_school   -0.021804    -0.0031   \n",
-       "coef_student_employed                               13.457255     3.0140   \n",
-       "coef_unavailable                                  -999.000000  -999.0000   \n",
-       "coef_under_35_school1                                0.721800     0.7218   \n",
-       "coef_under_35_school2                               15.011164     1.2750   \n",
-       "coef_under_35_work1                                  1.038242    -0.4629   \n",
-       "coef_under_35_work2                                 -0.253875    -0.1375   \n",
-       "coef_under_35_work_and_school                        2.257035     0.9761   \n",
-       "coef_univ_school2_asc                              -10.233810    -3.7429   \n",
-       "coef_univ_work1_asc                                  6.475896     2.1660   \n",
-       "coef_univ_work2_asc                                  4.833029    -1.3965   \n",
-       "coef_univ_work_and_school_asc                        8.180927     0.1073   \n",
+       "                                                        value        best  \\\n",
+       "param_name                                                                  \n",
+       "0                                                    0.000000    0.000000   \n",
+       "coef_can_walk_to_work_and_school                     0.284832    0.284832   \n",
+       "coef_can_walk_to_work_school2                        0.811379    0.811379   \n",
+       "coef_can_walk_to_work_work2                          0.600928    0.600928   \n",
+       "coef_driving_age_child_school2_asc                  -3.209418   -3.209418   \n",
+       "coef_driving_age_child_work_and_school_asc          -4.565091   -4.565091   \n",
+       "coef_female_school1                                  0.000463    0.000463   \n",
+       "coef_female_school2                                 -0.016856   -0.016856   \n",
+       "coef_female_work1                                    0.333342    0.333342   \n",
+       "coef_female_work2                                   -0.219862   -0.219862   \n",
+       "coef_female_work_and_school                         -0.265847   -0.265847   \n",
+       "coef_few_cars_than_drivers_school2                  -0.297623   -0.297623   \n",
+       "coef_ft_worker_work2_asc                            -3.494595   -3.494595   \n",
+       "coef_hh_income_gt_50k_school1                        0.034700    0.034700   \n",
+       "coef_hh_income_gt_50k_student_work_and_school       -0.128428   -0.128428   \n",
+       "coef_hh_income_gt_50k_work                          -0.286159   -0.286159   \n",
+       "coef_hh_income_gt_50k_worker_work_and_school         0.034700    0.034700   \n",
+       "coef_home_urban_school1                             -0.136100   -0.136100   \n",
+       "coef_home_urban_school2                              0.161745    0.161745   \n",
+       "coef_home_urban_work1                               -0.122770   -0.122770   \n",
+       "coef_home_urban_work2                                0.142218    0.142218   \n",
+       "coef_home_urban_work_and_school                     -0.436835   -0.436835   \n",
+       "coef_no_cars_in_hh_school2                          -1.479517   -1.479517   \n",
+       "coef_no_cars_in_hh_work2                            -1.524960   -1.524960   \n",
+       "coef_no_cars_in_hh_work_and_school                  -1.244512   -1.244512   \n",
+       "coef_non_family_hh_category1                        -0.250000   -0.250000   \n",
+       "coef_non_family_hh_category2                        -0.091298   -0.091298   \n",
+       "coef_non_student_goes_to_school                      3.883000    3.883000   \n",
+       "coef_num_non_workers_in_hh_school1                   0.257400    0.257400   \n",
+       "coef_num_preschool_in_hh_school1                    -0.133500   -0.133500   \n",
+       "coef_num_preschool_in_hh_school2                    -0.796350   -0.796350   \n",
+       "coef_num_preschool_in_hh_work1                       0.125045    0.125045   \n",
+       "coef_num_preschool_in_hh_work2                      -0.126183   -0.126183   \n",
+       "coef_num_preschool_in_hh_work_and_school            -0.070125   -0.070125   \n",
+       "coef_num_under_16_not_at_school_school2             -0.015345   -0.015345   \n",
+       "coef_num_under_16_not_at_school_work2                0.168260    0.168260   \n",
+       "coef_num_under_16_not_at_school_work_and_school     -0.192330   -0.192330   \n",
+       "coef_pre_driving_age_child_school2_asc              -4.210709   -4.210709   \n",
+       "coef_pt_worker_work2_asc                            -3.079547   -3.079547   \n",
+       "coef_round_trip_auto_time_to_work_school2           -0.005959   -0.005959   \n",
+       "coef_round_trip_auto_time_to_work_work2             -0.001855   -0.001855   \n",
+       "coef_round_trip_auto_time_to_work_work_and_school   -0.002208   -0.002208   \n",
+       "coef_student_employed                                2.918973    2.918973   \n",
+       "coef_unavailable                                  -999.000000 -999.000000   \n",
+       "coef_under_35_school1                                0.721800    0.721800   \n",
+       "coef_under_35_school2                                1.230550    1.230550   \n",
+       "coef_under_35_work1                                 -0.458863   -0.458863   \n",
+       "coef_under_35_work2                                  0.005614    0.005614   \n",
+       "coef_under_35_work_and_school                        1.149726    1.149726   \n",
+       "coef_univ_school2_asc                               -3.640737   -3.640737   \n",
+       "coef_univ_work1_asc                                  2.209708    2.209708   \n",
+       "coef_univ_work2_asc                                 -1.472430   -1.472430   \n",
+       "coef_univ_work_and_school_asc                        0.173386    0.173386   \n",
        "\n",
-       "                                                   nullvalue  minimum  \\\n",
-       "0                                                        0.0      0.0   \n",
-       "coef_can_walk_to_work_and_school                         0.0      NaN   \n",
-       "coef_can_walk_to_work_school2                            0.0      NaN   \n",
-       "coef_can_walk_to_work_work2                              0.0      NaN   \n",
-       "coef_driving_age_child_school2_asc                       0.0      NaN   \n",
-       "coef_driving_age_child_work_and_school_asc               0.0      NaN   \n",
-       "coef_female_school1                                      0.0      NaN   \n",
-       "coef_female_school2                                      0.0      NaN   \n",
-       "coef_female_work1                                        0.0      NaN   \n",
-       "coef_female_work2                                        0.0      NaN   \n",
-       "coef_female_work_and_school                              0.0      NaN   \n",
-       "coef_few_cars_than_drivers_school2                       0.0      NaN   \n",
-       "coef_ft_worker_work2_asc                                 0.0      NaN   \n",
-       "coef_hh_income_gt_50k_school1                            0.0      NaN   \n",
-       "coef_hh_income_gt_50k_student_work_and_school            0.0      NaN   \n",
-       "coef_hh_income_gt_50k_work                               0.0      NaN   \n",
-       "coef_hh_income_gt_50k_worker_work_and_school             0.0      NaN   \n",
-       "coef_home_urban_school1                                  0.0      NaN   \n",
-       "coef_home_urban_school2                                  0.0      NaN   \n",
-       "coef_home_urban_work1                                    0.0      NaN   \n",
-       "coef_home_urban_work2                                    0.0      NaN   \n",
-       "coef_home_urban_work_and_school                          0.0      NaN   \n",
-       "coef_no_cars_in_hh_school2                               0.0      NaN   \n",
-       "coef_no_cars_in_hh_work2                                 0.0      NaN   \n",
-       "coef_no_cars_in_hh_work_and_school                       0.0      NaN   \n",
-       "coef_non_family_hh_category1                             0.0      NaN   \n",
-       "coef_non_family_hh_category2                             0.0      NaN   \n",
-       "coef_non_student_goes_to_school                          0.0      NaN   \n",
-       "coef_num_non_workers_in_hh_school1                       0.0      NaN   \n",
-       "coef_num_preschool_in_hh_school1                         0.0      NaN   \n",
-       "coef_num_preschool_in_hh_school2                         0.0      NaN   \n",
-       "coef_num_preschool_in_hh_work1                           0.0      NaN   \n",
-       "coef_num_preschool_in_hh_work2                           0.0      NaN   \n",
-       "coef_num_preschool_in_hh_work_and_school                 0.0      NaN   \n",
-       "coef_num_under_16_not_at_school_school2                  0.0      NaN   \n",
-       "coef_num_under_16_not_at_school_work2                    0.0      NaN   \n",
-       "coef_num_under_16_not_at_school_work_and_school          0.0      NaN   \n",
-       "coef_pre_driving_age_child_school2_asc                   0.0      NaN   \n",
-       "coef_pt_worker_work2_asc                                 0.0      NaN   \n",
-       "coef_round_trip_auto_time_to_work_school2                0.0      NaN   \n",
-       "coef_round_trip_auto_time_to_work_work2                  0.0      NaN   \n",
-       "coef_round_trip_auto_time_to_work_work_and_school        0.0      NaN   \n",
-       "coef_student_employed                                    0.0      NaN   \n",
-       "coef_unavailable                                         0.0      NaN   \n",
-       "coef_under_35_school1                                    0.0      NaN   \n",
-       "coef_under_35_school2                                    0.0      NaN   \n",
-       "coef_under_35_work1                                      0.0      NaN   \n",
-       "coef_under_35_work2                                      0.0      NaN   \n",
-       "coef_under_35_work_and_school                            0.0      NaN   \n",
-       "coef_univ_school2_asc                                    0.0      NaN   \n",
-       "coef_univ_work1_asc                                      0.0      NaN   \n",
-       "coef_univ_work2_asc                                      0.0      NaN   \n",
-       "coef_univ_work_and_school_asc                            0.0      NaN   \n",
+       "                                                   initvalue  minimum  \\\n",
+       "param_name                                                              \n",
+       "0                                                     0.0000      0.0   \n",
+       "coef_can_walk_to_work_and_school                      0.1391    -50.0   \n",
+       "coef_can_walk_to_work_school2                         0.7114    -50.0   \n",
+       "coef_can_walk_to_work_work2                           0.5268    -50.0   \n",
+       "coef_driving_age_child_school2_asc                   -3.1360    -50.0   \n",
+       "coef_driving_age_child_work_and_school_asc           -4.4362    -50.0   \n",
+       "coef_female_school1                                   0.1592    -50.0   \n",
+       "coef_female_school2                                   0.1140    -50.0   \n",
+       "coef_female_work1                                     0.1737    -50.0   \n",
+       "coef_female_work2                                    -0.2255    -50.0   \n",
+       "coef_female_work_and_school                          -0.3442    -50.0   \n",
+       "coef_few_cars_than_drivers_school2                   -0.5759    -50.0   \n",
+       "coef_ft_worker_work2_asc                             -3.3781    -50.0   \n",
+       "coef_hh_income_gt_50k_school1                         0.0347    -50.0   \n",
+       "coef_hh_income_gt_50k_student_work_and_school        -0.0528    -50.0   \n",
+       "coef_hh_income_gt_50k_work                           -0.0528    -50.0   \n",
+       "coef_hh_income_gt_50k_worker_work_and_school          0.0347    -50.0   \n",
+       "coef_home_urban_school1                              -0.1361    -50.0   \n",
+       "coef_home_urban_school2                               0.3170    -50.0   \n",
+       "coef_home_urban_work1                                -0.2831    -50.0   \n",
+       "coef_home_urban_work2                                 0.2308    -50.0   \n",
+       "coef_home_urban_work_and_school                      -0.3509    -50.0   \n",
+       "coef_no_cars_in_hh_school2                           -1.4130    -50.0   \n",
+       "coef_no_cars_in_hh_work2                             -1.3060    -50.0   \n",
+       "coef_no_cars_in_hh_work_and_school                   -1.3020    -50.0   \n",
+       "coef_non_family_hh_category1                         -0.2500    -50.0   \n",
+       "coef_non_family_hh_category2                         -0.1792    -50.0   \n",
+       "coef_non_student_goes_to_school                       3.8830    -50.0   \n",
+       "coef_num_non_workers_in_hh_school1                    0.2574    -50.0   \n",
+       "coef_num_preschool_in_hh_school1                     -0.1335    -50.0   \n",
+       "coef_num_preschool_in_hh_school2                     -0.5577    -50.0   \n",
+       "coef_num_preschool_in_hh_work1                        0.2191    -50.0   \n",
+       "coef_num_preschool_in_hh_work2                       -0.1478    -50.0   \n",
+       "coef_num_preschool_in_hh_work_and_school             -0.1251    -50.0   \n",
+       "coef_num_under_16_not_at_school_school2               0.0866    -50.0   \n",
+       "coef_num_under_16_not_at_school_work2                 0.1804    -50.0   \n",
+       "coef_num_under_16_not_at_school_work_and_school      -0.1955    -50.0   \n",
+       "coef_pre_driving_age_child_school2_asc               -3.9703    -50.0   \n",
+       "coef_pt_worker_work2_asc                             -3.0476    -50.0   \n",
+       "coef_round_trip_auto_time_to_work_school2            -0.0034    -50.0   \n",
+       "coef_round_trip_auto_time_to_work_work2              -0.0035    -50.0   \n",
+       "coef_round_trip_auto_time_to_work_work_and_school    -0.0031    -50.0   \n",
+       "coef_student_employed                                 3.0140    -50.0   \n",
+       "coef_unavailable                                   -999.0000   -999.0   \n",
+       "coef_under_35_school1                                 0.7218    -50.0   \n",
+       "coef_under_35_school2                                 1.2750    -50.0   \n",
+       "coef_under_35_work1                                  -0.4629    -50.0   \n",
+       "coef_under_35_work2                                  -0.1375    -50.0   \n",
+       "coef_under_35_work_and_school                         0.9761    -50.0   \n",
+       "coef_univ_school2_asc                                -3.7429    -50.0   \n",
+       "coef_univ_work1_asc                                   2.1660    -50.0   \n",
+       "coef_univ_work2_asc                                  -1.3965    -50.0   \n",
+       "coef_univ_work_and_school_asc                         0.1073    -50.0   \n",
        "\n",
-       "                                                   maximum  holdfast note  \\\n",
-       "0                                                      0.0         1        \n",
-       "coef_can_walk_to_work_and_school                       NaN         0        \n",
-       "coef_can_walk_to_work_school2                          NaN         0        \n",
-       "coef_can_walk_to_work_work2                            NaN         0        \n",
-       "coef_driving_age_child_school2_asc                     NaN         0        \n",
-       "coef_driving_age_child_work_and_school_asc             NaN         0        \n",
-       "coef_female_school1                                    NaN         0        \n",
-       "coef_female_school2                                    NaN         0        \n",
-       "coef_female_work1                                      NaN         0        \n",
-       "coef_female_work2                                      NaN         0        \n",
-       "coef_female_work_and_school                            NaN         0        \n",
-       "coef_few_cars_than_drivers_school2                     NaN         0        \n",
-       "coef_ft_worker_work2_asc                               NaN         0        \n",
-       "coef_hh_income_gt_50k_school1                          NaN         0        \n",
-       "coef_hh_income_gt_50k_student_work_and_school          NaN         0        \n",
-       "coef_hh_income_gt_50k_work                             NaN         0        \n",
-       "coef_hh_income_gt_50k_worker_work_and_school           NaN         0        \n",
-       "coef_home_urban_school1                                NaN         0        \n",
-       "coef_home_urban_school2                                NaN         0        \n",
-       "coef_home_urban_work1                                  NaN         0        \n",
-       "coef_home_urban_work2                                  NaN         0        \n",
-       "coef_home_urban_work_and_school                        NaN         0        \n",
-       "coef_no_cars_in_hh_school2                             NaN         0        \n",
-       "coef_no_cars_in_hh_work2                               NaN         0        \n",
-       "coef_no_cars_in_hh_work_and_school                     NaN         0        \n",
-       "coef_non_family_hh_category1                           NaN         0        \n",
-       "coef_non_family_hh_category2                           NaN         0        \n",
-       "coef_non_student_goes_to_school                        NaN         0        \n",
-       "coef_num_non_workers_in_hh_school1                     NaN         0        \n",
-       "coef_num_preschool_in_hh_school1                       NaN         0        \n",
-       "coef_num_preschool_in_hh_school2                       NaN         0        \n",
-       "coef_num_preschool_in_hh_work1                         NaN         0        \n",
-       "coef_num_preschool_in_hh_work2                         NaN         0        \n",
-       "coef_num_preschool_in_hh_work_and_school               NaN         0        \n",
-       "coef_num_under_16_not_at_school_school2                NaN         0        \n",
-       "coef_num_under_16_not_at_school_work2                  NaN         0        \n",
-       "coef_num_under_16_not_at_school_work_and_school        NaN         0        \n",
-       "coef_pre_driving_age_child_school2_asc                 NaN         0        \n",
-       "coef_pt_worker_work2_asc                               NaN         0        \n",
-       "coef_round_trip_auto_time_to_work_school2              NaN         0        \n",
-       "coef_round_trip_auto_time_to_work_work2                NaN         0        \n",
-       "coef_round_trip_auto_time_to_work_work_and_school      NaN         0        \n",
-       "coef_student_employed                                  NaN         0        \n",
-       "coef_unavailable                                       NaN         1        \n",
-       "coef_under_35_school1                                  NaN         0        \n",
-       "coef_under_35_school2                                  NaN         0        \n",
-       "coef_under_35_work1                                    NaN         0        \n",
-       "coef_under_35_work2                                    NaN         0        \n",
-       "coef_under_35_work_and_school                          NaN         0        \n",
-       "coef_univ_school2_asc                                  NaN         0        \n",
-       "coef_univ_work1_asc                                    NaN         0        \n",
-       "coef_univ_work2_asc                                    NaN         0        \n",
-       "coef_univ_work_and_school_asc                          NaN         0        \n",
+       "                                                   maximum  nullvalue  \\\n",
+       "param_name                                                              \n",
+       "0                                                      0.0        0.0   \n",
+       "coef_can_walk_to_work_and_school                      50.0        0.0   \n",
+       "coef_can_walk_to_work_school2                         50.0        0.0   \n",
+       "coef_can_walk_to_work_work2                           50.0        0.0   \n",
+       "coef_driving_age_child_school2_asc                    50.0        0.0   \n",
+       "coef_driving_age_child_work_and_school_asc            50.0        0.0   \n",
+       "coef_female_school1                                   50.0        0.0   \n",
+       "coef_female_school2                                   50.0        0.0   \n",
+       "coef_female_work1                                     50.0        0.0   \n",
+       "coef_female_work2                                     50.0        0.0   \n",
+       "coef_female_work_and_school                           50.0        0.0   \n",
+       "coef_few_cars_than_drivers_school2                    50.0        0.0   \n",
+       "coef_ft_worker_work2_asc                              50.0        0.0   \n",
+       "coef_hh_income_gt_50k_school1                         50.0        0.0   \n",
+       "coef_hh_income_gt_50k_student_work_and_school         50.0        0.0   \n",
+       "coef_hh_income_gt_50k_work                            50.0        0.0   \n",
+       "coef_hh_income_gt_50k_worker_work_and_school          50.0        0.0   \n",
+       "coef_home_urban_school1                               50.0        0.0   \n",
+       "coef_home_urban_school2                               50.0        0.0   \n",
+       "coef_home_urban_work1                                 50.0        0.0   \n",
+       "coef_home_urban_work2                                 50.0        0.0   \n",
+       "coef_home_urban_work_and_school                       50.0        0.0   \n",
+       "coef_no_cars_in_hh_school2                            50.0        0.0   \n",
+       "coef_no_cars_in_hh_work2                              50.0        0.0   \n",
+       "coef_no_cars_in_hh_work_and_school                    50.0        0.0   \n",
+       "coef_non_family_hh_category1                          50.0        0.0   \n",
+       "coef_non_family_hh_category2                          50.0        0.0   \n",
+       "coef_non_student_goes_to_school                       50.0        0.0   \n",
+       "coef_num_non_workers_in_hh_school1                    50.0        0.0   \n",
+       "coef_num_preschool_in_hh_school1                      50.0        0.0   \n",
+       "coef_num_preschool_in_hh_school2                      50.0        0.0   \n",
+       "coef_num_preschool_in_hh_work1                        50.0        0.0   \n",
+       "coef_num_preschool_in_hh_work2                        50.0        0.0   \n",
+       "coef_num_preschool_in_hh_work_and_school              50.0        0.0   \n",
+       "coef_num_under_16_not_at_school_school2               50.0        0.0   \n",
+       "coef_num_under_16_not_at_school_work2                 50.0        0.0   \n",
+       "coef_num_under_16_not_at_school_work_and_school       50.0        0.0   \n",
+       "coef_pre_driving_age_child_school2_asc                50.0        0.0   \n",
+       "coef_pt_worker_work2_asc                              50.0        0.0   \n",
+       "coef_round_trip_auto_time_to_work_school2             50.0        0.0   \n",
+       "coef_round_trip_auto_time_to_work_work2               50.0        0.0   \n",
+       "coef_round_trip_auto_time_to_work_work_and_school     50.0        0.0   \n",
+       "coef_student_employed                                 50.0        0.0   \n",
+       "coef_unavailable                                    -999.0        0.0   \n",
+       "coef_under_35_school1                                 50.0        0.0   \n",
+       "coef_under_35_school2                                 50.0        0.0   \n",
+       "coef_under_35_work1                                   50.0        0.0   \n",
+       "coef_under_35_work2                                   50.0        0.0   \n",
+       "coef_under_35_work_and_school                         50.0        0.0   \n",
+       "coef_univ_school2_asc                                 50.0        0.0   \n",
+       "coef_univ_work1_asc                                   50.0        0.0   \n",
+       "coef_univ_work2_asc                                   50.0        0.0   \n",
+       "coef_univ_work_and_school_asc                         50.0        0.0   \n",
        "\n",
-       "                                                         best  \n",
-       "0                                                    0.000000  \n",
-       "coef_can_walk_to_work_and_school                     0.071630  \n",
-       "coef_can_walk_to_work_school2                        1.368092  \n",
-       "coef_can_walk_to_work_work2                          0.651120  \n",
-       "coef_driving_age_child_school2_asc                 -13.067731  \n",
-       "coef_driving_age_child_work_and_school_asc         -12.605997  \n",
-       "coef_female_school1                                  0.247086  \n",
-       "coef_female_school2                                 -0.301339  \n",
-       "coef_female_work1                                   -2.242748  \n",
-       "coef_female_work2                                   -0.387411  \n",
-       "coef_female_work_and_school                         -3.218280  \n",
-       "coef_few_cars_than_drivers_school2                  -0.862451  \n",
-       "coef_ft_worker_work2_asc                            -5.517933  \n",
-       "coef_hh_income_gt_50k_school1                        0.034700  \n",
-       "coef_hh_income_gt_50k_student_work_and_school       -0.921175  \n",
-       "coef_hh_income_gt_50k_work                          -1.418551  \n",
-       "coef_hh_income_gt_50k_worker_work_and_school         0.034700  \n",
-       "coef_home_urban_school1                             -0.136100  \n",
-       "coef_home_urban_school2                             -8.455615  \n",
-       "coef_home_urban_work1                                4.026796  \n",
-       "coef_home_urban_work2                                2.624854  \n",
-       "coef_home_urban_work_and_school                     -0.447070  \n",
-       "coef_no_cars_in_hh_school2                          -0.620465  \n",
-       "coef_no_cars_in_hh_work2                            -0.725967  \n",
-       "coef_no_cars_in_hh_work_and_school                  -0.775934  \n",
-       "coef_non_family_hh_category1                        -0.250000  \n",
-       "coef_non_family_hh_category2                         5.000771  \n",
-       "coef_non_student_goes_to_school                      3.883000  \n",
-       "coef_num_non_workers_in_hh_school1                   0.257400  \n",
-       "coef_num_preschool_in_hh_school1                    -0.133500  \n",
-       "coef_num_preschool_in_hh_school2                     0.356660  \n",
-       "coef_num_preschool_in_hh_work1                      -2.930501  \n",
-       "coef_num_preschool_in_hh_work2                       0.225173  \n",
-       "coef_num_preschool_in_hh_work_and_school           -29.197569  \n",
-       "coef_num_under_16_not_at_school_school2             -0.638293  \n",
-       "coef_num_under_16_not_at_school_work2               -0.118991  \n",
-       "coef_num_under_16_not_at_school_work_and_school    -15.357907  \n",
-       "coef_pre_driving_age_child_school2_asc               3.679726  \n",
-       "coef_pt_worker_work2_asc                            -4.743242  \n",
-       "coef_round_trip_auto_time_to_work_school2            0.064411  \n",
-       "coef_round_trip_auto_time_to_work_work2             -0.025905  \n",
-       "coef_round_trip_auto_time_to_work_work_and_school   -0.021804  \n",
-       "coef_student_employed                               13.457255  \n",
-       "coef_unavailable                                  -999.000000  \n",
-       "coef_under_35_school1                                0.721800  \n",
-       "coef_under_35_school2                               15.011164  \n",
-       "coef_under_35_work1                                  1.038242  \n",
-       "coef_under_35_work2                                 -0.253875  \n",
-       "coef_under_35_work_and_school                        2.257035  \n",
-       "coef_univ_school2_asc                              -10.233810  \n",
-       "coef_univ_work1_asc                                  6.475896  \n",
-       "coef_univ_work2_asc                                  4.833029  \n",
-       "coef_univ_work_and_school_asc                        8.180927  "
+       "                                                   holdfast  \n",
+       "param_name                                                   \n",
+       "0                                                         1  \n",
+       "coef_can_walk_to_work_and_school                          0  \n",
+       "coef_can_walk_to_work_school2                             0  \n",
+       "coef_can_walk_to_work_work2                               0  \n",
+       "coef_driving_age_child_school2_asc                        0  \n",
+       "coef_driving_age_child_work_and_school_asc                0  \n",
+       "coef_female_school1                                       0  \n",
+       "coef_female_school2                                       0  \n",
+       "coef_female_work1                                         0  \n",
+       "coef_female_work2                                         0  \n",
+       "coef_female_work_and_school                               0  \n",
+       "coef_few_cars_than_drivers_school2                        0  \n",
+       "coef_ft_worker_work2_asc                                  0  \n",
+       "coef_hh_income_gt_50k_school1                             0  \n",
+       "coef_hh_income_gt_50k_student_work_and_school             0  \n",
+       "coef_hh_income_gt_50k_work                                0  \n",
+       "coef_hh_income_gt_50k_worker_work_and_school              0  \n",
+       "coef_home_urban_school1                                   0  \n",
+       "coef_home_urban_school2                                   0  \n",
+       "coef_home_urban_work1                                     0  \n",
+       "coef_home_urban_work2                                     0  \n",
+       "coef_home_urban_work_and_school                           0  \n",
+       "coef_no_cars_in_hh_school2                                0  \n",
+       "coef_no_cars_in_hh_work2                                  0  \n",
+       "coef_no_cars_in_hh_work_and_school                        0  \n",
+       "coef_non_family_hh_category1                              0  \n",
+       "coef_non_family_hh_category2                              0  \n",
+       "coef_non_student_goes_to_school                           0  \n",
+       "coef_num_non_workers_in_hh_school1                        0  \n",
+       "coef_num_preschool_in_hh_school1                          0  \n",
+       "coef_num_preschool_in_hh_school2                          0  \n",
+       "coef_num_preschool_in_hh_work1                            0  \n",
+       "coef_num_preschool_in_hh_work2                            0  \n",
+       "coef_num_preschool_in_hh_work_and_school                  0  \n",
+       "coef_num_under_16_not_at_school_school2                   0  \n",
+       "coef_num_under_16_not_at_school_work2                     0  \n",
+       "coef_num_under_16_not_at_school_work_and_school           0  \n",
+       "coef_pre_driving_age_child_school2_asc                    0  \n",
+       "coef_pt_worker_work2_asc                                  0  \n",
+       "coef_round_trip_auto_time_to_work_school2                 0  \n",
+       "coef_round_trip_auto_time_to_work_work2                   0  \n",
+       "coef_round_trip_auto_time_to_work_work_and_school         0  \n",
+       "coef_student_employed                                     0  \n",
+       "coef_unavailable                                          1  \n",
+       "coef_under_35_school1                                     0  \n",
+       "coef_under_35_school2                                     0  \n",
+       "coef_under_35_work1                                       0  \n",
+       "coef_under_35_work2                                       0  \n",
+       "coef_under_35_work_and_school                             0  \n",
+       "coef_univ_school2_asc                                     0  \n",
+       "coef_univ_work1_asc                                       0  \n",
+       "coef_univ_work2_asc                                       0  \n",
+       "coef_univ_work_and_school_asc                             0  "
       ]
      },
      "metadata": {},
@@ -2039,12 +2040,8 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "<ipython-input-7-5091d419e17b>:1: PossibleOverspecification: WARNING: Model is possibly over-specified (hessian is nearly singular).\n",
-      "  model.estimate()\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.771611294971759e-29 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "<ipython-input-7-5091d419e17b>:1: RuntimeWarning: invalid value encountered in sqrt\n",
-      "  model.estimate()\n"
+      "/Users/jpn/Git/est-mode/larch/src/larch/model/jaxmodel.py:1156: PossibleOverspecification: Model is possibly over-specified (hessian is nearly singular).\n",
+      "  self.calculate_parameter_covariance()\n"
      ]
     },
     {
@@ -2064,51 +2061,51 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_can_walk_to_work_and_school</th>\n",
-       "      <td>0.071630</td>\n",
+       "      <td>0.284832</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_can_walk_to_work_school2</th>\n",
-       "      <td>1.368092</td>\n",
+       "      <td>0.811379</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_can_walk_to_work_work2</th>\n",
-       "      <td>0.651120</td>\n",
+       "      <td>0.600928</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_driving_age_child_school2_asc</th>\n",
-       "      <td>-13.067731</td>\n",
+       "      <td>-3.209418</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_driving_age_child_work_and_school_asc</th>\n",
-       "      <td>-12.605997</td>\n",
+       "      <td>-4.565091</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_female_school1</th>\n",
-       "      <td>0.247086</td>\n",
+       "      <td>0.000463</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_female_school2</th>\n",
-       "      <td>-0.301339</td>\n",
+       "      <td>-0.016856</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_female_work1</th>\n",
-       "      <td>-2.242748</td>\n",
+       "      <td>0.333342</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_female_work2</th>\n",
-       "      <td>-0.387411</td>\n",
+       "      <td>-0.219862</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_female_work_and_school</th>\n",
-       "      <td>-3.218280</td>\n",
+       "      <td>-0.265847</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_few_cars_than_drivers_school2</th>\n",
-       "      <td>-0.862451</td>\n",
+       "      <td>-0.297623</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_ft_worker_work2_asc</th>\n",
-       "      <td>-5.517933</td>\n",
+       "      <td>-3.494595</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_hh_income_gt_50k_school1</th>\n",
@@ -2116,11 +2113,11 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_hh_income_gt_50k_student_work_and_school</th>\n",
-       "      <td>-0.921175</td>\n",
+       "      <td>-0.128428</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_hh_income_gt_50k_work</th>\n",
-       "      <td>-1.418551</td>\n",
+       "      <td>-0.286159</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_hh_income_gt_50k_worker_work_and_school</th>\n",
@@ -2132,31 +2129,31 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_home_urban_school2</th>\n",
-       "      <td>-8.455615</td>\n",
+       "      <td>0.161745</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_home_urban_work1</th>\n",
-       "      <td>4.026796</td>\n",
+       "      <td>-0.122770</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_home_urban_work2</th>\n",
-       "      <td>2.624854</td>\n",
+       "      <td>0.142218</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_home_urban_work_and_school</th>\n",
-       "      <td>-0.447070</td>\n",
+       "      <td>-0.436835</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_no_cars_in_hh_school2</th>\n",
-       "      <td>-0.620465</td>\n",
+       "      <td>-1.479517</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_no_cars_in_hh_work2</th>\n",
-       "      <td>-0.725967</td>\n",
+       "      <td>-1.524960</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_no_cars_in_hh_work_and_school</th>\n",
-       "      <td>-0.775934</td>\n",
+       "      <td>-1.244512</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_non_family_hh_category1</th>\n",
@@ -2164,7 +2161,7 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_non_family_hh_category2</th>\n",
-       "      <td>5.000771</td>\n",
+       "      <td>-0.091298</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_non_student_goes_to_school</th>\n",
@@ -2180,55 +2177,55 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_num_preschool_in_hh_school2</th>\n",
-       "      <td>0.356660</td>\n",
+       "      <td>-0.796350</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_num_preschool_in_hh_work1</th>\n",
-       "      <td>-2.930501</td>\n",
+       "      <td>0.125045</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_num_preschool_in_hh_work2</th>\n",
-       "      <td>0.225173</td>\n",
+       "      <td>-0.126183</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_num_preschool_in_hh_work_and_school</th>\n",
-       "      <td>-29.197569</td>\n",
+       "      <td>-0.070125</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_num_under_16_not_at_school_school2</th>\n",
-       "      <td>-0.638293</td>\n",
+       "      <td>-0.015345</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_num_under_16_not_at_school_work2</th>\n",
-       "      <td>-0.118991</td>\n",
+       "      <td>0.168260</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_num_under_16_not_at_school_work_and_school</th>\n",
-       "      <td>-15.357907</td>\n",
+       "      <td>-0.192330</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_pre_driving_age_child_school2_asc</th>\n",
-       "      <td>3.679726</td>\n",
+       "      <td>-4.210709</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_pt_worker_work2_asc</th>\n",
-       "      <td>-4.743242</td>\n",
+       "      <td>-3.079547</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_round_trip_auto_time_to_work_school2</th>\n",
-       "      <td>0.064411</td>\n",
+       "      <td>-0.005959</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_round_trip_auto_time_to_work_work2</th>\n",
-       "      <td>-0.025905</td>\n",
+       "      <td>-0.001855</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_round_trip_auto_time_to_work_work_and_school</th>\n",
-       "      <td>-0.021804</td>\n",
+       "      <td>-0.002208</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_student_employed</th>\n",
-       "      <td>13.457255</td>\n",
+       "      <td>2.918973</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_unavailable</th>\n",
@@ -2240,38 +2237,38 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_under_35_school2</th>\n",
-       "      <td>15.011164</td>\n",
+       "      <td>1.230550</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_under_35_work1</th>\n",
-       "      <td>1.038242</td>\n",
+       "      <td>-0.458863</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_under_35_work2</th>\n",
-       "      <td>-0.253875</td>\n",
+       "      <td>0.005614</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_under_35_work_and_school</th>\n",
-       "      <td>2.257035</td>\n",
+       "      <td>1.149726</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_univ_school2_asc</th>\n",
-       "      <td>-10.233810</td>\n",
+       "      <td>-3.640737</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_univ_work1_asc</th>\n",
-       "      <td>6.475896</td>\n",
+       "      <td>2.209708</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_univ_work2_asc</th>\n",
-       "      <td>4.833029</td>\n",
+       "      <td>-1.472430</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_univ_work_and_school_asc</th>\n",
-       "      <td>8.180927</td>\n",
+       "      <td>0.173386</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
-       "</table></td></tr><tr><td>loglike</td><td style=\"text-align:left;\">-410.2201502048449</td></tr><tr><td>d_loglike</td><td style=\"text-align:left;\"><table border=\"1\" class=\"dataframe\">\n",
+       "</table></td></tr><tr><td>logloss</td><td style=\"text-align:left;\">0.1472310558088169</td></tr><tr><td>d_logloss</td><td style=\"text-align:left;\"><table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
@@ -2281,340 +2278,340 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_can_walk_to_work_and_school</th>\n",
-       "      <td>-2.159761e-05</td>\n",
+       "      <td>-0.000048</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_can_walk_to_work_school2</th>\n",
-       "      <td>-7.694778e-05</td>\n",
+       "      <td>0.000193</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_can_walk_to_work_work2</th>\n",
-       "      <td>4.202731e-05</td>\n",
+       "      <td>-0.000216</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_driving_age_child_school2_asc</th>\n",
-       "      <td>-4.255256e-08</td>\n",
+       "      <td>-0.000081</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_driving_age_child_work_and_school_asc</th>\n",
-       "      <td>2.167724e-05</td>\n",
+       "      <td>0.000044</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_female_school1</th>\n",
-       "      <td>-6.957308e-05</td>\n",
+       "      <td>-0.000091</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_female_school2</th>\n",
-       "      <td>-2.554309e-04</td>\n",
+       "      <td>0.000133</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_female_work1</th>\n",
-       "      <td>-7.357671e-05</td>\n",
+       "      <td>0.000084</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_female_work2</th>\n",
-       "      <td>8.686757e-05</td>\n",
+       "      <td>-0.000073</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_female_work_and_school</th>\n",
-       "      <td>1.188196e-05</td>\n",
+       "      <td>0.000059</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_few_cars_than_drivers_school2</th>\n",
-       "      <td>-2.286678e-04</td>\n",
+       "      <td>0.000044</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_ft_worker_work2_asc</th>\n",
-       "      <td>5.501466e-05</td>\n",
+       "      <td>-0.000349</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_hh_income_gt_50k_school1</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_hh_income_gt_50k_student_work_and_school</th>\n",
-       "      <td>6.367109e-06</td>\n",
+       "      <td>-0.000180</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_hh_income_gt_50k_work</th>\n",
-       "      <td>-1.223654e-05</td>\n",
+       "      <td>0.000049</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_hh_income_gt_50k_worker_work_and_school</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_home_urban_school1</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_home_urban_school2</th>\n",
-       "      <td>-1.028755e-04</td>\n",
+       "      <td>0.000081</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_home_urban_work1</th>\n",
-       "      <td>-4.465713e-05</td>\n",
+       "      <td>-0.000036</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_home_urban_work2</th>\n",
-       "      <td>1.557017e-04</td>\n",
+       "      <td>-0.000060</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_home_urban_work_and_school</th>\n",
-       "      <td>1.077213e-04</td>\n",
+       "      <td>0.000041</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_no_cars_in_hh_school2</th>\n",
-       "      <td>8.945645e-05</td>\n",
+       "      <td>-0.000061</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_no_cars_in_hh_work2</th>\n",
-       "      <td>3.899664e-05</td>\n",
+       "      <td>-0.000129</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_no_cars_in_hh_work_and_school</th>\n",
-       "      <td>-3.695621e-05</td>\n",
+       "      <td>0.000036</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_non_family_hh_category1</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_non_family_hh_category2</th>\n",
-       "      <td>1.251878e-10</td>\n",
+       "      <td>0.000057</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_non_student_goes_to_school</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_num_non_workers_in_hh_school1</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_num_preschool_in_hh_school1</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_num_preschool_in_hh_school2</th>\n",
-       "      <td>3.508996e-05</td>\n",
+       "      <td>0.000013</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_num_preschool_in_hh_work1</th>\n",
-       "      <td>-2.217197e-05</td>\n",
+       "      <td>0.000012</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_num_preschool_in_hh_work2</th>\n",
-       "      <td>8.498540e-05</td>\n",
+       "      <td>0.000204</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_num_preschool_in_hh_work_and_school</th>\n",
-       "      <td>-3.475886e-12</td>\n",
+       "      <td>-0.000049</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_num_under_16_not_at_school_school2</th>\n",
-       "      <td>-8.486532e-05</td>\n",
+       "      <td>0.000086</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_num_under_16_not_at_school_work2</th>\n",
-       "      <td>-3.959448e-05</td>\n",
+       "      <td>0.000236</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_num_under_16_not_at_school_work_and_school</th>\n",
-       "      <td>-2.351049e-07</td>\n",
+       "      <td>-0.000025</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_pre_driving_age_child_school2_asc</th>\n",
-       "      <td>6.171829e-06</td>\n",
+       "      <td>0.000137</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_pt_worker_work2_asc</th>\n",
-       "      <td>1.420463e-04</td>\n",
+       "      <td>-0.000007</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_round_trip_auto_time_to_work_school2</th>\n",
-       "      <td>-4.638296e-03</td>\n",
+       "      <td>0.000126</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_round_trip_auto_time_to_work_work2</th>\n",
-       "      <td>3.215960e-03</td>\n",
+       "      <td>0.000199</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_round_trip_auto_time_to_work_work_and_school</th>\n",
-       "      <td>1.679772e-03</td>\n",
+       "      <td>0.000093</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_student_employed</th>\n",
-       "      <td>2.170492e-05</td>\n",
+       "      <td>0.000041</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_unavailable</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_under_35_school1</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_under_35_school2</th>\n",
-       "      <td>-1.082319e-04</td>\n",
+       "      <td>-0.000063</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_under_35_work1</th>\n",
-       "      <td>-9.399930e-05</td>\n",
+       "      <td>0.000101</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_under_35_work2</th>\n",
-       "      <td>7.788570e-05</td>\n",
+       "      <td>-0.000136</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_under_35_work_and_school</th>\n",
-       "      <td>-1.237585e-04</td>\n",
+       "      <td>-0.000093</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_univ_school2_asc</th>\n",
-       "      <td>-1.090048e-04</td>\n",
+       "      <td>0.000045</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_univ_work1_asc</th>\n",
-       "      <td>-4.465713e-05</td>\n",
+       "      <td>0.000111</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_univ_work2_asc</th>\n",
-       "      <td>-4.135926e-05</td>\n",
+       "      <td>0.000065</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_univ_work_and_school_asc</th>\n",
-       "      <td>8.604407e-05</td>\n",
+       "      <td>-0.000179</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
-       "</table></td></tr><tr><td>nit</td><td style=\"text-align:left;\">50</td></tr><tr><td>nfev</td><td style=\"text-align:left;\">84</td></tr><tr><td>njev</td><td style=\"text-align:left;\">50</td></tr><tr><td>status</td><td style=\"text-align:left;\">0</td></tr><tr><td>message</td><td style=\"text-align:left;\">'Optimization terminated successfully'</td></tr><tr><td>success</td><td style=\"text-align:left;\">True</td></tr><tr><td>elapsed_time</td><td style=\"text-align:left;\">0:00:03.886165</td></tr><tr><td>method</td><td style=\"text-align:left;\">'slsqp'</td></tr><tr><td>n_cases</td><td style=\"text-align:left;\">2620</td></tr><tr><td>iteration_number</td><td style=\"text-align:left;\">50</td></tr><tr><td>logloss</td><td style=\"text-align:left;\">0.15657257641406294</td></tr></table></div>"
+       "</table></td></tr><tr><td>nit</td><td style=\"text-align:left;\">34</td></tr><tr><td>nfev</td><td style=\"text-align:left;\">39</td></tr><tr><td>njev</td><td style=\"text-align:left;\">34</td></tr><tr><td>status</td><td style=\"text-align:left;\">0</td></tr><tr><td>message</td><td style=\"text-align:left;\">'Optimization terminated successfully'</td></tr><tr><td>success</td><td style=\"text-align:left;\">True</td></tr><tr><td>elapsed_time</td><td style=\"text-align:left;\">0:00:01.181912</td></tr><tr><td>method</td><td style=\"text-align:left;\">'slsqp'</td></tr><tr><td>n_cases</td><td style=\"text-align:left;\">31768</td></tr><tr><td>iteration_number</td><td style=\"text-align:left;\">34</td></tr><tr><td>loglike</td><td style=\"text-align:left;\">-4677.236180934496</td></tr></table></div>"
       ],
       "text/plain": [
        "┣                x: 0                                                      0.000000\n",
-       "┃                   coef_can_walk_to_work_and_school                       0.071630\n",
-       "┃                   coef_can_walk_to_work_school2                          1.368092\n",
-       "┃                   coef_can_walk_to_work_work2                            0.651120\n",
-       "┃                   coef_driving_age_child_school2_asc                   -13.067731\n",
-       "┃                   coef_driving_age_child_work_and_school_asc           -12.605997\n",
-       "┃                   coef_female_school1                                    0.247086\n",
-       "┃                   coef_female_school2                                   -0.301339\n",
-       "┃                   coef_female_work1                                     -2.242748\n",
-       "┃                   coef_female_work2                                     -0.387411\n",
-       "┃                   coef_female_work_and_school                           -3.218280\n",
-       "┃                   coef_few_cars_than_drivers_school2                    -0.862451\n",
-       "┃                   coef_ft_worker_work2_asc                              -5.517933\n",
+       "┃                   coef_can_walk_to_work_and_school                       0.284832\n",
+       "┃                   coef_can_walk_to_work_school2                          0.811379\n",
+       "┃                   coef_can_walk_to_work_work2                            0.600928\n",
+       "┃                   coef_driving_age_child_school2_asc                    -3.209418\n",
+       "┃                   coef_driving_age_child_work_and_school_asc            -4.565091\n",
+       "┃                   coef_female_school1                                    0.000463\n",
+       "┃                   coef_female_school2                                   -0.016856\n",
+       "┃                   coef_female_work1                                      0.333342\n",
+       "┃                   coef_female_work2                                     -0.219862\n",
+       "┃                   coef_female_work_and_school                           -0.265847\n",
+       "┃                   coef_few_cars_than_drivers_school2                    -0.297623\n",
+       "┃                   coef_ft_worker_work2_asc                              -3.494595\n",
        "┃                   coef_hh_income_gt_50k_school1                          0.034700\n",
-       "┃                   coef_hh_income_gt_50k_student_work_and_school         -0.921175\n",
-       "┃                   coef_hh_income_gt_50k_work                            -1.418551\n",
+       "┃                   coef_hh_income_gt_50k_student_work_and_school         -0.128428\n",
+       "┃                   coef_hh_income_gt_50k_work                            -0.286159\n",
        "┃                   coef_hh_income_gt_50k_worker_work_and_school           0.034700\n",
        "┃                   coef_home_urban_school1                               -0.136100\n",
-       "┃                   coef_home_urban_school2                               -8.455615\n",
-       "┃                   coef_home_urban_work1                                  4.026796\n",
-       "┃                   coef_home_urban_work2                                  2.624854\n",
-       "┃                   coef_home_urban_work_and_school                       -0.447070\n",
-       "┃                   coef_no_cars_in_hh_school2                            -0.620465\n",
-       "┃                   coef_no_cars_in_hh_work2                              -0.725967\n",
-       "┃                   coef_no_cars_in_hh_work_and_school                    -0.775934\n",
+       "┃                   coef_home_urban_school2                                0.161745\n",
+       "┃                   coef_home_urban_work1                                 -0.122770\n",
+       "┃                   coef_home_urban_work2                                  0.142218\n",
+       "┃                   coef_home_urban_work_and_school                       -0.436835\n",
+       "┃                   coef_no_cars_in_hh_school2                            -1.479517\n",
+       "┃                   coef_no_cars_in_hh_work2                              -1.524960\n",
+       "┃                   coef_no_cars_in_hh_work_and_school                    -1.244512\n",
        "┃                   coef_non_family_hh_category1                          -0.250000\n",
-       "┃                   coef_non_family_hh_category2                           5.000771\n",
+       "┃                   coef_non_family_hh_category2                          -0.091298\n",
        "┃                   coef_non_student_goes_to_school                        3.883000\n",
        "┃                   coef_num_non_workers_in_hh_school1                     0.257400\n",
        "┃                   coef_num_preschool_in_hh_school1                      -0.133500\n",
-       "┃                   coef_num_preschool_in_hh_school2                       0.356660\n",
-       "┃                   coef_num_preschool_in_hh_work1                        -2.930501\n",
-       "┃                   coef_num_preschool_in_hh_work2                         0.225173\n",
-       "┃                   coef_num_preschool_in_hh_work_and_school             -29.197569\n",
-       "┃                   coef_num_under_16_not_at_school_school2               -0.638293\n",
-       "┃                   coef_num_under_16_not_at_school_work2                 -0.118991\n",
-       "┃                   coef_num_under_16_not_at_school_work_and_school      -15.357907\n",
-       "┃                   coef_pre_driving_age_child_school2_asc                 3.679726\n",
-       "┃                   coef_pt_worker_work2_asc                              -4.743242\n",
-       "┃                   coef_round_trip_auto_time_to_work_school2              0.064411\n",
-       "┃                   coef_round_trip_auto_time_to_work_work2               -0.025905\n",
-       "┃                   coef_round_trip_auto_time_to_work_work_and_school     -0.021804\n",
-       "┃                   coef_student_employed                                 13.457255\n",
+       "┃                   coef_num_preschool_in_hh_school2                      -0.796350\n",
+       "┃                   coef_num_preschool_in_hh_work1                         0.125045\n",
+       "┃                   coef_num_preschool_in_hh_work2                        -0.126183\n",
+       "┃                   coef_num_preschool_in_hh_work_and_school              -0.070125\n",
+       "┃                   coef_num_under_16_not_at_school_school2               -0.015345\n",
+       "┃                   coef_num_under_16_not_at_school_work2                  0.168260\n",
+       "┃                   coef_num_under_16_not_at_school_work_and_school       -0.192330\n",
+       "┃                   coef_pre_driving_age_child_school2_asc                -4.210709\n",
+       "┃                   coef_pt_worker_work2_asc                              -3.079547\n",
+       "┃                   coef_round_trip_auto_time_to_work_school2             -0.005959\n",
+       "┃                   coef_round_trip_auto_time_to_work_work2               -0.001855\n",
+       "┃                   coef_round_trip_auto_time_to_work_work_and_school     -0.002208\n",
+       "┃                   coef_student_employed                                  2.918973\n",
        "┃                   coef_unavailable                                    -999.000000\n",
        "┃                   coef_under_35_school1                                  0.721800\n",
-       "┃                   coef_under_35_school2                                 15.011164\n",
-       "┃                   coef_under_35_work1                                    1.038242\n",
-       "┃                   coef_under_35_work2                                   -0.253875\n",
-       "┃                   coef_under_35_work_and_school                          2.257035\n",
-       "┃                   coef_univ_school2_asc                                -10.233810\n",
-       "┃                   coef_univ_work1_asc                                    6.475896\n",
-       "┃                   coef_univ_work2_asc                                    4.833029\n",
-       "┃                   coef_univ_work_and_school_asc                          8.180927\n",
+       "┃                   coef_under_35_school2                                  1.230550\n",
+       "┃                   coef_under_35_work1                                   -0.458863\n",
+       "┃                   coef_under_35_work2                                    0.005614\n",
+       "┃                   coef_under_35_work_and_school                          1.149726\n",
+       "┃                   coef_univ_school2_asc                                 -3.640737\n",
+       "┃                   coef_univ_work1_asc                                    2.209708\n",
+       "┃                   coef_univ_work2_asc                                   -1.472430\n",
+       "┃                   coef_univ_work_and_school_asc                          0.173386\n",
        "┃                   dtype: float64\n",
-       "┣          loglike: -410.2201502048449\n",
-       "┣        d_loglike: 0                                                    0.000000e+00\n",
-       "┃                   coef_can_walk_to_work_and_school                    -2.159761e-05\n",
-       "┃                   coef_can_walk_to_work_school2                       -7.694778e-05\n",
-       "┃                   coef_can_walk_to_work_work2                          4.202731e-05\n",
-       "┃                   coef_driving_age_child_school2_asc                  -4.255256e-08\n",
-       "┃                   coef_driving_age_child_work_and_school_asc           2.167724e-05\n",
-       "┃                   coef_female_school1                                 -6.957308e-05\n",
-       "┃                   coef_female_school2                                 -2.554309e-04\n",
-       "┃                   coef_female_work1                                   -7.357671e-05\n",
-       "┃                   coef_female_work2                                    8.686757e-05\n",
-       "┃                   coef_female_work_and_school                          1.188196e-05\n",
-       "┃                   coef_few_cars_than_drivers_school2                  -2.286678e-04\n",
-       "┃                   coef_ft_worker_work2_asc                             5.501466e-05\n",
-       "┃                   coef_hh_income_gt_50k_school1                        0.000000e+00\n",
-       "┃                   coef_hh_income_gt_50k_student_work_and_school        6.367109e-06\n",
-       "┃                   coef_hh_income_gt_50k_work                          -1.223654e-05\n",
-       "┃                   coef_hh_income_gt_50k_worker_work_and_school         0.000000e+00\n",
-       "┃                   coef_home_urban_school1                              0.000000e+00\n",
-       "┃                   coef_home_urban_school2                             -1.028755e-04\n",
-       "┃                   coef_home_urban_work1                               -4.465713e-05\n",
-       "┃                   coef_home_urban_work2                                1.557017e-04\n",
-       "┃                   coef_home_urban_work_and_school                      1.077213e-04\n",
-       "┃                   coef_no_cars_in_hh_school2                           8.945645e-05\n",
-       "┃                   coef_no_cars_in_hh_work2                             3.899664e-05\n",
-       "┃                   coef_no_cars_in_hh_work_and_school                  -3.695621e-05\n",
-       "┃                   coef_non_family_hh_category1                         0.000000e+00\n",
-       "┃                   coef_non_family_hh_category2                         1.251878e-10\n",
-       "┃                   coef_non_student_goes_to_school                      0.000000e+00\n",
-       "┃                   coef_num_non_workers_in_hh_school1                   0.000000e+00\n",
-       "┃                   coef_num_preschool_in_hh_school1                     0.000000e+00\n",
-       "┃                   coef_num_preschool_in_hh_school2                     3.508996e-05\n",
-       "┃                   coef_num_preschool_in_hh_work1                      -2.217197e-05\n",
-       "┃                   coef_num_preschool_in_hh_work2                       8.498540e-05\n",
-       "┃                   coef_num_preschool_in_hh_work_and_school            -3.475886e-12\n",
-       "┃                   coef_num_under_16_not_at_school_school2             -8.486532e-05\n",
-       "┃                   coef_num_under_16_not_at_school_work2               -3.959448e-05\n",
-       "┃                   coef_num_under_16_not_at_school_work_and_school     -2.351049e-07\n",
-       "┃                   coef_pre_driving_age_child_school2_asc               6.171829e-06\n",
-       "┃                   coef_pt_worker_work2_asc                             1.420463e-04\n",
-       "┃                   coef_round_trip_auto_time_to_work_school2           -4.638296e-03\n",
-       "┃                   coef_round_trip_auto_time_to_work_work2              3.215960e-03\n",
-       "┃                   coef_round_trip_auto_time_to_work_work_and_school    1.679772e-03\n",
-       "┃                   coef_student_employed                                2.170492e-05\n",
-       "┃                   coef_unavailable                                     0.000000e+00\n",
-       "┃                   coef_under_35_school1                                0.000000e+00\n",
-       "┃                   coef_under_35_school2                               -1.082319e-04\n",
-       "┃                   coef_under_35_work1                                 -9.399930e-05\n",
-       "┃                   coef_under_35_work2                                  7.788570e-05\n",
-       "┃                   coef_under_35_work_and_school                       -1.237585e-04\n",
-       "┃                   coef_univ_school2_asc                               -1.090048e-04\n",
-       "┃                   coef_univ_work1_asc                                 -4.465713e-05\n",
-       "┃                   coef_univ_work2_asc                                 -4.135926e-05\n",
-       "┃                   coef_univ_work_and_school_asc                        8.604407e-05\n",
+       "┣          logloss: 0.1472310558088169\n",
+       "┣        d_logloss: 0                                                    0.000000\n",
+       "┃                   coef_can_walk_to_work_and_school                    -0.000048\n",
+       "┃                   coef_can_walk_to_work_school2                        0.000193\n",
+       "┃                   coef_can_walk_to_work_work2                         -0.000216\n",
+       "┃                   coef_driving_age_child_school2_asc                  -0.000081\n",
+       "┃                   coef_driving_age_child_work_and_school_asc           0.000044\n",
+       "┃                   coef_female_school1                                 -0.000091\n",
+       "┃                   coef_female_school2                                  0.000133\n",
+       "┃                   coef_female_work1                                    0.000084\n",
+       "┃                   coef_female_work2                                   -0.000073\n",
+       "┃                   coef_female_work_and_school                          0.000059\n",
+       "┃                   coef_few_cars_than_drivers_school2                   0.000044\n",
+       "┃                   coef_ft_worker_work2_asc                            -0.000349\n",
+       "┃                   coef_hh_income_gt_50k_school1                        0.000000\n",
+       "┃                   coef_hh_income_gt_50k_student_work_and_school       -0.000180\n",
+       "┃                   coef_hh_income_gt_50k_work                           0.000049\n",
+       "┃                   coef_hh_income_gt_50k_worker_work_and_school         0.000000\n",
+       "┃                   coef_home_urban_school1                              0.000000\n",
+       "┃                   coef_home_urban_school2                              0.000081\n",
+       "┃                   coef_home_urban_work1                               -0.000036\n",
+       "┃                   coef_home_urban_work2                               -0.000060\n",
+       "┃                   coef_home_urban_work_and_school                      0.000041\n",
+       "┃                   coef_no_cars_in_hh_school2                          -0.000061\n",
+       "┃                   coef_no_cars_in_hh_work2                            -0.000129\n",
+       "┃                   coef_no_cars_in_hh_work_and_school                   0.000036\n",
+       "┃                   coef_non_family_hh_category1                         0.000000\n",
+       "┃                   coef_non_family_hh_category2                         0.000057\n",
+       "┃                   coef_non_student_goes_to_school                      0.000000\n",
+       "┃                   coef_num_non_workers_in_hh_school1                   0.000000\n",
+       "┃                   coef_num_preschool_in_hh_school1                     0.000000\n",
+       "┃                   coef_num_preschool_in_hh_school2                     0.000013\n",
+       "┃                   coef_num_preschool_in_hh_work1                       0.000012\n",
+       "┃                   coef_num_preschool_in_hh_work2                       0.000204\n",
+       "┃                   coef_num_preschool_in_hh_work_and_school            -0.000049\n",
+       "┃                   coef_num_under_16_not_at_school_school2              0.000086\n",
+       "┃                   coef_num_under_16_not_at_school_work2                0.000236\n",
+       "┃                   coef_num_under_16_not_at_school_work_and_school     -0.000025\n",
+       "┃                   coef_pre_driving_age_child_school2_asc               0.000137\n",
+       "┃                   coef_pt_worker_work2_asc                            -0.000007\n",
+       "┃                   coef_round_trip_auto_time_to_work_school2            0.000126\n",
+       "┃                   coef_round_trip_auto_time_to_work_work2              0.000199\n",
+       "┃                   coef_round_trip_auto_time_to_work_work_and_school    0.000093\n",
+       "┃                   coef_student_employed                                0.000041\n",
+       "┃                   coef_unavailable                                     0.000000\n",
+       "┃                   coef_under_35_school1                                0.000000\n",
+       "┃                   coef_under_35_school2                               -0.000063\n",
+       "┃                   coef_under_35_work1                                  0.000101\n",
+       "┃                   coef_under_35_work2                                 -0.000136\n",
+       "┃                   coef_under_35_work_and_school                       -0.000093\n",
+       "┃                   coef_univ_school2_asc                                0.000045\n",
+       "┃                   coef_univ_work1_asc                                  0.000111\n",
+       "┃                   coef_univ_work2_asc                                  0.000065\n",
+       "┃                   coef_univ_work_and_school_asc                       -0.000179\n",
        "┃                   dtype: float64\n",
-       "┣              nit: 50\n",
-       "┣             nfev: 84\n",
-       "┣             njev: 50\n",
+       "┣              nit: 34\n",
+       "┣             nfev: 39\n",
+       "┣             njev: 34\n",
        "┣           status: 0\n",
        "┣          message: 'Optimization terminated successfully'\n",
        "┣          success: True\n",
-       "┣     elapsed_time: datetime.timedelta(seconds=3, microseconds=886165)\n",
+       "┣     elapsed_time: datetime.timedelta(seconds=1, microseconds=181912)\n",
        "┣           method: 'slsqp'\n",
-       "┣          n_cases: 2620\n",
-       "┣ iteration_number: 50\n",
-       "┣          logloss: 0.15657257641406294"
+       "┣          n_cases: 31768\n",
+       "┣ iteration_number: 34\n",
+       "┣          loglike: -4677.236180934496"
       ]
      },
      "execution_count": 7,
@@ -2641,550 +2638,523 @@
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      "data": {
       "text/html": [
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-       "          vertical-align: top;\n",
-       "          text-align: left;\n",
-       "    }    #T_f940c_ td {\n",
-       "          vertical-align: top;\n",
-       "          text-align: left;\n",
-       "    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-       "            font-family: monospace;\n",
-       "        }</style><table id=\"T_f940c_\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >Value</th>        <th class=\"col_heading level0 col1\" >Std Err</th>        <th class=\"col_heading level0 col2\" >t Stat</th>        <th class=\"col_heading level0 col3\" >Signif</th>        <th class=\"col_heading level0 col4\" >Like Ratio</th>        <th class=\"col_heading level0 col5\" >Null Value</th>        <th class=\"col_heading level0 col6\" >Constrained</th>    </tr></thead><tbody>\n",
-       "                <tr>\n",
-       "                        <th id=\"T_f940c_level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
-       "                        <td id=\"T_f940c_row0_col0\" class=\"data row0 col0\" > 0.00</td>\n",
-       "                        <td id=\"T_f940c_row0_col1\" class=\"data row0 col1\" > NA</td>\n",
-       "                        <td id=\"T_f940c_row0_col2\" class=\"data row0 col2\" > NA</td>\n",
-       "                        <td id=\"T_f940c_row0_col3\" class=\"data row0 col3\" ></td>\n",
-       "                        <td id=\"T_f940c_row0_col4\" class=\"data row0 col4\" > NA</td>\n",
-       "                        <td id=\"T_f940c_row0_col5\" class=\"data row0 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f940c_row0_col6\" class=\"data row0 col6\" >fixed value</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f940c_level0_row1\" class=\"row_heading level0 row1\" >coef_can_walk_to_work_and_school</th>\n",
-       "                        <td id=\"T_f940c_row1_col0\" class=\"data row1 col0\" > 0.0716</td>\n",
-       "                        <td id=\"T_f940c_row1_col1\" class=\"data row1 col1\" > 0.710</td>\n",
-       "                        <td id=\"T_f940c_row1_col2\" class=\"data row1 col2\" > 0.10</td>\n",
-       "                        <td id=\"T_f940c_row1_col3\" class=\"data row1 col3\" ></td>\n",
-       "                        <td id=\"T_f940c_row1_col4\" class=\"data row1 col4\" > NA</td>\n",
-       "                        <td id=\"T_f940c_row1_col5\" class=\"data row1 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f940c_row1_col6\" class=\"data row1 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f940c_level0_row2\" class=\"row_heading level0 row2\" >coef_can_walk_to_work_school2</th>\n",
-       "                        <td id=\"T_f940c_row2_col0\" class=\"data row2 col0\" > 1.37</td>\n",
-       "                        <td id=\"T_f940c_row2_col1\" class=\"data row2 col1\" > 0.878</td>\n",
-       "                        <td id=\"T_f940c_row2_col2\" class=\"data row2 col2\" > 1.56</td>\n",
-       "                        <td id=\"T_f940c_row2_col3\" class=\"data row2 col3\" ></td>\n",
-       "                        <td id=\"T_f940c_row2_col4\" class=\"data row2 col4\" > NA</td>\n",
-       "                        <td id=\"T_f940c_row2_col5\" class=\"data row2 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f940c_row2_col6\" class=\"data row2 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f940c_level0_row3\" class=\"row_heading level0 row3\" >coef_can_walk_to_work_work2</th>\n",
-       "                        <td id=\"T_f940c_row3_col0\" class=\"data row3 col0\" > 0.651</td>\n",
-       "                        <td id=\"T_f940c_row3_col1\" class=\"data row3 col1\" > 0.397</td>\n",
-       "                        <td id=\"T_f940c_row3_col2\" class=\"data row3 col2\" > 1.64</td>\n",
-       "                        <td id=\"T_f940c_row3_col3\" class=\"data row3 col3\" ></td>\n",
-       "                        <td id=\"T_f940c_row3_col4\" class=\"data row3 col4\" > NA</td>\n",
-       "                        <td id=\"T_f940c_row3_col5\" class=\"data row3 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f940c_row3_col6\" class=\"data row3 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f940c_level0_row4\" class=\"row_heading level0 row4\" >coef_driving_age_child_school2_asc</th>\n",
-       "                        <td id=\"T_f940c_row4_col0\" class=\"data row4 col0\" >-13.1</td>\n",
-       "                        <td id=\"T_f940c_row4_col1\" class=\"data row4 col1\" > 4.56e+03</td>\n",
-       "                        <td id=\"T_f940c_row4_col2\" class=\"data row4 col2\" >-0.00</td>\n",
-       "                        <td id=\"T_f940c_row4_col3\" class=\"data row4 col3\" ></td>\n",
-       "                        <td id=\"T_f940c_row4_col4\" class=\"data row4 col4\" > NA</td>\n",
-       "                        <td id=\"T_f940c_row4_col5\" class=\"data row4 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f940c_row4_col6\" class=\"data row4 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f940c_level0_row5\" class=\"row_heading level0 row5\" >coef_driving_age_child_work_and_school_asc</th>\n",
-       "                        <td id=\"T_f940c_row5_col0\" class=\"data row5 col0\" >-12.6</td>\n",
-       "                        <td id=\"T_f940c_row5_col1\" class=\"data row5 col1\" > NA</td>\n",
-       "                        <td id=\"T_f940c_row5_col2\" class=\"data row5 col2\" > NA</td>\n",
-       "                        <td id=\"T_f940c_row5_col3\" class=\"data row5 col3\" >[***]</td>\n",
-       "                        <td id=\"T_f940c_row5_col4\" class=\"data row5 col4\" > 68.07</td>\n",
-       "                        <td id=\"T_f940c_row5_col5\" class=\"data row5 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f940c_row5_col6\" class=\"data row5 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f940c_level0_row6\" class=\"row_heading level0 row6\" >coef_female_school1</th>\n",
-       "                        <td id=\"T_f940c_row6_col0\" class=\"data row6 col0\" > 0.247</td>\n",
-       "                        <td id=\"T_f940c_row6_col1\" class=\"data row6 col1\" > 1.35</td>\n",
-       "                        <td id=\"T_f940c_row6_col2\" class=\"data row6 col2\" > 0.18</td>\n",
-       "                        <td id=\"T_f940c_row6_col3\" class=\"data row6 col3\" ></td>\n",
-       "                        <td id=\"T_f940c_row6_col4\" class=\"data row6 col4\" > NA</td>\n",
-       "                        <td id=\"T_f940c_row6_col5\" class=\"data row6 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f940c_row6_col6\" class=\"data row6 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f940c_level0_row7\" class=\"row_heading level0 row7\" >coef_female_school2</th>\n",
-       "                        <td id=\"T_f940c_row7_col0\" class=\"data row7 col0\" >-0.301</td>\n",
-       "                        <td id=\"T_f940c_row7_col1\" class=\"data row7 col1\" > 0.785</td>\n",
-       "                        <td id=\"T_f940c_row7_col2\" class=\"data row7 col2\" >-0.38</td>\n",
-       "                        <td id=\"T_f940c_row7_col3\" class=\"data row7 col3\" ></td>\n",
-       "                        <td id=\"T_f940c_row7_col4\" class=\"data row7 col4\" > NA</td>\n",
-       "                        <td id=\"T_f940c_row7_col5\" class=\"data row7 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f940c_row7_col6\" class=\"data row7 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f940c_level0_row8\" class=\"row_heading level0 row8\" >coef_female_work1</th>\n",
-       "                        <td id=\"T_f940c_row8_col0\" class=\"data row8 col0\" >-2.24</td>\n",
-       "                        <td id=\"T_f940c_row8_col1\" class=\"data row8 col1\" > 1.34</td>\n",
-       "                        <td id=\"T_f940c_row8_col2\" class=\"data row8 col2\" >-1.68</td>\n",
-       "                        <td id=\"T_f940c_row8_col3\" class=\"data row8 col3\" ></td>\n",
-       "                        <td id=\"T_f940c_row8_col4\" class=\"data row8 col4\" > NA</td>\n",
-       "                        <td id=\"T_f940c_row8_col5\" class=\"data row8 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f940c_row8_col6\" class=\"data row8 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f940c_level0_row9\" class=\"row_heading level0 row9\" >coef_female_work2</th>\n",
-       "                        <td id=\"T_f940c_row9_col0\" class=\"data row9 col0\" >-0.387</td>\n",
-       "                        <td id=\"T_f940c_row9_col1\" class=\"data row9 col1\" > 0.246</td>\n",
-       "                        <td id=\"T_f940c_row9_col2\" class=\"data row9 col2\" >-1.57</td>\n",
-       "                        <td id=\"T_f940c_row9_col3\" class=\"data row9 col3\" ></td>\n",
-       "                        <td id=\"T_f940c_row9_col4\" class=\"data row9 col4\" > NA</td>\n",
-       "                        <td id=\"T_f940c_row9_col5\" class=\"data row9 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f940c_row9_col6\" class=\"data row9 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f940c_level0_row10\" class=\"row_heading level0 row10\" >coef_female_work_and_school</th>\n",
-       "                        <td id=\"T_f940c_row10_col0\" class=\"data row10 col0\" >-3.22</td>\n",
-       "                        <td id=\"T_f940c_row10_col1\" class=\"data row10 col1\" > 1.40</td>\n",
-       "                        <td id=\"T_f940c_row10_col2\" class=\"data row10 col2\" >-2.30</td>\n",
-       "                        <td id=\"T_f940c_row10_col3\" class=\"data row10 col3\" >*</td>\n",
-       "                        <td id=\"T_f940c_row10_col4\" class=\"data row10 col4\" > NA</td>\n",
-       "                        <td id=\"T_f940c_row10_col5\" class=\"data row10 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f940c_row10_col6\" class=\"data row10 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f940c_level0_row11\" class=\"row_heading level0 row11\" >coef_few_cars_than_drivers_school2</th>\n",
-       "                        <td id=\"T_f940c_row11_col0\" class=\"data row11 col0\" >-0.862</td>\n",
-       "                        <td id=\"T_f940c_row11_col1\" class=\"data row11 col1\" > 0.715</td>\n",
-       "                        <td id=\"T_f940c_row11_col2\" class=\"data row11 col2\" >-1.21</td>\n",
-       "                        <td id=\"T_f940c_row11_col3\" class=\"data row11 col3\" ></td>\n",
-       "                        <td id=\"T_f940c_row11_col4\" class=\"data row11 col4\" > NA</td>\n",
-       "                        <td id=\"T_f940c_row11_col5\" class=\"data row11 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f940c_row11_col6\" class=\"data row11 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f940c_level0_row12\" class=\"row_heading level0 row12\" >coef_ft_worker_work2_asc</th>\n",
-       "                        <td id=\"T_f940c_row12_col0\" class=\"data row12 col0\" >-5.52</td>\n",
-       "                        <td id=\"T_f940c_row12_col1\" class=\"data row12 col1\" > NA</td>\n",
-       "                        <td id=\"T_f940c_row12_col2\" class=\"data row12 col2\" > NA</td>\n",
-       "                        <td id=\"T_f940c_row12_col3\" class=\"data row12 col3\" >[***]</td>\n",
-       "                        <td id=\"T_f940c_row12_col4\" class=\"data row12 col4\" > BIG</td>\n",
-       "                        <td id=\"T_f940c_row12_col5\" class=\"data row12 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f940c_row12_col6\" class=\"data row12 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f940c_level0_row13\" class=\"row_heading level0 row13\" >coef_hh_income_gt_50k_school1</th>\n",
-       "                        <td id=\"T_f940c_row13_col0\" class=\"data row13 col0\" > 0.0347</td>\n",
-       "                        <td id=\"T_f940c_row13_col1\" class=\"data row13 col1\" > NA</td>\n",
-       "                        <td id=\"T_f940c_row13_col2\" class=\"data row13 col2\" > NA</td>\n",
-       "                        <td id=\"T_f940c_row13_col3\" class=\"data row13 col3\" >[]</td>\n",
-       "                        <td id=\"T_f940c_row13_col4\" class=\"data row13 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_f940c_row13_col5\" class=\"data row13 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f940c_row13_col6\" class=\"data row13 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f940c_level0_row14\" class=\"row_heading level0 row14\" >coef_hh_income_gt_50k_student_work_and_school</th>\n",
-       "                        <td id=\"T_f940c_row14_col0\" class=\"data row14 col0\" >-0.921</td>\n",
-       "                        <td id=\"T_f940c_row14_col1\" class=\"data row14 col1\" > 1.85</td>\n",
-       "                        <td id=\"T_f940c_row14_col2\" class=\"data row14 col2\" >-0.50</td>\n",
-       "                        <td id=\"T_f940c_row14_col3\" class=\"data row14 col3\" ></td>\n",
-       "                        <td id=\"T_f940c_row14_col4\" class=\"data row14 col4\" > NA</td>\n",
-       "                        <td id=\"T_f940c_row14_col5\" class=\"data row14 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f940c_row14_col6\" class=\"data row14 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f940c_level0_row15\" class=\"row_heading level0 row15\" >coef_hh_income_gt_50k_work</th>\n",
-       "                        <td id=\"T_f940c_row15_col0\" class=\"data row15 col0\" >-1.42</td>\n",
-       "                        <td id=\"T_f940c_row15_col1\" class=\"data row15 col1\" > 1.92</td>\n",
-       "                        <td id=\"T_f940c_row15_col2\" class=\"data row15 col2\" >-0.74</td>\n",
-       "                        <td id=\"T_f940c_row15_col3\" class=\"data row15 col3\" ></td>\n",
-       "                        <td id=\"T_f940c_row15_col4\" class=\"data row15 col4\" > NA</td>\n",
-       "                        <td id=\"T_f940c_row15_col5\" class=\"data row15 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f940c_row15_col6\" class=\"data row15 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f940c_level0_row16\" class=\"row_heading level0 row16\" >coef_hh_income_gt_50k_worker_work_and_school</th>\n",
-       "                        <td id=\"T_f940c_row16_col0\" class=\"data row16 col0\" > 0.0347</td>\n",
-       "                        <td id=\"T_f940c_row16_col1\" class=\"data row16 col1\" > NA</td>\n",
-       "                        <td id=\"T_f940c_row16_col2\" class=\"data row16 col2\" > NA</td>\n",
-       "                        <td id=\"T_f940c_row16_col3\" class=\"data row16 col3\" >[]</td>\n",
-       "                        <td id=\"T_f940c_row16_col4\" class=\"data row16 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_f940c_row16_col5\" class=\"data row16 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f940c_row16_col6\" class=\"data row16 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f940c_level0_row17\" class=\"row_heading level0 row17\" >coef_home_urban_school1</th>\n",
-       "                        <td id=\"T_f940c_row17_col0\" class=\"data row17 col0\" >-0.136</td>\n",
-       "                        <td id=\"T_f940c_row17_col1\" class=\"data row17 col1\" > NA</td>\n",
-       "                        <td id=\"T_f940c_row17_col2\" class=\"data row17 col2\" > NA</td>\n",
-       "                        <td id=\"T_f940c_row17_col3\" class=\"data row17 col3\" >[]</td>\n",
-       "                        <td id=\"T_f940c_row17_col4\" class=\"data row17 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_f940c_row17_col5\" class=\"data row17 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f940c_row17_col6\" class=\"data row17 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f940c_level0_row18\" class=\"row_heading level0 row18\" >coef_home_urban_school2</th>\n",
-       "                        <td id=\"T_f940c_row18_col0\" class=\"data row18 col0\" >-8.46</td>\n",
-       "                        <td id=\"T_f940c_row18_col1\" class=\"data row18 col1\" > NA</td>\n",
-       "                        <td id=\"T_f940c_row18_col2\" class=\"data row18 col2\" > NA</td>\n",
-       "                        <td id=\"T_f940c_row18_col3\" class=\"data row18 col3\" >[***]</td>\n",
-       "                        <td id=\"T_f940c_row18_col4\" class=\"data row18 col4\" > BIG</td>\n",
-       "                        <td id=\"T_f940c_row18_col5\" class=\"data row18 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f940c_row18_col6\" class=\"data row18 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f940c_level0_row19\" class=\"row_heading level0 row19\" >coef_home_urban_work1</th>\n",
-       "                        <td id=\"T_f940c_row19_col0\" class=\"data row19 col0\" > 4.03</td>\n",
-       "                        <td id=\"T_f940c_row19_col1\" class=\"data row19 col1\" > NA</td>\n",
-       "                        <td id=\"T_f940c_row19_col2\" class=\"data row19 col2\" > NA</td>\n",
-       "                        <td id=\"T_f940c_row19_col3\" class=\"data row19 col3\" >[***]</td>\n",
-       "                        <td id=\"T_f940c_row19_col4\" class=\"data row19 col4\" > 165.42</td>\n",
-       "                        <td id=\"T_f940c_row19_col5\" class=\"data row19 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f940c_row19_col6\" class=\"data row19 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f940c_level0_row20\" class=\"row_heading level0 row20\" >coef_home_urban_work2</th>\n",
-       "                        <td id=\"T_f940c_row20_col0\" class=\"data row20 col0\" > 2.62</td>\n",
-       "                        <td id=\"T_f940c_row20_col1\" class=\"data row20 col1\" > NA</td>\n",
-       "                        <td id=\"T_f940c_row20_col2\" class=\"data row20 col2\" > NA</td>\n",
-       "                        <td id=\"T_f940c_row20_col3\" class=\"data row20 col3\" >[***]</td>\n",
-       "                        <td id=\"T_f940c_row20_col4\" class=\"data row20 col4\" > 134.83</td>\n",
-       "                        <td id=\"T_f940c_row20_col5\" class=\"data row20 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f940c_row20_col6\" class=\"data row20 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f940c_level0_row21\" class=\"row_heading level0 row21\" >coef_home_urban_work_and_school</th>\n",
-       "                        <td id=\"T_f940c_row21_col0\" class=\"data row21 col0\" >-0.447</td>\n",
-       "                        <td id=\"T_f940c_row21_col1\" class=\"data row21 col1\" > NA</td>\n",
-       "                        <td id=\"T_f940c_row21_col2\" class=\"data row21 col2\" > NA</td>\n",
-       "                        <td id=\"T_f940c_row21_col3\" class=\"data row21 col3\" >[]</td>\n",
-       "                        <td id=\"T_f940c_row21_col4\" class=\"data row21 col4\" > 1.59</td>\n",
-       "                        <td id=\"T_f940c_row21_col5\" class=\"data row21 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f940c_row21_col6\" class=\"data row21 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f940c_level0_row22\" class=\"row_heading level0 row22\" >coef_no_cars_in_hh_school2</th>\n",
-       "                        <td id=\"T_f940c_row22_col0\" class=\"data row22 col0\" >-0.620</td>\n",
-       "                        <td id=\"T_f940c_row22_col1\" class=\"data row22 col1\" > 1.18</td>\n",
-       "                        <td id=\"T_f940c_row22_col2\" class=\"data row22 col2\" >-0.52</td>\n",
-       "                        <td id=\"T_f940c_row22_col3\" class=\"data row22 col3\" ></td>\n",
-       "                        <td id=\"T_f940c_row22_col4\" class=\"data row22 col4\" > NA</td>\n",
-       "                        <td id=\"T_f940c_row22_col5\" class=\"data row22 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f940c_row22_col6\" class=\"data row22 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f940c_level0_row23\" class=\"row_heading level0 row23\" >coef_no_cars_in_hh_work2</th>\n",
-       "                        <td id=\"T_f940c_row23_col0\" class=\"data row23 col0\" >-0.726</td>\n",
-       "                        <td id=\"T_f940c_row23_col1\" class=\"data row23 col1\" > 0.336</td>\n",
-       "                        <td id=\"T_f940c_row23_col2\" class=\"data row23 col2\" >-2.16</td>\n",
-       "                        <td id=\"T_f940c_row23_col3\" class=\"data row23 col3\" >*</td>\n",
-       "                        <td id=\"T_f940c_row23_col4\" class=\"data row23 col4\" > NA</td>\n",
-       "                        <td id=\"T_f940c_row23_col5\" class=\"data row23 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f940c_row23_col6\" class=\"data row23 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f940c_level0_row24\" class=\"row_heading level0 row24\" >coef_no_cars_in_hh_work_and_school</th>\n",
-       "                        <td id=\"T_f940c_row24_col0\" class=\"data row24 col0\" >-0.776</td>\n",
-       "                        <td id=\"T_f940c_row24_col1\" class=\"data row24 col1\" > 0.703</td>\n",
-       "                        <td id=\"T_f940c_row24_col2\" class=\"data row24 col2\" >-1.10</td>\n",
-       "                        <td id=\"T_f940c_row24_col3\" class=\"data row24 col3\" ></td>\n",
-       "                        <td id=\"T_f940c_row24_col4\" class=\"data row24 col4\" > NA</td>\n",
-       "                        <td id=\"T_f940c_row24_col5\" class=\"data row24 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f940c_row24_col6\" class=\"data row24 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f940c_level0_row25\" class=\"row_heading level0 row25\" >coef_non_family_hh_category1</th>\n",
-       "                        <td id=\"T_f940c_row25_col0\" class=\"data row25 col0\" >-0.250</td>\n",
-       "                        <td id=\"T_f940c_row25_col1\" class=\"data row25 col1\" > NA</td>\n",
-       "                        <td id=\"T_f940c_row25_col2\" class=\"data row25 col2\" > NA</td>\n",
-       "                        <td id=\"T_f940c_row25_col3\" class=\"data row25 col3\" >[]</td>\n",
-       "                        <td id=\"T_f940c_row25_col4\" class=\"data row25 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_f940c_row25_col5\" class=\"data row25 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f940c_row25_col6\" class=\"data row25 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f940c_level0_row26\" class=\"row_heading level0 row26\" >coef_non_family_hh_category2</th>\n",
-       "                        <td id=\"T_f940c_row26_col0\" class=\"data row26 col0\" > 5.00</td>\n",
-       "                        <td id=\"T_f940c_row26_col1\" class=\"data row26 col1\" > NA</td>\n",
-       "                        <td id=\"T_f940c_row26_col2\" class=\"data row26 col2\" > NA</td>\n",
-       "                        <td id=\"T_f940c_row26_col3\" class=\"data row26 col3\" >[]</td>\n",
-       "                        <td id=\"T_f940c_row26_col4\" class=\"data row26 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_f940c_row26_col5\" class=\"data row26 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f940c_row26_col6\" class=\"data row26 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f940c_level0_row27\" class=\"row_heading level0 row27\" >coef_non_student_goes_to_school</th>\n",
-       "                        <td id=\"T_f940c_row27_col0\" class=\"data row27 col0\" > 3.88</td>\n",
-       "                        <td id=\"T_f940c_row27_col1\" class=\"data row27 col1\" > NA</td>\n",
-       "                        <td id=\"T_f940c_row27_col2\" class=\"data row27 col2\" > NA</td>\n",
-       "                        <td id=\"T_f940c_row27_col3\" class=\"data row27 col3\" >[]</td>\n",
-       "                        <td id=\"T_f940c_row27_col4\" class=\"data row27 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_f940c_row27_col5\" class=\"data row27 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f940c_row27_col6\" class=\"data row27 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f940c_level0_row28\" class=\"row_heading level0 row28\" >coef_num_non_workers_in_hh_school1</th>\n",
-       "                        <td id=\"T_f940c_row28_col0\" class=\"data row28 col0\" > 0.257</td>\n",
-       "                        <td id=\"T_f940c_row28_col1\" class=\"data row28 col1\" > NA</td>\n",
-       "                        <td id=\"T_f940c_row28_col2\" class=\"data row28 col2\" > NA</td>\n",
-       "                        <td id=\"T_f940c_row28_col3\" class=\"data row28 col3\" >[]</td>\n",
-       "                        <td id=\"T_f940c_row28_col4\" class=\"data row28 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_f940c_row28_col5\" class=\"data row28 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f940c_row28_col6\" class=\"data row28 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f940c_level0_row29\" class=\"row_heading level0 row29\" >coef_num_preschool_in_hh_school1</th>\n",
-       "                        <td id=\"T_f940c_row29_col0\" class=\"data row29 col0\" >-0.134</td>\n",
-       "                        <td id=\"T_f940c_row29_col1\" class=\"data row29 col1\" > NA</td>\n",
-       "                        <td id=\"T_f940c_row29_col2\" class=\"data row29 col2\" > NA</td>\n",
-       "                        <td id=\"T_f940c_row29_col3\" class=\"data row29 col3\" >[]</td>\n",
-       "                        <td id=\"T_f940c_row29_col4\" class=\"data row29 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_f940c_row29_col5\" class=\"data row29 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f940c_row29_col6\" class=\"data row29 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f940c_level0_row30\" class=\"row_heading level0 row30\" >coef_num_preschool_in_hh_school2</th>\n",
-       "                        <td id=\"T_f940c_row30_col0\" class=\"data row30 col0\" > 0.357</td>\n",
-       "                        <td id=\"T_f940c_row30_col1\" class=\"data row30 col1\" > 0.576</td>\n",
-       "                        <td id=\"T_f940c_row30_col2\" class=\"data row30 col2\" > 0.62</td>\n",
-       "                        <td id=\"T_f940c_row30_col3\" class=\"data row30 col3\" ></td>\n",
-       "                        <td id=\"T_f940c_row30_col4\" class=\"data row30 col4\" > NA</td>\n",
-       "                        <td id=\"T_f940c_row30_col5\" class=\"data row30 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f940c_row30_col6\" class=\"data row30 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f940c_level0_row31\" class=\"row_heading level0 row31\" >coef_num_preschool_in_hh_work1</th>\n",
-       "                        <td id=\"T_f940c_row31_col0\" class=\"data row31 col0\" >-2.93</td>\n",
-       "                        <td id=\"T_f940c_row31_col1\" class=\"data row31 col1\" > 1.55</td>\n",
-       "                        <td id=\"T_f940c_row31_col2\" class=\"data row31 col2\" >-1.89</td>\n",
-       "                        <td id=\"T_f940c_row31_col3\" class=\"data row31 col3\" ></td>\n",
-       "                        <td id=\"T_f940c_row31_col4\" class=\"data row31 col4\" > NA</td>\n",
-       "                        <td id=\"T_f940c_row31_col5\" class=\"data row31 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f940c_row31_col6\" class=\"data row31 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f940c_level0_row32\" class=\"row_heading level0 row32\" >coef_num_preschool_in_hh_work2</th>\n",
-       "                        <td id=\"T_f940c_row32_col0\" class=\"data row32 col0\" > 0.225</td>\n",
-       "                        <td id=\"T_f940c_row32_col1\" class=\"data row32 col1\" > 0.192</td>\n",
-       "                        <td id=\"T_f940c_row32_col2\" class=\"data row32 col2\" > 1.17</td>\n",
-       "                        <td id=\"T_f940c_row32_col3\" class=\"data row32 col3\" ></td>\n",
-       "                        <td id=\"T_f940c_row32_col4\" class=\"data row32 col4\" > NA</td>\n",
-       "                        <td id=\"T_f940c_row32_col5\" class=\"data row32 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f940c_row32_col6\" class=\"data row32 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f940c_level0_row33\" class=\"row_heading level0 row33\" >coef_num_preschool_in_hh_work_and_school</th>\n",
-       "                        <td id=\"T_f940c_row33_col0\" class=\"data row33 col0\" >-29.2</td>\n",
-       "                        <td id=\"T_f940c_row33_col1\" class=\"data row33 col1\" > NA</td>\n",
-       "                        <td id=\"T_f940c_row33_col2\" class=\"data row33 col2\" > NA</td>\n",
-       "                        <td id=\"T_f940c_row33_col3\" class=\"data row33 col3\" >[**]</td>\n",
-       "                        <td id=\"T_f940c_row33_col4\" class=\"data row33 col4\" > 4.26</td>\n",
-       "                        <td id=\"T_f940c_row33_col5\" class=\"data row33 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f940c_row33_col6\" class=\"data row33 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f940c_level0_row34\" class=\"row_heading level0 row34\" >coef_num_under_16_not_at_school_school2</th>\n",
-       "                        <td id=\"T_f940c_row34_col0\" class=\"data row34 col0\" >-0.638</td>\n",
-       "                        <td id=\"T_f940c_row34_col1\" class=\"data row34 col1\" > 1.02</td>\n",
-       "                        <td id=\"T_f940c_row34_col2\" class=\"data row34 col2\" >-0.63</td>\n",
-       "                        <td id=\"T_f940c_row34_col3\" class=\"data row34 col3\" ></td>\n",
-       "                        <td id=\"T_f940c_row34_col4\" class=\"data row34 col4\" > NA</td>\n",
-       "                        <td id=\"T_f940c_row34_col5\" class=\"data row34 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f940c_row34_col6\" class=\"data row34 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f940c_level0_row35\" class=\"row_heading level0 row35\" >coef_num_under_16_not_at_school_work2</th>\n",
-       "                        <td id=\"T_f940c_row35_col0\" class=\"data row35 col0\" >-0.119</td>\n",
-       "                        <td id=\"T_f940c_row35_col1\" class=\"data row35 col1\" > 0.306</td>\n",
-       "                        <td id=\"T_f940c_row35_col2\" class=\"data row35 col2\" >-0.39</td>\n",
-       "                        <td id=\"T_f940c_row35_col3\" class=\"data row35 col3\" ></td>\n",
-       "                        <td id=\"T_f940c_row35_col4\" class=\"data row35 col4\" > NA</td>\n",
-       "                        <td id=\"T_f940c_row35_col5\" class=\"data row35 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f940c_row35_col6\" class=\"data row35 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f940c_level0_row36\" class=\"row_heading level0 row36\" >coef_num_under_16_not_at_school_work_and_school</th>\n",
-       "                        <td id=\"T_f940c_row36_col0\" class=\"data row36 col0\" >-15.4</td>\n",
-       "                        <td id=\"T_f940c_row36_col1\" class=\"data row36 col1\" > 2.03e+03</td>\n",
-       "                        <td id=\"T_f940c_row36_col2\" class=\"data row36 col2\" >-0.01</td>\n",
-       "                        <td id=\"T_f940c_row36_col3\" class=\"data row36 col3\" ></td>\n",
-       "                        <td id=\"T_f940c_row36_col4\" class=\"data row36 col4\" > NA</td>\n",
-       "                        <td id=\"T_f940c_row36_col5\" class=\"data row36 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f940c_row36_col6\" class=\"data row36 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f940c_level0_row37\" class=\"row_heading level0 row37\" >coef_pre_driving_age_child_school2_asc</th>\n",
-       "                        <td id=\"T_f940c_row37_col0\" class=\"data row37 col0\" > 3.68</td>\n",
-       "                        <td id=\"T_f940c_row37_col1\" class=\"data row37 col1\" > NA</td>\n",
-       "                        <td id=\"T_f940c_row37_col2\" class=\"data row37 col2\" > NA</td>\n",
-       "                        <td id=\"T_f940c_row37_col3\" class=\"data row37 col3\" >[***]</td>\n",
-       "                        <td id=\"T_f940c_row37_col4\" class=\"data row37 col4\" > 18.81</td>\n",
-       "                        <td id=\"T_f940c_row37_col5\" class=\"data row37 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f940c_row37_col6\" class=\"data row37 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f940c_level0_row38\" class=\"row_heading level0 row38\" >coef_pt_worker_work2_asc</th>\n",
-       "                        <td id=\"T_f940c_row38_col0\" class=\"data row38 col0\" >-4.74</td>\n",
-       "                        <td id=\"T_f940c_row38_col1\" class=\"data row38 col1\" > NA</td>\n",
-       "                        <td id=\"T_f940c_row38_col2\" class=\"data row38 col2\" > NA</td>\n",
-       "                        <td id=\"T_f940c_row38_col3\" class=\"data row38 col3\" >[***]</td>\n",
-       "                        <td id=\"T_f940c_row38_col4\" class=\"data row38 col4\" > 562.79</td>\n",
-       "                        <td id=\"T_f940c_row38_col5\" class=\"data row38 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f940c_row38_col6\" class=\"data row38 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f940c_level0_row39\" class=\"row_heading level0 row39\" >coef_round_trip_auto_time_to_work_school2</th>\n",
-       "                        <td id=\"T_f940c_row39_col0\" class=\"data row39 col0\" > 0.0644</td>\n",
-       "                        <td id=\"T_f940c_row39_col1\" class=\"data row39 col1\" > 0.0331</td>\n",
-       "                        <td id=\"T_f940c_row39_col2\" class=\"data row39 col2\" > 1.95</td>\n",
-       "                        <td id=\"T_f940c_row39_col3\" class=\"data row39 col3\" ></td>\n",
-       "                        <td id=\"T_f940c_row39_col4\" class=\"data row39 col4\" > NA</td>\n",
-       "                        <td id=\"T_f940c_row39_col5\" class=\"data row39 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f940c_row39_col6\" class=\"data row39 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f940c_level0_row40\" class=\"row_heading level0 row40\" >coef_round_trip_auto_time_to_work_work2</th>\n",
-       "                        <td id=\"T_f940c_row40_col0\" class=\"data row40 col0\" >-0.0259</td>\n",
-       "                        <td id=\"T_f940c_row40_col1\" class=\"data row40 col1\" > 0.0249</td>\n",
-       "                        <td id=\"T_f940c_row40_col2\" class=\"data row40 col2\" >-1.04</td>\n",
-       "                        <td id=\"T_f940c_row40_col3\" class=\"data row40 col3\" ></td>\n",
-       "                        <td id=\"T_f940c_row40_col4\" class=\"data row40 col4\" > NA</td>\n",
-       "                        <td id=\"T_f940c_row40_col5\" class=\"data row40 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f940c_row40_col6\" class=\"data row40 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f940c_level0_row41\" class=\"row_heading level0 row41\" >coef_round_trip_auto_time_to_work_work_and_school</th>\n",
-       "                        <td id=\"T_f940c_row41_col0\" class=\"data row41 col0\" >-0.0218</td>\n",
-       "                        <td id=\"T_f940c_row41_col1\" class=\"data row41 col1\" > 0.0402</td>\n",
-       "                        <td id=\"T_f940c_row41_col2\" class=\"data row41 col2\" >-0.54</td>\n",
-       "                        <td id=\"T_f940c_row41_col3\" class=\"data row41 col3\" ></td>\n",
-       "                        <td id=\"T_f940c_row41_col4\" class=\"data row41 col4\" > NA</td>\n",
-       "                        <td id=\"T_f940c_row41_col5\" class=\"data row41 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f940c_row41_col6\" class=\"data row41 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f940c_level0_row42\" class=\"row_heading level0 row42\" >coef_student_employed</th>\n",
-       "                        <td id=\"T_f940c_row42_col0\" class=\"data row42 col0\" > 13.5</td>\n",
-       "                        <td id=\"T_f940c_row42_col1\" class=\"data row42 col1\" > 1.31e+03</td>\n",
-       "                        <td id=\"T_f940c_row42_col2\" class=\"data row42 col2\" > 0.01</td>\n",
-       "                        <td id=\"T_f940c_row42_col3\" class=\"data row42 col3\" ></td>\n",
-       "                        <td id=\"T_f940c_row42_col4\" class=\"data row42 col4\" > NA</td>\n",
-       "                        <td id=\"T_f940c_row42_col5\" class=\"data row42 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f940c_row42_col6\" class=\"data row42 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f940c_level0_row43\" class=\"row_heading level0 row43\" >coef_unavailable</th>\n",
-       "                        <td id=\"T_f940c_row43_col0\" class=\"data row43 col0\" >-999.</td>\n",
-       "                        <td id=\"T_f940c_row43_col1\" class=\"data row43 col1\" > NA</td>\n",
-       "                        <td id=\"T_f940c_row43_col2\" class=\"data row43 col2\" > NA</td>\n",
-       "                        <td id=\"T_f940c_row43_col3\" class=\"data row43 col3\" ></td>\n",
-       "                        <td id=\"T_f940c_row43_col4\" class=\"data row43 col4\" > NA</td>\n",
-       "                        <td id=\"T_f940c_row43_col5\" class=\"data row43 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f940c_row43_col6\" class=\"data row43 col6\" >fixed value</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f940c_level0_row44\" class=\"row_heading level0 row44\" >coef_under_35_school1</th>\n",
-       "                        <td id=\"T_f940c_row44_col0\" class=\"data row44 col0\" > 0.722</td>\n",
-       "                        <td id=\"T_f940c_row44_col1\" class=\"data row44 col1\" > 0.00</td>\n",
-       "                        <td id=\"T_f940c_row44_col2\" class=\"data row44 col2\" > NA</td>\n",
-       "                        <td id=\"T_f940c_row44_col3\" class=\"data row44 col3\" >[]</td>\n",
-       "                        <td id=\"T_f940c_row44_col4\" class=\"data row44 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_f940c_row44_col5\" class=\"data row44 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f940c_row44_col6\" class=\"data row44 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f940c_level0_row45\" class=\"row_heading level0 row45\" >coef_under_35_school2</th>\n",
-       "                        <td id=\"T_f940c_row45_col0\" class=\"data row45 col0\" > 15.0</td>\n",
-       "                        <td id=\"T_f940c_row45_col1\" class=\"data row45 col1\" > 1.14e+03</td>\n",
-       "                        <td id=\"T_f940c_row45_col2\" class=\"data row45 col2\" > 0.01</td>\n",
-       "                        <td id=\"T_f940c_row45_col3\" class=\"data row45 col3\" ></td>\n",
-       "                        <td id=\"T_f940c_row45_col4\" class=\"data row45 col4\" > NA</td>\n",
-       "                        <td id=\"T_f940c_row45_col5\" class=\"data row45 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f940c_row45_col6\" class=\"data row45 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f940c_level0_row46\" class=\"row_heading level0 row46\" >coef_under_35_work1</th>\n",
-       "                        <td id=\"T_f940c_row46_col0\" class=\"data row46 col0\" > 1.04</td>\n",
-       "                        <td id=\"T_f940c_row46_col1\" class=\"data row46 col1\" > 0.886</td>\n",
-       "                        <td id=\"T_f940c_row46_col2\" class=\"data row46 col2\" > 1.17</td>\n",
-       "                        <td id=\"T_f940c_row46_col3\" class=\"data row46 col3\" ></td>\n",
-       "                        <td id=\"T_f940c_row46_col4\" class=\"data row46 col4\" > NA</td>\n",
-       "                        <td id=\"T_f940c_row46_col5\" class=\"data row46 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f940c_row46_col6\" class=\"data row46 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f940c_level0_row47\" class=\"row_heading level0 row47\" >coef_under_35_work2</th>\n",
-       "                        <td id=\"T_f940c_row47_col0\" class=\"data row47 col0\" >-0.254</td>\n",
-       "                        <td id=\"T_f940c_row47_col1\" class=\"data row47 col1\" > 0.245</td>\n",
-       "                        <td id=\"T_f940c_row47_col2\" class=\"data row47 col2\" >-1.03</td>\n",
-       "                        <td id=\"T_f940c_row47_col3\" class=\"data row47 col3\" ></td>\n",
-       "                        <td id=\"T_f940c_row47_col4\" class=\"data row47 col4\" > NA</td>\n",
-       "                        <td id=\"T_f940c_row47_col5\" class=\"data row47 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f940c_row47_col6\" class=\"data row47 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f940c_level0_row48\" class=\"row_heading level0 row48\" >coef_under_35_work_and_school</th>\n",
-       "                        <td id=\"T_f940c_row48_col0\" class=\"data row48 col0\" > 2.26</td>\n",
-       "                        <td id=\"T_f940c_row48_col1\" class=\"data row48 col1\" > 1.21</td>\n",
-       "                        <td id=\"T_f940c_row48_col2\" class=\"data row48 col2\" > 1.87</td>\n",
-       "                        <td id=\"T_f940c_row48_col3\" class=\"data row48 col3\" ></td>\n",
-       "                        <td id=\"T_f940c_row48_col4\" class=\"data row48 col4\" > NA</td>\n",
-       "                        <td id=\"T_f940c_row48_col5\" class=\"data row48 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f940c_row48_col6\" class=\"data row48 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f940c_level0_row49\" class=\"row_heading level0 row49\" >coef_univ_school2_asc</th>\n",
-       "                        <td id=\"T_f940c_row49_col0\" class=\"data row49 col0\" >-10.2</td>\n",
-       "                        <td id=\"T_f940c_row49_col1\" class=\"data row49 col1\" > NA</td>\n",
-       "                        <td id=\"T_f940c_row49_col2\" class=\"data row49 col2\" > NA</td>\n",
-       "                        <td id=\"T_f940c_row49_col3\" class=\"data row49 col3\" >[***]</td>\n",
-       "                        <td id=\"T_f940c_row49_col4\" class=\"data row49 col4\" > 556.91</td>\n",
-       "                        <td id=\"T_f940c_row49_col5\" class=\"data row49 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f940c_row49_col6\" class=\"data row49 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f940c_level0_row50\" class=\"row_heading level0 row50\" >coef_univ_work1_asc</th>\n",
-       "                        <td id=\"T_f940c_row50_col0\" class=\"data row50 col0\" > 6.48</td>\n",
-       "                        <td id=\"T_f940c_row50_col1\" class=\"data row50 col1\" > NA</td>\n",
-       "                        <td id=\"T_f940c_row50_col2\" class=\"data row50 col2\" > NA</td>\n",
-       "                        <td id=\"T_f940c_row50_col3\" class=\"data row50 col3\" >[***]</td>\n",
-       "                        <td id=\"T_f940c_row50_col4\" class=\"data row50 col4\" > 349.23</td>\n",
-       "                        <td id=\"T_f940c_row50_col5\" class=\"data row50 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f940c_row50_col6\" class=\"data row50 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f940c_level0_row51\" class=\"row_heading level0 row51\" >coef_univ_work2_asc</th>\n",
-       "                        <td id=\"T_f940c_row51_col0\" class=\"data row51 col0\" > 4.83</td>\n",
-       "                        <td id=\"T_f940c_row51_col1\" class=\"data row51 col1\" > NA</td>\n",
-       "                        <td id=\"T_f940c_row51_col2\" class=\"data row51 col2\" > NA</td>\n",
-       "                        <td id=\"T_f940c_row51_col3\" class=\"data row51 col3\" >[***]</td>\n",
-       "                        <td id=\"T_f940c_row51_col4\" class=\"data row51 col4\" > 26.10</td>\n",
-       "                        <td id=\"T_f940c_row51_col5\" class=\"data row51 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f940c_row51_col6\" class=\"data row51 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f940c_level0_row52\" class=\"row_heading level0 row52\" >coef_univ_work_and_school_asc</th>\n",
-       "                        <td id=\"T_f940c_row52_col0\" class=\"data row52 col0\" > 8.18</td>\n",
-       "                        <td id=\"T_f940c_row52_col1\" class=\"data row52 col1\" > NA</td>\n",
-       "                        <td id=\"T_f940c_row52_col2\" class=\"data row52 col2\" > NA</td>\n",
-       "                        <td id=\"T_f940c_row52_col3\" class=\"data row52 col3\" >[***]</td>\n",
-       "                        <td id=\"T_f940c_row52_col4\" class=\"data row52 col4\" > 132.81</td>\n",
-       "                        <td id=\"T_f940c_row52_col5\" class=\"data row52 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f940c_row52_col6\" class=\"data row52 col6\" ></td>\n",
-       "            </tr>\n",
-       "    </tbody></table>"
+       "<style type=\"text/css\">\n",
+       "#T_61208 th {\n",
+       "  vertical-align: top;\n",
+       "  text-align: left;\n",
+       "}\n",
+       "#T_61208 td {\n",
+       "  vertical-align: top;\n",
+       "  text-align: left;\n",
+       "}\n",
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#T_61208_row9_col4, #T_61208_row10_col0, #T_61208_row10_col1, #T_61208_row10_col2, #T_61208_row10_col3, #T_61208_row10_col4, #T_61208_row11_col0, #T_61208_row11_col1, #T_61208_row11_col2, #T_61208_row11_col3, #T_61208_row11_col4, #T_61208_row12_col0, #T_61208_row12_col1, #T_61208_row12_col2, #T_61208_row12_col3, #T_61208_row12_col4, #T_61208_row13_col0, #T_61208_row13_col1, #T_61208_row13_col2, #T_61208_row13_col3, #T_61208_row13_col4, #T_61208_row14_col0, #T_61208_row14_col1, #T_61208_row14_col2, #T_61208_row14_col3, #T_61208_row14_col4, #T_61208_row15_col0, #T_61208_row15_col1, #T_61208_row15_col2, #T_61208_row15_col3, #T_61208_row15_col4, #T_61208_row16_col0, #T_61208_row16_col1, #T_61208_row16_col2, #T_61208_row16_col3, #T_61208_row16_col4, #T_61208_row17_col0, #T_61208_row17_col1, #T_61208_row17_col2, #T_61208_row17_col3, #T_61208_row17_col4, #T_61208_row18_col0, #T_61208_row18_col1, #T_61208_row18_col2, #T_61208_row18_col3, #T_61208_row18_col4, #T_61208_row19_col0, #T_61208_row19_col1, #T_61208_row19_col2, #T_61208_row19_col3, #T_61208_row19_col4, #T_61208_row20_col0, #T_61208_row20_col1, #T_61208_row20_col2, #T_61208_row20_col3, #T_61208_row20_col4, #T_61208_row21_col0, #T_61208_row21_col1, #T_61208_row21_col2, #T_61208_row21_col3, #T_61208_row21_col4, #T_61208_row22_col0, #T_61208_row22_col1, #T_61208_row22_col2, #T_61208_row22_col3, #T_61208_row22_col4, #T_61208_row23_col0, #T_61208_row23_col1, #T_61208_row23_col2, #T_61208_row23_col3, #T_61208_row23_col4, #T_61208_row24_col0, #T_61208_row24_col1, #T_61208_row24_col2, #T_61208_row24_col3, #T_61208_row24_col4, #T_61208_row25_col0, #T_61208_row25_col1, #T_61208_row25_col2, #T_61208_row25_col3, #T_61208_row25_col4, #T_61208_row26_col0, #T_61208_row26_col1, #T_61208_row26_col2, #T_61208_row26_col3, #T_61208_row26_col4, #T_61208_row27_col0, #T_61208_row27_col1, #T_61208_row27_col2, #T_61208_row27_col3, #T_61208_row27_col4, #T_61208_row28_col0, #T_61208_row28_col1, #T_61208_row28_col2, #T_61208_row28_col3, #T_61208_row28_col4, #T_61208_row29_col0, #T_61208_row29_col1, #T_61208_row29_col2, #T_61208_row29_col3, #T_61208_row29_col4, #T_61208_row30_col0, #T_61208_row30_col1, #T_61208_row30_col2, #T_61208_row30_col3, #T_61208_row30_col4, #T_61208_row31_col0, #T_61208_row31_col1, #T_61208_row31_col2, #T_61208_row31_col3, #T_61208_row31_col4, #T_61208_row32_col0, #T_61208_row32_col1, #T_61208_row32_col2, #T_61208_row32_col3, #T_61208_row32_col4, #T_61208_row33_col0, #T_61208_row33_col1, #T_61208_row33_col2, #T_61208_row33_col3, #T_61208_row33_col4, #T_61208_row34_col0, #T_61208_row34_col1, #T_61208_row34_col2, #T_61208_row34_col3, #T_61208_row34_col4, #T_61208_row35_col0, #T_61208_row35_col1, #T_61208_row35_col2, #T_61208_row35_col3, #T_61208_row35_col4, #T_61208_row36_col0, #T_61208_row36_col1, #T_61208_row36_col2, #T_61208_row36_col3, #T_61208_row36_col4, #T_61208_row37_col0, #T_61208_row37_col1, #T_61208_row37_col2, #T_61208_row37_col3, #T_61208_row37_col4, #T_61208_row38_col0, #T_61208_row38_col1, #T_61208_row38_col2, #T_61208_row38_col3, #T_61208_row38_col4, #T_61208_row39_col0, #T_61208_row39_col1, #T_61208_row39_col2, #T_61208_row39_col3, #T_61208_row39_col4, #T_61208_row40_col0, #T_61208_row40_col1, #T_61208_row40_col2, #T_61208_row40_col3, #T_61208_row40_col4, #T_61208_row41_col0, #T_61208_row41_col1, #T_61208_row41_col2, #T_61208_row41_col3, #T_61208_row41_col4, #T_61208_row42_col0, #T_61208_row42_col1, #T_61208_row42_col2, #T_61208_row42_col3, #T_61208_row42_col4, #T_61208_row43_col0, #T_61208_row43_col1, #T_61208_row43_col2, #T_61208_row43_col3, #T_61208_row43_col4, #T_61208_row44_col0, #T_61208_row44_col1, #T_61208_row44_col2, #T_61208_row44_col3, #T_61208_row44_col4, #T_61208_row45_col0, #T_61208_row45_col1, #T_61208_row45_col2, #T_61208_row45_col3, #T_61208_row45_col4, #T_61208_row46_col0, #T_61208_row46_col1, #T_61208_row46_col2, #T_61208_row46_col3, #T_61208_row46_col4, #T_61208_row47_col0, #T_61208_row47_col1, #T_61208_row47_col2, #T_61208_row47_col3, #T_61208_row47_col4, #T_61208_row48_col0, #T_61208_row48_col1, #T_61208_row48_col2, #T_61208_row48_col3, #T_61208_row48_col4, #T_61208_row49_col0, #T_61208_row49_col1, #T_61208_row49_col2, #T_61208_row49_col3, #T_61208_row49_col4, #T_61208_row50_col0, #T_61208_row50_col1, #T_61208_row50_col2, #T_61208_row50_col3, #T_61208_row50_col4, #T_61208_row51_col0, #T_61208_row51_col1, #T_61208_row51_col2, #T_61208_row51_col3, #T_61208_row51_col4, #T_61208_row52_col0, #T_61208_row52_col1, #T_61208_row52_col2, #T_61208_row52_col3, #T_61208_row52_col4 {\n",
+       "  font-family: monospace;\n",
+       "}\n",
+       "</style>\n",
+       "<table id=\"T_61208\">\n",
+       "  <thead>\n",
+       "    <tr>\n",
+       "      <th class=\"blank level0\" >&nbsp;</th>\n",
+       "      <th id=\"T_61208_level0_col0\" class=\"col_heading level0 col0\" >Value</th>\n",
+       "      <th id=\"T_61208_level0_col1\" class=\"col_heading level0 col1\" >Std Err</th>\n",
+       "      <th id=\"T_61208_level0_col2\" class=\"col_heading level0 col2\" >t Stat</th>\n",
+       "      <th id=\"T_61208_level0_col3\" class=\"col_heading level0 col3\" >Signif</th>\n",
+       "      <th id=\"T_61208_level0_col4\" class=\"col_heading level0 col4\" >Null Value</th>\n",
+       "      <th id=\"T_61208_level0_col5\" class=\"col_heading level0 col5\" >Constrained</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th class=\"index_name level0\" >Parameter</th>\n",
+       "      <th class=\"blank col0\" >&nbsp;</th>\n",
+       "      <th class=\"blank col1\" >&nbsp;</th>\n",
+       "      <th class=\"blank col2\" >&nbsp;</th>\n",
+       "      <th class=\"blank col3\" >&nbsp;</th>\n",
+       "      <th class=\"blank col4\" >&nbsp;</th>\n",
+       "      <th class=\"blank col5\" >&nbsp;</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th id=\"T_61208_level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
+       "      <td id=\"T_61208_row0_col0\" class=\"data row0 col0\" > 0.00</td>\n",
+       "      <td id=\"T_61208_row0_col1\" class=\"data row0 col1\" > 0.00</td>\n",
+       "      <td id=\"T_61208_row0_col2\" class=\"data row0 col2\" > NA</td>\n",
+       "      <td id=\"T_61208_row0_col3\" class=\"data row0 col3\" ></td>\n",
+       "      <td id=\"T_61208_row0_col4\" class=\"data row0 col4\" > 0.00</td>\n",
+       "      <td id=\"T_61208_row0_col5\" class=\"data row0 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_61208_level0_row1\" class=\"row_heading level0 row1\" >coef_can_walk_to_work_and_school</th>\n",
+       "      <td id=\"T_61208_row1_col0\" class=\"data row1 col0\" > 0.285</td>\n",
+       "      <td id=\"T_61208_row1_col1\" class=\"data row1 col1\" > 0.165</td>\n",
+       "      <td id=\"T_61208_row1_col2\" class=\"data row1 col2\" > 1.73</td>\n",
+       "      <td id=\"T_61208_row1_col3\" class=\"data row1 col3\" ></td>\n",
+       "      <td id=\"T_61208_row1_col4\" class=\"data row1 col4\" > 0.00</td>\n",
+       "      <td id=\"T_61208_row1_col5\" class=\"data row1 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_61208_level0_row2\" class=\"row_heading level0 row2\" >coef_can_walk_to_work_school2</th>\n",
+       "      <td id=\"T_61208_row2_col0\" class=\"data row2 col0\" > 0.811</td>\n",
+       "      <td id=\"T_61208_row2_col1\" class=\"data row2 col1\" > 0.163</td>\n",
+       "      <td id=\"T_61208_row2_col2\" class=\"data row2 col2\" > 4.97</td>\n",
+       "      <td id=\"T_61208_row2_col3\" class=\"data row2 col3\" >***</td>\n",
+       "      <td id=\"T_61208_row2_col4\" class=\"data row2 col4\" > 0.00</td>\n",
+       "      <td id=\"T_61208_row2_col5\" class=\"data row2 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_61208_level0_row3\" class=\"row_heading level0 row3\" >coef_can_walk_to_work_work2</th>\n",
+       "      <td id=\"T_61208_row3_col0\" class=\"data row3 col0\" > 0.601</td>\n",
+       "      <td id=\"T_61208_row3_col1\" class=\"data row3 col1\" > 0.103</td>\n",
+       "      <td id=\"T_61208_row3_col2\" class=\"data row3 col2\" > 5.81</td>\n",
+       "      <td id=\"T_61208_row3_col3\" class=\"data row3 col3\" >***</td>\n",
+       "      <td id=\"T_61208_row3_col4\" class=\"data row3 col4\" > 0.00</td>\n",
+       "      <td id=\"T_61208_row3_col5\" class=\"data row3 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_61208_level0_row4\" class=\"row_heading level0 row4\" >coef_driving_age_child_school2_asc</th>\n",
+       "      <td id=\"T_61208_row4_col0\" class=\"data row4 col0\" >-3.21</td>\n",
+       "      <td id=\"T_61208_row4_col1\" class=\"data row4 col1\" > 0.230</td>\n",
+       "      <td id=\"T_61208_row4_col2\" class=\"data row4 col2\" >-13.96</td>\n",
+       "      <td id=\"T_61208_row4_col3\" class=\"data row4 col3\" >***</td>\n",
+       "      <td id=\"T_61208_row4_col4\" class=\"data row4 col4\" > 0.00</td>\n",
+       "      <td id=\"T_61208_row4_col5\" class=\"data row4 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_61208_level0_row5\" class=\"row_heading level0 row5\" >coef_driving_age_child_work_and_school_asc</th>\n",
+       "      <td id=\"T_61208_row5_col0\" class=\"data row5 col0\" >-4.57</td>\n",
+       "      <td id=\"T_61208_row5_col1\" class=\"data row5 col1\" > 889.</td>\n",
+       "      <td id=\"T_61208_row5_col2\" class=\"data row5 col2\" >-0.01</td>\n",
+       "      <td id=\"T_61208_row5_col3\" class=\"data row5 col3\" ></td>\n",
+       "      <td id=\"T_61208_row5_col4\" class=\"data row5 col4\" > 0.00</td>\n",
+       "      <td id=\"T_61208_row5_col5\" class=\"data row5 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_61208_level0_row6\" class=\"row_heading level0 row6\" >coef_female_school1</th>\n",
+       "      <td id=\"T_61208_row6_col0\" class=\"data row6 col0\" > 0.000463</td>\n",
+       "      <td id=\"T_61208_row6_col1\" class=\"data row6 col1\" > 0.265</td>\n",
+       "      <td id=\"T_61208_row6_col2\" class=\"data row6 col2\" > 0.00</td>\n",
+       "      <td id=\"T_61208_row6_col3\" class=\"data row6 col3\" ></td>\n",
+       "      <td id=\"T_61208_row6_col4\" class=\"data row6 col4\" > 0.00</td>\n",
+       "      <td id=\"T_61208_row6_col5\" class=\"data row6 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_61208_level0_row7\" class=\"row_heading level0 row7\" >coef_female_school2</th>\n",
+       "      <td id=\"T_61208_row7_col0\" class=\"data row7 col0\" >-0.0169</td>\n",
+       "      <td id=\"T_61208_row7_col1\" class=\"data row7 col1\" > 0.166</td>\n",
+       "      <td id=\"T_61208_row7_col2\" class=\"data row7 col2\" >-0.10</td>\n",
+       "      <td id=\"T_61208_row7_col3\" class=\"data row7 col3\" ></td>\n",
+       "      <td id=\"T_61208_row7_col4\" class=\"data row7 col4\" > 0.00</td>\n",
+       "      <td id=\"T_61208_row7_col5\" class=\"data row7 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_61208_level0_row8\" class=\"row_heading level0 row8\" >coef_female_work1</th>\n",
+       "      <td id=\"T_61208_row8_col0\" class=\"data row8 col0\" > 0.333</td>\n",
+       "      <td id=\"T_61208_row8_col1\" class=\"data row8 col1\" > 0.257</td>\n",
+       "      <td id=\"T_61208_row8_col2\" class=\"data row8 col2\" > 1.30</td>\n",
+       "      <td id=\"T_61208_row8_col3\" class=\"data row8 col3\" ></td>\n",
+       "      <td id=\"T_61208_row8_col4\" class=\"data row8 col4\" > 0.00</td>\n",
+       "      <td id=\"T_61208_row8_col5\" class=\"data row8 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_61208_level0_row9\" class=\"row_heading level0 row9\" >coef_female_work2</th>\n",
+       "      <td id=\"T_61208_row9_col0\" class=\"data row9 col0\" >-0.220</td>\n",
+       "      <td id=\"T_61208_row9_col1\" class=\"data row9 col1\" > 0.0801</td>\n",
+       "      <td id=\"T_61208_row9_col2\" class=\"data row9 col2\" >-2.75</td>\n",
+       "      <td id=\"T_61208_row9_col3\" class=\"data row9 col3\" >**</td>\n",
+       "      <td id=\"T_61208_row9_col4\" class=\"data row9 col4\" > 0.00</td>\n",
+       "      <td id=\"T_61208_row9_col5\" class=\"data row9 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_61208_level0_row10\" class=\"row_heading level0 row10\" >coef_female_work_and_school</th>\n",
+       "      <td id=\"T_61208_row10_col0\" class=\"data row10 col0\" >-0.266</td>\n",
+       "      <td id=\"T_61208_row10_col1\" class=\"data row10 col1\" > 0.240</td>\n",
+       "      <td id=\"T_61208_row10_col2\" class=\"data row10 col2\" >-1.11</td>\n",
+       "      <td id=\"T_61208_row10_col3\" class=\"data row10 col3\" ></td>\n",
+       "      <td id=\"T_61208_row10_col4\" class=\"data row10 col4\" > 0.00</td>\n",
+       "      <td id=\"T_61208_row10_col5\" class=\"data row10 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_61208_level0_row11\" class=\"row_heading level0 row11\" >coef_few_cars_than_drivers_school2</th>\n",
+       "      <td id=\"T_61208_row11_col0\" class=\"data row11 col0\" >-0.298</td>\n",
+       "      <td id=\"T_61208_row11_col1\" class=\"data row11 col1\" > 0.146</td>\n",
+       "      <td id=\"T_61208_row11_col2\" class=\"data row11 col2\" >-2.04</td>\n",
+       "      <td id=\"T_61208_row11_col3\" class=\"data row11 col3\" >*</td>\n",
+       "      <td id=\"T_61208_row11_col4\" class=\"data row11 col4\" > 0.00</td>\n",
+       "      <td id=\"T_61208_row11_col5\" class=\"data row11 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_61208_level0_row12\" class=\"row_heading level0 row12\" >coef_ft_worker_work2_asc</th>\n",
+       "      <td id=\"T_61208_row12_col0\" class=\"data row12 col0\" >-3.49</td>\n",
+       "      <td id=\"T_61208_row12_col1\" class=\"data row12 col1\" > 0.110</td>\n",
+       "      <td id=\"T_61208_row12_col2\" class=\"data row12 col2\" >-31.78</td>\n",
+       "      <td id=\"T_61208_row12_col3\" class=\"data row12 col3\" >***</td>\n",
+       "      <td id=\"T_61208_row12_col4\" class=\"data row12 col4\" > 0.00</td>\n",
+       "      <td id=\"T_61208_row12_col5\" class=\"data row12 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_61208_level0_row13\" class=\"row_heading level0 row13\" >coef_hh_income_gt_50k_school1</th>\n",
+       "      <td id=\"T_61208_row13_col0\" class=\"data row13 col0\" > 0.0347</td>\n",
+       "      <td id=\"T_61208_row13_col1\" class=\"data row13 col1\" > 1.34e-05</td>\n",
+       "      <td id=\"T_61208_row13_col2\" class=\"data row13 col2\" > BIG</td>\n",
+       "      <td id=\"T_61208_row13_col3\" class=\"data row13 col3\" >***</td>\n",
+       "      <td id=\"T_61208_row13_col4\" class=\"data row13 col4\" > 0.00</td>\n",
+       "      <td id=\"T_61208_row13_col5\" class=\"data row13 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_61208_level0_row14\" class=\"row_heading level0 row14\" >coef_hh_income_gt_50k_student_work_and_school</th>\n",
+       "      <td id=\"T_61208_row14_col0\" class=\"data row14 col0\" >-0.128</td>\n",
+       "      <td id=\"T_61208_row14_col1\" class=\"data row14 col1\" > 0.325</td>\n",
+       "      <td id=\"T_61208_row14_col2\" class=\"data row14 col2\" >-0.39</td>\n",
+       "      <td id=\"T_61208_row14_col3\" class=\"data row14 col3\" ></td>\n",
+       "      <td id=\"T_61208_row14_col4\" class=\"data row14 col4\" > 0.00</td>\n",
+       "      <td id=\"T_61208_row14_col5\" class=\"data row14 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_61208_level0_row15\" class=\"row_heading level0 row15\" >coef_hh_income_gt_50k_work</th>\n",
+       "      <td id=\"T_61208_row15_col0\" class=\"data row15 col0\" >-0.286</td>\n",
+       "      <td id=\"T_61208_row15_col1\" class=\"data row15 col1\" > 0.351</td>\n",
+       "      <td id=\"T_61208_row15_col2\" class=\"data row15 col2\" >-0.81</td>\n",
+       "      <td id=\"T_61208_row15_col3\" class=\"data row15 col3\" ></td>\n",
+       "      <td id=\"T_61208_row15_col4\" class=\"data row15 col4\" > 0.00</td>\n",
+       "      <td id=\"T_61208_row15_col5\" class=\"data row15 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_61208_level0_row16\" class=\"row_heading level0 row16\" >coef_hh_income_gt_50k_worker_work_and_school</th>\n",
+       "      <td id=\"T_61208_row16_col0\" class=\"data row16 col0\" > 0.0347</td>\n",
+       "      <td id=\"T_61208_row16_col1\" class=\"data row16 col1\" > NA</td>\n",
+       "      <td id=\"T_61208_row16_col2\" class=\"data row16 col2\" > NA</td>\n",
+       "      <td id=\"T_61208_row16_col3\" class=\"data row16 col3\" ></td>\n",
+       "      <td id=\"T_61208_row16_col4\" class=\"data row16 col4\" > 0.00</td>\n",
+       "      <td id=\"T_61208_row16_col5\" class=\"data row16 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_61208_level0_row17\" class=\"row_heading level0 row17\" >coef_home_urban_school1</th>\n",
+       "      <td id=\"T_61208_row17_col0\" class=\"data row17 col0\" >-0.136</td>\n",
+       "      <td id=\"T_61208_row17_col1\" class=\"data row17 col1\" > NA</td>\n",
+       "      <td id=\"T_61208_row17_col2\" class=\"data row17 col2\" > NA</td>\n",
+       "      <td id=\"T_61208_row17_col3\" class=\"data row17 col3\" ></td>\n",
+       "      <td id=\"T_61208_row17_col4\" class=\"data row17 col4\" > 0.00</td>\n",
+       "      <td id=\"T_61208_row17_col5\" class=\"data row17 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_61208_level0_row18\" class=\"row_heading level0 row18\" >coef_home_urban_school2</th>\n",
+       "      <td id=\"T_61208_row18_col0\" class=\"data row18 col0\" > 0.162</td>\n",
+       "      <td id=\"T_61208_row18_col1\" class=\"data row18 col1\" > 0.147</td>\n",
+       "      <td id=\"T_61208_row18_col2\" class=\"data row18 col2\" > 1.10</td>\n",
+       "      <td id=\"T_61208_row18_col3\" class=\"data row18 col3\" ></td>\n",
+       "      <td id=\"T_61208_row18_col4\" class=\"data row18 col4\" > 0.00</td>\n",
+       "      <td id=\"T_61208_row18_col5\" class=\"data row18 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_61208_level0_row19\" class=\"row_heading level0 row19\" >coef_home_urban_work1</th>\n",
+       "      <td id=\"T_61208_row19_col0\" class=\"data row19 col0\" >-0.123</td>\n",
+       "      <td id=\"T_61208_row19_col1\" class=\"data row19 col1\" > 0.280</td>\n",
+       "      <td id=\"T_61208_row19_col2\" class=\"data row19 col2\" >-0.44</td>\n",
+       "      <td id=\"T_61208_row19_col3\" class=\"data row19 col3\" ></td>\n",
+       "      <td id=\"T_61208_row19_col4\" class=\"data row19 col4\" > 0.00</td>\n",
+       "      <td id=\"T_61208_row19_col5\" class=\"data row19 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_61208_level0_row20\" class=\"row_heading level0 row20\" >coef_home_urban_work2</th>\n",
+       "      <td id=\"T_61208_row20_col0\" class=\"data row20 col0\" > 0.142</td>\n",
+       "      <td id=\"T_61208_row20_col1\" class=\"data row20 col1\" > 0.0850</td>\n",
+       "      <td id=\"T_61208_row20_col2\" class=\"data row20 col2\" > 1.67</td>\n",
+       "      <td id=\"T_61208_row20_col3\" class=\"data row20 col3\" ></td>\n",
+       "      <td id=\"T_61208_row20_col4\" class=\"data row20 col4\" > 0.00</td>\n",
+       "      <td id=\"T_61208_row20_col5\" class=\"data row20 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_61208_level0_row21\" class=\"row_heading level0 row21\" >coef_home_urban_work_and_school</th>\n",
+       "      <td id=\"T_61208_row21_col0\" class=\"data row21 col0\" >-0.437</td>\n",
+       "      <td id=\"T_61208_row21_col1\" class=\"data row21 col1\" > 0.269</td>\n",
+       "      <td id=\"T_61208_row21_col2\" class=\"data row21 col2\" >-1.62</td>\n",
+       "      <td id=\"T_61208_row21_col3\" class=\"data row21 col3\" ></td>\n",
+       "      <td id=\"T_61208_row21_col4\" class=\"data row21 col4\" > 0.00</td>\n",
+       "      <td id=\"T_61208_row21_col5\" class=\"data row21 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_61208_level0_row22\" class=\"row_heading level0 row22\" >coef_no_cars_in_hh_school2</th>\n",
+       "      <td id=\"T_61208_row22_col0\" class=\"data row22 col0\" >-1.48</td>\n",
+       "      <td id=\"T_61208_row22_col1\" class=\"data row22 col1\" > 0.438</td>\n",
+       "      <td id=\"T_61208_row22_col2\" class=\"data row22 col2\" >-3.37</td>\n",
+       "      <td id=\"T_61208_row22_col3\" class=\"data row22 col3\" >***</td>\n",
+       "      <td id=\"T_61208_row22_col4\" class=\"data row22 col4\" > 0.00</td>\n",
+       "      <td id=\"T_61208_row22_col5\" class=\"data row22 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_61208_level0_row23\" class=\"row_heading level0 row23\" >coef_no_cars_in_hh_work2</th>\n",
+       "      <td id=\"T_61208_row23_col0\" class=\"data row23 col0\" >-1.52</td>\n",
+       "      <td id=\"T_61208_row23_col1\" class=\"data row23 col1\" > 0.310</td>\n",
+       "      <td id=\"T_61208_row23_col2\" class=\"data row23 col2\" >-4.92</td>\n",
+       "      <td id=\"T_61208_row23_col3\" class=\"data row23 col3\" >***</td>\n",
+       "      <td id=\"T_61208_row23_col4\" class=\"data row23 col4\" > 0.00</td>\n",
+       "      <td id=\"T_61208_row23_col5\" class=\"data row23 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_61208_level0_row24\" class=\"row_heading level0 row24\" >coef_no_cars_in_hh_work_and_school</th>\n",
+       "      <td id=\"T_61208_row24_col0\" class=\"data row24 col0\" >-1.24</td>\n",
+       "      <td id=\"T_61208_row24_col1\" class=\"data row24 col1\" > 0.334</td>\n",
+       "      <td id=\"T_61208_row24_col2\" class=\"data row24 col2\" >-3.72</td>\n",
+       "      <td id=\"T_61208_row24_col3\" class=\"data row24 col3\" >***</td>\n",
+       "      <td id=\"T_61208_row24_col4\" class=\"data row24 col4\" > 0.00</td>\n",
+       "      <td id=\"T_61208_row24_col5\" class=\"data row24 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_61208_level0_row25\" class=\"row_heading level0 row25\" >coef_non_family_hh_category1</th>\n",
+       "      <td id=\"T_61208_row25_col0\" class=\"data row25 col0\" >-0.250</td>\n",
+       "      <td id=\"T_61208_row25_col1\" class=\"data row25 col1\" > NA</td>\n",
+       "      <td id=\"T_61208_row25_col2\" class=\"data row25 col2\" > NA</td>\n",
+       "      <td id=\"T_61208_row25_col3\" class=\"data row25 col3\" ></td>\n",
+       "      <td id=\"T_61208_row25_col4\" class=\"data row25 col4\" > 0.00</td>\n",
+       "      <td id=\"T_61208_row25_col5\" class=\"data row25 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_61208_level0_row26\" class=\"row_heading level0 row26\" >coef_non_family_hh_category2</th>\n",
+       "      <td id=\"T_61208_row26_col0\" class=\"data row26 col0\" >-0.0913</td>\n",
+       "      <td id=\"T_61208_row26_col1\" class=\"data row26 col1\" > 0.741</td>\n",
+       "      <td id=\"T_61208_row26_col2\" class=\"data row26 col2\" >-0.12</td>\n",
+       "      <td id=\"T_61208_row26_col3\" class=\"data row26 col3\" ></td>\n",
+       "      <td id=\"T_61208_row26_col4\" class=\"data row26 col4\" > 0.00</td>\n",
+       "      <td id=\"T_61208_row26_col5\" class=\"data row26 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_61208_level0_row27\" class=\"row_heading level0 row27\" >coef_non_student_goes_to_school</th>\n",
+       "      <td id=\"T_61208_row27_col0\" class=\"data row27 col0\" > 3.88</td>\n",
+       "      <td id=\"T_61208_row27_col1\" class=\"data row27 col1\" > 7.74e-06</td>\n",
+       "      <td id=\"T_61208_row27_col2\" class=\"data row27 col2\" > BIG</td>\n",
+       "      <td id=\"T_61208_row27_col3\" class=\"data row27 col3\" >***</td>\n",
+       "      <td id=\"T_61208_row27_col4\" class=\"data row27 col4\" > 0.00</td>\n",
+       "      <td id=\"T_61208_row27_col5\" class=\"data row27 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_61208_level0_row28\" class=\"row_heading level0 row28\" >coef_num_non_workers_in_hh_school1</th>\n",
+       "      <td id=\"T_61208_row28_col0\" class=\"data row28 col0\" > 0.257</td>\n",
+       "      <td id=\"T_61208_row28_col1\" class=\"data row28 col1\" > 2.54e-06</td>\n",
+       "      <td id=\"T_61208_row28_col2\" class=\"data row28 col2\" > BIG</td>\n",
+       "      <td id=\"T_61208_row28_col3\" class=\"data row28 col3\" >***</td>\n",
+       "      <td id=\"T_61208_row28_col4\" class=\"data row28 col4\" > 0.00</td>\n",
+       "      <td id=\"T_61208_row28_col5\" class=\"data row28 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_61208_level0_row29\" class=\"row_heading level0 row29\" >coef_num_preschool_in_hh_school1</th>\n",
+       "      <td id=\"T_61208_row29_col0\" class=\"data row29 col0\" >-0.133</td>\n",
+       "      <td id=\"T_61208_row29_col1\" class=\"data row29 col1\" > 1.09e-06</td>\n",
+       "      <td id=\"T_61208_row29_col2\" class=\"data row29 col2\" >-BIG</td>\n",
+       "      <td id=\"T_61208_row29_col3\" class=\"data row29 col3\" >***</td>\n",
+       "      <td id=\"T_61208_row29_col4\" class=\"data row29 col4\" > 0.00</td>\n",
+       "      <td id=\"T_61208_row29_col5\" class=\"data row29 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_61208_level0_row30\" class=\"row_heading level0 row30\" >coef_num_preschool_in_hh_school2</th>\n",
+       "      <td id=\"T_61208_row30_col0\" class=\"data row30 col0\" >-0.796</td>\n",
+       "      <td id=\"T_61208_row30_col1\" class=\"data row30 col1\" > 0.214</td>\n",
+       "      <td id=\"T_61208_row30_col2\" class=\"data row30 col2\" >-3.72</td>\n",
+       "      <td id=\"T_61208_row30_col3\" class=\"data row30 col3\" >***</td>\n",
+       "      <td id=\"T_61208_row30_col4\" class=\"data row30 col4\" > 0.00</td>\n",
+       "      <td id=\"T_61208_row30_col5\" class=\"data row30 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_61208_level0_row31\" class=\"row_heading level0 row31\" >coef_num_preschool_in_hh_work1</th>\n",
+       "      <td id=\"T_61208_row31_col0\" class=\"data row31 col0\" > 0.125</td>\n",
+       "      <td id=\"T_61208_row31_col1\" class=\"data row31 col1\" > 0.323</td>\n",
+       "      <td id=\"T_61208_row31_col2\" class=\"data row31 col2\" > 0.39</td>\n",
+       "      <td id=\"T_61208_row31_col3\" class=\"data row31 col3\" ></td>\n",
+       "      <td id=\"T_61208_row31_col4\" class=\"data row31 col4\" > 0.00</td>\n",
+       "      <td id=\"T_61208_row31_col5\" class=\"data row31 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_61208_level0_row32\" class=\"row_heading level0 row32\" >coef_num_preschool_in_hh_work2</th>\n",
+       "      <td id=\"T_61208_row32_col0\" class=\"data row32 col0\" >-0.126</td>\n",
+       "      <td id=\"T_61208_row32_col1\" class=\"data row32 col1\" > 0.0781</td>\n",
+       "      <td id=\"T_61208_row32_col2\" class=\"data row32 col2\" >-1.62</td>\n",
+       "      <td id=\"T_61208_row32_col3\" class=\"data row32 col3\" ></td>\n",
+       "      <td id=\"T_61208_row32_col4\" class=\"data row32 col4\" > 0.00</td>\n",
+       "      <td id=\"T_61208_row32_col5\" class=\"data row32 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_61208_level0_row33\" class=\"row_heading level0 row33\" >coef_num_preschool_in_hh_work_and_school</th>\n",
+       "      <td id=\"T_61208_row33_col0\" class=\"data row33 col0\" >-0.0701</td>\n",
+       "      <td id=\"T_61208_row33_col1\" class=\"data row33 col1\" > 0.322</td>\n",
+       "      <td id=\"T_61208_row33_col2\" class=\"data row33 col2\" >-0.22</td>\n",
+       "      <td id=\"T_61208_row33_col3\" class=\"data row33 col3\" ></td>\n",
+       "      <td id=\"T_61208_row33_col4\" class=\"data row33 col4\" > 0.00</td>\n",
+       "      <td id=\"T_61208_row33_col5\" class=\"data row33 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_61208_level0_row34\" class=\"row_heading level0 row34\" >coef_num_under_16_not_at_school_school2</th>\n",
+       "      <td id=\"T_61208_row34_col0\" class=\"data row34 col0\" >-0.0153</td>\n",
+       "      <td id=\"T_61208_row34_col1\" class=\"data row34 col1\" > 0.176</td>\n",
+       "      <td id=\"T_61208_row34_col2\" class=\"data row34 col2\" >-0.09</td>\n",
+       "      <td id=\"T_61208_row34_col3\" class=\"data row34 col3\" ></td>\n",
+       "      <td id=\"T_61208_row34_col4\" class=\"data row34 col4\" > 0.00</td>\n",
+       "      <td id=\"T_61208_row34_col5\" class=\"data row34 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_61208_level0_row35\" class=\"row_heading level0 row35\" >coef_num_under_16_not_at_school_work2</th>\n",
+       "      <td id=\"T_61208_row35_col0\" class=\"data row35 col0\" > 0.168</td>\n",
+       "      <td id=\"T_61208_row35_col1\" class=\"data row35 col1\" > 0.0783</td>\n",
+       "      <td id=\"T_61208_row35_col2\" class=\"data row35 col2\" > 2.15</td>\n",
+       "      <td id=\"T_61208_row35_col3\" class=\"data row35 col3\" >*</td>\n",
+       "      <td id=\"T_61208_row35_col4\" class=\"data row35 col4\" > 0.00</td>\n",
+       "      <td id=\"T_61208_row35_col5\" class=\"data row35 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_61208_level0_row36\" class=\"row_heading level0 row36\" >coef_num_under_16_not_at_school_work_and_school</th>\n",
+       "      <td id=\"T_61208_row36_col0\" class=\"data row36 col0\" >-0.192</td>\n",
+       "      <td id=\"T_61208_row36_col1\" class=\"data row36 col1\" > 0.210</td>\n",
+       "      <td id=\"T_61208_row36_col2\" class=\"data row36 col2\" >-0.92</td>\n",
+       "      <td id=\"T_61208_row36_col3\" class=\"data row36 col3\" ></td>\n",
+       "      <td id=\"T_61208_row36_col4\" class=\"data row36 col4\" > 0.00</td>\n",
+       "      <td id=\"T_61208_row36_col5\" class=\"data row36 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_61208_level0_row37\" class=\"row_heading level0 row37\" >coef_pre_driving_age_child_school2_asc</th>\n",
+       "      <td id=\"T_61208_row37_col0\" class=\"data row37 col0\" >-4.21</td>\n",
+       "      <td id=\"T_61208_row37_col1\" class=\"data row37 col1\" > 0.204</td>\n",
+       "      <td id=\"T_61208_row37_col2\" class=\"data row37 col2\" >-20.62</td>\n",
+       "      <td id=\"T_61208_row37_col3\" class=\"data row37 col3\" >***</td>\n",
+       "      <td id=\"T_61208_row37_col4\" class=\"data row37 col4\" > 0.00</td>\n",
+       "      <td id=\"T_61208_row37_col5\" class=\"data row37 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_61208_level0_row38\" class=\"row_heading level0 row38\" >coef_pt_worker_work2_asc</th>\n",
+       "      <td id=\"T_61208_row38_col0\" class=\"data row38 col0\" >-3.08</td>\n",
+       "      <td id=\"T_61208_row38_col1\" class=\"data row38 col1\" > 0.135</td>\n",
+       "      <td id=\"T_61208_row38_col2\" class=\"data row38 col2\" >-22.84</td>\n",
+       "      <td id=\"T_61208_row38_col3\" class=\"data row38 col3\" >***</td>\n",
+       "      <td id=\"T_61208_row38_col4\" class=\"data row38 col4\" > 0.00</td>\n",
+       "      <td id=\"T_61208_row38_col5\" class=\"data row38 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_61208_level0_row39\" class=\"row_heading level0 row39\" >coef_round_trip_auto_time_to_work_school2</th>\n",
+       "      <td id=\"T_61208_row39_col0\" class=\"data row39 col0\" >-0.00596</td>\n",
+       "      <td id=\"T_61208_row39_col1\" class=\"data row39 col1\" > 0.00317</td>\n",
+       "      <td id=\"T_61208_row39_col2\" class=\"data row39 col2\" >-1.88</td>\n",
+       "      <td id=\"T_61208_row39_col3\" class=\"data row39 col3\" ></td>\n",
+       "      <td id=\"T_61208_row39_col4\" class=\"data row39 col4\" > 0.00</td>\n",
+       "      <td id=\"T_61208_row39_col5\" class=\"data row39 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_61208_level0_row40\" class=\"row_heading level0 row40\" >coef_round_trip_auto_time_to_work_work2</th>\n",
+       "      <td id=\"T_61208_row40_col0\" class=\"data row40 col0\" >-0.00185</td>\n",
+       "      <td id=\"T_61208_row40_col1\" class=\"data row40 col1\" > 0.00188</td>\n",
+       "      <td id=\"T_61208_row40_col2\" class=\"data row40 col2\" >-0.99</td>\n",
+       "      <td id=\"T_61208_row40_col3\" class=\"data row40 col3\" ></td>\n",
+       "      <td id=\"T_61208_row40_col4\" class=\"data row40 col4\" > 0.00</td>\n",
+       "      <td id=\"T_61208_row40_col5\" class=\"data row40 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_61208_level0_row41\" class=\"row_heading level0 row41\" >coef_round_trip_auto_time_to_work_work_and_school</th>\n",
+       "      <td id=\"T_61208_row41_col0\" class=\"data row41 col0\" >-0.00221</td>\n",
+       "      <td id=\"T_61208_row41_col1\" class=\"data row41 col1\" > 0.00565</td>\n",
+       "      <td id=\"T_61208_row41_col2\" class=\"data row41 col2\" >-0.39</td>\n",
+       "      <td id=\"T_61208_row41_col3\" class=\"data row41 col3\" ></td>\n",
+       "      <td id=\"T_61208_row41_col4\" class=\"data row41 col4\" > 0.00</td>\n",
+       "      <td id=\"T_61208_row41_col5\" class=\"data row41 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_61208_level0_row42\" class=\"row_heading level0 row42\" >coef_student_employed</th>\n",
+       "      <td id=\"T_61208_row42_col0\" class=\"data row42 col0\" > 2.92</td>\n",
+       "      <td id=\"T_61208_row42_col1\" class=\"data row42 col1\" > 889.</td>\n",
+       "      <td id=\"T_61208_row42_col2\" class=\"data row42 col2\" > 0.00</td>\n",
+       "      <td id=\"T_61208_row42_col3\" class=\"data row42 col3\" ></td>\n",
+       "      <td id=\"T_61208_row42_col4\" class=\"data row42 col4\" > 0.00</td>\n",
+       "      <td id=\"T_61208_row42_col5\" class=\"data row42 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_61208_level0_row43\" class=\"row_heading level0 row43\" >coef_unavailable</th>\n",
+       "      <td id=\"T_61208_row43_col0\" class=\"data row43 col0\" >-999.</td>\n",
+       "      <td id=\"T_61208_row43_col1\" class=\"data row43 col1\" > 0.00</td>\n",
+       "      <td id=\"T_61208_row43_col2\" class=\"data row43 col2\" > NA</td>\n",
+       "      <td id=\"T_61208_row43_col3\" class=\"data row43 col3\" ></td>\n",
+       "      <td id=\"T_61208_row43_col4\" class=\"data row43 col4\" > 0.00</td>\n",
+       "      <td id=\"T_61208_row43_col5\" class=\"data row43 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_61208_level0_row44\" class=\"row_heading level0 row44\" >coef_under_35_school1</th>\n",
+       "      <td id=\"T_61208_row44_col0\" class=\"data row44 col0\" > 0.722</td>\n",
+       "      <td id=\"T_61208_row44_col1\" class=\"data row44 col1\" > 0.00</td>\n",
+       "      <td id=\"T_61208_row44_col2\" class=\"data row44 col2\" > NA</td>\n",
+       "      <td id=\"T_61208_row44_col3\" class=\"data row44 col3\" ></td>\n",
+       "      <td id=\"T_61208_row44_col4\" class=\"data row44 col4\" > 0.00</td>\n",
+       "      <td id=\"T_61208_row44_col5\" class=\"data row44 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_61208_level0_row45\" class=\"row_heading level0 row45\" >coef_under_35_school2</th>\n",
+       "      <td id=\"T_61208_row45_col0\" class=\"data row45 col0\" > 1.23</td>\n",
+       "      <td id=\"T_61208_row45_col1\" class=\"data row45 col1\" > 0.389</td>\n",
+       "      <td id=\"T_61208_row45_col2\" class=\"data row45 col2\" > 3.16</td>\n",
+       "      <td id=\"T_61208_row45_col3\" class=\"data row45 col3\" >**</td>\n",
+       "      <td id=\"T_61208_row45_col4\" class=\"data row45 col4\" > 0.00</td>\n",
+       "      <td id=\"T_61208_row45_col5\" class=\"data row45 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_61208_level0_row46\" class=\"row_heading level0 row46\" >coef_under_35_work1</th>\n",
+       "      <td id=\"T_61208_row46_col0\" class=\"data row46 col0\" >-0.459</td>\n",
+       "      <td id=\"T_61208_row46_col1\" class=\"data row46 col1\" > 0.574</td>\n",
+       "      <td id=\"T_61208_row46_col2\" class=\"data row46 col2\" >-0.80</td>\n",
+       "      <td id=\"T_61208_row46_col3\" class=\"data row46 col3\" ></td>\n",
+       "      <td id=\"T_61208_row46_col4\" class=\"data row46 col4\" > 0.00</td>\n",
+       "      <td id=\"T_61208_row46_col5\" class=\"data row46 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_61208_level0_row47\" class=\"row_heading level0 row47\" >coef_under_35_work2</th>\n",
+       "      <td id=\"T_61208_row47_col0\" class=\"data row47 col0\" > 0.00561</td>\n",
+       "      <td id=\"T_61208_row47_col1\" class=\"data row47 col1\" > 0.0823</td>\n",
+       "      <td id=\"T_61208_row47_col2\" class=\"data row47 col2\" > 0.07</td>\n",
+       "      <td id=\"T_61208_row47_col3\" class=\"data row47 col3\" ></td>\n",
+       "      <td id=\"T_61208_row47_col4\" class=\"data row47 col4\" > 0.00</td>\n",
+       "      <td id=\"T_61208_row47_col5\" class=\"data row47 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_61208_level0_row48\" class=\"row_heading level0 row48\" >coef_under_35_work_and_school</th>\n",
+       "      <td id=\"T_61208_row48_col0\" class=\"data row48 col0\" > 1.15</td>\n",
+       "      <td id=\"T_61208_row48_col1\" class=\"data row48 col1\" > 0.646</td>\n",
+       "      <td id=\"T_61208_row48_col2\" class=\"data row48 col2\" > 1.78</td>\n",
+       "      <td id=\"T_61208_row48_col3\" class=\"data row48 col3\" ></td>\n",
+       "      <td id=\"T_61208_row48_col4\" class=\"data row48 col4\" > 0.00</td>\n",
+       "      <td id=\"T_61208_row48_col5\" class=\"data row48 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_61208_level0_row49\" class=\"row_heading level0 row49\" >coef_univ_school2_asc</th>\n",
+       "      <td id=\"T_61208_row49_col0\" class=\"data row49 col0\" >-3.64</td>\n",
+       "      <td id=\"T_61208_row49_col1\" class=\"data row49 col1\" > 0.415</td>\n",
+       "      <td id=\"T_61208_row49_col2\" class=\"data row49 col2\" >-8.77</td>\n",
+       "      <td id=\"T_61208_row49_col3\" class=\"data row49 col3\" >***</td>\n",
+       "      <td id=\"T_61208_row49_col4\" class=\"data row49 col4\" > 0.00</td>\n",
+       "      <td id=\"T_61208_row49_col5\" class=\"data row49 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_61208_level0_row50\" class=\"row_heading level0 row50\" >coef_univ_work1_asc</th>\n",
+       "      <td id=\"T_61208_row50_col0\" class=\"data row50 col0\" > 2.21</td>\n",
+       "      <td id=\"T_61208_row50_col1\" class=\"data row50 col1\" > 889.</td>\n",
+       "      <td id=\"T_61208_row50_col2\" class=\"data row50 col2\" > 0.00</td>\n",
+       "      <td id=\"T_61208_row50_col3\" class=\"data row50 col3\" ></td>\n",
+       "      <td id=\"T_61208_row50_col4\" class=\"data row50 col4\" > 0.00</td>\n",
+       "      <td id=\"T_61208_row50_col5\" class=\"data row50 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_61208_level0_row51\" class=\"row_heading level0 row51\" >coef_univ_work2_asc</th>\n",
+       "      <td id=\"T_61208_row51_col0\" class=\"data row51 col0\" >-1.47</td>\n",
+       "      <td id=\"T_61208_row51_col1\" class=\"data row51 col1\" > 889.</td>\n",
+       "      <td id=\"T_61208_row51_col2\" class=\"data row51 col2\" >-0.00</td>\n",
+       "      <td id=\"T_61208_row51_col3\" class=\"data row51 col3\" ></td>\n",
+       "      <td id=\"T_61208_row51_col4\" class=\"data row51 col4\" > 0.00</td>\n",
+       "      <td id=\"T_61208_row51_col5\" class=\"data row51 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_61208_level0_row52\" class=\"row_heading level0 row52\" >coef_univ_work_and_school_asc</th>\n",
+       "      <td id=\"T_61208_row52_col0\" class=\"data row52 col0\" > 0.173</td>\n",
+       "      <td id=\"T_61208_row52_col1\" class=\"data row52 col1\" > 889.</td>\n",
+       "      <td id=\"T_61208_row52_col2\" class=\"data row52 col2\" > 0.00</td>\n",
+       "      <td id=\"T_61208_row52_col3\" class=\"data row52 col3\" ></td>\n",
+       "      <td id=\"T_61208_row52_col4\" class=\"data row52 col4\" > 0.00</td>\n",
+       "      <td id=\"T_61208_row52_col5\" class=\"data row52 col5\" ></td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n"
       ],
       "text/plain": [
-       "<pandas.io.formats.style.Styler at 0x7fd9c965f4f0>"
+       "<pandas.io.formats.style.Styler at 0x159dd18a0>"
       ]
      },
      "execution_count": 8,
@@ -3231,18 +3201,7 @@
    "cell_type": "code",
    "execution_count": 10,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<larch.util.excel.ExcelWriter at 0x7fd940025910>"
-      ]
-     },
-     "execution_count": 10,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "model.to_xlsx(\n",
     "    result_dir/f\"{modelname}_model_estimation.xlsx\", \n",
@@ -3300,85 +3259,85 @@
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>coef_ft_worker_work2_asc</td>\n",
-       "      <td>-5.517933</td>\n",
+       "      <td>-3.494595</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>coef_pt_worker_work2_asc</td>\n",
-       "      <td>-4.743242</td>\n",
+       "      <td>-3.079547</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td>coef_univ_work1_asc</td>\n",
-       "      <td>6.475896</td>\n",
+       "      <td>2.209708</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
        "      <td>coef_univ_work2_asc</td>\n",
-       "      <td>4.833029</td>\n",
+       "      <td>-1.472430</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5</th>\n",
        "      <td>coef_univ_school2_asc</td>\n",
-       "      <td>-10.233810</td>\n",
+       "      <td>-3.640737</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6</th>\n",
        "      <td>coef_univ_work_and_school_asc</td>\n",
-       "      <td>8.180927</td>\n",
+       "      <td>0.173386</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>7</th>\n",
        "      <td>coef_driving_age_child_school2_asc</td>\n",
-       "      <td>-13.067731</td>\n",
+       "      <td>-3.209418</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>8</th>\n",
        "      <td>coef_driving_age_child_work_and_school_asc</td>\n",
-       "      <td>-12.605997</td>\n",
+       "      <td>-4.565091</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>9</th>\n",
        "      <td>coef_pre_driving_age_child_school2_asc</td>\n",
-       "      <td>3.679726</td>\n",
+       "      <td>-4.210709</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>10</th>\n",
        "      <td>coef_female_work1</td>\n",
-       "      <td>-2.242748</td>\n",
+       "      <td>0.333342</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>11</th>\n",
        "      <td>coef_female_work2</td>\n",
-       "      <td>-0.387411</td>\n",
+       "      <td>-0.219862</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>12</th>\n",
        "      <td>coef_female_school1</td>\n",
-       "      <td>0.247086</td>\n",
+       "      <td>0.000463</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>13</th>\n",
        "      <td>coef_female_school2</td>\n",
-       "      <td>-0.301339</td>\n",
+       "      <td>-0.016856</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>14</th>\n",
        "      <td>coef_female_work_and_school</td>\n",
-       "      <td>-3.218280</td>\n",
+       "      <td>-0.265847</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -3390,13 +3349,13 @@
        "    <tr>\n",
        "      <th>16</th>\n",
        "      <td>coef_under_35_work1</td>\n",
-       "      <td>1.038242</td>\n",
+       "      <td>-0.458863</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>17</th>\n",
        "      <td>coef_under_35_work2</td>\n",
-       "      <td>-0.253875</td>\n",
+       "      <td>0.005614</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -3408,55 +3367,55 @@
        "    <tr>\n",
        "      <th>19</th>\n",
        "      <td>coef_under_35_school2</td>\n",
-       "      <td>15.011164</td>\n",
+       "      <td>1.230550</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>20</th>\n",
        "      <td>coef_under_35_work_and_school</td>\n",
-       "      <td>2.257035</td>\n",
+       "      <td>1.149726</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>21</th>\n",
        "      <td>coef_can_walk_to_work_work2</td>\n",
-       "      <td>0.651120</td>\n",
+       "      <td>0.600928</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>22</th>\n",
        "      <td>coef_can_walk_to_work_school2</td>\n",
-       "      <td>1.368092</td>\n",
+       "      <td>0.811379</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>23</th>\n",
        "      <td>coef_can_walk_to_work_and_school</td>\n",
-       "      <td>0.071630</td>\n",
+       "      <td>0.284832</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>24</th>\n",
        "      <td>coef_round_trip_auto_time_to_work_work2</td>\n",
-       "      <td>-0.025905</td>\n",
+       "      <td>-0.001855</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>25</th>\n",
        "      <td>coef_round_trip_auto_time_to_work_school2</td>\n",
-       "      <td>0.064411</td>\n",
+       "      <td>-0.005959</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>26</th>\n",
        "      <td>coef_round_trip_auto_time_to_work_work_and_school</td>\n",
-       "      <td>-0.021804</td>\n",
+       "      <td>-0.002208</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>27</th>\n",
        "      <td>coef_student_employed</td>\n",
-       "      <td>13.457255</td>\n",
+       "      <td>2.918973</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -3468,37 +3427,37 @@
        "    <tr>\n",
        "      <th>29</th>\n",
        "      <td>coef_no_cars_in_hh_work2</td>\n",
-       "      <td>-0.725967</td>\n",
+       "      <td>-1.524960</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>30</th>\n",
        "      <td>coef_no_cars_in_hh_school2</td>\n",
-       "      <td>-0.620465</td>\n",
+       "      <td>-1.479517</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>31</th>\n",
        "      <td>coef_no_cars_in_hh_work_and_school</td>\n",
-       "      <td>-0.775934</td>\n",
+       "      <td>-1.244512</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>32</th>\n",
        "      <td>coef_few_cars_than_drivers_school2</td>\n",
-       "      <td>-0.862451</td>\n",
+       "      <td>-0.297623</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>33</th>\n",
        "      <td>coef_num_preschool_in_hh_work1</td>\n",
-       "      <td>-2.930501</td>\n",
+       "      <td>0.125045</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>34</th>\n",
        "      <td>coef_num_preschool_in_hh_work2</td>\n",
-       "      <td>0.225173</td>\n",
+       "      <td>-0.126183</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -3510,13 +3469,13 @@
        "    <tr>\n",
        "      <th>36</th>\n",
        "      <td>coef_num_preschool_in_hh_school2</td>\n",
-       "      <td>0.356660</td>\n",
+       "      <td>-0.796350</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>37</th>\n",
        "      <td>coef_num_preschool_in_hh_work_and_school</td>\n",
-       "      <td>-29.197569</td>\n",
+       "      <td>-0.070125</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -3528,7 +3487,7 @@
        "    <tr>\n",
        "      <th>39</th>\n",
        "      <td>coef_hh_income_gt_50k_work</td>\n",
-       "      <td>-1.418551</td>\n",
+       "      <td>-0.286159</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -3546,7 +3505,7 @@
        "    <tr>\n",
        "      <th>42</th>\n",
        "      <td>coef_hh_income_gt_50k_student_work_and_school</td>\n",
-       "      <td>-0.921175</td>\n",
+       "      <td>-0.128428</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -3558,37 +3517,37 @@
        "    <tr>\n",
        "      <th>44</th>\n",
        "      <td>coef_non_family_hh_category2</td>\n",
-       "      <td>5.000771</td>\n",
+       "      <td>-0.091298</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>45</th>\n",
        "      <td>coef_num_under_16_not_at_school_work2</td>\n",
-       "      <td>-0.118991</td>\n",
+       "      <td>0.168260</td>\n",
        "      <td>NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>46</th>\n",
        "      <td>coef_num_under_16_not_at_school_school2</td>\n",
-       "      <td>-0.638293</td>\n",
+       "      <td>-0.015345</td>\n",
        "      <td>NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>47</th>\n",
        "      <td>coef_num_under_16_not_at_school_work_and_school</td>\n",
-       "      <td>-15.357907</td>\n",
+       "      <td>-0.192330</td>\n",
        "      <td>NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>48</th>\n",
        "      <td>coef_home_urban_work1</td>\n",
-       "      <td>4.026796</td>\n",
+       "      <td>-0.122770</td>\n",
        "      <td>NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>49</th>\n",
        "      <td>coef_home_urban_work2</td>\n",
-       "      <td>2.624854</td>\n",
+       "      <td>0.142218</td>\n",
        "      <td>NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -3600,13 +3559,13 @@
        "    <tr>\n",
        "      <th>51</th>\n",
        "      <td>coef_home_urban_school2</td>\n",
-       "      <td>-8.455615</td>\n",
+       "      <td>0.161745</td>\n",
        "      <td>NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>52</th>\n",
        "      <td>coef_home_urban_work_and_school</td>\n",
-       "      <td>-0.447070</td>\n",
+       "      <td>-0.436835</td>\n",
        "      <td>NaN</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
@@ -3616,58 +3575,58 @@
       "text/plain": [
        "                                     coefficient_name       value constrain\n",
        "0                                    coef_unavailable -999.000000         T\n",
-       "1                            coef_ft_worker_work2_asc   -5.517933         F\n",
-       "2                            coef_pt_worker_work2_asc   -4.743242         F\n",
-       "3                                 coef_univ_work1_asc    6.475896         F\n",
-       "4                                 coef_univ_work2_asc    4.833029         F\n",
-       "5                               coef_univ_school2_asc  -10.233810         F\n",
-       "6                       coef_univ_work_and_school_asc    8.180927         F\n",
-       "7                  coef_driving_age_child_school2_asc  -13.067731         F\n",
-       "8          coef_driving_age_child_work_and_school_asc  -12.605997         F\n",
-       "9              coef_pre_driving_age_child_school2_asc    3.679726         F\n",
-       "10                                  coef_female_work1   -2.242748         F\n",
-       "11                                  coef_female_work2   -0.387411         F\n",
-       "12                                coef_female_school1    0.247086         F\n",
-       "13                                coef_female_school2   -0.301339         F\n",
-       "14                        coef_female_work_and_school   -3.218280         F\n",
+       "1                            coef_ft_worker_work2_asc   -3.494595         F\n",
+       "2                            coef_pt_worker_work2_asc   -3.079547         F\n",
+       "3                                 coef_univ_work1_asc    2.209708         F\n",
+       "4                                 coef_univ_work2_asc   -1.472430         F\n",
+       "5                               coef_univ_school2_asc   -3.640737         F\n",
+       "6                       coef_univ_work_and_school_asc    0.173386         F\n",
+       "7                  coef_driving_age_child_school2_asc   -3.209418         F\n",
+       "8          coef_driving_age_child_work_and_school_asc   -4.565091         F\n",
+       "9              coef_pre_driving_age_child_school2_asc   -4.210709         F\n",
+       "10                                  coef_female_work1    0.333342         F\n",
+       "11                                  coef_female_work2   -0.219862         F\n",
+       "12                                coef_female_school1    0.000463         F\n",
+       "13                                coef_female_school2   -0.016856         F\n",
+       "14                        coef_female_work_and_school   -0.265847         F\n",
        "15                             coef_female_univ_work1    0.173700         F\n",
-       "16                                coef_under_35_work1    1.038242         F\n",
-       "17                                coef_under_35_work2   -0.253875         F\n",
+       "16                                coef_under_35_work1   -0.458863         F\n",
+       "17                                coef_under_35_work2    0.005614         F\n",
        "18                              coef_under_35_school1    0.721800         F\n",
-       "19                              coef_under_35_school2   15.011164         F\n",
-       "20                      coef_under_35_work_and_school    2.257035         F\n",
-       "21                        coef_can_walk_to_work_work2    0.651120         F\n",
-       "22                      coef_can_walk_to_work_school2    1.368092         F\n",
-       "23                   coef_can_walk_to_work_and_school    0.071630         F\n",
-       "24            coef_round_trip_auto_time_to_work_work2   -0.025905         F\n",
-       "25          coef_round_trip_auto_time_to_work_school2    0.064411         F\n",
-       "26  coef_round_trip_auto_time_to_work_work_and_school   -0.021804         F\n",
-       "27                              coef_student_employed   13.457255         F\n",
+       "19                              coef_under_35_school2    1.230550         F\n",
+       "20                      coef_under_35_work_and_school    1.149726         F\n",
+       "21                        coef_can_walk_to_work_work2    0.600928         F\n",
+       "22                      coef_can_walk_to_work_school2    0.811379         F\n",
+       "23                   coef_can_walk_to_work_and_school    0.284832         F\n",
+       "24            coef_round_trip_auto_time_to_work_work2   -0.001855         F\n",
+       "25          coef_round_trip_auto_time_to_work_school2   -0.005959         F\n",
+       "26  coef_round_trip_auto_time_to_work_work_and_school   -0.002208         F\n",
+       "27                              coef_student_employed    2.918973         F\n",
        "28                    coef_non_student_goes_to_school    3.883000         F\n",
-       "29                           coef_no_cars_in_hh_work2   -0.725967         F\n",
-       "30                         coef_no_cars_in_hh_school2   -0.620465         F\n",
-       "31                 coef_no_cars_in_hh_work_and_school   -0.775934         F\n",
-       "32                 coef_few_cars_than_drivers_school2   -0.862451         F\n",
-       "33                     coef_num_preschool_in_hh_work1   -2.930501         F\n",
-       "34                     coef_num_preschool_in_hh_work2    0.225173         F\n",
+       "29                           coef_no_cars_in_hh_work2   -1.524960         F\n",
+       "30                         coef_no_cars_in_hh_school2   -1.479517         F\n",
+       "31                 coef_no_cars_in_hh_work_and_school   -1.244512         F\n",
+       "32                 coef_few_cars_than_drivers_school2   -0.297623         F\n",
+       "33                     coef_num_preschool_in_hh_work1    0.125045         F\n",
+       "34                     coef_num_preschool_in_hh_work2   -0.126183         F\n",
        "35                   coef_num_preschool_in_hh_school1   -0.133500         F\n",
-       "36                   coef_num_preschool_in_hh_school2    0.356660         F\n",
-       "37           coef_num_preschool_in_hh_work_and_school  -29.197569         F\n",
+       "36                   coef_num_preschool_in_hh_school2   -0.796350         F\n",
+       "37           coef_num_preschool_in_hh_work_and_school   -0.070125         F\n",
        "38                 coef_num_non_workers_in_hh_school1    0.257400         F\n",
-       "39                         coef_hh_income_gt_50k_work   -1.418551         F\n",
+       "39                         coef_hh_income_gt_50k_work   -0.286159         F\n",
        "40                      coef_hh_income_gt_50k_school1    0.034700         F\n",
        "41       coef_hh_income_gt_50k_worker_work_and_school    0.034700         F\n",
-       "42      coef_hh_income_gt_50k_student_work_and_school   -0.921175         F\n",
+       "42      coef_hh_income_gt_50k_student_work_and_school   -0.128428         F\n",
        "43                       coef_non_family_hh_category1   -0.250000         F\n",
-       "44                       coef_non_family_hh_category2    5.000771         F\n",
-       "45              coef_num_under_16_not_at_school_work2   -0.118991       NaN\n",
-       "46            coef_num_under_16_not_at_school_school2   -0.638293       NaN\n",
-       "47    coef_num_under_16_not_at_school_work_and_school  -15.357907       NaN\n",
-       "48                              coef_home_urban_work1    4.026796       NaN\n",
-       "49                              coef_home_urban_work2    2.624854       NaN\n",
+       "44                       coef_non_family_hh_category2   -0.091298         F\n",
+       "45              coef_num_under_16_not_at_school_work2    0.168260       NaN\n",
+       "46            coef_num_under_16_not_at_school_school2   -0.015345       NaN\n",
+       "47    coef_num_under_16_not_at_school_work_and_school   -0.192330       NaN\n",
+       "48                              coef_home_urban_work1   -0.122770       NaN\n",
+       "49                              coef_home_urban_work2    0.142218       NaN\n",
        "50                            coef_home_urban_school1   -0.136100       NaN\n",
-       "51                            coef_home_urban_school2   -8.455615       NaN\n",
-       "52                    coef_home_urban_work_and_school   -0.447070       NaN"
+       "51                            coef_home_urban_school2    0.161745       NaN\n",
+       "52                    coef_home_urban_work_and_school   -0.436835       NaN"
       ]
      },
      "execution_count": 11,
@@ -3687,7 +3646,7 @@
    "toc_visible": true
   },
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "ESTER",
    "language": "python",
    "name": "python3"
   },
@@ -3701,7 +3660,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.8.6"
+   "version": "3.10.15"
   },
   "toc": {
    "base_numbering": 1,
diff --git a/activitysim/examples/example_estimation/notebooks/08_work_tour_scheduling.ipynb b/activitysim/examples/example_estimation/notebooks/08_work_tour_scheduling.ipynb
index 3cd81e8a23..b592a29746 100644
--- a/activitysim/examples/example_estimation/notebooks/08_work_tour_scheduling.ipynb
+++ b/activitysim/examples/example_estimation/notebooks/08_work_tour_scheduling.ipynb
@@ -34,27 +34,75 @@
     "id": "s53VwlPwtNnr",
     "outputId": "d1208b7a-c1f2-4b0b-c439-bf312fe12be0"
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "JAX not found. Some functionality will be unavailable.\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "{'larch': '6.0.32',\n",
+       " 'sharrow': '2.13.0',\n",
+       " 'numpy': '1.26.4',\n",
+       " 'pandas': '1.5.3',\n",
+       " 'xarray': '2024.3.0',\n",
+       " 'numba': '0.60.0'}"
+      ]
+     },
+     "execution_count": 1,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "import os\n",
-    "import larch  # !conda install larch -c conda-forge # for estimation\n",
-    "import pandas as pd"
+    "import larch as lx\n",
+    "import pandas as pd\n",
+    "\n",
+    "lx.versions()"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "We'll work in our `test` directory, where ActivitySim has saved the estimation data bundles."
+    "For this demo, we will assume that you have already run ActivitySim in estimation\n",
+    "mode, and saved the required estimation data bundles (EDB's) to disk.  See\n",
+    "the [first notebook](./01_estimation_mode.ipynb) for details.  The following module\n",
+    "will run a script to set everything up if the example data is not already available."
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 2,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "EDB directory already populated.\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "PosixPath('test-estimation-data/activitysim-prototype-mtc-extended')"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "os.chdir('test')"
+    "from est_mode_setup import prepare\n",
+    "\n",
+    "prepare()"
    ]
   },
   {
@@ -68,12 +116,28 @@
    "cell_type": "code",
    "execution_count": 3,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "loading from output-est-mode/estimation_data_bundle/mandatory_tour_scheduling_work/tour_scheduling_work_coefficients.csv\n",
+      "loading from output-est-mode/estimation_data_bundle/mandatory_tour_scheduling_work/mandatory_tour_scheduling_work_SPEC.csv\n",
+      "loading from output-est-mode/estimation_data_bundle/mandatory_tour_scheduling_work/mandatory_tour_scheduling_work_alternatives_combined.parquet\n",
+      "loading from output-est-mode/estimation_data_bundle/mandatory_tour_scheduling_work/mandatory_tour_scheduling_work_choosers_combined.parquet\n"
+     ]
+    }
+   ],
    "source": [
     "modelname = \"mandatory_tour_scheduling_work\"\n",
     "\n",
     "from activitysim.estimation.larch import component_model\n",
-    "model, data = component_model(modelname, return_data=True)"
+    "\n",
+    "model, data = component_model(\n",
+    "    modelname,\n",
+    "    edb_directory=f\"output-est-mode/estimation_data_bundle/{modelname}/\",\n",
+    "    return_data=True,\n",
+    ")"
    ]
   },
   {
@@ -461,10 +525,10 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>2961920</td>\n",
-       "      <td>32</td>\n",
-       "      <td>35</td>\n",
-       "      <td>72241</td>\n",
+       "      <td>2966594</td>\n",
+       "      <td>7</td>\n",
+       "      <td>96</td>\n",
+       "      <td>72355</td>\n",
        "      <td>work</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
@@ -477,18 +541,18 @@
        "      <td>True</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
-       "      <td>9</td>\n",
-       "      <td>-1</td>\n",
        "      <td>17</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>55</td>\n",
        "      <td>5</td>\n",
        "      <td>5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>2970120</td>\n",
-       "      <td>51</td>\n",
-       "      <td>51</td>\n",
-       "      <td>72441</td>\n",
+       "      <td>2967783</td>\n",
+       "      <td>50</td>\n",
+       "      <td>30</td>\n",
+       "      <td>72384</td>\n",
        "      <td>work</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
@@ -501,18 +565,18 @@
        "      <td>True</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
-       "      <td>100</td>\n",
+       "      <td>16</td>\n",
        "      <td>-1</td>\n",
-       "      <td>60</td>\n",
+       "      <td>59</td>\n",
        "      <td>5</td>\n",
        "      <td>5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>2998943</td>\n",
+       "      <td>2968726</td>\n",
+       "      <td>64</td>\n",
        "      <td>29</td>\n",
-       "      <td>28</td>\n",
-       "      <td>73144</td>\n",
+       "      <td>72407</td>\n",
        "      <td>work</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
@@ -525,18 +589,18 @@
        "      <td>True</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
-       "      <td>77</td>\n",
+       "      <td>70</td>\n",
        "      <td>-1</td>\n",
-       "      <td>125</td>\n",
+       "      <td>59</td>\n",
        "      <td>5</td>\n",
        "      <td>5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>3013252</td>\n",
-       "      <td>47</td>\n",
-       "      <td>47</td>\n",
-       "      <td>73493</td>\n",
+       "      <td>2970858</td>\n",
+       "      <td>31</td>\n",
+       "      <td>80</td>\n",
+       "      <td>72459</td>\n",
        "      <td>work</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
@@ -549,18 +613,18 @@
        "      <td>True</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
-       "      <td>117</td>\n",
+       "      <td>30</td>\n",
        "      <td>-1</td>\n",
-       "      <td>133</td>\n",
+       "      <td>61</td>\n",
        "      <td>5</td>\n",
        "      <td>5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>3015794</td>\n",
-       "      <td>59</td>\n",
-       "      <td>59</td>\n",
-       "      <td>73555</td>\n",
+       "      <td>2973728</td>\n",
+       "      <td>61</td>\n",
+       "      <td>115</td>\n",
+       "      <td>72529</td>\n",
        "      <td>work</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
@@ -573,9 +637,9 @@
        "      <td>True</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
-       "      <td>167</td>\n",
+       "      <td>57</td>\n",
        "      <td>-1</td>\n",
-       "      <td>136</td>\n",
+       "      <td>69</td>\n",
        "      <td>5</td>\n",
        "      <td>5</td>\n",
        "    </tr>\n",
@@ -604,35 +668,35 @@
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2119</th>\n",
-       "      <td>308070309</td>\n",
-       "      <td>184</td>\n",
-       "      <td>184</td>\n",
-       "      <td>7513909</td>\n",
+       "      <th>22632</th>\n",
+       "      <td>309081532</td>\n",
+       "      <td>32</td>\n",
+       "      <td>10</td>\n",
+       "      <td>7538573</td>\n",
        "      <td>work</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
        "      <td>mandatory</td>\n",
        "      <td>...</td>\n",
        "      <td>False</td>\n",
-       "      <td>work2</td>\n",
+       "      <td>work1</td>\n",
        "      <td>True</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
-       "      <td>11</td>\n",
+       "      <td>135</td>\n",
        "      <td>-1</td>\n",
-       "      <td>21</td>\n",
-       "      <td>17</td>\n",
-       "      <td>21</td>\n",
+       "      <td>200</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2120</th>\n",
-       "      <td>308073875</td>\n",
-       "      <td>41</td>\n",
-       "      <td>38</td>\n",
-       "      <td>7513996</td>\n",
+       "      <th>22633</th>\n",
+       "      <td>309090634</td>\n",
+       "      <td>48</td>\n",
+       "      <td>79</td>\n",
+       "      <td>7538795</td>\n",
        "      <td>work</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
@@ -645,18 +709,18 @@
        "      <td>True</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
-       "      <td>67</td>\n",
+       "      <td>1018</td>\n",
        "      <td>-1</td>\n",
-       "      <td>21</td>\n",
+       "      <td>1006</td>\n",
        "      <td>5</td>\n",
        "      <td>5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2121</th>\n",
-       "      <td>308090603</td>\n",
-       "      <td>27</td>\n",
-       "      <td>27</td>\n",
-       "      <td>7514404</td>\n",
+       "      <th>22634</th>\n",
+       "      <td>309101950</td>\n",
+       "      <td>69</td>\n",
+       "      <td>78</td>\n",
+       "      <td>7539071</td>\n",
        "      <td>work</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
@@ -669,18 +733,18 @@
        "      <td>True</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
-       "      <td>106</td>\n",
+       "      <td>1019</td>\n",
        "      <td>-1</td>\n",
-       "      <td>81</td>\n",
+       "      <td>1006</td>\n",
        "      <td>5</td>\n",
        "      <td>5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2122</th>\n",
-       "      <td>308105896</td>\n",
-       "      <td>6</td>\n",
-       "      <td>6</td>\n",
-       "      <td>7514777</td>\n",
+       "      <th>22635</th>\n",
+       "      <td>309107362</td>\n",
+       "      <td>139</td>\n",
+       "      <td>53</td>\n",
+       "      <td>7539203</td>\n",
        "      <td>work</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
@@ -691,110 +755,110 @@
        "      <td>False</td>\n",
        "      <td>work1</td>\n",
        "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>87</td>\n",
-       "      <td>185</td>\n",
-       "      <td>106</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>1152</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>1159</td>\n",
        "      <td>5</td>\n",
        "      <td>5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2123</th>\n",
-       "      <td>308122624</td>\n",
-       "      <td>44</td>\n",
-       "      <td>44</td>\n",
-       "      <td>7515185</td>\n",
+       "      <th>22636</th>\n",
+       "      <td>309112036</td>\n",
+       "      <td>64</td>\n",
+       "      <td>36</td>\n",
+       "      <td>7539317</td>\n",
        "      <td>work</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
-       "      <td>2</td>\n",
+       "      <td>1</td>\n",
        "      <td>mandatory</td>\n",
        "      <td>...</td>\n",
        "      <td>False</td>\n",
-       "      <td>work_and_school</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
+       "      <td>work1</td>\n",
        "      <td>True</td>\n",
-       "      <td>16</td>\n",
-       "      <td>188</td>\n",
-       "      <td>142</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>1381</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>1390</td>\n",
        "      <td>5</td>\n",
        "      <td>5</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>2124 rows × 40 columns</p>\n",
+       "<p>22637 rows × 40 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "        tour_id  model_choice  override_choice  person_id tour_type  \\\n",
-       "0       2961920            32               35      72241      work   \n",
-       "1       2970120            51               51      72441      work   \n",
-       "2       2998943            29               28      73144      work   \n",
-       "3       3013252            47               47      73493      work   \n",
-       "4       3015794            59               59      73555      work   \n",
-       "...         ...           ...              ...        ...       ...   \n",
-       "2119  308070309           184              184    7513909      work   \n",
-       "2120  308073875            41               38    7513996      work   \n",
-       "2121  308090603            27               27    7514404      work   \n",
-       "2122  308105896             6                6    7514777      work   \n",
-       "2123  308122624            44               44    7515185      work   \n",
+       "         tour_id  model_choice  override_choice  person_id tour_type  \\\n",
+       "0        2966594             7               96      72355      work   \n",
+       "1        2967783            50               30      72384      work   \n",
+       "2        2968726            64               29      72407      work   \n",
+       "3        2970858            31               80      72459      work   \n",
+       "4        2973728            61              115      72529      work   \n",
+       "...          ...           ...              ...        ...       ...   \n",
+       "22632  309081532            32               10    7538573      work   \n",
+       "22633  309090634            48               79    7538795      work   \n",
+       "22634  309101950            69               78    7539071      work   \n",
+       "22635  309107362           139               53    7539203      work   \n",
+       "22636  309112036            64               36    7539317      work   \n",
        "\n",
-       "      tour_type_count  tour_type_num  tour_num  tour_count tour_category  ...  \\\n",
-       "0                   1              1         1           1     mandatory  ...   \n",
-       "1                   1              1         1           1     mandatory  ...   \n",
-       "2                   1              1         1           1     mandatory  ...   \n",
-       "3                   1              1         1           1     mandatory  ...   \n",
-       "4                   1              1         1           1     mandatory  ...   \n",
-       "...               ...            ...       ...         ...           ...  ...   \n",
-       "2119                2              2         2           2     mandatory  ...   \n",
-       "2120                1              1         1           1     mandatory  ...   \n",
-       "2121                1              1         1           1     mandatory  ...   \n",
-       "2122                1              1         1           1     mandatory  ...   \n",
-       "2123                1              1         1           2     mandatory  ...   \n",
+       "       tour_type_count  tour_type_num  tour_num  tour_count tour_category  \\\n",
+       "0                    1              1         1           1     mandatory   \n",
+       "1                    1              1         1           1     mandatory   \n",
+       "2                    1              1         1           1     mandatory   \n",
+       "3                    1              1         1           1     mandatory   \n",
+       "4                    1              1         1           1     mandatory   \n",
+       "...                ...            ...       ...         ...           ...   \n",
+       "22632                1              1         1           1     mandatory   \n",
+       "22633                1              1         1           1     mandatory   \n",
+       "22634                1              1         1           1     mandatory   \n",
+       "22635                1              1         1           1     mandatory   \n",
+       "22636                1              1         1           1     mandatory   \n",
        "\n",
-       "      home_is_rural  mandatory_tour_frequency  is_worker  is_student  \\\n",
-       "0             False                     work1       True       False   \n",
-       "1             False                     work1       True       False   \n",
-       "2             False                     work1       True       False   \n",
-       "3             False                     work1       True       False   \n",
-       "4             False                     work1       True       False   \n",
-       "...             ...                       ...        ...         ...   \n",
-       "2119          False                     work2       True       False   \n",
-       "2120          False                     work1       True       False   \n",
-       "2121          False                     work1       True       False   \n",
-       "2122          False                     work1       True        True   \n",
-       "2123          False           work_and_school       True        True   \n",
+       "       ...  home_is_rural  mandatory_tour_frequency  is_worker  is_student  \\\n",
+       "0      ...          False                     work1       True       False   \n",
+       "1      ...          False                     work1       True       False   \n",
+       "2      ...          False                     work1       True       False   \n",
+       "3      ...          False                     work1       True       False   \n",
+       "4      ...          False                     work1       True       False   \n",
+       "...    ...            ...                       ...        ...         ...   \n",
+       "22632  ...          False                     work1       True       False   \n",
+       "22633  ...          False                     work1       True       False   \n",
+       "22634  ...          False                     work1       True       False   \n",
+       "22635  ...          False                     work1       True       False   \n",
+       "22636  ...          False                     work1       True       False   \n",
        "\n",
-       "     is_university  workplace_zone_id  school_zone_id  home_zone_id  \\\n",
-       "0            False                  9              -1            17   \n",
-       "1            False                100              -1            60   \n",
-       "2            False                 77              -1           125   \n",
-       "3            False                117              -1           133   \n",
-       "4            False                167              -1           136   \n",
-       "...            ...                ...             ...           ...   \n",
-       "2119         False                 11              -1            21   \n",
-       "2120         False                 67              -1            21   \n",
-       "2121         False                106              -1            81   \n",
-       "2122          True                 87             185           106   \n",
-       "2123          True                 16             188           142   \n",
+       "      is_university  workplace_zone_id  school_zone_id  home_zone_id  \\\n",
+       "0             False                 17              -1            55   \n",
+       "1             False                 16              -1            59   \n",
+       "2             False                 70              -1            59   \n",
+       "3             False                 30              -1            61   \n",
+       "4             False                 57              -1            69   \n",
+       "...             ...                ...             ...           ...   \n",
+       "22632         False                135              -1           200   \n",
+       "22633         False               1018              -1          1006   \n",
+       "22634         False               1019              -1          1006   \n",
+       "22635         False               1152              -1          1159   \n",
+       "22636         False               1381              -1          1390   \n",
        "\n",
-       "      start_previous  end_previous  \n",
-       "0                  5             5  \n",
-       "1                  5             5  \n",
-       "2                  5             5  \n",
-       "3                  5             5  \n",
-       "4                  5             5  \n",
-       "...              ...           ...  \n",
-       "2119              17            21  \n",
-       "2120               5             5  \n",
-       "2121               5             5  \n",
-       "2122               5             5  \n",
-       "2123               5             5  \n",
+       "       start_previous  end_previous  \n",
+       "0                   5             5  \n",
+       "1                   5             5  \n",
+       "2                   5             5  \n",
+       "3                   5             5  \n",
+       "4                   5             5  \n",
+       "...               ...           ...  \n",
+       "22632               5             5  \n",
+       "22633               5             5  \n",
+       "22634               5             5  \n",
+       "22635               5             5  \n",
+       "22636               5             5  \n",
        "\n",
-       "[2124 rows x 40 columns]"
+       "[22637 rows x 40 columns]"
       ]
      },
      "execution_count": 6,
@@ -840,148 +904,148 @@
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>tour_id</th>\n",
-       "      <th>variable</th>\n",
-       "      <th>0</th>\n",
-       "      <th>1</th>\n",
-       "      <th>2</th>\n",
-       "      <th>3</th>\n",
-       "      <th>4</th>\n",
-       "      <th>5</th>\n",
-       "      <th>6</th>\n",
-       "      <th>7</th>\n",
+       "      <th>start</th>\n",
+       "      <th>end</th>\n",
+       "      <th>duration</th>\n",
+       "      <th>tdd</th>\n",
+       "      <th>out_period</th>\n",
+       "      <th>in_period</th>\n",
+       "      <th>mode_choice_logsum</th>\n",
+       "      <th>util_free_flow_round_trip_auto_time_shift_effects_departure</th>\n",
+       "      <th>util_free_flow_round_trip_auto_time_shift_effects_duration</th>\n",
        "      <th>...</th>\n",
-       "      <th>180</th>\n",
-       "      <th>181</th>\n",
-       "      <th>182</th>\n",
-       "      <th>183</th>\n",
-       "      <th>184</th>\n",
-       "      <th>185</th>\n",
-       "      <th>186</th>\n",
-       "      <th>187</th>\n",
-       "      <th>188</th>\n",
-       "      <th>189</th>\n",
+       "      <th>util_arrival_constants_late</th>\n",
+       "      <th>util_duration_constants_0_to_2_hours</th>\n",
+       "      <th>util_duration_constants_3_to_4_hours</th>\n",
+       "      <th>util_duration_constants_5_to_6_hours</th>\n",
+       "      <th>util_duration_constants_7_to_8_hours</th>\n",
+       "      <th>util_duration_constants_9_hours</th>\n",
+       "      <th>util_duration_constants_10_hours</th>\n",
+       "      <th>util_duration_constants_11_hours</th>\n",
+       "      <th>util_duration_constants_12_to_13_hours</th>\n",
+       "      <th>util_duration_constants_14_to_18_hours</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>2961920</td>\n",
-       "      <td>duration</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2</td>\n",
-       "      <td>3</td>\n",
-       "      <td>4</td>\n",
+       "      <td>2966594</td>\n",
+       "      <td>5</td>\n",
        "      <td>5</td>\n",
-       "      <td>6</td>\n",
-       "      <td>7</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2</td>\n",
-       "      <td>3</td>\n",
        "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
        "      <td>0</td>\n",
+       "      <td>EA</td>\n",
+       "      <td>EA</td>\n",
+       "      <td>-0.897101</td>\n",
+       "      <td>163.399994</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>2961920</td>\n",
-       "      <td>end</td>\n",
+       "      <td>2966594</td>\n",
        "      <td>5</td>\n",
        "      <td>6</td>\n",
-       "      <td>7</td>\n",
-       "      <td>8</td>\n",
-       "      <td>9</td>\n",
-       "      <td>10</td>\n",
-       "      <td>11</td>\n",
-       "      <td>12</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>EA</td>\n",
+       "      <td>AM</td>\n",
+       "      <td>-1.333629</td>\n",
+       "      <td>163.399994</td>\n",
+       "      <td>32.680000</td>\n",
        "      <td>...</td>\n",
-       "      <td>20</td>\n",
-       "      <td>21</td>\n",
-       "      <td>22</td>\n",
-       "      <td>23</td>\n",
-       "      <td>21</td>\n",
-       "      <td>22</td>\n",
-       "      <td>23</td>\n",
-       "      <td>22</td>\n",
-       "      <td>23</td>\n",
-       "      <td>23</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>2961920</td>\n",
-       "      <td>in_period</td>\n",
+       "      <td>2966594</td>\n",
+       "      <td>5</td>\n",
+       "      <td>7</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
        "      <td>EA</td>\n",
        "      <td>AM</td>\n",
-       "      <td>AM</td>\n",
-       "      <td>AM</td>\n",
-       "      <td>AM</td>\n",
-       "      <td>MD</td>\n",
-       "      <td>MD</td>\n",
-       "      <td>MD</td>\n",
+       "      <td>-1.333629</td>\n",
+       "      <td>163.399994</td>\n",
+       "      <td>65.360001</td>\n",
        "      <td>...</td>\n",
-       "      <td>EV</td>\n",
-       "      <td>EV</td>\n",
-       "      <td>EV</td>\n",
-       "      <td>EV</td>\n",
-       "      <td>EV</td>\n",
-       "      <td>EV</td>\n",
-       "      <td>EV</td>\n",
-       "      <td>EV</td>\n",
-       "      <td>EV</td>\n",
-       "      <td>EV</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>2961920</td>\n",
-       "      <td>mode_choice_logsum</td>\n",
-       "      <td>-0.6808670711507444</td>\n",
-       "      <td>-0.9609052826735235</td>\n",
-       "      <td>-0.9609052826735235</td>\n",
-       "      <td>-0.9609052826735235</td>\n",
-       "      <td>-0.9609052826735235</td>\n",
-       "      <td>-1.1106688167107288</td>\n",
-       "      <td>-1.1106688167107288</td>\n",
-       "      <td>-1.1106688167107288</td>\n",
-       "      <td>...</td>\n",
-       "      <td>-0.8117834942924501</td>\n",
-       "      <td>-0.8117834942924501</td>\n",
-       "      <td>-0.8117834942924501</td>\n",
-       "      <td>-0.8117834942924501</td>\n",
-       "      <td>-0.8117834942924501</td>\n",
-       "      <td>-0.8117834942924501</td>\n",
-       "      <td>-0.8117834942924501</td>\n",
-       "      <td>-0.8117834942924501</td>\n",
-       "      <td>-0.8117834942924501</td>\n",
-       "      <td>-0.8117834942924501</td>\n",
+       "      <td>2966594</td>\n",
+       "      <td>5</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>EA</td>\n",
+       "      <td>AM</td>\n",
+       "      <td>-1.333629</td>\n",
+       "      <td>163.399994</td>\n",
+       "      <td>98.040001</td>\n",
+       "      <td>...</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>2961920</td>\n",
-       "      <td>out_period</td>\n",
-       "      <td>EA</td>\n",
-       "      <td>EA</td>\n",
-       "      <td>EA</td>\n",
-       "      <td>EA</td>\n",
-       "      <td>EA</td>\n",
-       "      <td>EA</td>\n",
-       "      <td>EA</td>\n",
+       "      <td>2966594</td>\n",
+       "      <td>5</td>\n",
+       "      <td>9</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
        "      <td>EA</td>\n",
+       "      <td>AM</td>\n",
+       "      <td>-1.333629</td>\n",
+       "      <td>163.399994</td>\n",
+       "      <td>130.720001</td>\n",
        "      <td>...</td>\n",
-       "      <td>EV</td>\n",
-       "      <td>EV</td>\n",
-       "      <td>EV</td>\n",
-       "      <td>EV</td>\n",
-       "      <td>EV</td>\n",
-       "      <td>EV</td>\n",
-       "      <td>EV</td>\n",
-       "      <td>EV</td>\n",
-       "      <td>EV</td>\n",
-       "      <td>EV</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>...</th>\n",
@@ -1008,9 +1072,20 @@
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>146551</th>\n",
-       "      <td>308122624</td>\n",
-       "      <td>util_subsequent_tour_must_start_after_previous...</td>\n",
+       "      <th>4222354</th>\n",
+       "      <td>309112036</td>\n",
+       "      <td>21</td>\n",
+       "      <td>22</td>\n",
+       "      <td>1</td>\n",
+       "      <td>185</td>\n",
+       "      <td>EV</td>\n",
+       "      <td>EV</td>\n",
+       "      <td>-2.780379</td>\n",
+       "      <td>1388.099976</td>\n",
+       "      <td>66.099998</td>\n",
+       "      <td>...</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
@@ -1019,9 +1094,22 @@
        "      <td>False</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4222355</th>\n",
+       "      <td>309112036</td>\n",
+       "      <td>21</td>\n",
+       "      <td>23</td>\n",
+       "      <td>2</td>\n",
+       "      <td>186</td>\n",
+       "      <td>EV</td>\n",
+       "      <td>EV</td>\n",
+       "      <td>-2.780379</td>\n",
+       "      <td>1388.099976</td>\n",
+       "      <td>132.199997</td>\n",
        "      <td>...</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
@@ -1032,81 +1120,44 @@
        "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>146552</th>\n",
-       "      <td>308122624</td>\n",
-       "      <td>util_tours_by_student_duration_lt_8_hrs</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
+       "      <th>4222356</th>\n",
+       "      <td>309112036</td>\n",
+       "      <td>22</td>\n",
+       "      <td>22</td>\n",
+       "      <td>0</td>\n",
+       "      <td>187</td>\n",
+       "      <td>EV</td>\n",
+       "      <td>EV</td>\n",
+       "      <td>-2.780379</td>\n",
+       "      <td>1454.199951</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>...</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>146553</th>\n",
-       "      <td>308122624</td>\n",
-       "      <td>util_tours_by_worker_duration_lt_8_hrs</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
+       "      <th>4222357</th>\n",
+       "      <td>309112036</td>\n",
+       "      <td>22</td>\n",
+       "      <td>23</td>\n",
+       "      <td>1</td>\n",
+       "      <td>188</td>\n",
+       "      <td>EV</td>\n",
+       "      <td>EV</td>\n",
+       "      <td>-2.780379</td>\n",
+       "      <td>1454.199951</td>\n",
+       "      <td>66.099998</td>\n",
        "      <td>...</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>146554</th>\n",
-       "      <td>308122624</td>\n",
-       "      <td>util_university_student_departure_shift_effects</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>...</td>\n",
-       "      <td>20</td>\n",
-       "      <td>20</td>\n",
-       "      <td>20</td>\n",
-       "      <td>20</td>\n",
-       "      <td>21</td>\n",
-       "      <td>21</td>\n",
-       "      <td>21</td>\n",
-       "      <td>22</td>\n",
-       "      <td>22</td>\n",
-       "      <td>23</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>146555</th>\n",
-       "      <td>308122624</td>\n",
-       "      <td>util_worker_13_to_15_arrival_interaction</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
@@ -1115,9 +1166,22 @@
        "      <td>False</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4222358</th>\n",
+       "      <td>309112036</td>\n",
+       "      <td>23</td>\n",
+       "      <td>23</td>\n",
+       "      <td>0</td>\n",
+       "      <td>189</td>\n",
+       "      <td>EV</td>\n",
+       "      <td>EV</td>\n",
+       "      <td>-2.780379</td>\n",
+       "      <td>1520.299927</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>...</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
@@ -1129,102 +1193,167 @@
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>146556 rows × 192 columns</p>\n",
+       "<p>4222359 rows × 71 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "          tour_id                                           variable  \\\n",
-       "0         2961920                                           duration   \n",
-       "1         2961920                                                end   \n",
-       "2         2961920                                          in_period   \n",
-       "3         2961920                                 mode_choice_logsum   \n",
-       "4         2961920                                         out_period   \n",
-       "...           ...                                                ...   \n",
-       "146551  308122624  util_subsequent_tour_must_start_after_previous...   \n",
-       "146552  308122624            util_tours_by_student_duration_lt_8_hrs   \n",
-       "146553  308122624             util_tours_by_worker_duration_lt_8_hrs   \n",
-       "146554  308122624    util_university_student_departure_shift_effects   \n",
-       "146555  308122624           util_worker_13_to_15_arrival_interaction   \n",
+       "           tour_id  start  end  duration  tdd out_period in_period  \\\n",
+       "0          2966594      5    5         0    0         EA        EA   \n",
+       "1          2966594      5    6         1    1         EA        AM   \n",
+       "2          2966594      5    7         2    2         EA        AM   \n",
+       "3          2966594      5    8         3    3         EA        AM   \n",
+       "4          2966594      5    9         4    4         EA        AM   \n",
+       "...            ...    ...  ...       ...  ...        ...       ...   \n",
+       "4222354  309112036     21   22         1  185         EV        EV   \n",
+       "4222355  309112036     21   23         2  186         EV        EV   \n",
+       "4222356  309112036     22   22         0  187         EV        EV   \n",
+       "4222357  309112036     22   23         1  188         EV        EV   \n",
+       "4222358  309112036     23   23         0  189         EV        EV   \n",
        "\n",
-       "                          0                    1                    2  \\\n",
-       "0                         0                    1                    2   \n",
-       "1                         5                    6                    7   \n",
-       "2                        EA                   AM                   AM   \n",
-       "3       -0.6808670711507444  -0.9609052826735235  -0.9609052826735235   \n",
-       "4                        EA                   EA                   EA   \n",
-       "...                     ...                  ...                  ...   \n",
-       "146551                False                False                False   \n",
-       "146552                 True                 True                 True   \n",
-       "146553                 True                 True                 True   \n",
-       "146554                    5                    5                    5   \n",
-       "146555                False                False                False   \n",
+       "         mode_choice_logsum  \\\n",
+       "0                 -0.897101   \n",
+       "1                 -1.333629   \n",
+       "2                 -1.333629   \n",
+       "3                 -1.333629   \n",
+       "4                 -1.333629   \n",
+       "...                     ...   \n",
+       "4222354           -2.780379   \n",
+       "4222355           -2.780379   \n",
+       "4222356           -2.780379   \n",
+       "4222357           -2.780379   \n",
+       "4222358           -2.780379   \n",
        "\n",
-       "                          3                    4                    5  \\\n",
-       "0                         3                    4                    5   \n",
-       "1                         8                    9                   10   \n",
-       "2                        AM                   AM                   MD   \n",
-       "3       -0.9609052826735235  -0.9609052826735235  -1.1106688167107288   \n",
-       "4                        EA                   EA                   EA   \n",
-       "...                     ...                  ...                  ...   \n",
-       "146551                False                False                False   \n",
-       "146552                 True                 True                 True   \n",
-       "146553                 True                 True                 True   \n",
-       "146554                    5                    5                    5   \n",
-       "146555                False                False                False   \n",
+       "         util_free_flow_round_trip_auto_time_shift_effects_departure  \\\n",
+       "0                                               163.399994             \n",
+       "1                                               163.399994             \n",
+       "2                                               163.399994             \n",
+       "3                                               163.399994             \n",
+       "4                                               163.399994             \n",
+       "...                                                    ...             \n",
+       "4222354                                        1388.099976             \n",
+       "4222355                                        1388.099976             \n",
+       "4222356                                        1454.199951             \n",
+       "4222357                                        1454.199951             \n",
+       "4222358                                        1520.299927             \n",
        "\n",
-       "                          6                    7  ...                  180  \\\n",
-       "0                         6                    7  ...                    0   \n",
-       "1                        11                   12  ...                   20   \n",
-       "2                        MD                   MD  ...                   EV   \n",
-       "3       -1.1106688167107288  -1.1106688167107288  ...  -0.8117834942924501   \n",
-       "4                        EA                   EA  ...                   EV   \n",
-       "...                     ...                  ...  ...                  ...   \n",
-       "146551                False                False  ...                False   \n",
-       "146552                 True                 True  ...                 True   \n",
-       "146553                 True                 True  ...                 True   \n",
-       "146554                    5                    5  ...                   20   \n",
-       "146555                False                False  ...                False   \n",
+       "         util_free_flow_round_trip_auto_time_shift_effects_duration  ...  \\\n",
+       "0                                                 0.000000           ...   \n",
+       "1                                                32.680000           ...   \n",
+       "2                                                65.360001           ...   \n",
+       "3                                                98.040001           ...   \n",
+       "4                                               130.720001           ...   \n",
+       "...                                                    ...           ...   \n",
+       "4222354                                          66.099998           ...   \n",
+       "4222355                                         132.199997           ...   \n",
+       "4222356                                           0.000000           ...   \n",
+       "4222357                                          66.099998           ...   \n",
+       "4222358                                           0.000000           ...   \n",
        "\n",
-       "                        181                  182                  183  \\\n",
-       "0                         1                    2                    3   \n",
-       "1                        21                   22                   23   \n",
-       "2                        EV                   EV                   EV   \n",
-       "3       -0.8117834942924501  -0.8117834942924501  -0.8117834942924501   \n",
-       "4                        EV                   EV                   EV   \n",
-       "...                     ...                  ...                  ...   \n",
-       "146551                False                False                False   \n",
-       "146552                 True                 True                 True   \n",
-       "146553                 True                 True                 True   \n",
-       "146554                   20                   20                   20   \n",
-       "146555                False                False                False   \n",
+       "         util_arrival_constants_late  util_duration_constants_0_to_2_hours  \\\n",
+       "0                              False                                  True   \n",
+       "1                              False                                  True   \n",
+       "2                              False                                  True   \n",
+       "3                              False                                 False   \n",
+       "4                              False                                 False   \n",
+       "...                              ...                                   ...   \n",
+       "4222354                         True                                  True   \n",
+       "4222355                         True                                  True   \n",
+       "4222356                         True                                  True   \n",
+       "4222357                         True                                  True   \n",
+       "4222358                         True                                  True   \n",
        "\n",
-       "                        184                  185                  186  \\\n",
-       "0                         0                    1                    2   \n",
-       "1                        21                   22                   23   \n",
-       "2                        EV                   EV                   EV   \n",
-       "3       -0.8117834942924501  -0.8117834942924501  -0.8117834942924501   \n",
-       "4                        EV                   EV                   EV   \n",
-       "...                     ...                  ...                  ...   \n",
-       "146551                False                False                False   \n",
-       "146552                 True                 True                 True   \n",
-       "146553                 True                 True                 True   \n",
-       "146554                   21                   21                   21   \n",
-       "146555                False                False                False   \n",
+       "         util_duration_constants_3_to_4_hours  \\\n",
+       "0                                       False   \n",
+       "1                                       False   \n",
+       "2                                       False   \n",
+       "3                                        True   \n",
+       "4                                        True   \n",
+       "...                                       ...   \n",
+       "4222354                                 False   \n",
+       "4222355                                 False   \n",
+       "4222356                                 False   \n",
+       "4222357                                 False   \n",
+       "4222358                                 False   \n",
        "\n",
-       "                        187                  188                  189  \n",
-       "0                         0                    1                    0  \n",
-       "1                        22                   23                   23  \n",
-       "2                        EV                   EV                   EV  \n",
-       "3       -0.8117834942924501  -0.8117834942924501  -0.8117834942924501  \n",
-       "4                        EV                   EV                   EV  \n",
-       "...                     ...                  ...                  ...  \n",
-       "146551                False                False                False  \n",
-       "146552                 True                 True                 True  \n",
-       "146553                 True                 True                 True  \n",
-       "146554                   22                   22                   23  \n",
-       "146555                False                False                False  \n",
+       "         util_duration_constants_5_to_6_hours  \\\n",
+       "0                                       False   \n",
+       "1                                       False   \n",
+       "2                                       False   \n",
+       "3                                       False   \n",
+       "4                                       False   \n",
+       "...                                       ...   \n",
+       "4222354                                 False   \n",
+       "4222355                                 False   \n",
+       "4222356                                 False   \n",
+       "4222357                                 False   \n",
+       "4222358                                 False   \n",
        "\n",
-       "[146556 rows x 192 columns]"
+       "         util_duration_constants_7_to_8_hours  \\\n",
+       "0                                       False   \n",
+       "1                                       False   \n",
+       "2                                       False   \n",
+       "3                                       False   \n",
+       "4                                       False   \n",
+       "...                                       ...   \n",
+       "4222354                                 False   \n",
+       "4222355                                 False   \n",
+       "4222356                                 False   \n",
+       "4222357                                 False   \n",
+       "4222358                                 False   \n",
+       "\n",
+       "         util_duration_constants_9_hours  util_duration_constants_10_hours  \\\n",
+       "0                                  False                             False   \n",
+       "1                                  False                             False   \n",
+       "2                                  False                             False   \n",
+       "3                                  False                             False   \n",
+       "4                                  False                             False   \n",
+       "...                                  ...                               ...   \n",
+       "4222354                            False                             False   \n",
+       "4222355                            False                             False   \n",
+       "4222356                            False                             False   \n",
+       "4222357                            False                             False   \n",
+       "4222358                            False                             False   \n",
+       "\n",
+       "         util_duration_constants_11_hours  \\\n",
+       "0                                   False   \n",
+       "1                                   False   \n",
+       "2                                   False   \n",
+       "3                                   False   \n",
+       "4                                   False   \n",
+       "...                                   ...   \n",
+       "4222354                             False   \n",
+       "4222355                             False   \n",
+       "4222356                             False   \n",
+       "4222357                             False   \n",
+       "4222358                             False   \n",
+       "\n",
+       "         util_duration_constants_12_to_13_hours  \\\n",
+       "0                                         False   \n",
+       "1                                         False   \n",
+       "2                                         False   \n",
+       "3                                         False   \n",
+       "4                                         False   \n",
+       "...                                         ...   \n",
+       "4222354                                   False   \n",
+       "4222355                                   False   \n",
+       "4222356                                   False   \n",
+       "4222357                                   False   \n",
+       "4222358                                   False   \n",
+       "\n",
+       "         util_duration_constants_14_to_18_hours  \n",
+       "0                                         False  \n",
+       "1                                         False  \n",
+       "2                                         False  \n",
+       "3                                         False  \n",
+       "4                                         False  \n",
+       "...                                         ...  \n",
+       "4222354                                   False  \n",
+       "4222355                                   False  \n",
+       "4222356                                   False  \n",
+       "4222357                                   False  \n",
+       "4222358                                   False  \n",
+       "\n",
+       "[4222359 rows x 71 columns]"
       ]
      },
      "execution_count": 7,
@@ -1254,13 +1383,47 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "req_data does not request avail_ca or avail_co but it is set and being provided\n"
+      "problem: chosen_but_not_available has (83 issues)\n"
      ]
     },
+    {
+     "data": {
+      "text/plain": [
+       "(<larch.Model (MNL) \"None\">,\n",
+       " ┣ chosen_but_not_available:    altid  n  example rows\n",
+       " ┃                           0     23  1          7136\n",
+       " ┃                           1     40  1          7611\n",
+       " ┃                           2     41  2    2673, 3979\n",
+       " ┃                           3     42  1         15549\n",
+       " ┃                           4     44  2  10390, 17539\n",
+       " ┃                           ..   ... ..           ...\n",
+       " ┃                           78   175  1         15501\n",
+       " ┃                           79   177  1         16777\n",
+       " ┃                           80   178  1          1665\n",
+       " ┃                           81   180  1          6817\n",
+       " ┃                           82   184  1         10510\n",
+       " ┃                           \n",
+       " ┃                           [83 rows x 3 columns])"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "model.doctor(repair_ch_av=\"-\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
     {
      "data": {
       "text/html": [
-       "<h3>Iteration 064 [Optimization terminated successfully] </h3>"
+       "<h3>Iteration 055 [Optimization terminated successfully] </h3>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -1272,7 +1435,7 @@
     {
      "data": {
       "text/html": [
-       "<p>Best LL = -8399.82196783851</p>"
+       "<p>Best LL = -89082.99255547294</p>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -1303,70 +1466,74 @@
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>value</th>\n",
+       "      <th>best</th>\n",
        "      <th>initvalue</th>\n",
-       "      <th>nullvalue</th>\n",
        "      <th>minimum</th>\n",
        "      <th>maximum</th>\n",
+       "      <th>nullvalue</th>\n",
        "      <th>holdfast</th>\n",
-       "      <th>note</th>\n",
-       "      <th>best</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>param_name</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>coef_adjacent_window_exists_after_this_arrival_hour_first_tour_interaction</th>\n",
-       "      <td>0.326676</td>\n",
+       "      <td>0.346120</td>\n",
+       "      <td>0.346120</td>\n",
        "      <td>0.362700</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.326676</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_adjacent_window_exists_after_this_arrival_hour_second_plus_tour_interaction</th>\n",
-       "      <td>0.298901</td>\n",
+       "      <td>-0.097167</td>\n",
+       "      <td>-0.097167</td>\n",
        "      <td>-0.101200</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.298901</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_adjacent_window_exists_before_this_departure_hour_first_tour_interaction</th>\n",
-       "      <td>-0.038388</td>\n",
+       "      <td>0.103758</td>\n",
+       "      <td>0.103758</td>\n",
        "      <td>0.177100</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.038388</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_adjacent_window_exists_before_this_departure_hour_second_plus_tour_interaction</th>\n",
-       "      <td>-0.012605</td>\n",
+       "      <td>-0.534895</td>\n",
+       "      <td>-0.534895</td>\n",
        "      <td>-0.212300</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.012605</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_arrival_constants_am_peak</th>\n",
-       "      <td>-2.527138</td>\n",
+       "      <td>-1.859817</td>\n",
+       "      <td>-1.859817</td>\n",
        "      <td>-1.854521</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-2.527138</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>...</th>\n",
@@ -1377,122 +1544,120 @@
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
-       "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_subsequent_of_2plus_work_tours_duration_lt_8_hrs</th>\n",
-       "      <td>5.443390</td>\n",
+       "      <td>2.609918</td>\n",
+       "      <td>2.609918</td>\n",
        "      <td>2.582000</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>5.443390</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_subsequent_tour_must_start_after_previous_tour_ends</th>\n",
        "      <td>-100.000000</td>\n",
        "      <td>-100.000000</td>\n",
+       "      <td>-100.000000</td>\n",
+       "      <td>-100.0</td>\n",
+       "      <td>-100.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>-25.0</td>\n",
-       "      <td>25.0</td>\n",
        "      <td>1</td>\n",
-       "      <td></td>\n",
-       "      <td>-100.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_tours_by_student_duration_lt_8_hrs</th>\n",
-       "      <td>20.927636</td>\n",
+       "      <td>2.619822</td>\n",
+       "      <td>2.619822</td>\n",
        "      <td>2.582000</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>20.927636</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_tours_by_worker_duration_lt_8_hrs</th>\n",
-       "      <td>19.258236</td>\n",
+       "      <td>0.950422</td>\n",
+       "      <td>0.950422</td>\n",
        "      <td>0.912600</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>19.258236</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_university_student_departure_shift_effects</th>\n",
-       "      <td>0.076480</td>\n",
+       "      <td>0.045387</td>\n",
+       "      <td>0.045387</td>\n",
        "      <td>0.057470</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.076480</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>63 rows × 8 columns</p>\n",
+       "<p>63 rows × 7 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "                                                         value   initvalue  \\\n",
-       "coef_adjacent_window_exists_after_this_arrival_...    0.326676    0.362700   \n",
-       "coef_adjacent_window_exists_after_this_arrival_...    0.298901   -0.101200   \n",
-       "coef_adjacent_window_exists_before_this_departu...   -0.038388    0.177100   \n",
-       "coef_adjacent_window_exists_before_this_departu...   -0.012605   -0.212300   \n",
-       "coef_arrival_constants_am_peak                       -2.527138   -1.854521   \n",
+       "                                                         value        best  \\\n",
+       "param_name                                                                   \n",
+       "coef_adjacent_window_exists_after_this_arrival_...    0.346120    0.346120   \n",
+       "coef_adjacent_window_exists_after_this_arrival_...   -0.097167   -0.097167   \n",
+       "coef_adjacent_window_exists_before_this_departu...    0.103758    0.103758   \n",
+       "coef_adjacent_window_exists_before_this_departu...   -0.534895   -0.534895   \n",
+       "coef_arrival_constants_am_peak                       -1.859817   -1.859817   \n",
        "...                                                        ...         ...   \n",
-       "coef_subsequent_of_2plus_work_tours_duration_lt...    5.443390    2.582000   \n",
+       "coef_subsequent_of_2plus_work_tours_duration_lt...    2.609918    2.609918   \n",
        "coef_subsequent_tour_must_start_after_previous_... -100.000000 -100.000000   \n",
-       "coef_tours_by_student_duration_lt_8_hrs              20.927636    2.582000   \n",
-       "coef_tours_by_worker_duration_lt_8_hrs               19.258236    0.912600   \n",
-       "coef_university_student_departure_shift_effects       0.076480    0.057470   \n",
+       "coef_tours_by_student_duration_lt_8_hrs               2.619822    2.619822   \n",
+       "coef_tours_by_worker_duration_lt_8_hrs                0.950422    0.950422   \n",
+       "coef_university_student_departure_shift_effects       0.045387    0.045387   \n",
        "\n",
-       "                                                    nullvalue  minimum  \\\n",
-       "coef_adjacent_window_exists_after_this_arrival_...        0.0    -25.0   \n",
-       "coef_adjacent_window_exists_after_this_arrival_...        0.0    -25.0   \n",
-       "coef_adjacent_window_exists_before_this_departu...        0.0    -25.0   \n",
-       "coef_adjacent_window_exists_before_this_departu...        0.0    -25.0   \n",
-       "coef_arrival_constants_am_peak                            0.0    -25.0   \n",
-       "...                                                       ...      ...   \n",
-       "coef_subsequent_of_2plus_work_tours_duration_lt...        0.0    -25.0   \n",
-       "coef_subsequent_tour_must_start_after_previous_...        0.0    -25.0   \n",
-       "coef_tours_by_student_duration_lt_8_hrs                   0.0    -25.0   \n",
-       "coef_tours_by_worker_duration_lt_8_hrs                    0.0    -25.0   \n",
-       "coef_university_student_departure_shift_effects           0.0    -25.0   \n",
+       "                                                     initvalue  minimum  \\\n",
+       "param_name                                                                \n",
+       "coef_adjacent_window_exists_after_this_arrival_...    0.362700    -25.0   \n",
+       "coef_adjacent_window_exists_after_this_arrival_...   -0.101200    -25.0   \n",
+       "coef_adjacent_window_exists_before_this_departu...    0.177100    -25.0   \n",
+       "coef_adjacent_window_exists_before_this_departu...   -0.212300    -25.0   \n",
+       "coef_arrival_constants_am_peak                       -1.854521    -25.0   \n",
+       "...                                                        ...      ...   \n",
+       "coef_subsequent_of_2plus_work_tours_duration_lt...    2.582000    -25.0   \n",
+       "coef_subsequent_tour_must_start_after_previous_... -100.000000   -100.0   \n",
+       "coef_tours_by_student_duration_lt_8_hrs               2.582000    -25.0   \n",
+       "coef_tours_by_worker_duration_lt_8_hrs                0.912600    -25.0   \n",
+       "coef_university_student_departure_shift_effects       0.057470    -25.0   \n",
        "\n",
-       "                                                    maximum  holdfast note  \\\n",
-       "coef_adjacent_window_exists_after_this_arrival_...     25.0         0        \n",
-       "coef_adjacent_window_exists_after_this_arrival_...     25.0         0        \n",
-       "coef_adjacent_window_exists_before_this_departu...     25.0         0        \n",
-       "coef_adjacent_window_exists_before_this_departu...     25.0         0        \n",
-       "coef_arrival_constants_am_peak                         25.0         0        \n",
-       "...                                                     ...       ...  ...   \n",
-       "coef_subsequent_of_2plus_work_tours_duration_lt...     25.0         0        \n",
-       "coef_subsequent_tour_must_start_after_previous_...     25.0         1        \n",
-       "coef_tours_by_student_duration_lt_8_hrs                25.0         0        \n",
-       "coef_tours_by_worker_duration_lt_8_hrs                 25.0         0        \n",
-       "coef_university_student_departure_shift_effects        25.0         0        \n",
+       "                                                    maximum  nullvalue  \\\n",
+       "param_name                                                               \n",
+       "coef_adjacent_window_exists_after_this_arrival_...     25.0        0.0   \n",
+       "coef_adjacent_window_exists_after_this_arrival_...     25.0        0.0   \n",
+       "coef_adjacent_window_exists_before_this_departu...     25.0        0.0   \n",
+       "coef_adjacent_window_exists_before_this_departu...     25.0        0.0   \n",
+       "coef_arrival_constants_am_peak                         25.0        0.0   \n",
+       "...                                                     ...        ...   \n",
+       "coef_subsequent_of_2plus_work_tours_duration_lt...     25.0        0.0   \n",
+       "coef_subsequent_tour_must_start_after_previous_...   -100.0        0.0   \n",
+       "coef_tours_by_student_duration_lt_8_hrs                25.0        0.0   \n",
+       "coef_tours_by_worker_duration_lt_8_hrs                 25.0        0.0   \n",
+       "coef_university_student_departure_shift_effects        25.0        0.0   \n",
        "\n",
-       "                                                          best  \n",
-       "coef_adjacent_window_exists_after_this_arrival_...    0.326676  \n",
-       "coef_adjacent_window_exists_after_this_arrival_...    0.298901  \n",
-       "coef_adjacent_window_exists_before_this_departu...   -0.038388  \n",
-       "coef_adjacent_window_exists_before_this_departu...   -0.012605  \n",
-       "coef_arrival_constants_am_peak                       -2.527138  \n",
-       "...                                                        ...  \n",
-       "coef_subsequent_of_2plus_work_tours_duration_lt...    5.443390  \n",
-       "coef_subsequent_tour_must_start_after_previous_... -100.000000  \n",
-       "coef_tours_by_student_duration_lt_8_hrs              20.927636  \n",
-       "coef_tours_by_worker_duration_lt_8_hrs               19.258236  \n",
-       "coef_university_student_departure_shift_effects       0.076480  \n",
+       "                                                    holdfast  \n",
+       "param_name                                                    \n",
+       "coef_adjacent_window_exists_after_this_arrival_...         0  \n",
+       "coef_adjacent_window_exists_after_this_arrival_...         0  \n",
+       "coef_adjacent_window_exists_before_this_departu...         0  \n",
+       "coef_adjacent_window_exists_before_this_departu...         0  \n",
+       "coef_arrival_constants_am_peak                             0  \n",
+       "...                                                      ...  \n",
+       "coef_subsequent_of_2plus_work_tours_duration_lt...         0  \n",
+       "coef_subsequent_tour_must_start_after_previous_...         1  \n",
+       "coef_tours_by_student_duration_lt_8_hrs                    0  \n",
+       "coef_tours_by_worker_duration_lt_8_hrs                     0  \n",
+       "coef_university_student_departure_shift_effects            0  \n",
        "\n",
-       "[63 rows x 8 columns]"
+       "[63 rows x 7 columns]"
       ]
      },
      "metadata": {},
@@ -1502,10 +1667,8 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "<ipython-input-8-5091d419e17b>:1: PossibleOverspecification: WARNING: Model is possibly over-specified (hessian is nearly singular).\n",
-      "  model.estimate()\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.580800976238575e-22 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n"
+      "/Users/jpn/Git/est-mode/larch/src/larch/model/jaxmodel.py:1156: PossibleOverspecification: Model is possibly over-specified (hessian is nearly singular).\n",
+      "  self.calculate_parameter_covariance()\n"
      ]
     },
     {
@@ -1521,23 +1684,23 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>coef_adjacent_window_exists_after_this_arrival_hour_first_tour_interaction</th>\n",
-       "      <td>0.326676</td>\n",
+       "      <td>0.346120</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_adjacent_window_exists_after_this_arrival_hour_second_plus_tour_interaction</th>\n",
-       "      <td>0.298901</td>\n",
+       "      <td>-0.097167</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_adjacent_window_exists_before_this_departure_hour_first_tour_interaction</th>\n",
-       "      <td>-0.038388</td>\n",
+       "      <td>0.103758</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_adjacent_window_exists_before_this_departure_hour_second_plus_tour_interaction</th>\n",
-       "      <td>-0.012605</td>\n",
+       "      <td>-0.534895</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_arrival_constants_am_peak</th>\n",
-       "      <td>-2.527138</td>\n",
+       "      <td>-1.859817</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_arrival_constants_early</th>\n",
@@ -1545,19 +1708,19 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_arrival_constants_evening</th>\n",
-       "      <td>-0.085796</td>\n",
+       "      <td>0.108541</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_arrival_constants_late</th>\n",
-       "      <td>-1.221408</td>\n",
+       "      <td>-0.888178</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_arrival_constants_midday_1</th>\n",
-       "      <td>-0.489736</td>\n",
+       "      <td>-0.478024</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_arrival_constants_midday_2</th>\n",
-       "      <td>-0.383260</td>\n",
+       "      <td>-0.405187</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_arrival_constants_pm_peak_1</th>\n",
@@ -1565,19 +1728,19 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_arrival_constants_pm_peak_2</th>\n",
-       "      <td>0.202005</td>\n",
+       "      <td>0.320157</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_arrival_constants_pm_peak_3</th>\n",
-       "      <td>0.572524</td>\n",
+       "      <td>0.736762</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_arrival_constants_pm_peak_4</th>\n",
-       "      <td>0.705592</td>\n",
+       "      <td>0.834430</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_departure_constants_am_peak_1</th>\n",
-       "      <td>-0.641898</td>\n",
+       "      <td>-0.600877</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_departure_constants_am_peak_2</th>\n",
@@ -1585,55 +1748,55 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_departure_constants_am_peak_3</th>\n",
-       "      <td>-0.323006</td>\n",
+       "      <td>-0.221080</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_departure_constants_am_peak_4</th>\n",
-       "      <td>-1.220042</td>\n",
+       "      <td>-1.207929</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_departure_constants_early</th>\n",
-       "      <td>-0.889376</td>\n",
+       "      <td>-0.930812</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_departure_constants_evening</th>\n",
-       "      <td>-1.989402</td>\n",
+       "      <td>-1.498679</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_departure_constants_late</th>\n",
-       "      <td>-2.936685</td>\n",
+       "      <td>-2.893575</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_departure_constants_midday_1</th>\n",
-       "      <td>-1.826700</td>\n",
+       "      <td>-1.684758</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_departure_constants_midday_2</th>\n",
-       "      <td>-1.878783</td>\n",
+       "      <td>-1.708659</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_departure_constants_pm_peak</th>\n",
-       "      <td>-1.691847</td>\n",
+       "      <td>-1.375804</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_destination_in_cbd_departure_shift_effects</th>\n",
-       "      <td>0.028678</td>\n",
+       "      <td>0.057883</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_destination_in_cbd_duration_shift_effects</th>\n",
-       "      <td>0.096673</td>\n",
+       "      <td>0.070217</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_destination_in_cbd_early_departure_interaction</th>\n",
-       "      <td>-0.419959</td>\n",
+       "      <td>-0.365371</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_destination_in_cbd_late_arrival_interaction</th>\n",
-       "      <td>-0.266935</td>\n",
+       "      <td>-0.156618</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_constants_0_to_2_hours</th>\n",
-       "      <td>-2.062403</td>\n",
+       "      <td>-2.598564</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_constants_10_hours</th>\n",
@@ -1641,75 +1804,75 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_constants_11_hours</th>\n",
-       "      <td>-0.358479</td>\n",
+       "      <td>-0.316543</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_constants_12_to_13_hours</th>\n",
-       "      <td>-1.132000</td>\n",
+       "      <td>-0.998700</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_constants_14_to_18_hours</th>\n",
-       "      <td>-1.854875</td>\n",
+       "      <td>-1.641305</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_constants_3_to_4_hours</th>\n",
-       "      <td>-0.600278</td>\n",
+       "      <td>-0.976620</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_constants_5_to_6_hours</th>\n",
-       "      <td>-0.343562</td>\n",
+       "      <td>-0.786160</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_constants_7_to_8_hours</th>\n",
-       "      <td>-0.033981</td>\n",
+       "      <td>-0.191835</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_constants_9_hours</th>\n",
-       "      <td>0.137251</td>\n",
+       "      <td>0.041325</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_first_of_2plus_work_tours_departure_shift_effects</th>\n",
-       "      <td>-0.289684</td>\n",
+       "      <td>-0.286911</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_first_of_2plus_work_tours_duration_lt_8_hrs</th>\n",
-       "      <td>1.916784</td>\n",
+       "      <td>2.160421</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_first_of_2plus_work_tours_duration_shift_effects</th>\n",
-       "      <td>-0.286185</td>\n",
+       "      <td>-0.159326</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_free_flow_round_trip_auto_time_shift_effects_departure</th>\n",
-       "      <td>0.000599</td>\n",
+       "      <td>-0.001158</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_free_flow_round_trip_auto_time_shift_effects_duration</th>\n",
-       "      <td>0.004216</td>\n",
+       "      <td>0.002097</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_full_time_worker_10_to_12_departure_interaction</th>\n",
-       "      <td>-0.678250</td>\n",
+       "      <td>-0.474411</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_full_time_worker_duration_lt_9_hours_interaction</th>\n",
-       "      <td>-1.357293</td>\n",
+       "      <td>-1.190464</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_household_income_departure_shift_effects</th>\n",
-       "      <td>0.000111</td>\n",
+       "      <td>0.000219</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_household_income_early_departure_interaction</th>\n",
-       "      <td>-0.582774</td>\n",
+       "      <td>-0.462242</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_household_income_late_arrival_interaction</th>\n",
-       "      <td>0.029954</td>\n",
+       "      <td>-0.560334</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_mode_choice_logsum</th>\n",
-       "      <td>0.247114</td>\n",
+       "      <td>0.666366</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_non_working_adult_duration_shift_effects</th>\n",
@@ -1717,23 +1880,23 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_part_time_worker_13_to_15_arrival_interaction</th>\n",
-       "      <td>0.375322</td>\n",
+       "      <td>0.687690</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_part_time_worker_departure_shift_effects</th>\n",
-       "      <td>0.095094</td>\n",
+       "      <td>0.058805</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_previously_scheduled_tour_begins_in_this_arrival_hour</th>\n",
-       "      <td>-6.724955</td>\n",
+       "      <td>-1.250685</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_previously_scheduled_tour_ends_in_this_departure_hour</th>\n",
-       "      <td>0.258853</td>\n",
+       "      <td>-0.563627</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_remaining_tours_to_be_scheduled_div_number_of_unscheduled_hours</th>\n",
-       "      <td>-6.865187</td>\n",
+       "      <td>-18.677135</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_rural_household_early_departure_interaction</th>\n",
@@ -1745,34 +1908,34 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_subsequent_2plus_work_departure_tours_shift_effects</th>\n",
-       "      <td>0.060824</td>\n",
+       "      <td>0.059853</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_subsequent_2plus_work_duration_tours_shift_effects</th>\n",
-       "      <td>-0.080957</td>\n",
+       "      <td>-0.352513</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_subsequent_of_2plus_work_tours_duration_lt_8_hrs</th>\n",
-       "      <td>5.443390</td>\n",
+       "      <td>2.609918</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_subsequent_tour_must_start_after_previous_tour_ends</th>\n",
-       "      <td>-25.000000</td>\n",
+       "      <td>-100.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_tours_by_student_duration_lt_8_hrs</th>\n",
-       "      <td>20.927636</td>\n",
+       "      <td>2.619822</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_tours_by_worker_duration_lt_8_hrs</th>\n",
-       "      <td>19.258236</td>\n",
+       "      <td>0.950422</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_university_student_departure_shift_effects</th>\n",
-       "      <td>0.076480</td>\n",
+       "      <td>0.045387</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
-       "</table></td></tr><tr><td>loglike</td><td style=\"text-align:left;\">-8399.82196783851</td></tr><tr><td>d_loglike</td><td style=\"text-align:left;\"><table border=\"1\" class=\"dataframe\">\n",
+       "</table></td></tr><tr><td>logloss</td><td style=\"text-align:left;\">3.971246101795334</td></tr><tr><td>d_logloss</td><td style=\"text-align:left;\"><table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
@@ -1782,23 +1945,23 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>coef_adjacent_window_exists_after_this_arrival_hour_first_tour_interaction</th>\n",
-       "      <td>6.227709e-05</td>\n",
+       "      <td>-2.476569e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_adjacent_window_exists_after_this_arrival_hour_second_plus_tour_interaction</th>\n",
-       "      <td>-3.094051e-04</td>\n",
+       "      <td>2.401362e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_adjacent_window_exists_before_this_departure_hour_first_tour_interaction</th>\n",
-       "      <td>2.047044e-04</td>\n",
+       "      <td>-3.242733e-07</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_adjacent_window_exists_before_this_departure_hour_second_plus_tour_interaction</th>\n",
-       "      <td>1.044967e-04</td>\n",
+       "      <td>1.721606e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_arrival_constants_am_peak</th>\n",
-       "      <td>-2.094941e-05</td>\n",
+       "      <td>6.908123e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_arrival_constants_early</th>\n",
@@ -1806,19 +1969,19 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_arrival_constants_evening</th>\n",
-       "      <td>-2.523831e-04</td>\n",
+       "      <td>7.288184e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_arrival_constants_late</th>\n",
-       "      <td>-1.447395e-03</td>\n",
+       "      <td>-9.483020e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_arrival_constants_midday_1</th>\n",
-       "      <td>2.766105e-04</td>\n",
+       "      <td>-4.017493e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_arrival_constants_midday_2</th>\n",
-       "      <td>7.345342e-04</td>\n",
+       "      <td>-6.167975e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_arrival_constants_pm_peak_1</th>\n",
@@ -1826,19 +1989,19 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_arrival_constants_pm_peak_2</th>\n",
-       "      <td>7.327399e-04</td>\n",
+       "      <td>-3.095877e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_arrival_constants_pm_peak_3</th>\n",
-       "      <td>4.196985e-04</td>\n",
+       "      <td>-1.941954e-04</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_arrival_constants_pm_peak_4</th>\n",
-       "      <td>-6.906812e-04</td>\n",
+       "      <td>9.466248e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_departure_constants_am_peak_1</th>\n",
-       "      <td>1.225866e-03</td>\n",
+       "      <td>5.666160e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_departure_constants_am_peak_2</th>\n",
@@ -1846,55 +2009,55 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_departure_constants_am_peak_3</th>\n",
-       "      <td>1.473105e-03</td>\n",
+       "      <td>-1.055621e-04</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_departure_constants_am_peak_4</th>\n",
-       "      <td>-1.160737e-03</td>\n",
+       "      <td>1.197416e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_departure_constants_early</th>\n",
-       "      <td>1.279229e-03</td>\n",
+       "      <td>-4.303027e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_departure_constants_evening</th>\n",
-       "      <td>-7.494769e-04</td>\n",
+       "      <td>4.847181e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_departure_constants_late</th>\n",
-       "      <td>-3.382858e-04</td>\n",
+       "      <td>-1.550132e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_departure_constants_midday_1</th>\n",
-       "      <td>3.335414e-05</td>\n",
+       "      <td>4.834936e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_departure_constants_midday_2</th>\n",
-       "      <td>-2.645412e-03</td>\n",
+       "      <td>-1.698437e-04</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_departure_constants_pm_peak</th>\n",
-       "      <td>-1.917919e-03</td>\n",
+       "      <td>1.852010e-04</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_destination_in_cbd_departure_shift_effects</th>\n",
-       "      <td>-4.480046e-02</td>\n",
+       "      <td>2.109060e-04</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_destination_in_cbd_duration_shift_effects</th>\n",
-       "      <td>2.390663e-02</td>\n",
+       "      <td>5.183584e-04</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_destination_in_cbd_early_departure_interaction</th>\n",
-       "      <td>1.038321e-03</td>\n",
+       "      <td>8.561721e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_destination_in_cbd_late_arrival_interaction</th>\n",
-       "      <td>-7.345503e-04</td>\n",
+       "      <td>3.056000e-06</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_constants_0_to_2_hours</th>\n",
-       "      <td>-1.367149e-03</td>\n",
+       "      <td>7.551894e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_constants_10_hours</th>\n",
@@ -1902,75 +2065,75 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_constants_11_hours</th>\n",
-       "      <td>7.690066e-04</td>\n",
+       "      <td>-5.843846e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_constants_12_to_13_hours</th>\n",
-       "      <td>1.653562e-03</td>\n",
+       "      <td>6.715821e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_constants_14_to_18_hours</th>\n",
-       "      <td>1.225821e-03</td>\n",
+       "      <td>1.601895e-04</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_constants_3_to_4_hours</th>\n",
-       "      <td>-1.640102e-03</td>\n",
+       "      <td>-3.312036e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_constants_5_to_6_hours</th>\n",
-       "      <td>-5.618970e-04</td>\n",
+       "      <td>-1.248871e-04</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_constants_7_to_8_hours</th>\n",
-       "      <td>4.597377e-04</td>\n",
+       "      <td>1.212099e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_constants_9_hours</th>\n",
-       "      <td>-7.212915e-04</td>\n",
+       "      <td>-1.193587e-04</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_first_of_2plus_work_tours_departure_shift_effects</th>\n",
-       "      <td>-6.512833e-03</td>\n",
+       "      <td>6.406568e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_first_of_2plus_work_tours_duration_lt_8_hrs</th>\n",
-       "      <td>-2.321194e-04</td>\n",
+       "      <td>1.190483e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_first_of_2plus_work_tours_duration_shift_effects</th>\n",
-       "      <td>3.977570e-03</td>\n",
+       "      <td>-9.017286e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_free_flow_round_trip_auto_time_shift_effects_departure</th>\n",
-       "      <td>-9.773028e-01</td>\n",
+       "      <td>-1.930899e-03</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_free_flow_round_trip_auto_time_shift_effects_duration</th>\n",
-       "      <td>6.851835e-01</td>\n",
+       "      <td>3.916590e-04</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_full_time_worker_10_to_12_departure_interaction</th>\n",
-       "      <td>-1.959177e-04</td>\n",
+       "      <td>2.789068e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_full_time_worker_duration_lt_9_hours_interaction</th>\n",
-       "      <td>-2.085279e-03</td>\n",
+       "      <td>-5.147377e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_household_income_departure_shift_effects</th>\n",
-       "      <td>-6.023402e+00</td>\n",
+       "      <td>-8.126657e-03</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_household_income_early_departure_interaction</th>\n",
-       "      <td>9.200981e-05</td>\n",
+       "      <td>-4.696739e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_household_income_late_arrival_interaction</th>\n",
-       "      <td>-2.749490e-04</td>\n",
+       "      <td>5.039132e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_mode_choice_logsum</th>\n",
-       "      <td>-1.198356e-03</td>\n",
+       "      <td>1.368051e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_non_working_adult_duration_shift_effects</th>\n",
@@ -1978,23 +2141,23 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_part_time_worker_13_to_15_arrival_interaction</th>\n",
-       "      <td>3.494690e-04</td>\n",
+       "      <td>2.401302e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_part_time_worker_departure_shift_effects</th>\n",
-       "      <td>-7.745591e-03</td>\n",
+       "      <td>1.505693e-04</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_previously_scheduled_tour_begins_in_this_arrival_hour</th>\n",
-       "      <td>-4.665139e-05</td>\n",
+       "      <td>1.307335e-04</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_previously_scheduled_tour_ends_in_this_departure_hour</th>\n",
-       "      <td>-2.485873e-05</td>\n",
+       "      <td>-6.743726e-06</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_remaining_tours_to_be_scheduled_div_number_of_unscheduled_hours</th>\n",
-       "      <td>2.255476e-06</td>\n",
+       "      <td>6.820090e-06</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_rural_household_early_departure_interaction</th>\n",
@@ -2006,15 +2169,15 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_subsequent_2plus_work_departure_tours_shift_effects</th>\n",
-       "      <td>-8.338787e-03</td>\n",
+       "      <td>-3.661524e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_subsequent_2plus_work_duration_tours_shift_effects</th>\n",
-       "      <td>7.065869e-04</td>\n",
+       "      <td>2.967934e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_subsequent_of_2plus_work_tours_duration_lt_8_hrs</th>\n",
-       "      <td>-2.124468e-04</td>\n",
+       "      <td>3.755607e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_subsequent_tour_must_start_after_previous_tour_ends</th>\n",
@@ -2022,65 +2185,65 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_tours_by_student_duration_lt_8_hrs</th>\n",
-       "      <td>-7.862668e-16</td>\n",
+       "      <td>5.453713e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_tours_by_worker_duration_lt_8_hrs</th>\n",
-       "      <td>-7.862668e-16</td>\n",
+       "      <td>5.453713e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_university_student_departure_shift_effects</th>\n",
-       "      <td>-1.306805e-02</td>\n",
+       "      <td>5.979971e-05</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
-       "</table></td></tr><tr><td>nit</td><td style=\"text-align:left;\">64</td></tr><tr><td>nfev</td><td style=\"text-align:left;\">177</td></tr><tr><td>njev</td><td style=\"text-align:left;\">64</td></tr><tr><td>status</td><td style=\"text-align:left;\">0</td></tr><tr><td>message</td><td style=\"text-align:left;\">'Optimization terminated successfully'</td></tr><tr><td>success</td><td style=\"text-align:left;\">True</td></tr><tr><td>elapsed_time</td><td style=\"text-align:left;\">0:00:08.813504</td></tr><tr><td>method</td><td style=\"text-align:left;\">'slsqp'</td></tr><tr><td>n_cases</td><td style=\"text-align:left;\">2124</td></tr><tr><td>iteration_number</td><td style=\"text-align:left;\">64</td></tr><tr><td>logloss</td><td style=\"text-align:left;\">3.954718440601935</td></tr></table></div>"
+       "</table></td></tr><tr><td>nit</td><td style=\"text-align:left;\">55</td></tr><tr><td>nfev</td><td style=\"text-align:left;\">69</td></tr><tr><td>njev</td><td style=\"text-align:left;\">55</td></tr><tr><td>status</td><td style=\"text-align:left;\">0</td></tr><tr><td>message</td><td style=\"text-align:left;\">'Optimization terminated successfully'</td></tr><tr><td>success</td><td style=\"text-align:left;\">True</td></tr><tr><td>elapsed_time</td><td style=\"text-align:left;\">0:00:40.125911</td></tr><tr><td>method</td><td style=\"text-align:left;\">'slsqp'</td></tr><tr><td>n_cases</td><td style=\"text-align:left;\">22637</td></tr><tr><td>iteration_number</td><td style=\"text-align:left;\">55</td></tr><tr><td>loglike</td><td style=\"text-align:left;\">-89082.99255547294</td></tr></table></div>"
       ],
       "text/plain": [
-       "┣                x: coef_adjacent_window_exists_after_this_arrival_hour_first_tour_interaction              0.326676\n",
-       "┃                   coef_adjacent_window_exists_after_this_arrival_hour_second_plus_tour_interaction        0.298901\n",
-       "┃                   coef_adjacent_window_exists_before_this_departure_hour_first_tour_interaction          -0.038388\n",
-       "┃                   coef_adjacent_window_exists_before_this_departure_hour_second_plus_tour_interaction    -0.012605\n",
-       "┃                   coef_arrival_constants_am_peak                                                         -2.527138\n",
-       "┃                                                                                                            ...    \n",
-       "┃                   coef_subsequent_of_2plus_work_tours_duration_lt_8_hrs                                   5.443390\n",
-       "┃                   coef_subsequent_tour_must_start_after_previous_tour_ends                              -25.000000\n",
-       "┃                   coef_tours_by_student_duration_lt_8_hrs                                                20.927636\n",
-       "┃                   coef_tours_by_worker_duration_lt_8_hrs                                                 19.258236\n",
-       "┃                   coef_university_student_departure_shift_effects                                         0.076480\n",
+       "┣                x: coef_adjacent_window_exists_after_this_arrival_hour_first_tour_interaction               0.346120\n",
+       "┃                   coef_adjacent_window_exists_after_this_arrival_hour_second_plus_tour_interaction        -0.097167\n",
+       "┃                   coef_adjacent_window_exists_before_this_departure_hour_first_tour_interaction            0.103758\n",
+       "┃                   coef_adjacent_window_exists_before_this_departure_hour_second_plus_tour_interaction     -0.534895\n",
+       "┃                   coef_arrival_constants_am_peak                                                          -1.859817\n",
+       "┃                                                                                                             ...    \n",
+       "┃                   coef_subsequent_of_2plus_work_tours_duration_lt_8_hrs                                    2.609918\n",
+       "┃                   coef_subsequent_tour_must_start_after_previous_tour_ends                              -100.000000\n",
+       "┃                   coef_tours_by_student_duration_lt_8_hrs                                                  2.619822\n",
+       "┃                   coef_tours_by_worker_duration_lt_8_hrs                                                   0.950422\n",
+       "┃                   coef_university_student_departure_shift_effects                                          0.045387\n",
        "┃                   Length: 63, dtype: float64\n",
-       "┣          loglike: -8399.82196783851\n",
-       "┣        d_loglike: coef_adjacent_window_exists_after_this_arrival_hour_first_tour_interaction             6.227709e-05\n",
-       "┃                   coef_adjacent_window_exists_after_this_arrival_hour_second_plus_tour_interaction      -3.094051e-04\n",
-       "┃                   coef_adjacent_window_exists_before_this_departure_hour_first_tour_interaction          2.047044e-04\n",
-       "┃                   coef_adjacent_window_exists_before_this_departure_hour_second_plus_tour_interaction    1.044967e-04\n",
-       "┃                   coef_arrival_constants_am_peak                                                        -2.094941e-05\n",
+       "┣          logloss: 3.971246101795334\n",
+       "┣        d_logloss: coef_adjacent_window_exists_after_this_arrival_hour_first_tour_interaction            -2.476569e-05\n",
+       "┃                   coef_adjacent_window_exists_after_this_arrival_hour_second_plus_tour_interaction       2.401362e-05\n",
+       "┃                   coef_adjacent_window_exists_before_this_departure_hour_first_tour_interaction         -3.242733e-07\n",
+       "┃                   coef_adjacent_window_exists_before_this_departure_hour_second_plus_tour_interaction    1.721606e-05\n",
+       "┃                   coef_arrival_constants_am_peak                                                         6.908123e-05\n",
        "┃                                                                                                              ...     \n",
-       "┃                   coef_subsequent_of_2plus_work_tours_duration_lt_8_hrs                                 -2.124468e-04\n",
+       "┃                   coef_subsequent_of_2plus_work_tours_duration_lt_8_hrs                                  3.755607e-05\n",
        "┃                   coef_subsequent_tour_must_start_after_previous_tour_ends                               0.000000e+00\n",
-       "┃                   coef_tours_by_student_duration_lt_8_hrs                                               -7.862668e-16\n",
-       "┃                   coef_tours_by_worker_duration_lt_8_hrs                                                -7.862668e-16\n",
-       "┃                   coef_university_student_departure_shift_effects                                       -1.306805e-02\n",
+       "┃                   coef_tours_by_student_duration_lt_8_hrs                                                5.453713e-05\n",
+       "┃                   coef_tours_by_worker_duration_lt_8_hrs                                                 5.453713e-05\n",
+       "┃                   coef_university_student_departure_shift_effects                                        5.979971e-05\n",
        "┃                   Length: 63, dtype: float64\n",
-       "┣              nit: 64\n",
-       "┣             nfev: 177\n",
-       "┣             njev: 64\n",
+       "┣              nit: 55\n",
+       "┣             nfev: 69\n",
+       "┣             njev: 55\n",
        "┣           status: 0\n",
        "┣          message: 'Optimization terminated successfully'\n",
        "┣          success: True\n",
-       "┣     elapsed_time: datetime.timedelta(seconds=8, microseconds=813504)\n",
+       "┣     elapsed_time: datetime.timedelta(seconds=40, microseconds=125911)\n",
        "┣           method: 'slsqp'\n",
-       "┣          n_cases: 2124\n",
-       "┣ iteration_number: 64\n",
-       "┣          logloss: 3.954718440601935"
+       "┣          n_cases: 22637\n",
+       "┣ iteration_number: 55\n",
+       "┣          loglike: -89082.99255547294"
       ]
      },
-     "execution_count": 8,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "model.estimate()"
+    "model.estimate(maxiter=900)"
    ]
   },
   {
@@ -2092,596 +2255,622 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
      "data": {
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-       "            font-family: monospace;\n",
-       "        }</style><table id=\"T_4909e_\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >Value</th>        <th class=\"col_heading level0 col1\" >Std Err</th>        <th class=\"col_heading level0 col2\" >t Stat</th>        <th class=\"col_heading level0 col3\" >Signif</th>        <th class=\"col_heading level0 col4\" >Null Value</th>        <th class=\"col_heading level0 col5\" >Constrained</th>    </tr></thead><tbody>\n",
-       "                <tr>\n",
-       "                        <th id=\"T_4909e_level0_row0\" class=\"row_heading level0 row0\" >coef_adjacent_window_exists_after_this_arrival_hour_first_tour_interaction</th>\n",
-       "                        <td id=\"T_4909e_row0_col0\" class=\"data row0 col0\" > 0.327</td>\n",
-       "                        <td id=\"T_4909e_row0_col1\" class=\"data row0 col1\" > 0.208</td>\n",
-       "                        <td id=\"T_4909e_row0_col2\" class=\"data row0 col2\" > 1.57</td>\n",
-       "                        <td id=\"T_4909e_row0_col3\" class=\"data row0 col3\" ></td>\n",
-       "                        <td id=\"T_4909e_row0_col4\" class=\"data row0 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_4909e_row0_col5\" class=\"data row0 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_4909e_level0_row1\" class=\"row_heading level0 row1\" >coef_adjacent_window_exists_after_this_arrival_hour_second_plus_tour_interaction</th>\n",
-       "                        <td id=\"T_4909e_row1_col0\" class=\"data row1 col0\" > 0.299</td>\n",
-       "                        <td id=\"T_4909e_row1_col1\" class=\"data row1 col1\" > 0.244</td>\n",
-       "                        <td id=\"T_4909e_row1_col2\" class=\"data row1 col2\" > 1.23</td>\n",
-       "                        <td id=\"T_4909e_row1_col3\" class=\"data row1 col3\" ></td>\n",
-       "                        <td id=\"T_4909e_row1_col4\" class=\"data row1 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_4909e_row1_col5\" class=\"data row1 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_4909e_level0_row2\" class=\"row_heading level0 row2\" >coef_adjacent_window_exists_before_this_departure_hour_first_tour_interaction</th>\n",
-       "                        <td id=\"T_4909e_row2_col0\" class=\"data row2 col0\" >-0.0384</td>\n",
-       "                        <td id=\"T_4909e_row2_col1\" class=\"data row2 col1\" > 0.207</td>\n",
-       "                        <td id=\"T_4909e_row2_col2\" class=\"data row2 col2\" >-0.19</td>\n",
-       "                        <td id=\"T_4909e_row2_col3\" class=\"data row2 col3\" ></td>\n",
-       "                        <td id=\"T_4909e_row2_col4\" class=\"data row2 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_4909e_row2_col5\" class=\"data row2 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_4909e_level0_row3\" class=\"row_heading level0 row3\" >coef_adjacent_window_exists_before_this_departure_hour_second_plus_tour_interaction</th>\n",
-       "                        <td id=\"T_4909e_row3_col0\" class=\"data row3 col0\" >-0.0126</td>\n",
-       "                        <td id=\"T_4909e_row3_col1\" class=\"data row3 col1\" > 0.274</td>\n",
-       "                        <td id=\"T_4909e_row3_col2\" class=\"data row3 col2\" >-0.05</td>\n",
-       "                        <td id=\"T_4909e_row3_col3\" class=\"data row3 col3\" ></td>\n",
-       "                        <td id=\"T_4909e_row3_col4\" class=\"data row3 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_4909e_row3_col5\" class=\"data row3 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_4909e_level0_row4\" class=\"row_heading level0 row4\" >coef_arrival_constants_am_peak</th>\n",
-       "                        <td id=\"T_4909e_row4_col0\" class=\"data row4 col0\" >-2.53</td>\n",
-       "                        <td id=\"T_4909e_row4_col1\" class=\"data row4 col1\" > 0.539</td>\n",
-       "                        <td id=\"T_4909e_row4_col2\" class=\"data row4 col2\" >-4.68</td>\n",
-       "                        <td id=\"T_4909e_row4_col3\" class=\"data row4 col3\" >***</td>\n",
-       "                        <td id=\"T_4909e_row4_col4\" class=\"data row4 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_4909e_row4_col5\" class=\"data row4 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_4909e_level0_row5\" class=\"row_heading level0 row5\" >coef_arrival_constants_early</th>\n",
-       "                        <td id=\"T_4909e_row5_col0\" class=\"data row5 col0\" > 0.00</td>\n",
-       "                        <td id=\"T_4909e_row5_col1\" class=\"data row5 col1\" > NA</td>\n",
-       "                        <td id=\"T_4909e_row5_col2\" class=\"data row5 col2\" > NA</td>\n",
-       "                        <td id=\"T_4909e_row5_col3\" class=\"data row5 col3\" ></td>\n",
-       "                        <td id=\"T_4909e_row5_col4\" class=\"data row5 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_4909e_row5_col5\" class=\"data row5 col5\" >fixed value</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_4909e_level0_row6\" class=\"row_heading level0 row6\" >coef_arrival_constants_evening</th>\n",
-       "                        <td id=\"T_4909e_row6_col0\" class=\"data row6 col0\" >-0.0858</td>\n",
-       "                        <td id=\"T_4909e_row6_col1\" class=\"data row6 col1\" > 0.208</td>\n",
-       "                        <td id=\"T_4909e_row6_col2\" class=\"data row6 col2\" >-0.41</td>\n",
-       "                        <td id=\"T_4909e_row6_col3\" class=\"data row6 col3\" ></td>\n",
-       "                        <td id=\"T_4909e_row6_col4\" class=\"data row6 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_4909e_row6_col5\" class=\"data row6 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_4909e_level0_row7\" class=\"row_heading level0 row7\" >coef_arrival_constants_late</th>\n",
-       "                        <td id=\"T_4909e_row7_col0\" class=\"data row7 col0\" >-1.22</td>\n",
-       "                        <td id=\"T_4909e_row7_col1\" class=\"data row7 col1\" > 0.282</td>\n",
-       "                        <td id=\"T_4909e_row7_col2\" class=\"data row7 col2\" >-4.33</td>\n",
-       "                        <td id=\"T_4909e_row7_col3\" class=\"data row7 col3\" >***</td>\n",
-       "                        <td id=\"T_4909e_row7_col4\" class=\"data row7 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_4909e_row7_col5\" class=\"data row7 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_4909e_level0_row8\" class=\"row_heading level0 row8\" >coef_arrival_constants_midday_1</th>\n",
-       "                        <td id=\"T_4909e_row8_col0\" class=\"data row8 col0\" >-0.490</td>\n",
-       "                        <td id=\"T_4909e_row8_col1\" class=\"data row8 col1\" > 0.186</td>\n",
-       "                        <td id=\"T_4909e_row8_col2\" class=\"data row8 col2\" >-2.64</td>\n",
-       "                        <td id=\"T_4909e_row8_col3\" class=\"data row8 col3\" >**</td>\n",
-       "                        <td id=\"T_4909e_row8_col4\" class=\"data row8 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_4909e_row8_col5\" class=\"data row8 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_4909e_level0_row9\" class=\"row_heading level0 row9\" >coef_arrival_constants_midday_2</th>\n",
-       "                        <td id=\"T_4909e_row9_col0\" class=\"data row9 col0\" >-0.383</td>\n",
-       "                        <td id=\"T_4909e_row9_col1\" class=\"data row9 col1\" > 0.132</td>\n",
-       "                        <td id=\"T_4909e_row9_col2\" class=\"data row9 col2\" >-2.90</td>\n",
-       "                        <td id=\"T_4909e_row9_col3\" class=\"data row9 col3\" >**</td>\n",
-       "                        <td id=\"T_4909e_row9_col4\" class=\"data row9 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_4909e_row9_col5\" class=\"data row9 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_4909e_level0_row10\" class=\"row_heading level0 row10\" >coef_arrival_constants_pm_peak_1</th>\n",
-       "                        <td id=\"T_4909e_row10_col0\" class=\"data row10 col0\" > 0.00</td>\n",
-       "                        <td id=\"T_4909e_row10_col1\" class=\"data row10 col1\" > NA</td>\n",
-       "                        <td id=\"T_4909e_row10_col2\" class=\"data row10 col2\" > NA</td>\n",
-       "                        <td id=\"T_4909e_row10_col3\" class=\"data row10 col3\" ></td>\n",
-       "                        <td id=\"T_4909e_row10_col4\" class=\"data row10 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_4909e_row10_col5\" class=\"data row10 col5\" >fixed value</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_4909e_level0_row11\" class=\"row_heading level0 row11\" >coef_arrival_constants_pm_peak_2</th>\n",
-       "                        <td id=\"T_4909e_row11_col0\" class=\"data row11 col0\" > 0.202</td>\n",
-       "                        <td id=\"T_4909e_row11_col1\" class=\"data row11 col1\" > 0.120</td>\n",
-       "                        <td id=\"T_4909e_row11_col2\" class=\"data row11 col2\" > 1.69</td>\n",
-       "                        <td id=\"T_4909e_row11_col3\" class=\"data row11 col3\" ></td>\n",
-       "                        <td id=\"T_4909e_row11_col4\" class=\"data row11 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_4909e_row11_col5\" class=\"data row11 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_4909e_level0_row12\" class=\"row_heading level0 row12\" >coef_arrival_constants_pm_peak_3</th>\n",
-       "                        <td id=\"T_4909e_row12_col0\" class=\"data row12 col0\" > 0.573</td>\n",
-       "                        <td id=\"T_4909e_row12_col1\" class=\"data row12 col1\" > 0.133</td>\n",
-       "                        <td id=\"T_4909e_row12_col2\" class=\"data row12 col2\" > 4.30</td>\n",
-       "                        <td id=\"T_4909e_row12_col3\" class=\"data row12 col3\" >***</td>\n",
-       "                        <td id=\"T_4909e_row12_col4\" class=\"data row12 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_4909e_row12_col5\" class=\"data row12 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_4909e_level0_row13\" class=\"row_heading level0 row13\" >coef_arrival_constants_pm_peak_4</th>\n",
-       "                        <td id=\"T_4909e_row13_col0\" class=\"data row13 col0\" > 0.706</td>\n",
-       "                        <td id=\"T_4909e_row13_col1\" class=\"data row13 col1\" > 0.159</td>\n",
-       "                        <td id=\"T_4909e_row13_col2\" class=\"data row13 col2\" > 4.44</td>\n",
-       "                        <td id=\"T_4909e_row13_col3\" class=\"data row13 col3\" >***</td>\n",
-       "                        <td id=\"T_4909e_row13_col4\" class=\"data row13 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_4909e_row13_col5\" class=\"data row13 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_4909e_level0_row14\" class=\"row_heading level0 row14\" >coef_departure_constants_am_peak_1</th>\n",
-       "                        <td id=\"T_4909e_row14_col0\" class=\"data row14 col0\" >-0.642</td>\n",
-       "                        <td id=\"T_4909e_row14_col1\" class=\"data row14 col1\" > 0.0804</td>\n",
-       "                        <td id=\"T_4909e_row14_col2\" class=\"data row14 col2\" >-7.99</td>\n",
-       "                        <td id=\"T_4909e_row14_col3\" class=\"data row14 col3\" >***</td>\n",
-       "                        <td id=\"T_4909e_row14_col4\" class=\"data row14 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_4909e_row14_col5\" class=\"data row14 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_4909e_level0_row15\" class=\"row_heading level0 row15\" >coef_departure_constants_am_peak_2</th>\n",
-       "                        <td id=\"T_4909e_row15_col0\" class=\"data row15 col0\" > 0.00</td>\n",
-       "                        <td id=\"T_4909e_row15_col1\" class=\"data row15 col1\" > NA</td>\n",
-       "                        <td id=\"T_4909e_row15_col2\" class=\"data row15 col2\" > NA</td>\n",
-       "                        <td id=\"T_4909e_row15_col3\" class=\"data row15 col3\" ></td>\n",
-       "                        <td id=\"T_4909e_row15_col4\" class=\"data row15 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_4909e_row15_col5\" class=\"data row15 col5\" >fixed value</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_4909e_level0_row16\" class=\"row_heading level0 row16\" >coef_departure_constants_am_peak_3</th>\n",
-       "                        <td id=\"T_4909e_row16_col0\" class=\"data row16 col0\" >-0.323</td>\n",
-       "                        <td id=\"T_4909e_row16_col1\" class=\"data row16 col1\" > 0.0737</td>\n",
-       "                        <td id=\"T_4909e_row16_col2\" class=\"data row16 col2\" >-4.38</td>\n",
-       "                        <td id=\"T_4909e_row16_col3\" class=\"data row16 col3\" >***</td>\n",
-       "                        <td id=\"T_4909e_row16_col4\" class=\"data row16 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_4909e_row16_col5\" class=\"data row16 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_4909e_level0_row17\" class=\"row_heading level0 row17\" >coef_departure_constants_am_peak_4</th>\n",
-       "                        <td id=\"T_4909e_row17_col0\" class=\"data row17 col0\" >-1.22</td>\n",
-       "                        <td id=\"T_4909e_row17_col1\" class=\"data row17 col1\" > 0.117</td>\n",
-       "                        <td id=\"T_4909e_row17_col2\" class=\"data row17 col2\" >-10.45</td>\n",
-       "                        <td id=\"T_4909e_row17_col3\" class=\"data row17 col3\" >***</td>\n",
-       "                        <td id=\"T_4909e_row17_col4\" class=\"data row17 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_4909e_row17_col5\" class=\"data row17 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_4909e_level0_row18\" class=\"row_heading level0 row18\" >coef_departure_constants_early</th>\n",
-       "                        <td id=\"T_4909e_row18_col0\" class=\"data row18 col0\" >-0.889</td>\n",
-       "                        <td id=\"T_4909e_row18_col1\" class=\"data row18 col1\" > 0.134</td>\n",
-       "                        <td id=\"T_4909e_row18_col2\" class=\"data row18 col2\" >-6.62</td>\n",
-       "                        <td id=\"T_4909e_row18_col3\" class=\"data row18 col3\" >***</td>\n",
-       "                        <td id=\"T_4909e_row18_col4\" class=\"data row18 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_4909e_row18_col5\" class=\"data row18 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_4909e_level0_row19\" class=\"row_heading level0 row19\" >coef_departure_constants_evening</th>\n",
-       "                        <td id=\"T_4909e_row19_col0\" class=\"data row19 col0\" >-1.99</td>\n",
-       "                        <td id=\"T_4909e_row19_col1\" class=\"data row19 col1\" > 0.528</td>\n",
-       "                        <td id=\"T_4909e_row19_col2\" class=\"data row19 col2\" >-3.77</td>\n",
-       "                        <td id=\"T_4909e_row19_col3\" class=\"data row19 col3\" >***</td>\n",
-       "                        <td id=\"T_4909e_row19_col4\" class=\"data row19 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_4909e_row19_col5\" class=\"data row19 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_4909e_level0_row20\" class=\"row_heading level0 row20\" >coef_departure_constants_late</th>\n",
-       "                        <td id=\"T_4909e_row20_col0\" class=\"data row20 col0\" >-2.94</td>\n",
-       "                        <td id=\"T_4909e_row20_col1\" class=\"data row20 col1\" > 1.18</td>\n",
-       "                        <td id=\"T_4909e_row20_col2\" class=\"data row20 col2\" >-2.49</td>\n",
-       "                        <td id=\"T_4909e_row20_col3\" class=\"data row20 col3\" >*</td>\n",
-       "                        <td id=\"T_4909e_row20_col4\" class=\"data row20 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_4909e_row20_col5\" class=\"data row20 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_4909e_level0_row21\" class=\"row_heading level0 row21\" >coef_departure_constants_midday_1</th>\n",
-       "                        <td id=\"T_4909e_row21_col0\" class=\"data row21 col0\" >-1.83</td>\n",
-       "                        <td id=\"T_4909e_row21_col1\" class=\"data row21 col1\" > 0.208</td>\n",
-       "                        <td id=\"T_4909e_row21_col2\" class=\"data row21 col2\" >-8.78</td>\n",
-       "                        <td id=\"T_4909e_row21_col3\" class=\"data row21 col3\" >***</td>\n",
-       "                        <td id=\"T_4909e_row21_col4\" class=\"data row21 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_4909e_row21_col5\" class=\"data row21 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_4909e_level0_row22\" class=\"row_heading level0 row22\" >coef_departure_constants_midday_2</th>\n",
-       "                        <td id=\"T_4909e_row22_col0\" class=\"data row22 col0\" >-1.88</td>\n",
-       "                        <td id=\"T_4909e_row22_col1\" class=\"data row22 col1\" > 0.266</td>\n",
-       "                        <td id=\"T_4909e_row22_col2\" class=\"data row22 col2\" >-7.06</td>\n",
-       "                        <td id=\"T_4909e_row22_col3\" class=\"data row22 col3\" >***</td>\n",
-       "                        <td id=\"T_4909e_row22_col4\" class=\"data row22 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_4909e_row22_col5\" class=\"data row22 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_4909e_level0_row23\" class=\"row_heading level0 row23\" >coef_departure_constants_pm_peak</th>\n",
-       "                        <td id=\"T_4909e_row23_col0\" class=\"data row23 col0\" >-1.69</td>\n",
-       "                        <td id=\"T_4909e_row23_col1\" class=\"data row23 col1\" > 0.371</td>\n",
-       "                        <td id=\"T_4909e_row23_col2\" class=\"data row23 col2\" >-4.56</td>\n",
-       "                        <td id=\"T_4909e_row23_col3\" class=\"data row23 col3\" >***</td>\n",
-       "                        <td id=\"T_4909e_row23_col4\" class=\"data row23 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_4909e_row23_col5\" class=\"data row23 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_4909e_level0_row24\" class=\"row_heading level0 row24\" >coef_destination_in_cbd_departure_shift_effects</th>\n",
-       "                        <td id=\"T_4909e_row24_col0\" class=\"data row24 col0\" > 0.0287</td>\n",
-       "                        <td id=\"T_4909e_row24_col1\" class=\"data row24 col1\" > 0.0226</td>\n",
-       "                        <td id=\"T_4909e_row24_col2\" class=\"data row24 col2\" > 1.27</td>\n",
-       "                        <td id=\"T_4909e_row24_col3\" class=\"data row24 col3\" ></td>\n",
-       "                        <td id=\"T_4909e_row24_col4\" class=\"data row24 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_4909e_row24_col5\" class=\"data row24 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_4909e_level0_row25\" class=\"row_heading level0 row25\" >coef_destination_in_cbd_duration_shift_effects</th>\n",
-       "                        <td id=\"T_4909e_row25_col0\" class=\"data row25 col0\" > 0.0967</td>\n",
-       "                        <td id=\"T_4909e_row25_col1\" class=\"data row25 col1\" > 0.0220</td>\n",
-       "                        <td id=\"T_4909e_row25_col2\" class=\"data row25 col2\" > 4.39</td>\n",
-       "                        <td id=\"T_4909e_row25_col3\" class=\"data row25 col3\" >***</td>\n",
-       "                        <td id=\"T_4909e_row25_col4\" class=\"data row25 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_4909e_row25_col5\" class=\"data row25 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_4909e_level0_row26\" class=\"row_heading level0 row26\" >coef_destination_in_cbd_early_departure_interaction</th>\n",
-       "                        <td id=\"T_4909e_row26_col0\" class=\"data row26 col0\" >-0.420</td>\n",
-       "                        <td id=\"T_4909e_row26_col1\" class=\"data row26 col1\" > 0.196</td>\n",
-       "                        <td id=\"T_4909e_row26_col2\" class=\"data row26 col2\" >-2.14</td>\n",
-       "                        <td id=\"T_4909e_row26_col3\" class=\"data row26 col3\" >*</td>\n",
-       "                        <td id=\"T_4909e_row26_col4\" class=\"data row26 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_4909e_row26_col5\" class=\"data row26 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_4909e_level0_row27\" class=\"row_heading level0 row27\" >coef_destination_in_cbd_late_arrival_interaction</th>\n",
-       "                        <td id=\"T_4909e_row27_col0\" class=\"data row27 col0\" >-0.267</td>\n",
-       "                        <td id=\"T_4909e_row27_col1\" class=\"data row27 col1\" > 0.283</td>\n",
-       "                        <td id=\"T_4909e_row27_col2\" class=\"data row27 col2\" >-0.94</td>\n",
-       "                        <td id=\"T_4909e_row27_col3\" class=\"data row27 col3\" ></td>\n",
-       "                        <td id=\"T_4909e_row27_col4\" class=\"data row27 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_4909e_row27_col5\" class=\"data row27 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_4909e_level0_row28\" class=\"row_heading level0 row28\" >coef_duration_constants_0_to_2_hours</th>\n",
-       "                        <td id=\"T_4909e_row28_col0\" class=\"data row28 col0\" >-2.06</td>\n",
-       "                        <td id=\"T_4909e_row28_col1\" class=\"data row28 col1\" > 0.351</td>\n",
-       "                        <td id=\"T_4909e_row28_col2\" class=\"data row28 col2\" >-5.88</td>\n",
-       "                        <td id=\"T_4909e_row28_col3\" class=\"data row28 col3\" >***</td>\n",
-       "                        <td id=\"T_4909e_row28_col4\" class=\"data row28 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_4909e_row28_col5\" class=\"data row28 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_4909e_level0_row29\" class=\"row_heading level0 row29\" >coef_duration_constants_10_hours</th>\n",
-       "                        <td id=\"T_4909e_row29_col0\" class=\"data row29 col0\" > 0.00</td>\n",
-       "                        <td id=\"T_4909e_row29_col1\" class=\"data row29 col1\" > NA</td>\n",
-       "                        <td id=\"T_4909e_row29_col2\" class=\"data row29 col2\" > NA</td>\n",
-       "                        <td id=\"T_4909e_row29_col3\" class=\"data row29 col3\" ></td>\n",
-       "                        <td id=\"T_4909e_row29_col4\" class=\"data row29 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_4909e_row29_col5\" class=\"data row29 col5\" >fixed value</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_4909e_level0_row30\" class=\"row_heading level0 row30\" >coef_duration_constants_11_hours</th>\n",
-       "                        <td id=\"T_4909e_row30_col0\" class=\"data row30 col0\" >-0.358</td>\n",
-       "                        <td id=\"T_4909e_row30_col1\" class=\"data row30 col1\" > 0.0855</td>\n",
-       "                        <td id=\"T_4909e_row30_col2\" class=\"data row30 col2\" >-4.19</td>\n",
-       "                        <td id=\"T_4909e_row30_col3\" class=\"data row30 col3\" >***</td>\n",
-       "                        <td id=\"T_4909e_row30_col4\" class=\"data row30 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_4909e_row30_col5\" class=\"data row30 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_4909e_level0_row31\" class=\"row_heading level0 row31\" >coef_duration_constants_12_to_13_hours</th>\n",
-       "                        <td id=\"T_4909e_row31_col0\" class=\"data row31 col0\" >-1.13</td>\n",
-       "                        <td id=\"T_4909e_row31_col1\" class=\"data row31 col1\" > 0.126</td>\n",
-       "                        <td id=\"T_4909e_row31_col2\" class=\"data row31 col2\" >-9.00</td>\n",
-       "                        <td id=\"T_4909e_row31_col3\" class=\"data row31 col3\" >***</td>\n",
-       "                        <td id=\"T_4909e_row31_col4\" class=\"data row31 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_4909e_row31_col5\" class=\"data row31 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_4909e_level0_row32\" class=\"row_heading level0 row32\" >coef_duration_constants_14_to_18_hours</th>\n",
-       "                        <td id=\"T_4909e_row32_col0\" class=\"data row32 col0\" >-1.85</td>\n",
-       "                        <td id=\"T_4909e_row32_col1\" class=\"data row32 col1\" > 0.206</td>\n",
-       "                        <td id=\"T_4909e_row32_col2\" class=\"data row32 col2\" >-9.00</td>\n",
-       "                        <td id=\"T_4909e_row32_col3\" class=\"data row32 col3\" >***</td>\n",
-       "                        <td id=\"T_4909e_row32_col4\" class=\"data row32 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_4909e_row32_col5\" class=\"data row32 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_4909e_level0_row33\" class=\"row_heading level0 row33\" >coef_duration_constants_3_to_4_hours</th>\n",
-       "                        <td id=\"T_4909e_row33_col0\" class=\"data row33 col0\" >-0.600</td>\n",
-       "                        <td id=\"T_4909e_row33_col1\" class=\"data row33 col1\" > 0.269</td>\n",
-       "                        <td id=\"T_4909e_row33_col2\" class=\"data row33 col2\" >-2.23</td>\n",
-       "                        <td id=\"T_4909e_row33_col3\" class=\"data row33 col3\" >*</td>\n",
-       "                        <td id=\"T_4909e_row33_col4\" class=\"data row33 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_4909e_row33_col5\" class=\"data row33 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_4909e_level0_row34\" class=\"row_heading level0 row34\" >coef_duration_constants_5_to_6_hours</th>\n",
-       "                        <td id=\"T_4909e_row34_col0\" class=\"data row34 col0\" >-0.344</td>\n",
-       "                        <td id=\"T_4909e_row34_col1\" class=\"data row34 col1\" > 0.216</td>\n",
-       "                        <td id=\"T_4909e_row34_col2\" class=\"data row34 col2\" >-1.59</td>\n",
-       "                        <td id=\"T_4909e_row34_col3\" class=\"data row34 col3\" ></td>\n",
-       "                        <td id=\"T_4909e_row34_col4\" class=\"data row34 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_4909e_row34_col5\" class=\"data row34 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_4909e_level0_row35\" class=\"row_heading level0 row35\" >coef_duration_constants_7_to_8_hours</th>\n",
-       "                        <td id=\"T_4909e_row35_col0\" class=\"data row35 col0\" >-0.0340</td>\n",
-       "                        <td id=\"T_4909e_row35_col1\" class=\"data row35 col1\" > 0.168</td>\n",
-       "                        <td id=\"T_4909e_row35_col2\" class=\"data row35 col2\" >-0.20</td>\n",
-       "                        <td id=\"T_4909e_row35_col3\" class=\"data row35 col3\" ></td>\n",
-       "                        <td id=\"T_4909e_row35_col4\" class=\"data row35 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_4909e_row35_col5\" class=\"data row35 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_4909e_level0_row36\" class=\"row_heading level0 row36\" >coef_duration_constants_9_hours</th>\n",
-       "                        <td id=\"T_4909e_row36_col0\" class=\"data row36 col0\" > 0.137</td>\n",
-       "                        <td id=\"T_4909e_row36_col1\" class=\"data row36 col1\" > 0.0802</td>\n",
-       "                        <td id=\"T_4909e_row36_col2\" class=\"data row36 col2\" > 1.71</td>\n",
-       "                        <td id=\"T_4909e_row36_col3\" class=\"data row36 col3\" ></td>\n",
-       "                        <td id=\"T_4909e_row36_col4\" class=\"data row36 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_4909e_row36_col5\" class=\"data row36 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_4909e_level0_row37\" class=\"row_heading level0 row37\" >coef_first_of_2plus_work_tours_departure_shift_effects</th>\n",
-       "                        <td id=\"T_4909e_row37_col0\" class=\"data row37 col0\" >-0.290</td>\n",
-       "                        <td id=\"T_4909e_row37_col1\" class=\"data row37 col1\" > 0.0438</td>\n",
-       "                        <td id=\"T_4909e_row37_col2\" class=\"data row37 col2\" >-6.61</td>\n",
-       "                        <td id=\"T_4909e_row37_col3\" class=\"data row37 col3\" >***</td>\n",
-       "                        <td id=\"T_4909e_row37_col4\" class=\"data row37 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_4909e_row37_col5\" class=\"data row37 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_4909e_level0_row38\" class=\"row_heading level0 row38\" >coef_first_of_2plus_work_tours_duration_lt_8_hrs</th>\n",
-       "                        <td id=\"T_4909e_row38_col0\" class=\"data row38 col0\" > 1.92</td>\n",
-       "                        <td id=\"T_4909e_row38_col1\" class=\"data row38 col1\" > 0.473</td>\n",
-       "                        <td id=\"T_4909e_row38_col2\" class=\"data row38 col2\" > 4.05</td>\n",
-       "                        <td id=\"T_4909e_row38_col3\" class=\"data row38 col3\" >***</td>\n",
-       "                        <td id=\"T_4909e_row38_col4\" class=\"data row38 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_4909e_row38_col5\" class=\"data row38 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_4909e_level0_row39\" class=\"row_heading level0 row39\" >coef_first_of_2plus_work_tours_duration_shift_effects</th>\n",
-       "                        <td id=\"T_4909e_row39_col0\" class=\"data row39 col0\" >-0.286</td>\n",
-       "                        <td id=\"T_4909e_row39_col1\" class=\"data row39 col1\" > 0.117</td>\n",
-       "                        <td id=\"T_4909e_row39_col2\" class=\"data row39 col2\" >-2.44</td>\n",
-       "                        <td id=\"T_4909e_row39_col3\" class=\"data row39 col3\" >*</td>\n",
-       "                        <td id=\"T_4909e_row39_col4\" class=\"data row39 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_4909e_row39_col5\" class=\"data row39 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_4909e_level0_row40\" class=\"row_heading level0 row40\" >coef_free_flow_round_trip_auto_time_shift_effects_departure</th>\n",
-       "                        <td id=\"T_4909e_row40_col0\" class=\"data row40 col0\" > 0.000599</td>\n",
-       "                        <td id=\"T_4909e_row40_col1\" class=\"data row40 col1\" > 0.00113</td>\n",
-       "                        <td id=\"T_4909e_row40_col2\" class=\"data row40 col2\" > 0.53</td>\n",
-       "                        <td id=\"T_4909e_row40_col3\" class=\"data row40 col3\" ></td>\n",
-       "                        <td id=\"T_4909e_row40_col4\" class=\"data row40 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_4909e_row40_col5\" class=\"data row40 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_4909e_level0_row41\" class=\"row_heading level0 row41\" >coef_free_flow_round_trip_auto_time_shift_effects_duration</th>\n",
-       "                        <td id=\"T_4909e_row41_col0\" class=\"data row41 col0\" > 0.00422</td>\n",
-       "                        <td id=\"T_4909e_row41_col1\" class=\"data row41 col1\" > 0.00113</td>\n",
-       "                        <td id=\"T_4909e_row41_col2\" class=\"data row41 col2\" > 3.74</td>\n",
-       "                        <td id=\"T_4909e_row41_col3\" class=\"data row41 col3\" >***</td>\n",
-       "                        <td id=\"T_4909e_row41_col4\" class=\"data row41 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_4909e_row41_col5\" class=\"data row41 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_4909e_level0_row42\" class=\"row_heading level0 row42\" >coef_full_time_worker_10_to_12_departure_interaction</th>\n",
-       "                        <td id=\"T_4909e_row42_col0\" class=\"data row42 col0\" >-0.678</td>\n",
-       "                        <td id=\"T_4909e_row42_col1\" class=\"data row42 col1\" > 0.188</td>\n",
-       "                        <td id=\"T_4909e_row42_col2\" class=\"data row42 col2\" >-3.61</td>\n",
-       "                        <td id=\"T_4909e_row42_col3\" class=\"data row42 col3\" >***</td>\n",
-       "                        <td id=\"T_4909e_row42_col4\" class=\"data row42 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_4909e_row42_col5\" class=\"data row42 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_4909e_level0_row43\" class=\"row_heading level0 row43\" >coef_full_time_worker_duration_lt_9_hours_interaction</th>\n",
-       "                        <td id=\"T_4909e_row43_col0\" class=\"data row43 col0\" >-1.36</td>\n",
-       "                        <td id=\"T_4909e_row43_col1\" class=\"data row43 col1\" > 0.151</td>\n",
-       "                        <td id=\"T_4909e_row43_col2\" class=\"data row43 col2\" >-8.96</td>\n",
-       "                        <td id=\"T_4909e_row43_col3\" class=\"data row43 col3\" >***</td>\n",
-       "                        <td id=\"T_4909e_row43_col4\" class=\"data row43 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_4909e_row43_col5\" class=\"data row43 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_4909e_level0_row44\" class=\"row_heading level0 row44\" >coef_household_income_departure_shift_effects</th>\n",
-       "                        <td id=\"T_4909e_row44_col0\" class=\"data row44 col0\" > 0.000111</td>\n",
-       "                        <td id=\"T_4909e_row44_col1\" class=\"data row44 col1\" > 5.14e-05</td>\n",
-       "                        <td id=\"T_4909e_row44_col2\" class=\"data row44 col2\" > 2.17</td>\n",
-       "                        <td id=\"T_4909e_row44_col3\" class=\"data row44 col3\" >*</td>\n",
-       "                        <td id=\"T_4909e_row44_col4\" class=\"data row44 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_4909e_row44_col5\" class=\"data row44 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_4909e_level0_row45\" class=\"row_heading level0 row45\" >coef_household_income_early_departure_interaction</th>\n",
-       "                        <td id=\"T_4909e_row45_col0\" class=\"data row45 col0\" >-0.583</td>\n",
-       "                        <td id=\"T_4909e_row45_col1\" class=\"data row45 col1\" > 0.190</td>\n",
-       "                        <td id=\"T_4909e_row45_col2\" class=\"data row45 col2\" >-3.06</td>\n",
-       "                        <td id=\"T_4909e_row45_col3\" class=\"data row45 col3\" >**</td>\n",
-       "                        <td id=\"T_4909e_row45_col4\" class=\"data row45 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_4909e_row45_col5\" class=\"data row45 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_4909e_level0_row46\" class=\"row_heading level0 row46\" >coef_household_income_late_arrival_interaction</th>\n",
-       "                        <td id=\"T_4909e_row46_col0\" class=\"data row46 col0\" > 0.0300</td>\n",
-       "                        <td id=\"T_4909e_row46_col1\" class=\"data row46 col1\" > 0.261</td>\n",
-       "                        <td id=\"T_4909e_row46_col2\" class=\"data row46 col2\" > 0.11</td>\n",
-       "                        <td id=\"T_4909e_row46_col3\" class=\"data row46 col3\" ></td>\n",
-       "                        <td id=\"T_4909e_row46_col4\" class=\"data row46 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_4909e_row46_col5\" class=\"data row46 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_4909e_level0_row47\" class=\"row_heading level0 row47\" >coef_mode_choice_logsum</th>\n",
-       "                        <td id=\"T_4909e_row47_col0\" class=\"data row47 col0\" > 0.247</td>\n",
-       "                        <td id=\"T_4909e_row47_col1\" class=\"data row47 col1\" > 0.208</td>\n",
-       "                        <td id=\"T_4909e_row47_col2\" class=\"data row47 col2\" > 1.19</td>\n",
-       "                        <td id=\"T_4909e_row47_col3\" class=\"data row47 col3\" ></td>\n",
-       "                        <td id=\"T_4909e_row47_col4\" class=\"data row47 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_4909e_row47_col5\" class=\"data row47 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_4909e_level0_row48\" class=\"row_heading level0 row48\" >coef_non_working_adult_duration_shift_effects</th>\n",
-       "                        <td id=\"T_4909e_row48_col0\" class=\"data row48 col0\" >-0.121</td>\n",
-       "                        <td id=\"T_4909e_row48_col1\" class=\"data row48 col1\" > 7.38e-09</td>\n",
-       "                        <td id=\"T_4909e_row48_col2\" class=\"data row48 col2\" >-BIG</td>\n",
-       "                        <td id=\"T_4909e_row48_col3\" class=\"data row48 col3\" >***</td>\n",
-       "                        <td id=\"T_4909e_row48_col4\" class=\"data row48 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_4909e_row48_col5\" class=\"data row48 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_4909e_level0_row49\" class=\"row_heading level0 row49\" >coef_part_time_worker_13_to_15_arrival_interaction</th>\n",
-       "                        <td id=\"T_4909e_row49_col0\" class=\"data row49 col0\" > 0.375</td>\n",
-       "                        <td id=\"T_4909e_row49_col1\" class=\"data row49 col1\" > 0.175</td>\n",
-       "                        <td id=\"T_4909e_row49_col2\" class=\"data row49 col2\" > 2.15</td>\n",
-       "                        <td id=\"T_4909e_row49_col3\" class=\"data row49 col3\" >*</td>\n",
-       "                        <td id=\"T_4909e_row49_col4\" class=\"data row49 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_4909e_row49_col5\" class=\"data row49 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_4909e_level0_row50\" class=\"row_heading level0 row50\" >coef_part_time_worker_departure_shift_effects</th>\n",
-       "                        <td id=\"T_4909e_row50_col0\" class=\"data row50 col0\" > 0.0951</td>\n",
-       "                        <td id=\"T_4909e_row50_col1\" class=\"data row50 col1\" > 0.0253</td>\n",
-       "                        <td id=\"T_4909e_row50_col2\" class=\"data row50 col2\" > 3.76</td>\n",
-       "                        <td id=\"T_4909e_row50_col3\" class=\"data row50 col3\" >***</td>\n",
-       "                        <td id=\"T_4909e_row50_col4\" class=\"data row50 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_4909e_row50_col5\" class=\"data row50 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_4909e_level0_row51\" class=\"row_heading level0 row51\" >coef_previously_scheduled_tour_begins_in_this_arrival_hour</th>\n",
-       "                        <td id=\"T_4909e_row51_col0\" class=\"data row51 col0\" >-6.72</td>\n",
-       "                        <td id=\"T_4909e_row51_col1\" class=\"data row51 col1\" > 146.</td>\n",
-       "                        <td id=\"T_4909e_row51_col2\" class=\"data row51 col2\" >-0.05</td>\n",
-       "                        <td id=\"T_4909e_row51_col3\" class=\"data row51 col3\" ></td>\n",
-       "                        <td id=\"T_4909e_row51_col4\" class=\"data row51 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_4909e_row51_col5\" class=\"data row51 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_4909e_level0_row52\" class=\"row_heading level0 row52\" >coef_previously_scheduled_tour_ends_in_this_departure_hour</th>\n",
-       "                        <td id=\"T_4909e_row52_col0\" class=\"data row52 col0\" > 0.259</td>\n",
-       "                        <td id=\"T_4909e_row52_col1\" class=\"data row52 col1\" > 0.357</td>\n",
-       "                        <td id=\"T_4909e_row52_col2\" class=\"data row52 col2\" > 0.72</td>\n",
-       "                        <td id=\"T_4909e_row52_col3\" class=\"data row52 col3\" ></td>\n",
-       "                        <td id=\"T_4909e_row52_col4\" class=\"data row52 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_4909e_row52_col5\" class=\"data row52 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_4909e_level0_row53\" class=\"row_heading level0 row53\" >coef_remaining_tours_to_be_scheduled_div_number_of_unscheduled_hours</th>\n",
-       "                        <td id=\"T_4909e_row53_col0\" class=\"data row53 col0\" >-6.87</td>\n",
-       "                        <td id=\"T_4909e_row53_col1\" class=\"data row53 col1\" > 21.4</td>\n",
-       "                        <td id=\"T_4909e_row53_col2\" class=\"data row53 col2\" >-0.32</td>\n",
-       "                        <td id=\"T_4909e_row53_col3\" class=\"data row53 col3\" ></td>\n",
-       "                        <td id=\"T_4909e_row53_col4\" class=\"data row53 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_4909e_row53_col5\" class=\"data row53 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_4909e_level0_row54\" class=\"row_heading level0 row54\" >coef_rural_household_early_departure_interaction</th>\n",
-       "                        <td id=\"T_4909e_row54_col0\" class=\"data row54 col0\" > 0.404</td>\n",
-       "                        <td id=\"T_4909e_row54_col1\" class=\"data row54 col1\" > 1.82e-10</td>\n",
-       "                        <td id=\"T_4909e_row54_col2\" class=\"data row54 col2\" > BIG</td>\n",
-       "                        <td id=\"T_4909e_row54_col3\" class=\"data row54 col3\" >***</td>\n",
-       "                        <td id=\"T_4909e_row54_col4\" class=\"data row54 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_4909e_row54_col5\" class=\"data row54 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_4909e_level0_row55\" class=\"row_heading level0 row55\" >coef_rural_household_late_arrival_interaction</th>\n",
-       "                        <td id=\"T_4909e_row55_col0\" class=\"data row55 col0\" >-0.345</td>\n",
-       "                        <td id=\"T_4909e_row55_col1\" class=\"data row55 col1\" > 1.13e-10</td>\n",
-       "                        <td id=\"T_4909e_row55_col2\" class=\"data row55 col2\" >-BIG</td>\n",
-       "                        <td id=\"T_4909e_row55_col3\" class=\"data row55 col3\" >***</td>\n",
-       "                        <td id=\"T_4909e_row55_col4\" class=\"data row55 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_4909e_row55_col5\" class=\"data row55 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_4909e_level0_row56\" class=\"row_heading level0 row56\" >coef_subsequent_2plus_work_departure_tours_shift_effects</th>\n",
-       "                        <td id=\"T_4909e_row56_col0\" class=\"data row56 col0\" > 0.0608</td>\n",
-       "                        <td id=\"T_4909e_row56_col1\" class=\"data row56 col1\" > 0.0688</td>\n",
-       "                        <td id=\"T_4909e_row56_col2\" class=\"data row56 col2\" > 0.88</td>\n",
-       "                        <td id=\"T_4909e_row56_col3\" class=\"data row56 col3\" ></td>\n",
-       "                        <td id=\"T_4909e_row56_col4\" class=\"data row56 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_4909e_row56_col5\" class=\"data row56 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_4909e_level0_row57\" class=\"row_heading level0 row57\" >coef_subsequent_2plus_work_duration_tours_shift_effects</th>\n",
-       "                        <td id=\"T_4909e_row57_col0\" class=\"data row57 col0\" >-0.0810</td>\n",
-       "                        <td id=\"T_4909e_row57_col1\" class=\"data row57 col1\" > 0.0775</td>\n",
-       "                        <td id=\"T_4909e_row57_col2\" class=\"data row57 col2\" >-1.05</td>\n",
-       "                        <td id=\"T_4909e_row57_col3\" class=\"data row57 col3\" ></td>\n",
-       "                        <td id=\"T_4909e_row57_col4\" class=\"data row57 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_4909e_row57_col5\" class=\"data row57 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_4909e_level0_row58\" class=\"row_heading level0 row58\" >coef_subsequent_of_2plus_work_tours_duration_lt_8_hrs</th>\n",
-       "                        <td id=\"T_4909e_row58_col0\" class=\"data row58 col0\" > 5.44</td>\n",
-       "                        <td id=\"T_4909e_row58_col1\" class=\"data row58 col1\" > 1.37</td>\n",
-       "                        <td id=\"T_4909e_row58_col2\" class=\"data row58 col2\" > 3.97</td>\n",
-       "                        <td id=\"T_4909e_row58_col3\" class=\"data row58 col3\" >***</td>\n",
-       "                        <td id=\"T_4909e_row58_col4\" class=\"data row58 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_4909e_row58_col5\" class=\"data row58 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_4909e_level0_row59\" class=\"row_heading level0 row59\" >coef_subsequent_tour_must_start_after_previous_tour_ends</th>\n",
-       "                        <td id=\"T_4909e_row59_col0\" class=\"data row59 col0\" >-100.</td>\n",
-       "                        <td id=\"T_4909e_row59_col1\" class=\"data row59 col1\" > NA</td>\n",
-       "                        <td id=\"T_4909e_row59_col2\" class=\"data row59 col2\" > NA</td>\n",
-       "                        <td id=\"T_4909e_row59_col3\" class=\"data row59 col3\" ></td>\n",
-       "                        <td id=\"T_4909e_row59_col4\" class=\"data row59 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_4909e_row59_col5\" class=\"data row59 col5\" >fixed value</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_4909e_level0_row60\" class=\"row_heading level0 row60\" >coef_tours_by_student_duration_lt_8_hrs</th>\n",
-       "                        <td id=\"T_4909e_row60_col0\" class=\"data row60 col0\" > 20.9</td>\n",
-       "                        <td id=\"T_4909e_row60_col1\" class=\"data row60 col1\" > 8.74e-05</td>\n",
-       "                        <td id=\"T_4909e_row60_col2\" class=\"data row60 col2\" > BIG</td>\n",
-       "                        <td id=\"T_4909e_row60_col3\" class=\"data row60 col3\" >***</td>\n",
-       "                        <td id=\"T_4909e_row60_col4\" class=\"data row60 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_4909e_row60_col5\" class=\"data row60 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_4909e_level0_row61\" class=\"row_heading level0 row61\" >coef_tours_by_worker_duration_lt_8_hrs</th>\n",
-       "                        <td id=\"T_4909e_row61_col0\" class=\"data row61 col0\" > 19.3</td>\n",
-       "                        <td id=\"T_4909e_row61_col1\" class=\"data row61 col1\" > 8.74e-05</td>\n",
-       "                        <td id=\"T_4909e_row61_col2\" class=\"data row61 col2\" > BIG</td>\n",
-       "                        <td id=\"T_4909e_row61_col3\" class=\"data row61 col3\" >***</td>\n",
-       "                        <td id=\"T_4909e_row61_col4\" class=\"data row61 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_4909e_row61_col5\" class=\"data row61 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_4909e_level0_row62\" class=\"row_heading level0 row62\" >coef_university_student_departure_shift_effects</th>\n",
-       "                        <td id=\"T_4909e_row62_col0\" class=\"data row62 col0\" > 0.0765</td>\n",
-       "                        <td id=\"T_4909e_row62_col1\" class=\"data row62 col1\" > 0.0340</td>\n",
-       "                        <td id=\"T_4909e_row62_col2\" class=\"data row62 col2\" > 2.25</td>\n",
-       "                        <td id=\"T_4909e_row62_col3\" class=\"data row62 col3\" >*</td>\n",
-       "                        <td id=\"T_4909e_row62_col4\" class=\"data row62 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_4909e_row62_col5\" class=\"data row62 col5\" ></td>\n",
-       "            </tr>\n",
-       "    </tbody></table>"
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+       "  vertical-align: top;\n",
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+       "}\n",
+       "#T_0b336 td {\n",
+       "  vertical-align: top;\n",
+       "  text-align: left;\n",
+       "}\n",
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+       "  font-family: monospace;\n",
+       "}\n",
+       "</style>\n",
+       "<table id=\"T_0b336\">\n",
+       "  <thead>\n",
+       "    <tr>\n",
+       "      <th class=\"blank level0\" >&nbsp;</th>\n",
+       "      <th id=\"T_0b336_level0_col0\" class=\"col_heading level0 col0\" >Value</th>\n",
+       "      <th id=\"T_0b336_level0_col1\" class=\"col_heading level0 col1\" >Std Err</th>\n",
+       "      <th id=\"T_0b336_level0_col2\" class=\"col_heading level0 col2\" >t Stat</th>\n",
+       "      <th id=\"T_0b336_level0_col3\" class=\"col_heading level0 col3\" >Signif</th>\n",
+       "      <th id=\"T_0b336_level0_col4\" class=\"col_heading level0 col4\" >Null Value</th>\n",
+       "      <th id=\"T_0b336_level0_col5\" class=\"col_heading level0 col5\" >Constrained</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th class=\"index_name level0\" >Parameter</th>\n",
+       "      <th class=\"blank col0\" >&nbsp;</th>\n",
+       "      <th class=\"blank col1\" >&nbsp;</th>\n",
+       "      <th class=\"blank col2\" >&nbsp;</th>\n",
+       "      <th class=\"blank col3\" >&nbsp;</th>\n",
+       "      <th class=\"blank col4\" >&nbsp;</th>\n",
+       "      <th class=\"blank col5\" >&nbsp;</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th id=\"T_0b336_level0_row0\" class=\"row_heading level0 row0\" >coef_adjacent_window_exists_after_this_arrival_hour_first_tour_interaction</th>\n",
+       "      <td id=\"T_0b336_row0_col0\" class=\"data row0 col0\" > 0.346</td>\n",
+       "      <td id=\"T_0b336_row0_col1\" class=\"data row0 col1\" > 0.844</td>\n",
+       "      <td id=\"T_0b336_row0_col2\" class=\"data row0 col2\" > 0.41</td>\n",
+       "      <td id=\"T_0b336_row0_col3\" class=\"data row0 col3\" ></td>\n",
+       "      <td id=\"T_0b336_row0_col4\" class=\"data row0 col4\" > 0.00</td>\n",
+       "      <td id=\"T_0b336_row0_col5\" class=\"data row0 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_0b336_level0_row1\" class=\"row_heading level0 row1\" >coef_adjacent_window_exists_after_this_arrival_hour_second_plus_tour_interaction</th>\n",
+       "      <td id=\"T_0b336_row1_col0\" class=\"data row1 col0\" >-0.0972</td>\n",
+       "      <td id=\"T_0b336_row1_col1\" class=\"data row1 col1\" > 0.215</td>\n",
+       "      <td id=\"T_0b336_row1_col2\" class=\"data row1 col2\" >-0.45</td>\n",
+       "      <td id=\"T_0b336_row1_col3\" class=\"data row1 col3\" ></td>\n",
+       "      <td id=\"T_0b336_row1_col4\" class=\"data row1 col4\" > 0.00</td>\n",
+       "      <td id=\"T_0b336_row1_col5\" class=\"data row1 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_0b336_level0_row2\" class=\"row_heading level0 row2\" >coef_adjacent_window_exists_before_this_departure_hour_first_tour_interaction</th>\n",
+       "      <td id=\"T_0b336_row2_col0\" class=\"data row2 col0\" > 0.104</td>\n",
+       "      <td id=\"T_0b336_row2_col1\" class=\"data row2 col1\" > 0.118</td>\n",
+       "      <td id=\"T_0b336_row2_col2\" class=\"data row2 col2\" > 0.88</td>\n",
+       "      <td id=\"T_0b336_row2_col3\" class=\"data row2 col3\" ></td>\n",
+       "      <td id=\"T_0b336_row2_col4\" class=\"data row2 col4\" > 0.00</td>\n",
+       "      <td id=\"T_0b336_row2_col5\" class=\"data row2 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_0b336_level0_row3\" class=\"row_heading level0 row3\" >coef_adjacent_window_exists_before_this_departure_hour_second_plus_tour_interaction</th>\n",
+       "      <td id=\"T_0b336_row3_col0\" class=\"data row3 col0\" >-0.535</td>\n",
+       "      <td id=\"T_0b336_row3_col1\" class=\"data row3 col1\" > 0.816</td>\n",
+       "      <td id=\"T_0b336_row3_col2\" class=\"data row3 col2\" >-0.66</td>\n",
+       "      <td id=\"T_0b336_row3_col3\" class=\"data row3 col3\" ></td>\n",
+       "      <td id=\"T_0b336_row3_col4\" class=\"data row3 col4\" > 0.00</td>\n",
+       "      <td id=\"T_0b336_row3_col5\" class=\"data row3 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_0b336_level0_row4\" class=\"row_heading level0 row4\" >coef_arrival_constants_am_peak</th>\n",
+       "      <td id=\"T_0b336_row4_col0\" class=\"data row4 col0\" >-1.86</td>\n",
+       "      <td id=\"T_0b336_row4_col1\" class=\"data row4 col1\" > 0.145</td>\n",
+       "      <td id=\"T_0b336_row4_col2\" class=\"data row4 col2\" >-12.84</td>\n",
+       "      <td id=\"T_0b336_row4_col3\" class=\"data row4 col3\" >***</td>\n",
+       "      <td id=\"T_0b336_row4_col4\" class=\"data row4 col4\" > 0.00</td>\n",
+       "      <td id=\"T_0b336_row4_col5\" class=\"data row4 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_0b336_level0_row5\" class=\"row_heading level0 row5\" >coef_arrival_constants_early</th>\n",
+       "      <td id=\"T_0b336_row5_col0\" class=\"data row5 col0\" > 0.00</td>\n",
+       "      <td id=\"T_0b336_row5_col1\" class=\"data row5 col1\" > 0.00</td>\n",
+       "      <td id=\"T_0b336_row5_col2\" class=\"data row5 col2\" > NA</td>\n",
+       "      <td id=\"T_0b336_row5_col3\" class=\"data row5 col3\" ></td>\n",
+       "      <td id=\"T_0b336_row5_col4\" class=\"data row5 col4\" > 0.00</td>\n",
+       "      <td id=\"T_0b336_row5_col5\" class=\"data row5 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_0b336_level0_row6\" class=\"row_heading level0 row6\" >coef_arrival_constants_evening</th>\n",
+       "      <td id=\"T_0b336_row6_col0\" class=\"data row6 col0\" > 0.109</td>\n",
+       "      <td id=\"T_0b336_row6_col1\" class=\"data row6 col1\" > 0.0645</td>\n",
+       "      <td id=\"T_0b336_row6_col2\" class=\"data row6 col2\" > 1.68</td>\n",
+       "      <td id=\"T_0b336_row6_col3\" class=\"data row6 col3\" ></td>\n",
+       "      <td id=\"T_0b336_row6_col4\" class=\"data row6 col4\" > 0.00</td>\n",
+       "      <td id=\"T_0b336_row6_col5\" class=\"data row6 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_0b336_level0_row7\" class=\"row_heading level0 row7\" >coef_arrival_constants_late</th>\n",
+       "      <td id=\"T_0b336_row7_col0\" class=\"data row7 col0\" >-0.888</td>\n",
+       "      <td id=\"T_0b336_row7_col1\" class=\"data row7 col1\" > 0.0858</td>\n",
+       "      <td id=\"T_0b336_row7_col2\" class=\"data row7 col2\" >-10.35</td>\n",
+       "      <td id=\"T_0b336_row7_col3\" class=\"data row7 col3\" >***</td>\n",
+       "      <td id=\"T_0b336_row7_col4\" class=\"data row7 col4\" > 0.00</td>\n",
+       "      <td id=\"T_0b336_row7_col5\" class=\"data row7 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_0b336_level0_row8\" class=\"row_heading level0 row8\" >coef_arrival_constants_midday_1</th>\n",
+       "      <td id=\"T_0b336_row8_col0\" class=\"data row8 col0\" >-0.478</td>\n",
+       "      <td id=\"T_0b336_row8_col1\" class=\"data row8 col1\" > 0.0618</td>\n",
+       "      <td id=\"T_0b336_row8_col2\" class=\"data row8 col2\" >-7.73</td>\n",
+       "      <td id=\"T_0b336_row8_col3\" class=\"data row8 col3\" >***</td>\n",
+       "      <td id=\"T_0b336_row8_col4\" class=\"data row8 col4\" > 0.00</td>\n",
+       "      <td id=\"T_0b336_row8_col5\" class=\"data row8 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_0b336_level0_row9\" class=\"row_heading level0 row9\" >coef_arrival_constants_midday_2</th>\n",
+       "      <td id=\"T_0b336_row9_col0\" class=\"data row9 col0\" >-0.405</td>\n",
+       "      <td id=\"T_0b336_row9_col1\" class=\"data row9 col1\" > 0.0420</td>\n",
+       "      <td id=\"T_0b336_row9_col2\" class=\"data row9 col2\" >-9.64</td>\n",
+       "      <td id=\"T_0b336_row9_col3\" class=\"data row9 col3\" >***</td>\n",
+       "      <td id=\"T_0b336_row9_col4\" class=\"data row9 col4\" > 0.00</td>\n",
+       "      <td id=\"T_0b336_row9_col5\" class=\"data row9 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_0b336_level0_row10\" class=\"row_heading level0 row10\" >coef_arrival_constants_pm_peak_1</th>\n",
+       "      <td id=\"T_0b336_row10_col0\" class=\"data row10 col0\" > 0.00</td>\n",
+       "      <td id=\"T_0b336_row10_col1\" class=\"data row10 col1\" > 0.00</td>\n",
+       "      <td id=\"T_0b336_row10_col2\" class=\"data row10 col2\" > NA</td>\n",
+       "      <td id=\"T_0b336_row10_col3\" class=\"data row10 col3\" ></td>\n",
+       "      <td id=\"T_0b336_row10_col4\" class=\"data row10 col4\" > 0.00</td>\n",
+       "      <td id=\"T_0b336_row10_col5\" class=\"data row10 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_0b336_level0_row11\" class=\"row_heading level0 row11\" >coef_arrival_constants_pm_peak_2</th>\n",
+       "      <td id=\"T_0b336_row11_col0\" class=\"data row11 col0\" > 0.320</td>\n",
+       "      <td id=\"T_0b336_row11_col1\" class=\"data row11 col1\" > 0.0376</td>\n",
+       "      <td id=\"T_0b336_row11_col2\" class=\"data row11 col2\" > 8.52</td>\n",
+       "      <td id=\"T_0b336_row11_col3\" class=\"data row11 col3\" >***</td>\n",
+       "      <td id=\"T_0b336_row11_col4\" class=\"data row11 col4\" > 0.00</td>\n",
+       "      <td id=\"T_0b336_row11_col5\" class=\"data row11 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_0b336_level0_row12\" class=\"row_heading level0 row12\" >coef_arrival_constants_pm_peak_3</th>\n",
+       "      <td id=\"T_0b336_row12_col0\" class=\"data row12 col0\" > 0.737</td>\n",
+       "      <td id=\"T_0b336_row12_col1\" class=\"data row12 col1\" > 0.0414</td>\n",
+       "      <td id=\"T_0b336_row12_col2\" class=\"data row12 col2\" > 17.81</td>\n",
+       "      <td id=\"T_0b336_row12_col3\" class=\"data row12 col3\" >***</td>\n",
+       "      <td id=\"T_0b336_row12_col4\" class=\"data row12 col4\" > 0.00</td>\n",
+       "      <td id=\"T_0b336_row12_col5\" class=\"data row12 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_0b336_level0_row13\" class=\"row_heading level0 row13\" >coef_arrival_constants_pm_peak_4</th>\n",
+       "      <td id=\"T_0b336_row13_col0\" class=\"data row13 col0\" > 0.834</td>\n",
+       "      <td id=\"T_0b336_row13_col1\" class=\"data row13 col1\" > 0.0492</td>\n",
+       "      <td id=\"T_0b336_row13_col2\" class=\"data row13 col2\" > 16.97</td>\n",
+       "      <td id=\"T_0b336_row13_col3\" class=\"data row13 col3\" >***</td>\n",
+       "      <td id=\"T_0b336_row13_col4\" class=\"data row13 col4\" > 0.00</td>\n",
+       "      <td id=\"T_0b336_row13_col5\" class=\"data row13 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_0b336_level0_row14\" class=\"row_heading level0 row14\" >coef_departure_constants_am_peak_1</th>\n",
+       "      <td id=\"T_0b336_row14_col0\" class=\"data row14 col0\" >-0.601</td>\n",
+       "      <td id=\"T_0b336_row14_col1\" class=\"data row14 col1\" > 0.0240</td>\n",
+       "      <td id=\"T_0b336_row14_col2\" class=\"data row14 col2\" >-25.03</td>\n",
+       "      <td id=\"T_0b336_row14_col3\" class=\"data row14 col3\" >***</td>\n",
+       "      <td id=\"T_0b336_row14_col4\" class=\"data row14 col4\" > 0.00</td>\n",
+       "      <td id=\"T_0b336_row14_col5\" class=\"data row14 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_0b336_level0_row15\" class=\"row_heading level0 row15\" >coef_departure_constants_am_peak_2</th>\n",
+       "      <td id=\"T_0b336_row15_col0\" class=\"data row15 col0\" > 0.00</td>\n",
+       "      <td id=\"T_0b336_row15_col1\" class=\"data row15 col1\" > 0.00</td>\n",
+       "      <td id=\"T_0b336_row15_col2\" class=\"data row15 col2\" > NA</td>\n",
+       "      <td id=\"T_0b336_row15_col3\" class=\"data row15 col3\" ></td>\n",
+       "      <td id=\"T_0b336_row15_col4\" class=\"data row15 col4\" > 0.00</td>\n",
+       "      <td id=\"T_0b336_row15_col5\" class=\"data row15 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_0b336_level0_row16\" class=\"row_heading level0 row16\" >coef_departure_constants_am_peak_3</th>\n",
+       "      <td id=\"T_0b336_row16_col0\" class=\"data row16 col0\" >-0.221</td>\n",
+       "      <td id=\"T_0b336_row16_col1\" class=\"data row16 col1\" > 0.0223</td>\n",
+       "      <td id=\"T_0b336_row16_col2\" class=\"data row16 col2\" >-9.89</td>\n",
+       "      <td id=\"T_0b336_row16_col3\" class=\"data row16 col3\" >***</td>\n",
+       "      <td id=\"T_0b336_row16_col4\" class=\"data row16 col4\" > 0.00</td>\n",
+       "      <td id=\"T_0b336_row16_col5\" class=\"data row16 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_0b336_level0_row17\" class=\"row_heading level0 row17\" >coef_departure_constants_am_peak_4</th>\n",
+       "      <td id=\"T_0b336_row17_col0\" class=\"data row17 col0\" >-1.21</td>\n",
+       "      <td id=\"T_0b336_row17_col1\" class=\"data row17 col1\" > 0.0368</td>\n",
+       "      <td id=\"T_0b336_row17_col2\" class=\"data row17 col2\" >-32.83</td>\n",
+       "      <td id=\"T_0b336_row17_col3\" class=\"data row17 col3\" >***</td>\n",
+       "      <td id=\"T_0b336_row17_col4\" class=\"data row17 col4\" > 0.00</td>\n",
+       "      <td id=\"T_0b336_row17_col5\" class=\"data row17 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_0b336_level0_row18\" class=\"row_heading level0 row18\" >coef_departure_constants_early</th>\n",
+       "      <td id=\"T_0b336_row18_col0\" class=\"data row18 col0\" >-0.931</td>\n",
+       "      <td id=\"T_0b336_row18_col1\" class=\"data row18 col1\" > 0.0394</td>\n",
+       "      <td id=\"T_0b336_row18_col2\" class=\"data row18 col2\" >-23.64</td>\n",
+       "      <td id=\"T_0b336_row18_col3\" class=\"data row18 col3\" >***</td>\n",
+       "      <td id=\"T_0b336_row18_col4\" class=\"data row18 col4\" > 0.00</td>\n",
+       "      <td id=\"T_0b336_row18_col5\" class=\"data row18 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_0b336_level0_row19\" class=\"row_heading level0 row19\" >coef_departure_constants_evening</th>\n",
+       "      <td id=\"T_0b336_row19_col0\" class=\"data row19 col0\" >-1.50</td>\n",
+       "      <td id=\"T_0b336_row19_col1\" class=\"data row19 col1\" > 0.169</td>\n",
+       "      <td id=\"T_0b336_row19_col2\" class=\"data row19 col2\" >-8.89</td>\n",
+       "      <td id=\"T_0b336_row19_col3\" class=\"data row19 col3\" >***</td>\n",
+       "      <td id=\"T_0b336_row19_col4\" class=\"data row19 col4\" > 0.00</td>\n",
+       "      <td id=\"T_0b336_row19_col5\" class=\"data row19 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_0b336_level0_row20\" class=\"row_heading level0 row20\" >coef_departure_constants_late</th>\n",
+       "      <td id=\"T_0b336_row20_col0\" class=\"data row20 col0\" >-2.89</td>\n",
+       "      <td id=\"T_0b336_row20_col1\" class=\"data row20 col1\" > 0.523</td>\n",
+       "      <td id=\"T_0b336_row20_col2\" class=\"data row20 col2\" >-5.53</td>\n",
+       "      <td id=\"T_0b336_row20_col3\" class=\"data row20 col3\" >***</td>\n",
+       "      <td id=\"T_0b336_row20_col4\" class=\"data row20 col4\" > 0.00</td>\n",
+       "      <td id=\"T_0b336_row20_col5\" class=\"data row20 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_0b336_level0_row21\" class=\"row_heading level0 row21\" >coef_departure_constants_midday_1</th>\n",
+       "      <td id=\"T_0b336_row21_col0\" class=\"data row21 col0\" >-1.68</td>\n",
+       "      <td id=\"T_0b336_row21_col1\" class=\"data row21 col1\" > 0.0667</td>\n",
+       "      <td id=\"T_0b336_row21_col2\" class=\"data row21 col2\" >-25.25</td>\n",
+       "      <td id=\"T_0b336_row21_col3\" class=\"data row21 col3\" >***</td>\n",
+       "      <td id=\"T_0b336_row21_col4\" class=\"data row21 col4\" > 0.00</td>\n",
+       "      <td id=\"T_0b336_row21_col5\" class=\"data row21 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_0b336_level0_row22\" class=\"row_heading level0 row22\" >coef_departure_constants_midday_2</th>\n",
+       "      <td id=\"T_0b336_row22_col0\" class=\"data row22 col0\" >-1.71</td>\n",
+       "      <td id=\"T_0b336_row22_col1\" class=\"data row22 col1\" > 0.0823</td>\n",
+       "      <td id=\"T_0b336_row22_col2\" class=\"data row22 col2\" >-20.76</td>\n",
+       "      <td id=\"T_0b336_row22_col3\" class=\"data row22 col3\" >***</td>\n",
+       "      <td id=\"T_0b336_row22_col4\" class=\"data row22 col4\" > 0.00</td>\n",
+       "      <td id=\"T_0b336_row22_col5\" class=\"data row22 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_0b336_level0_row23\" class=\"row_heading level0 row23\" >coef_departure_constants_pm_peak</th>\n",
+       "      <td id=\"T_0b336_row23_col0\" class=\"data row23 col0\" >-1.38</td>\n",
+       "      <td id=\"T_0b336_row23_col1\" class=\"data row23 col1\" > 0.115</td>\n",
+       "      <td id=\"T_0b336_row23_col2\" class=\"data row23 col2\" >-11.93</td>\n",
+       "      <td id=\"T_0b336_row23_col3\" class=\"data row23 col3\" >***</td>\n",
+       "      <td id=\"T_0b336_row23_col4\" class=\"data row23 col4\" > 0.00</td>\n",
+       "      <td id=\"T_0b336_row23_col5\" class=\"data row23 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_0b336_level0_row24\" class=\"row_heading level0 row24\" >coef_destination_in_cbd_departure_shift_effects</th>\n",
+       "      <td id=\"T_0b336_row24_col0\" class=\"data row24 col0\" > 0.0579</td>\n",
+       "      <td id=\"T_0b336_row24_col1\" class=\"data row24 col1\" > 0.00940</td>\n",
+       "      <td id=\"T_0b336_row24_col2\" class=\"data row24 col2\" > 6.16</td>\n",
+       "      <td id=\"T_0b336_row24_col3\" class=\"data row24 col3\" >***</td>\n",
+       "      <td id=\"T_0b336_row24_col4\" class=\"data row24 col4\" > 0.00</td>\n",
+       "      <td id=\"T_0b336_row24_col5\" class=\"data row24 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_0b336_level0_row25\" class=\"row_heading level0 row25\" >coef_destination_in_cbd_duration_shift_effects</th>\n",
+       "      <td id=\"T_0b336_row25_col0\" class=\"data row25 col0\" > 0.0702</td>\n",
+       "      <td id=\"T_0b336_row25_col1\" class=\"data row25 col1\" > 0.00841</td>\n",
+       "      <td id=\"T_0b336_row25_col2\" class=\"data row25 col2\" > 8.35</td>\n",
+       "      <td id=\"T_0b336_row25_col3\" class=\"data row25 col3\" >***</td>\n",
+       "      <td id=\"T_0b336_row25_col4\" class=\"data row25 col4\" > 0.00</td>\n",
+       "      <td id=\"T_0b336_row25_col5\" class=\"data row25 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_0b336_level0_row26\" class=\"row_heading level0 row26\" >coef_destination_in_cbd_early_departure_interaction</th>\n",
+       "      <td id=\"T_0b336_row26_col0\" class=\"data row26 col0\" >-0.365</td>\n",
+       "      <td id=\"T_0b336_row26_col1\" class=\"data row26 col1\" > 0.0703</td>\n",
+       "      <td id=\"T_0b336_row26_col2\" class=\"data row26 col2\" >-5.19</td>\n",
+       "      <td id=\"T_0b336_row26_col3\" class=\"data row26 col3\" >***</td>\n",
+       "      <td id=\"T_0b336_row26_col4\" class=\"data row26 col4\" > 0.00</td>\n",
+       "      <td id=\"T_0b336_row26_col5\" class=\"data row26 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_0b336_level0_row27\" class=\"row_heading level0 row27\" >coef_destination_in_cbd_late_arrival_interaction</th>\n",
+       "      <td id=\"T_0b336_row27_col0\" class=\"data row27 col0\" >-0.157</td>\n",
+       "      <td id=\"T_0b336_row27_col1\" class=\"data row27 col1\" > 0.102</td>\n",
+       "      <td id=\"T_0b336_row27_col2\" class=\"data row27 col2\" >-1.54</td>\n",
+       "      <td id=\"T_0b336_row27_col3\" class=\"data row27 col3\" ></td>\n",
+       "      <td id=\"T_0b336_row27_col4\" class=\"data row27 col4\" > 0.00</td>\n",
+       "      <td id=\"T_0b336_row27_col5\" class=\"data row27 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_0b336_level0_row28\" class=\"row_heading level0 row28\" >coef_duration_constants_0_to_2_hours</th>\n",
+       "      <td id=\"T_0b336_row28_col0\" class=\"data row28 col0\" >-2.60</td>\n",
+       "      <td id=\"T_0b336_row28_col1\" class=\"data row28 col1\" > 0.110</td>\n",
+       "      <td id=\"T_0b336_row28_col2\" class=\"data row28 col2\" >-23.52</td>\n",
+       "      <td id=\"T_0b336_row28_col3\" class=\"data row28 col3\" >***</td>\n",
+       "      <td id=\"T_0b336_row28_col4\" class=\"data row28 col4\" > 0.00</td>\n",
+       "      <td id=\"T_0b336_row28_col5\" class=\"data row28 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_0b336_level0_row29\" class=\"row_heading level0 row29\" >coef_duration_constants_10_hours</th>\n",
+       "      <td id=\"T_0b336_row29_col0\" class=\"data row29 col0\" > 0.00</td>\n",
+       "      <td id=\"T_0b336_row29_col1\" class=\"data row29 col1\" > 0.00</td>\n",
+       "      <td id=\"T_0b336_row29_col2\" class=\"data row29 col2\" > NA</td>\n",
+       "      <td id=\"T_0b336_row29_col3\" class=\"data row29 col3\" ></td>\n",
+       "      <td id=\"T_0b336_row29_col4\" class=\"data row29 col4\" > 0.00</td>\n",
+       "      <td id=\"T_0b336_row29_col5\" class=\"data row29 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_0b336_level0_row30\" class=\"row_heading level0 row30\" >coef_duration_constants_11_hours</th>\n",
+       "      <td id=\"T_0b336_row30_col0\" class=\"data row30 col0\" >-0.317</td>\n",
+       "      <td id=\"T_0b336_row30_col1\" class=\"data row30 col1\" > 0.0255</td>\n",
+       "      <td id=\"T_0b336_row30_col2\" class=\"data row30 col2\" >-12.41</td>\n",
+       "      <td id=\"T_0b336_row30_col3\" class=\"data row30 col3\" >***</td>\n",
+       "      <td id=\"T_0b336_row30_col4\" class=\"data row30 col4\" > 0.00</td>\n",
+       "      <td id=\"T_0b336_row30_col5\" class=\"data row30 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_0b336_level0_row31\" class=\"row_heading level0 row31\" >coef_duration_constants_12_to_13_hours</th>\n",
+       "      <td id=\"T_0b336_row31_col0\" class=\"data row31 col0\" >-0.999</td>\n",
+       "      <td id=\"T_0b336_row31_col1\" class=\"data row31 col1\" > 0.0368</td>\n",
+       "      <td id=\"T_0b336_row31_col2\" class=\"data row31 col2\" >-27.14</td>\n",
+       "      <td id=\"T_0b336_row31_col3\" class=\"data row31 col3\" >***</td>\n",
+       "      <td id=\"T_0b336_row31_col4\" class=\"data row31 col4\" > 0.00</td>\n",
+       "      <td id=\"T_0b336_row31_col5\" class=\"data row31 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_0b336_level0_row32\" class=\"row_heading level0 row32\" >coef_duration_constants_14_to_18_hours</th>\n",
+       "      <td id=\"T_0b336_row32_col0\" class=\"data row32 col0\" >-1.64</td>\n",
+       "      <td id=\"T_0b336_row32_col1\" class=\"data row32 col1\" > 0.0595</td>\n",
+       "      <td id=\"T_0b336_row32_col2\" class=\"data row32 col2\" >-27.58</td>\n",
+       "      <td id=\"T_0b336_row32_col3\" class=\"data row32 col3\" >***</td>\n",
+       "      <td id=\"T_0b336_row32_col4\" class=\"data row32 col4\" > 0.00</td>\n",
+       "      <td id=\"T_0b336_row32_col5\" class=\"data row32 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_0b336_level0_row33\" class=\"row_heading level0 row33\" >coef_duration_constants_3_to_4_hours</th>\n",
+       "      <td id=\"T_0b336_row33_col0\" class=\"data row33 col0\" >-0.977</td>\n",
+       "      <td id=\"T_0b336_row33_col1\" class=\"data row33 col1\" > 0.0830</td>\n",
+       "      <td id=\"T_0b336_row33_col2\" class=\"data row33 col2\" >-11.76</td>\n",
+       "      <td id=\"T_0b336_row33_col3\" class=\"data row33 col3\" >***</td>\n",
+       "      <td id=\"T_0b336_row33_col4\" class=\"data row33 col4\" > 0.00</td>\n",
+       "      <td id=\"T_0b336_row33_col5\" class=\"data row33 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_0b336_level0_row34\" class=\"row_heading level0 row34\" >coef_duration_constants_5_to_6_hours</th>\n",
+       "      <td id=\"T_0b336_row34_col0\" class=\"data row34 col0\" >-0.786</td>\n",
+       "      <td id=\"T_0b336_row34_col1\" class=\"data row34 col1\" > 0.0678</td>\n",
+       "      <td id=\"T_0b336_row34_col2\" class=\"data row34 col2\" >-11.60</td>\n",
+       "      <td id=\"T_0b336_row34_col3\" class=\"data row34 col3\" >***</td>\n",
+       "      <td id=\"T_0b336_row34_col4\" class=\"data row34 col4\" > 0.00</td>\n",
+       "      <td id=\"T_0b336_row34_col5\" class=\"data row34 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_0b336_level0_row35\" class=\"row_heading level0 row35\" >coef_duration_constants_7_to_8_hours</th>\n",
+       "      <td id=\"T_0b336_row35_col0\" class=\"data row35 col0\" >-0.192</td>\n",
+       "      <td id=\"T_0b336_row35_col1\" class=\"data row35 col1\" > 0.0520</td>\n",
+       "      <td id=\"T_0b336_row35_col2\" class=\"data row35 col2\" >-3.69</td>\n",
+       "      <td id=\"T_0b336_row35_col3\" class=\"data row35 col3\" >***</td>\n",
+       "      <td id=\"T_0b336_row35_col4\" class=\"data row35 col4\" > 0.00</td>\n",
+       "      <td id=\"T_0b336_row35_col5\" class=\"data row35 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_0b336_level0_row36\" class=\"row_heading level0 row36\" >coef_duration_constants_9_hours</th>\n",
+       "      <td id=\"T_0b336_row36_col0\" class=\"data row36 col0\" > 0.0413</td>\n",
+       "      <td id=\"T_0b336_row36_col1\" class=\"data row36 col1\" > 0.0245</td>\n",
+       "      <td id=\"T_0b336_row36_col2\" class=\"data row36 col2\" > 1.69</td>\n",
+       "      <td id=\"T_0b336_row36_col3\" class=\"data row36 col3\" ></td>\n",
+       "      <td id=\"T_0b336_row36_col4\" class=\"data row36 col4\" > 0.00</td>\n",
+       "      <td id=\"T_0b336_row36_col5\" class=\"data row36 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_0b336_level0_row37\" class=\"row_heading level0 row37\" >coef_first_of_2plus_work_tours_departure_shift_effects</th>\n",
+       "      <td id=\"T_0b336_row37_col0\" class=\"data row37 col0\" >-0.287</td>\n",
+       "      <td id=\"T_0b336_row37_col1\" class=\"data row37 col1\" > 0.0162</td>\n",
+       "      <td id=\"T_0b336_row37_col2\" class=\"data row37 col2\" >-17.76</td>\n",
+       "      <td id=\"T_0b336_row37_col3\" class=\"data row37 col3\" >***</td>\n",
+       "      <td id=\"T_0b336_row37_col4\" class=\"data row37 col4\" > 0.00</td>\n",
+       "      <td id=\"T_0b336_row37_col5\" class=\"data row37 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_0b336_level0_row38\" class=\"row_heading level0 row38\" >coef_first_of_2plus_work_tours_duration_lt_8_hrs</th>\n",
+       "      <td id=\"T_0b336_row38_col0\" class=\"data row38 col0\" > 2.16</td>\n",
+       "      <td id=\"T_0b336_row38_col1\" class=\"data row38 col1\" > 0.150</td>\n",
+       "      <td id=\"T_0b336_row38_col2\" class=\"data row38 col2\" > 14.40</td>\n",
+       "      <td id=\"T_0b336_row38_col3\" class=\"data row38 col3\" >***</td>\n",
+       "      <td id=\"T_0b336_row38_col4\" class=\"data row38 col4\" > 0.00</td>\n",
+       "      <td id=\"T_0b336_row38_col5\" class=\"data row38 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_0b336_level0_row39\" class=\"row_heading level0 row39\" >coef_first_of_2plus_work_tours_duration_shift_effects</th>\n",
+       "      <td id=\"T_0b336_row39_col0\" class=\"data row39 col0\" >-0.159</td>\n",
+       "      <td id=\"T_0b336_row39_col1\" class=\"data row39 col1\" > 0.0411</td>\n",
+       "      <td id=\"T_0b336_row39_col2\" class=\"data row39 col2\" >-3.88</td>\n",
+       "      <td id=\"T_0b336_row39_col3\" class=\"data row39 col3\" >***</td>\n",
+       "      <td id=\"T_0b336_row39_col4\" class=\"data row39 col4\" > 0.00</td>\n",
+       "      <td id=\"T_0b336_row39_col5\" class=\"data row39 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_0b336_level0_row40\" class=\"row_heading level0 row40\" >coef_free_flow_round_trip_auto_time_shift_effects_departure</th>\n",
+       "      <td id=\"T_0b336_row40_col0\" class=\"data row40 col0\" >-0.00116</td>\n",
+       "      <td id=\"T_0b336_row40_col1\" class=\"data row40 col1\" > 0.000147</td>\n",
+       "      <td id=\"T_0b336_row40_col2\" class=\"data row40 col2\" >-7.89</td>\n",
+       "      <td id=\"T_0b336_row40_col3\" class=\"data row40 col3\" >***</td>\n",
+       "      <td id=\"T_0b336_row40_col4\" class=\"data row40 col4\" > 0.00</td>\n",
+       "      <td id=\"T_0b336_row40_col5\" class=\"data row40 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_0b336_level0_row41\" class=\"row_heading level0 row41\" >coef_free_flow_round_trip_auto_time_shift_effects_duration</th>\n",
+       "      <td id=\"T_0b336_row41_col0\" class=\"data row41 col0\" > 0.00210</td>\n",
+       "      <td id=\"T_0b336_row41_col1\" class=\"data row41 col1\" > 0.000113</td>\n",
+       "      <td id=\"T_0b336_row41_col2\" class=\"data row41 col2\" > 18.52</td>\n",
+       "      <td id=\"T_0b336_row41_col3\" class=\"data row41 col3\" >***</td>\n",
+       "      <td id=\"T_0b336_row41_col4\" class=\"data row41 col4\" > 0.00</td>\n",
+       "      <td id=\"T_0b336_row41_col5\" class=\"data row41 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_0b336_level0_row42\" class=\"row_heading level0 row42\" >coef_full_time_worker_10_to_12_departure_interaction</th>\n",
+       "      <td id=\"T_0b336_row42_col0\" class=\"data row42 col0\" >-0.474</td>\n",
+       "      <td id=\"T_0b336_row42_col1\" class=\"data row42 col1\" > 0.0596</td>\n",
+       "      <td id=\"T_0b336_row42_col2\" class=\"data row42 col2\" >-7.95</td>\n",
+       "      <td id=\"T_0b336_row42_col3\" class=\"data row42 col3\" >***</td>\n",
+       "      <td id=\"T_0b336_row42_col4\" class=\"data row42 col4\" > 0.00</td>\n",
+       "      <td id=\"T_0b336_row42_col5\" class=\"data row42 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_0b336_level0_row43\" class=\"row_heading level0 row43\" >coef_full_time_worker_duration_lt_9_hours_interaction</th>\n",
+       "      <td id=\"T_0b336_row43_col0\" class=\"data row43 col0\" >-1.19</td>\n",
+       "      <td id=\"T_0b336_row43_col1\" class=\"data row43 col1\" > 0.0487</td>\n",
+       "      <td id=\"T_0b336_row43_col2\" class=\"data row43 col2\" >-24.43</td>\n",
+       "      <td id=\"T_0b336_row43_col3\" class=\"data row43 col3\" >***</td>\n",
+       "      <td id=\"T_0b336_row43_col4\" class=\"data row43 col4\" > 0.00</td>\n",
+       "      <td id=\"T_0b336_row43_col5\" class=\"data row43 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_0b336_level0_row44\" class=\"row_heading level0 row44\" >coef_household_income_departure_shift_effects</th>\n",
+       "      <td id=\"T_0b336_row44_col0\" class=\"data row44 col0\" > 0.000219</td>\n",
+       "      <td id=\"T_0b336_row44_col1\" class=\"data row44 col1\" > 3.32e-05</td>\n",
+       "      <td id=\"T_0b336_row44_col2\" class=\"data row44 col2\" > 6.61</td>\n",
+       "      <td id=\"T_0b336_row44_col3\" class=\"data row44 col3\" >***</td>\n",
+       "      <td id=\"T_0b336_row44_col4\" class=\"data row44 col4\" > 0.00</td>\n",
+       "      <td id=\"T_0b336_row44_col5\" class=\"data row44 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_0b336_level0_row45\" class=\"row_heading level0 row45\" >coef_household_income_early_departure_interaction</th>\n",
+       "      <td id=\"T_0b336_row45_col0\" class=\"data row45 col0\" >-0.462</td>\n",
+       "      <td id=\"T_0b336_row45_col1\" class=\"data row45 col1\" > 0.0533</td>\n",
+       "      <td id=\"T_0b336_row45_col2\" class=\"data row45 col2\" >-8.67</td>\n",
+       "      <td id=\"T_0b336_row45_col3\" class=\"data row45 col3\" >***</td>\n",
+       "      <td id=\"T_0b336_row45_col4\" class=\"data row45 col4\" > 0.00</td>\n",
+       "      <td id=\"T_0b336_row45_col5\" class=\"data row45 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_0b336_level0_row46\" class=\"row_heading level0 row46\" >coef_household_income_late_arrival_interaction</th>\n",
+       "      <td id=\"T_0b336_row46_col0\" class=\"data row46 col0\" >-0.560</td>\n",
+       "      <td id=\"T_0b336_row46_col1\" class=\"data row46 col1\" > 0.0878</td>\n",
+       "      <td id=\"T_0b336_row46_col2\" class=\"data row46 col2\" >-6.38</td>\n",
+       "      <td id=\"T_0b336_row46_col3\" class=\"data row46 col3\" >***</td>\n",
+       "      <td id=\"T_0b336_row46_col4\" class=\"data row46 col4\" > 0.00</td>\n",
+       "      <td id=\"T_0b336_row46_col5\" class=\"data row46 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_0b336_level0_row47\" class=\"row_heading level0 row47\" >coef_mode_choice_logsum</th>\n",
+       "      <td id=\"T_0b336_row47_col0\" class=\"data row47 col0\" > 0.666</td>\n",
+       "      <td id=\"T_0b336_row47_col1\" class=\"data row47 col1\" > 0.0752</td>\n",
+       "      <td id=\"T_0b336_row47_col2\" class=\"data row47 col2\" > 8.86</td>\n",
+       "      <td id=\"T_0b336_row47_col3\" class=\"data row47 col3\" >***</td>\n",
+       "      <td id=\"T_0b336_row47_col4\" class=\"data row47 col4\" > 0.00</td>\n",
+       "      <td id=\"T_0b336_row47_col5\" class=\"data row47 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_0b336_level0_row48\" class=\"row_heading level0 row48\" >coef_non_working_adult_duration_shift_effects</th>\n",
+       "      <td id=\"T_0b336_row48_col0\" class=\"data row48 col0\" >-0.121</td>\n",
+       "      <td id=\"T_0b336_row48_col1\" class=\"data row48 col1\" > NA</td>\n",
+       "      <td id=\"T_0b336_row48_col2\" class=\"data row48 col2\" > NA</td>\n",
+       "      <td id=\"T_0b336_row48_col3\" class=\"data row48 col3\" ></td>\n",
+       "      <td id=\"T_0b336_row48_col4\" class=\"data row48 col4\" > 0.00</td>\n",
+       "      <td id=\"T_0b336_row48_col5\" class=\"data row48 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_0b336_level0_row49\" class=\"row_heading level0 row49\" >coef_part_time_worker_13_to_15_arrival_interaction</th>\n",
+       "      <td id=\"T_0b336_row49_col0\" class=\"data row49 col0\" > 0.688</td>\n",
+       "      <td id=\"T_0b336_row49_col1\" class=\"data row49 col1\" > 0.0550</td>\n",
+       "      <td id=\"T_0b336_row49_col2\" class=\"data row49 col2\" > 12.51</td>\n",
+       "      <td id=\"T_0b336_row49_col3\" class=\"data row49 col3\" >***</td>\n",
+       "      <td id=\"T_0b336_row49_col4\" class=\"data row49 col4\" > 0.00</td>\n",
+       "      <td id=\"T_0b336_row49_col5\" class=\"data row49 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_0b336_level0_row50\" class=\"row_heading level0 row50\" >coef_part_time_worker_departure_shift_effects</th>\n",
+       "      <td id=\"T_0b336_row50_col0\" class=\"data row50 col0\" > 0.0588</td>\n",
+       "      <td id=\"T_0b336_row50_col1\" class=\"data row50 col1\" > 0.00877</td>\n",
+       "      <td id=\"T_0b336_row50_col2\" class=\"data row50 col2\" > 6.70</td>\n",
+       "      <td id=\"T_0b336_row50_col3\" class=\"data row50 col3\" >***</td>\n",
+       "      <td id=\"T_0b336_row50_col4\" class=\"data row50 col4\" > 0.00</td>\n",
+       "      <td id=\"T_0b336_row50_col5\" class=\"data row50 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_0b336_level0_row51\" class=\"row_heading level0 row51\" >coef_previously_scheduled_tour_begins_in_this_arrival_hour</th>\n",
+       "      <td id=\"T_0b336_row51_col0\" class=\"data row51 col0\" >-1.25</td>\n",
+       "      <td id=\"T_0b336_row51_col1\" class=\"data row51 col1\" > 3.92</td>\n",
+       "      <td id=\"T_0b336_row51_col2\" class=\"data row51 col2\" >-0.32</td>\n",
+       "      <td id=\"T_0b336_row51_col3\" class=\"data row51 col3\" ></td>\n",
+       "      <td id=\"T_0b336_row51_col4\" class=\"data row51 col4\" > 0.00</td>\n",
+       "      <td id=\"T_0b336_row51_col5\" class=\"data row51 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_0b336_level0_row52\" class=\"row_heading level0 row52\" >coef_previously_scheduled_tour_ends_in_this_departure_hour</th>\n",
+       "      <td id=\"T_0b336_row52_col0\" class=\"data row52 col0\" >-0.564</td>\n",
+       "      <td id=\"T_0b336_row52_col1\" class=\"data row52 col1\" > 0.810</td>\n",
+       "      <td id=\"T_0b336_row52_col2\" class=\"data row52 col2\" >-0.70</td>\n",
+       "      <td id=\"T_0b336_row52_col3\" class=\"data row52 col3\" ></td>\n",
+       "      <td id=\"T_0b336_row52_col4\" class=\"data row52 col4\" > 0.00</td>\n",
+       "      <td id=\"T_0b336_row52_col5\" class=\"data row52 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_0b336_level0_row53\" class=\"row_heading level0 row53\" >coef_remaining_tours_to_be_scheduled_div_number_of_unscheduled_hours</th>\n",
+       "      <td id=\"T_0b336_row53_col0\" class=\"data row53 col0\" >-18.7</td>\n",
+       "      <td id=\"T_0b336_row53_col1\" class=\"data row53 col1\" > 7.36</td>\n",
+       "      <td id=\"T_0b336_row53_col2\" class=\"data row53 col2\" >-2.54</td>\n",
+       "      <td id=\"T_0b336_row53_col3\" class=\"data row53 col3\" >*</td>\n",
+       "      <td id=\"T_0b336_row53_col4\" class=\"data row53 col4\" > 0.00</td>\n",
+       "      <td id=\"T_0b336_row53_col5\" class=\"data row53 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_0b336_level0_row54\" class=\"row_heading level0 row54\" >coef_rural_household_early_departure_interaction</th>\n",
+       "      <td id=\"T_0b336_row54_col0\" class=\"data row54 col0\" > 0.404</td>\n",
+       "      <td id=\"T_0b336_row54_col1\" class=\"data row54 col1\" > NA</td>\n",
+       "      <td id=\"T_0b336_row54_col2\" class=\"data row54 col2\" > NA</td>\n",
+       "      <td id=\"T_0b336_row54_col3\" class=\"data row54 col3\" ></td>\n",
+       "      <td id=\"T_0b336_row54_col4\" class=\"data row54 col4\" > 0.00</td>\n",
+       "      <td id=\"T_0b336_row54_col5\" class=\"data row54 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_0b336_level0_row55\" class=\"row_heading level0 row55\" >coef_rural_household_late_arrival_interaction</th>\n",
+       "      <td id=\"T_0b336_row55_col0\" class=\"data row55 col0\" >-0.345</td>\n",
+       "      <td id=\"T_0b336_row55_col1\" class=\"data row55 col1\" > 2.80e-14</td>\n",
+       "      <td id=\"T_0b336_row55_col2\" class=\"data row55 col2\" >-BIG</td>\n",
+       "      <td id=\"T_0b336_row55_col3\" class=\"data row55 col3\" >***</td>\n",
+       "      <td id=\"T_0b336_row55_col4\" class=\"data row55 col4\" > 0.00</td>\n",
+       "      <td id=\"T_0b336_row55_col5\" class=\"data row55 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_0b336_level0_row56\" class=\"row_heading level0 row56\" >coef_subsequent_2plus_work_departure_tours_shift_effects</th>\n",
+       "      <td id=\"T_0b336_row56_col0\" class=\"data row56 col0\" > 0.0599</td>\n",
+       "      <td id=\"T_0b336_row56_col1\" class=\"data row56 col1\" > 0.0282</td>\n",
+       "      <td id=\"T_0b336_row56_col2\" class=\"data row56 col2\" > 2.12</td>\n",
+       "      <td id=\"T_0b336_row56_col3\" class=\"data row56 col3\" >*</td>\n",
+       "      <td id=\"T_0b336_row56_col4\" class=\"data row56 col4\" > 0.00</td>\n",
+       "      <td id=\"T_0b336_row56_col5\" class=\"data row56 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_0b336_level0_row57\" class=\"row_heading level0 row57\" >coef_subsequent_2plus_work_duration_tours_shift_effects</th>\n",
+       "      <td id=\"T_0b336_row57_col0\" class=\"data row57 col0\" >-0.353</td>\n",
+       "      <td id=\"T_0b336_row57_col1\" class=\"data row57 col1\" > 0.0325</td>\n",
+       "      <td id=\"T_0b336_row57_col2\" class=\"data row57 col2\" >-10.85</td>\n",
+       "      <td id=\"T_0b336_row57_col3\" class=\"data row57 col3\" >***</td>\n",
+       "      <td id=\"T_0b336_row57_col4\" class=\"data row57 col4\" > 0.00</td>\n",
+       "      <td id=\"T_0b336_row57_col5\" class=\"data row57 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_0b336_level0_row58\" class=\"row_heading level0 row58\" >coef_subsequent_of_2plus_work_tours_duration_lt_8_hrs</th>\n",
+       "      <td id=\"T_0b336_row58_col0\" class=\"data row58 col0\" > 2.61</td>\n",
+       "      <td id=\"T_0b336_row58_col1\" class=\"data row58 col1\" > 0.544</td>\n",
+       "      <td id=\"T_0b336_row58_col2\" class=\"data row58 col2\" > 4.80</td>\n",
+       "      <td id=\"T_0b336_row58_col3\" class=\"data row58 col3\" >***</td>\n",
+       "      <td id=\"T_0b336_row58_col4\" class=\"data row58 col4\" > 0.00</td>\n",
+       "      <td id=\"T_0b336_row58_col5\" class=\"data row58 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_0b336_level0_row59\" class=\"row_heading level0 row59\" >coef_subsequent_tour_must_start_after_previous_tour_ends</th>\n",
+       "      <td id=\"T_0b336_row59_col0\" class=\"data row59 col0\" >-100.</td>\n",
+       "      <td id=\"T_0b336_row59_col1\" class=\"data row59 col1\" > 0.00</td>\n",
+       "      <td id=\"T_0b336_row59_col2\" class=\"data row59 col2\" > NA</td>\n",
+       "      <td id=\"T_0b336_row59_col3\" class=\"data row59 col3\" ></td>\n",
+       "      <td id=\"T_0b336_row59_col4\" class=\"data row59 col4\" > 0.00</td>\n",
+       "      <td id=\"T_0b336_row59_col5\" class=\"data row59 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_0b336_level0_row60\" class=\"row_heading level0 row60\" >coef_tours_by_student_duration_lt_8_hrs</th>\n",
+       "      <td id=\"T_0b336_row60_col0\" class=\"data row60 col0\" > 2.62</td>\n",
+       "      <td id=\"T_0b336_row60_col1\" class=\"data row60 col1\" > 0.456</td>\n",
+       "      <td id=\"T_0b336_row60_col2\" class=\"data row60 col2\" > 5.75</td>\n",
+       "      <td id=\"T_0b336_row60_col3\" class=\"data row60 col3\" >***</td>\n",
+       "      <td id=\"T_0b336_row60_col4\" class=\"data row60 col4\" > 0.00</td>\n",
+       "      <td id=\"T_0b336_row60_col5\" class=\"data row60 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_0b336_level0_row61\" class=\"row_heading level0 row61\" >coef_tours_by_worker_duration_lt_8_hrs</th>\n",
+       "      <td id=\"T_0b336_row61_col0\" class=\"data row61 col0\" > 0.950</td>\n",
+       "      <td id=\"T_0b336_row61_col1\" class=\"data row61 col1\" > 0.456</td>\n",
+       "      <td id=\"T_0b336_row61_col2\" class=\"data row61 col2\" > 2.08</td>\n",
+       "      <td id=\"T_0b336_row61_col3\" class=\"data row61 col3\" >*</td>\n",
+       "      <td id=\"T_0b336_row61_col4\" class=\"data row61 col4\" > 0.00</td>\n",
+       "      <td id=\"T_0b336_row61_col5\" class=\"data row61 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_0b336_level0_row62\" class=\"row_heading level0 row62\" >coef_university_student_departure_shift_effects</th>\n",
+       "      <td id=\"T_0b336_row62_col0\" class=\"data row62 col0\" > 0.0454</td>\n",
+       "      <td id=\"T_0b336_row62_col1\" class=\"data row62 col1\" > 0.0124</td>\n",
+       "      <td id=\"T_0b336_row62_col2\" class=\"data row62 col2\" > 3.66</td>\n",
+       "      <td id=\"T_0b336_row62_col3\" class=\"data row62 col3\" >***</td>\n",
+       "      <td id=\"T_0b336_row62_col4\" class=\"data row62 col4\" > 0.00</td>\n",
+       "      <td id=\"T_0b336_row62_col5\" class=\"data row62 col5\" ></td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n"
       ],
       "text/plain": [
-       "<pandas.io.formats.style.Styler at 0x7f8d0085f820>"
+       "<pandas.io.formats.style.Styler at 0x34f82fe80>"
       ]
      },
-     "execution_count": 9,
+     "execution_count": 10,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2702,7 +2891,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2723,20 +2912,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 12,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<larch.util.excel.ExcelWriter at 0x7f8cf1007d30>"
-      ]
-     },
-     "execution_count": 11,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "model.to_xlsx(\n",
     "    result_dir/f\"{modelname}_model_estimation.xlsx\", \n",
@@ -2755,7 +2933,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [
     {
@@ -2794,19 +2972,19 @@
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>coef_free_flow_round_trip_auto_time_shift_effe...</td>\n",
-       "      <td>0.000599</td>\n",
+       "      <td>-0.001158</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>coef_free_flow_round_trip_auto_time_shift_effe...</td>\n",
-       "      <td>0.004216</td>\n",
+       "      <td>0.002097</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td>coef_part_time_worker_departure_shift_effects</td>\n",
-       "      <td>0.095094</td>\n",
+       "      <td>0.058805</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -2824,7 +3002,7 @@
        "    <tr>\n",
        "      <th>59</th>\n",
        "      <td>coef_duration_constants_9_hours</td>\n",
-       "      <td>0.137251</td>\n",
+       "      <td>0.041325</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -2836,19 +3014,19 @@
        "    <tr>\n",
        "      <th>61</th>\n",
        "      <td>coef_duration_constants_11_hours</td>\n",
-       "      <td>-0.358479</td>\n",
+       "      <td>-0.316543</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>62</th>\n",
        "      <td>coef_duration_constants_12_to_13_hours</td>\n",
-       "      <td>-1.132000</td>\n",
+       "      <td>-0.998700</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>63</th>\n",
        "      <td>coef_duration_constants_14_to_18_hours</td>\n",
-       "      <td>-1.854875</td>\n",
+       "      <td>-1.641305</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
@@ -2859,21 +3037,21 @@
       "text/plain": [
        "                                     coefficient_name     value constrain\n",
        "0                                          coef_dummy  1.000000         T\n",
-       "1   coef_free_flow_round_trip_auto_time_shift_effe...  0.000599         F\n",
-       "2   coef_free_flow_round_trip_auto_time_shift_effe...  0.004216         F\n",
-       "3       coef_part_time_worker_departure_shift_effects  0.095094         F\n",
+       "1   coef_free_flow_round_trip_auto_time_shift_effe... -0.001158         F\n",
+       "2   coef_free_flow_round_trip_auto_time_shift_effe...  0.002097         F\n",
+       "3       coef_part_time_worker_departure_shift_effects  0.058805         F\n",
        "4       coef_non_working_adult_duration_shift_effects -0.120700         F\n",
        "..                                                ...       ...       ...\n",
-       "59                    coef_duration_constants_9_hours  0.137251         F\n",
+       "59                    coef_duration_constants_9_hours  0.041325         F\n",
        "60                   coef_duration_constants_10_hours  0.000000         T\n",
-       "61                   coef_duration_constants_11_hours -0.358479         F\n",
-       "62             coef_duration_constants_12_to_13_hours -1.132000         F\n",
-       "63             coef_duration_constants_14_to_18_hours -1.854875         F\n",
+       "61                   coef_duration_constants_11_hours -0.316543         F\n",
+       "62             coef_duration_constants_12_to_13_hours -0.998700         F\n",
+       "63             coef_duration_constants_14_to_18_hours -1.641305         F\n",
        "\n",
        "[64 rows x 3 columns]"
       ]
      },
-     "execution_count": 12,
+     "execution_count": 13,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2890,7 +3068,7 @@
    "toc_visible": true
   },
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "ESTER",
    "language": "python",
    "name": "python3"
   },
@@ -2904,7 +3082,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.8.6"
+   "version": "3.10.15"
   },
   "toc": {
    "base_numbering": 1,
diff --git a/activitysim/examples/example_estimation/notebooks/09_school_tour_scheduling.ipynb b/activitysim/examples/example_estimation/notebooks/09_school_tour_scheduling.ipynb
index 397fe34962..d05cc6e6f9 100644
--- a/activitysim/examples/example_estimation/notebooks/09_school_tour_scheduling.ipynb
+++ b/activitysim/examples/example_estimation/notebooks/09_school_tour_scheduling.ipynb
@@ -34,27 +34,75 @@
     "id": "s53VwlPwtNnr",
     "outputId": "d1208b7a-c1f2-4b0b-c439-bf312fe12be0"
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "JAX not found. Some functionality will be unavailable.\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "{'larch': '6.0.32',\n",
+       " 'sharrow': '2.13.0',\n",
+       " 'numpy': '1.26.4',\n",
+       " 'pandas': '1.5.3',\n",
+       " 'xarray': '2024.3.0',\n",
+       " 'numba': '0.60.0'}"
+      ]
+     },
+     "execution_count": 1,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "import os\n",
-    "import larch  # !conda install larch -c conda-forge # for estimation\n",
-    "import pandas as pd"
+    "import larch as lx\n",
+    "import pandas as pd\n",
+    "\n",
+    "lx.versions()"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "We'll work in our `test` directory, where ActivitySim has saved the estimation data bundles."
+    "For this demo, we will assume that you have already run ActivitySim in estimation\n",
+    "mode, and saved the required estimation data bundles (EDB's) to disk.  See\n",
+    "the [first notebook](./01_estimation_mode.ipynb) for details.  The following module\n",
+    "will run a script to set everything up if the example data is not already available."
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 2,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "EDB directory already populated.\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "PosixPath('test-estimation-data/activitysim-prototype-mtc-extended')"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "os.chdir('test')"
+    "from est_mode_setup import prepare\n",
+    "\n",
+    "prepare()"
    ]
   },
   {
@@ -68,12 +116,28 @@
    "cell_type": "code",
    "execution_count": 3,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "loading from output-est-mode/estimation_data_bundle/mandatory_tour_scheduling_school/tour_scheduling_school_coefficients.csv\n",
+      "loading from output-est-mode/estimation_data_bundle/mandatory_tour_scheduling_school/mandatory_tour_scheduling_school_SPEC.csv\n",
+      "loading from output-est-mode/estimation_data_bundle/mandatory_tour_scheduling_school/mandatory_tour_scheduling_school_alternatives_combined.parquet\n",
+      "loading from output-est-mode/estimation_data_bundle/mandatory_tour_scheduling_school/mandatory_tour_scheduling_school_choosers_combined.parquet\n"
+     ]
+    }
+   ],
    "source": [
     "modelname = \"mandatory_tour_scheduling_school\"\n",
     "\n",
     "from activitysim.estimation.larch import component_model\n",
-    "model, data = component_model(modelname, return_data=True)"
+    "\n",
+    "model, data = component_model(\n",
+    "    modelname,\n",
+    "    edb_directory=f\"output-est-mode/estimation_data_bundle/{modelname}/\",\n",
+    "    return_data=True,\n",
+    ")"
    ]
   },
   {
@@ -673,28 +737,28 @@
        "      <th>23</th>\n",
        "      <td>coef_adjacent_window_exists_before_this_depart...</td>\n",
        "      <td>Adjacent window exists before this departure h...</td>\n",
-       "      <td>@(df.tour_count&gt;1) &amp; (df.tour_num == 1) &amp; _adj...</td>\n",
+       "      <td>@(df.tour_count&gt;1) * (df.tour_num == 1) * _adj...</td>\n",
        "      <td>coef_adjacent_window_exists_before_this_depart...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>24</th>\n",
        "      <td>coef_adjacent_window_exists_after_this_arrival...</td>\n",
        "      <td>Adjacent window exists after this arrival hour...</td>\n",
-       "      <td>@(df.tour_count&gt;1) &amp; (df.tour_num == 1) &amp; _adj...</td>\n",
+       "      <td>@(df.tour_count&gt;1) * (df.tour_num == 1) * _adj...</td>\n",
        "      <td>coef_adjacent_window_exists_after_this_arrival...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>25</th>\n",
        "      <td>util_adjacent_window_exists_before_this_depart...</td>\n",
        "      <td>Adjacent window exists before this departure h...</td>\n",
-       "      <td>@(df.tour_num &gt; 1) &amp; _adjacent_window_before</td>\n",
+       "      <td>@(df.tour_num &gt; 1) * _adjacent_window_before</td>\n",
        "      <td>coef_adjacent_window_exists_before_this_depart...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>26</th>\n",
        "      <td>util_adjacent_window_exists_after_this_arrival...</td>\n",
        "      <td>Adjacent window exists after this arrival hour...</td>\n",
-       "      <td>@(df.tour_num &gt; 1) &amp; _adjacent_window_after</td>\n",
+       "      <td>@(df.tour_num &gt; 1) * _adjacent_window_after</td>\n",
        "      <td>coef_adjacent_window_exists_after_this_arrival...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -713,7 +777,7 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>29</th>\n",
-       "      <td>util_departure_constants_am_peak_1 _6</td>\n",
+       "      <td>util_departure_constants_am_peak_1_6</td>\n",
        "      <td>Departure Constants -- AM peak 1 (6)</td>\n",
        "      <td>start == 6</td>\n",
        "      <td>coef_departure_constants_am_peak_1</td>\n",
@@ -940,7 +1004,7 @@
        "26  util_adjacent_window_exists_after_this_arrival...   \n",
        "27  util_remaining_work_school_tours_to_be_schedul...   \n",
        "28             util_departure_constants_early_up_to_5   \n",
-       "29              util_departure_constants_am_peak_1 _6   \n",
+       "29               util_departure_constants_am_peak_1_6   \n",
        "30               util_departure_constants_am_peak_2_7   \n",
        "31               util_departure_constants_am_peak_3_8   \n",
        "32               util_departure_constants_am_peak_4_9   \n",
@@ -1048,10 +1112,10 @@
        "18                                 mode_choice_logsum   \n",
        "21     @tt.previous_tour_ends(df.person_id, df.start)   \n",
        "22     @tt.previous_tour_begins(df.person_id, df.end)   \n",
-       "23  @(df.tour_count>1) & (df.tour_num == 1) & _adj...   \n",
-       "24  @(df.tour_count>1) & (df.tour_num == 1) & _adj...   \n",
-       "25       @(df.tour_num > 1) & _adjacent_window_before   \n",
-       "26        @(df.tour_num > 1) & _adjacent_window_after   \n",
+       "23  @(df.tour_count>1) * (df.tour_num == 1) * _adj...   \n",
+       "24  @(df.tour_count>1) * (df.tour_num == 1) * _adj...   \n",
+       "25       @(df.tour_num > 1) * _adjacent_window_before   \n",
+       "26        @(df.tour_num > 1) * _adjacent_window_after   \n",
        "27  @((df.tour_count>1) & (df.tour_num == 1)) * 1....   \n",
        "28                                          start < 6   \n",
        "29                                         start == 6   \n",
@@ -1209,10 +1273,10 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>25820</td>\n",
-       "      <td>106</td>\n",
-       "      <td>121</td>\n",
-       "      <td>629</td>\n",
+       "      <td>78669</td>\n",
+       "      <td>136</td>\n",
+       "      <td>59</td>\n",
+       "      <td>1918</td>\n",
        "      <td>school</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
@@ -1226,17 +1290,17 @@
        "      <td>True</td>\n",
        "      <td>True</td>\n",
        "      <td>-1</td>\n",
-       "      <td>12</td>\n",
-       "      <td>131</td>\n",
+       "      <td>188</td>\n",
+       "      <td>186</td>\n",
        "      <td>5</td>\n",
        "      <td>5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>52265</td>\n",
-       "      <td>88</td>\n",
-       "      <td>86</td>\n",
-       "      <td>1274</td>\n",
+       "      <td>131846</td>\n",
+       "      <td>175</td>\n",
+       "      <td>59</td>\n",
+       "      <td>3215</td>\n",
        "      <td>school</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
@@ -1250,17 +1314,17 @@
        "      <td>True</td>\n",
        "      <td>True</td>\n",
        "      <td>-1</td>\n",
-       "      <td>10</td>\n",
-       "      <td>166</td>\n",
+       "      <td>229</td>\n",
+       "      <td>252</td>\n",
        "      <td>5</td>\n",
        "      <td>5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>1117937</td>\n",
-       "      <td>163</td>\n",
-       "      <td>163</td>\n",
-       "      <td>27266</td>\n",
+       "      <td>178873</td>\n",
+       "      <td>166</td>\n",
+       "      <td>45</td>\n",
+       "      <td>4362</td>\n",
        "      <td>school</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
@@ -1274,17 +1338,17 @@
        "      <td>True</td>\n",
        "      <td>True</td>\n",
        "      <td>-1</td>\n",
-       "      <td>12</td>\n",
-       "      <td>9</td>\n",
+       "      <td>342</td>\n",
+       "      <td>313</td>\n",
        "      <td>5</td>\n",
        "      <td>5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>1148523</td>\n",
-       "      <td>126</td>\n",
-       "      <td>56</td>\n",
-       "      <td>28012</td>\n",
+       "      <td>240250</td>\n",
+       "      <td>154</td>\n",
+       "      <td>64</td>\n",
+       "      <td>5859</td>\n",
        "      <td>school</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
@@ -1298,17 +1362,17 @@
        "      <td>True</td>\n",
        "      <td>True</td>\n",
        "      <td>-1</td>\n",
-       "      <td>5</td>\n",
-       "      <td>10</td>\n",
+       "      <td>490</td>\n",
+       "      <td>400</td>\n",
        "      <td>5</td>\n",
        "      <td>5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>1208547</td>\n",
-       "      <td>61</td>\n",
-       "      <td>61</td>\n",
-       "      <td>29476</td>\n",
+       "      <td>250131</td>\n",
+       "      <td>164</td>\n",
+       "      <td>74</td>\n",
+       "      <td>6100</td>\n",
        "      <td>school</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
@@ -1322,8 +1386,8 @@
        "      <td>True</td>\n",
        "      <td>True</td>\n",
        "      <td>-1</td>\n",
-       "      <td>13</td>\n",
-       "      <td>16</td>\n",
+       "      <td>545</td>\n",
+       "      <td>437</td>\n",
        "      <td>5</td>\n",
        "      <td>5</td>\n",
        "    </tr>\n",
@@ -1352,59 +1416,59 @@
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>604</th>\n",
-       "      <td>307969317</td>\n",
-       "      <td>170</td>\n",
-       "      <td>170</td>\n",
-       "      <td>7511446</td>\n",
+       "      <th>10347</th>\n",
+       "      <td>309517395</td>\n",
+       "      <td>78</td>\n",
+       "      <td>60</td>\n",
+       "      <td>7549204</td>\n",
        "      <td>school</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
        "      <td>mandatory</td>\n",
        "      <td>...</td>\n",
        "      <td>False</td>\n",
-       "      <td>work_and_school</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
+       "      <td>school1</td>\n",
+       "      <td>False</td>\n",
        "      <td>True</td>\n",
-       "      <td>92</td>\n",
-       "      <td>91</td>\n",
-       "      <td>8</td>\n",
-       "      <td>7</td>\n",
-       "      <td>12</td>\n",
+       "      <td>False</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>885</td>\n",
+       "      <td>907</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>605</th>\n",
-       "      <td>308122616</td>\n",
-       "      <td>163</td>\n",
-       "      <td>164</td>\n",
-       "      <td>7515185</td>\n",
+       "      <th>10348</th>\n",
+       "      <td>309518789</td>\n",
+       "      <td>45</td>\n",
+       "      <td>64</td>\n",
+       "      <td>7549238</td>\n",
        "      <td>school</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
        "      <td>mandatory</td>\n",
        "      <td>...</td>\n",
        "      <td>False</td>\n",
-       "      <td>work_and_school</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
+       "      <td>school1</td>\n",
+       "      <td>False</td>\n",
        "      <td>True</td>\n",
-       "      <td>16</td>\n",
-       "      <td>188</td>\n",
-       "      <td>142</td>\n",
-       "      <td>7</td>\n",
-       "      <td>14</td>\n",
+       "      <td>False</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>1018</td>\n",
+       "      <td>910</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>606</th>\n",
-       "      <td>308631508</td>\n",
-       "      <td>169</td>\n",
-       "      <td>169</td>\n",
-       "      <td>7527597</td>\n",
+       "      <th>10349</th>\n",
+       "      <td>309590785</td>\n",
+       "      <td>126</td>\n",
+       "      <td>46</td>\n",
+       "      <td>7550994</td>\n",
        "      <td>school</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
@@ -1416,133 +1480,133 @@
        "      <td>school1</td>\n",
        "      <td>False</td>\n",
        "      <td>True</td>\n",
-       "      <td>True</td>\n",
+       "      <td>False</td>\n",
        "      <td>-1</td>\n",
-       "      <td>13</td>\n",
-       "      <td>188</td>\n",
+       "      <td>1091</td>\n",
+       "      <td>1124</td>\n",
        "      <td>5</td>\n",
        "      <td>5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>607</th>\n",
-       "      <td>309183983</td>\n",
-       "      <td>22</td>\n",
-       "      <td>20</td>\n",
-       "      <td>7541072</td>\n",
+       "      <th>10350</th>\n",
+       "      <td>309649169</td>\n",
+       "      <td>62</td>\n",
+       "      <td>28</td>\n",
+       "      <td>7552418</td>\n",
        "      <td>school</td>\n",
-       "      <td>2</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
-       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
        "      <td>mandatory</td>\n",
        "      <td>...</td>\n",
        "      <td>False</td>\n",
-       "      <td>school2</td>\n",
+       "      <td>school1</td>\n",
        "      <td>False</td>\n",
        "      <td>True</td>\n",
-       "      <td>True</td>\n",
+       "      <td>False</td>\n",
        "      <td>-1</td>\n",
-       "      <td>107</td>\n",
-       "      <td>117</td>\n",
+       "      <td>1263</td>\n",
+       "      <td>1268</td>\n",
        "      <td>5</td>\n",
        "      <td>5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>608</th>\n",
-       "      <td>309183984</td>\n",
-       "      <td>180</td>\n",
-       "      <td>175</td>\n",
-       "      <td>7541072</td>\n",
+       "      <th>10351</th>\n",
+       "      <td>310038054</td>\n",
+       "      <td>38</td>\n",
+       "      <td>148</td>\n",
+       "      <td>7561903</td>\n",
        "      <td>school</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
        "      <td>mandatory</td>\n",
        "      <td>...</td>\n",
        "      <td>False</td>\n",
-       "      <td>school2</td>\n",
+       "      <td>school1</td>\n",
        "      <td>False</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
        "      <td>-1</td>\n",
-       "      <td>107</td>\n",
-       "      <td>117</td>\n",
-       "      <td>6</td>\n",
-       "      <td>9</td>\n",
+       "      <td>1127</td>\n",
+       "      <td>1121</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>609 rows × 40 columns</p>\n",
+       "<p>10352 rows × 40 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "       tour_id  model_choice  override_choice  person_id tour_type  \\\n",
-       "0        25820           106              121        629    school   \n",
-       "1        52265            88               86       1274    school   \n",
-       "2      1117937           163              163      27266    school   \n",
-       "3      1148523           126               56      28012    school   \n",
-       "4      1208547            61               61      29476    school   \n",
-       "..         ...           ...              ...        ...       ...   \n",
-       "604  307969317           170              170    7511446    school   \n",
-       "605  308122616           163              164    7515185    school   \n",
-       "606  308631508           169              169    7527597    school   \n",
-       "607  309183983            22               20    7541072    school   \n",
-       "608  309183984           180              175    7541072    school   \n",
+       "         tour_id  model_choice  override_choice  person_id tour_type  \\\n",
+       "0          78669           136               59       1918    school   \n",
+       "1         131846           175               59       3215    school   \n",
+       "2         178873           166               45       4362    school   \n",
+       "3         240250           154               64       5859    school   \n",
+       "4         250131           164               74       6100    school   \n",
+       "...          ...           ...              ...        ...       ...   \n",
+       "10347  309517395            78               60    7549204    school   \n",
+       "10348  309518789            45               64    7549238    school   \n",
+       "10349  309590785           126               46    7550994    school   \n",
+       "10350  309649169            62               28    7552418    school   \n",
+       "10351  310038054            38              148    7561903    school   \n",
        "\n",
-       "     tour_type_count  tour_type_num  tour_num  tour_count tour_category  ...  \\\n",
-       "0                  1              1         1           1     mandatory  ...   \n",
-       "1                  1              1         1           1     mandatory  ...   \n",
-       "2                  1              1         1           1     mandatory  ...   \n",
-       "3                  1              1         1           1     mandatory  ...   \n",
-       "4                  1              1         1           1     mandatory  ...   \n",
-       "..               ...            ...       ...         ...           ...  ...   \n",
-       "604                1              1         2           2     mandatory  ...   \n",
-       "605                1              1         2           2     mandatory  ...   \n",
-       "606                1              1         1           1     mandatory  ...   \n",
-       "607                2              1         1           2     mandatory  ...   \n",
-       "608                2              2         2           2     mandatory  ...   \n",
+       "       tour_type_count  tour_type_num  tour_num  tour_count tour_category  \\\n",
+       "0                    1              1         1           1     mandatory   \n",
+       "1                    1              1         1           1     mandatory   \n",
+       "2                    1              1         1           1     mandatory   \n",
+       "3                    1              1         1           1     mandatory   \n",
+       "4                    1              1         1           1     mandatory   \n",
+       "...                ...            ...       ...         ...           ...   \n",
+       "10347                1              1         1           1     mandatory   \n",
+       "10348                1              1         1           1     mandatory   \n",
+       "10349                1              1         1           1     mandatory   \n",
+       "10350                1              1         1           1     mandatory   \n",
+       "10351                1              1         1           1     mandatory   \n",
        "\n",
-       "     home_is_rural  mandatory_tour_frequency  is_worker  is_student  \\\n",
-       "0            False                   school1      False        True   \n",
-       "1            False                   school1      False        True   \n",
-       "2            False                   school1      False        True   \n",
-       "3            False                   school1      False        True   \n",
-       "4            False                   school1      False        True   \n",
-       "..             ...                       ...        ...         ...   \n",
-       "604          False           work_and_school       True        True   \n",
-       "605          False           work_and_school       True        True   \n",
-       "606          False                   school1      False        True   \n",
-       "607          False                   school2      False        True   \n",
-       "608          False                   school2      False        True   \n",
+       "       ...  home_is_rural  mandatory_tour_frequency  is_worker  is_student  \\\n",
+       "0      ...          False                   school1      False        True   \n",
+       "1      ...          False                   school1      False        True   \n",
+       "2      ...          False                   school1      False        True   \n",
+       "3      ...          False                   school1      False        True   \n",
+       "4      ...          False                   school1      False        True   \n",
+       "...    ...            ...                       ...        ...         ...   \n",
+       "10347  ...          False                   school1      False        True   \n",
+       "10348  ...          False                   school1      False        True   \n",
+       "10349  ...          False                   school1      False        True   \n",
+       "10350  ...          False                   school1      False        True   \n",
+       "10351  ...          False                   school1      False        True   \n",
        "\n",
-       "    is_university  workplace_zone_id  school_zone_id  home_zone_id  \\\n",
-       "0            True                 -1              12           131   \n",
-       "1            True                 -1              10           166   \n",
-       "2            True                 -1              12             9   \n",
-       "3            True                 -1               5            10   \n",
-       "4            True                 -1              13            16   \n",
-       "..            ...                ...             ...           ...   \n",
-       "604          True                 92              91             8   \n",
-       "605          True                 16             188           142   \n",
-       "606          True                 -1              13           188   \n",
-       "607          True                 -1             107           117   \n",
-       "608          True                 -1             107           117   \n",
+       "      is_university  workplace_zone_id  school_zone_id  home_zone_id  \\\n",
+       "0              True                 -1             188           186   \n",
+       "1              True                 -1             229           252   \n",
+       "2              True                 -1             342           313   \n",
+       "3              True                 -1             490           400   \n",
+       "4              True                 -1             545           437   \n",
+       "...             ...                ...             ...           ...   \n",
+       "10347         False                 -1             885           907   \n",
+       "10348         False                 -1            1018           910   \n",
+       "10349         False                 -1            1091          1124   \n",
+       "10350         False                 -1            1263          1268   \n",
+       "10351          True                 -1            1127          1121   \n",
        "\n",
-       "     start_previous  end_previous  \n",
-       "0                 5             5  \n",
-       "1                 5             5  \n",
-       "2                 5             5  \n",
-       "3                 5             5  \n",
-       "4                 5             5  \n",
-       "..              ...           ...  \n",
-       "604               7            12  \n",
-       "605               7            14  \n",
-       "606               5             5  \n",
-       "607               5             5  \n",
-       "608               6             9  \n",
+       "       start_previous  end_previous  \n",
+       "0                   5             5  \n",
+       "1                   5             5  \n",
+       "2                   5             5  \n",
+       "3                   5             5  \n",
+       "4                   5             5  \n",
+       "...               ...           ...  \n",
+       "10347               5             5  \n",
+       "10348               5             5  \n",
+       "10349               5             5  \n",
+       "10350               5             5  \n",
+       "10351               5             5  \n",
        "\n",
-       "[609 rows x 40 columns]"
+       "[10352 rows x 40 columns]"
       ]
      },
      "execution_count": 6,
@@ -1588,148 +1652,148 @@
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>tour_id</th>\n",
-       "      <th>variable</th>\n",
-       "      <th>0</th>\n",
-       "      <th>1</th>\n",
-       "      <th>2</th>\n",
-       "      <th>3</th>\n",
-       "      <th>4</th>\n",
-       "      <th>5</th>\n",
-       "      <th>6</th>\n",
-       "      <th>7</th>\n",
+       "      <th>start</th>\n",
+       "      <th>end</th>\n",
+       "      <th>duration</th>\n",
+       "      <th>tdd</th>\n",
+       "      <th>out_period</th>\n",
+       "      <th>in_period</th>\n",
+       "      <th>mode_choice_logsum</th>\n",
+       "      <th>util_roundtrip_auto_time_to_work</th>\n",
+       "      <th>util_ft_worker_departure</th>\n",
        "      <th>...</th>\n",
-       "      <th>180</th>\n",
-       "      <th>181</th>\n",
-       "      <th>182</th>\n",
-       "      <th>183</th>\n",
-       "      <th>184</th>\n",
-       "      <th>185</th>\n",
-       "      <th>186</th>\n",
-       "      <th>187</th>\n",
-       "      <th>188</th>\n",
-       "      <th>189</th>\n",
+       "      <th>util_arrival_constants_late_22_and_later</th>\n",
+       "      <th>util_duration_constants_0_to_2_hours</th>\n",
+       "      <th>util_duration_constants_3_to_4_hours</th>\n",
+       "      <th>util_duration_constants_5_to_6_hours</th>\n",
+       "      <th>util_duration_constants_7_to_8_hours</th>\n",
+       "      <th>util_duration_constants_9_hours</th>\n",
+       "      <th>util_duration_constants_10_hours</th>\n",
+       "      <th>util_duration_constants_11_hours</th>\n",
+       "      <th>util_duration_constants_12_to_13_hours</th>\n",
+       "      <th>util_duration_constants_14_to_18_hours</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>25820</td>\n",
-       "      <td>duration</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2</td>\n",
-       "      <td>3</td>\n",
-       "      <td>4</td>\n",
+       "      <td>78669</td>\n",
+       "      <td>5</td>\n",
        "      <td>5</td>\n",
-       "      <td>6</td>\n",
-       "      <td>7</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2</td>\n",
-       "      <td>3</td>\n",
        "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2</td>\n",
        "      <td>0</td>\n",
-       "      <td>1</td>\n",
+       "      <td>EA</td>\n",
+       "      <td>EA</td>\n",
+       "      <td>-0.558633</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>25820</td>\n",
-       "      <td>end</td>\n",
+       "      <td>78669</td>\n",
        "      <td>5</td>\n",
        "      <td>6</td>\n",
-       "      <td>7</td>\n",
-       "      <td>8</td>\n",
-       "      <td>9</td>\n",
-       "      <td>10</td>\n",
-       "      <td>11</td>\n",
-       "      <td>12</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>EA</td>\n",
+       "      <td>AM</td>\n",
+       "      <td>-0.452321</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>20</td>\n",
-       "      <td>21</td>\n",
-       "      <td>22</td>\n",
-       "      <td>23</td>\n",
-       "      <td>21</td>\n",
-       "      <td>22</td>\n",
-       "      <td>23</td>\n",
-       "      <td>22</td>\n",
-       "      <td>23</td>\n",
-       "      <td>23</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>25820</td>\n",
-       "      <td>in_period</td>\n",
+       "      <td>78669</td>\n",
+       "      <td>5</td>\n",
+       "      <td>7</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
        "      <td>EA</td>\n",
        "      <td>AM</td>\n",
-       "      <td>AM</td>\n",
-       "      <td>AM</td>\n",
-       "      <td>AM</td>\n",
-       "      <td>MD</td>\n",
-       "      <td>MD</td>\n",
-       "      <td>MD</td>\n",
+       "      <td>-0.452321</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>EV</td>\n",
-       "      <td>EV</td>\n",
-       "      <td>EV</td>\n",
-       "      <td>EV</td>\n",
-       "      <td>EV</td>\n",
-       "      <td>EV</td>\n",
-       "      <td>EV</td>\n",
-       "      <td>EV</td>\n",
-       "      <td>EV</td>\n",
-       "      <td>EV</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>25820</td>\n",
-       "      <td>mode_choice_logsum</td>\n",
-       "      <td>-1.296359741907684</td>\n",
-       "      <td>-1.3037984712857993</td>\n",
-       "      <td>-1.3037984712857993</td>\n",
-       "      <td>-1.3037984712857993</td>\n",
-       "      <td>-1.3037984712857993</td>\n",
-       "      <td>-1.3201068063134296</td>\n",
-       "      <td>-1.3201068063134296</td>\n",
-       "      <td>-1.3201068063134296</td>\n",
+       "      <td>78669</td>\n",
+       "      <td>5</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>EA</td>\n",
+       "      <td>AM</td>\n",
+       "      <td>-0.452321</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>-1.5517476709880444</td>\n",
-       "      <td>-1.5517476709880444</td>\n",
-       "      <td>-1.5517476709880444</td>\n",
-       "      <td>-1.5517476709880444</td>\n",
-       "      <td>-1.5517476709880444</td>\n",
-       "      <td>-1.5517476709880444</td>\n",
-       "      <td>-1.5517476709880444</td>\n",
-       "      <td>-1.5517476709880444</td>\n",
-       "      <td>-1.5517476709880444</td>\n",
-       "      <td>-1.5517476709880444</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>25820</td>\n",
-       "      <td>out_period</td>\n",
-       "      <td>EA</td>\n",
-       "      <td>EA</td>\n",
-       "      <td>EA</td>\n",
-       "      <td>EA</td>\n",
-       "      <td>EA</td>\n",
-       "      <td>EA</td>\n",
-       "      <td>EA</td>\n",
+       "      <td>78669</td>\n",
+       "      <td>5</td>\n",
+       "      <td>9</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
        "      <td>EA</td>\n",
+       "      <td>AM</td>\n",
+       "      <td>-0.452321</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>EV</td>\n",
-       "      <td>EV</td>\n",
-       "      <td>EV</td>\n",
-       "      <td>EV</td>\n",
-       "      <td>EV</td>\n",
-       "      <td>EV</td>\n",
-       "      <td>EV</td>\n",
-       "      <td>EV</td>\n",
-       "      <td>EV</td>\n",
-       "      <td>EV</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>...</th>\n",
@@ -1756,68 +1820,68 @@
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>37144</th>\n",
-       "      <td>309183984</td>\n",
-       "      <td>util_subsequent_2plus_school_tours_duration</td>\n",
-       "      <td>0</td>\n",
+       "      <th>1912825</th>\n",
+       "      <td>310038054</td>\n",
+       "      <td>21</td>\n",
+       "      <td>22</td>\n",
        "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
+       "      <td>185</td>\n",
+       "      <td>EV</td>\n",
+       "      <td>EV</td>\n",
+       "      <td>1.881379</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2</td>\n",
-       "      <td>3</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>37145</th>\n",
-       "      <td>309183984</td>\n",
-       "      <td>util_subsequent_of_2plus_school_lt_6_hours</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1912826</th>\n",
+       "      <td>310038054</td>\n",
+       "      <td>21</td>\n",
+       "      <td>23</td>\n",
+       "      <td>2</td>\n",
+       "      <td>186</td>\n",
+       "      <td>EV</td>\n",
+       "      <td>EV</td>\n",
+       "      <td>1.881379</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>37146</th>\n",
-       "      <td>309183984</td>\n",
-       "      <td>util_subsequent_tour_must_start_after_previous...</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
+       "      <th>1912827</th>\n",
+       "      <td>310038054</td>\n",
+       "      <td>22</td>\n",
+       "      <td>22</td>\n",
        "      <td>0</td>\n",
+       "      <td>187</td>\n",
+       "      <td>EV</td>\n",
+       "      <td>EV</td>\n",
+       "      <td>1.881379</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
@@ -1828,151 +1892,216 @@
        "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>37147</th>\n",
-       "      <td>309183984</td>\n",
-       "      <td>util_univ_departure</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>20</td>\n",
-       "      <td>20</td>\n",
-       "      <td>20</td>\n",
-       "      <td>20</td>\n",
-       "      <td>21</td>\n",
-       "      <td>21</td>\n",
-       "      <td>21</td>\n",
-       "      <td>22</td>\n",
+       "      <th>1912828</th>\n",
+       "      <td>310038054</td>\n",
        "      <td>22</td>\n",
        "      <td>23</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>37148</th>\n",
-       "      <td>309183984</td>\n",
-       "      <td>util_univ_duration</td>\n",
-       "      <td>0</td>\n",
        "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
+       "      <td>188</td>\n",
+       "      <td>EV</td>\n",
+       "      <td>EV</td>\n",
+       "      <td>1.881379</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1912829</th>\n",
+       "      <td>310038054</td>\n",
+       "      <td>23</td>\n",
+       "      <td>23</td>\n",
        "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2</td>\n",
-       "      <td>3</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
+       "      <td>189</td>\n",
+       "      <td>EV</td>\n",
+       "      <td>EV</td>\n",
+       "      <td>1.881379</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>37149 rows × 192 columns</p>\n",
+       "<p>1912830 rows × 63 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "         tour_id                                           variable  \\\n",
-       "0          25820                                           duration   \n",
-       "1          25820                                                end   \n",
-       "2          25820                                          in_period   \n",
-       "3          25820                                 mode_choice_logsum   \n",
-       "4          25820                                         out_period   \n",
-       "...          ...                                                ...   \n",
-       "37144  309183984        util_subsequent_2plus_school_tours_duration   \n",
-       "37145  309183984         util_subsequent_of_2plus_school_lt_6_hours   \n",
-       "37146  309183984  util_subsequent_tour_must_start_after_previous...   \n",
-       "37147  309183984                                util_univ_departure   \n",
-       "37148  309183984                                 util_univ_duration   \n",
+       "           tour_id  start  end  duration  tdd out_period in_period  \\\n",
+       "0            78669      5    5         0    0         EA        EA   \n",
+       "1            78669      5    6         1    1         EA        AM   \n",
+       "2            78669      5    7         2    2         EA        AM   \n",
+       "3            78669      5    8         3    3         EA        AM   \n",
+       "4            78669      5    9         4    4         EA        AM   \n",
+       "...            ...    ...  ...       ...  ...        ...       ...   \n",
+       "1912825  310038054     21   22         1  185         EV        EV   \n",
+       "1912826  310038054     21   23         2  186         EV        EV   \n",
+       "1912827  310038054     22   22         0  187         EV        EV   \n",
+       "1912828  310038054     22   23         1  188         EV        EV   \n",
+       "1912829  310038054     23   23         0  189         EV        EV   \n",
+       "\n",
+       "         mode_choice_logsum  util_roundtrip_auto_time_to_work  \\\n",
+       "0                 -0.558633                               0.0   \n",
+       "1                 -0.452321                               0.0   \n",
+       "2                 -0.452321                               0.0   \n",
+       "3                 -0.452321                               0.0   \n",
+       "4                 -0.452321                               0.0   \n",
+       "...                     ...                               ...   \n",
+       "1912825            1.881379                               0.0   \n",
+       "1912826            1.881379                               0.0   \n",
+       "1912827            1.881379                               0.0   \n",
+       "1912828            1.881379                               0.0   \n",
+       "1912829            1.881379                               0.0   \n",
+       "\n",
+       "         util_ft_worker_departure  ...  \\\n",
+       "0                               0  ...   \n",
+       "1                               0  ...   \n",
+       "2                               0  ...   \n",
+       "3                               0  ...   \n",
+       "4                               0  ...   \n",
+       "...                           ...  ...   \n",
+       "1912825                         0  ...   \n",
+       "1912826                         0  ...   \n",
+       "1912827                         0  ...   \n",
+       "1912828                         0  ...   \n",
+       "1912829                         0  ...   \n",
+       "\n",
+       "         util_arrival_constants_late_22_and_later  \\\n",
+       "0                                           False   \n",
+       "1                                           False   \n",
+       "2                                           False   \n",
+       "3                                           False   \n",
+       "4                                           False   \n",
+       "...                                           ...   \n",
+       "1912825                                      True   \n",
+       "1912826                                      True   \n",
+       "1912827                                      True   \n",
+       "1912828                                      True   \n",
+       "1912829                                      True   \n",
+       "\n",
+       "         util_duration_constants_0_to_2_hours  \\\n",
+       "0                                        True   \n",
+       "1                                        True   \n",
+       "2                                        True   \n",
+       "3                                       False   \n",
+       "4                                       False   \n",
+       "...                                       ...   \n",
+       "1912825                                  True   \n",
+       "1912826                                  True   \n",
+       "1912827                                  True   \n",
+       "1912828                                  True   \n",
+       "1912829                                  True   \n",
        "\n",
-       "                        0                    1                    2  \\\n",
-       "0                       0                    1                    2   \n",
-       "1                       5                    6                    7   \n",
-       "2                      EA                   AM                   AM   \n",
-       "3      -1.296359741907684  -1.3037984712857993  -1.3037984712857993   \n",
-       "4                      EA                   EA                   EA   \n",
-       "...                   ...                  ...                  ...   \n",
-       "37144                   0                    1                    0   \n",
-       "37145                True                 True                    0   \n",
-       "37146                True                 True                    0   \n",
-       "37147                   5                    5                    0   \n",
-       "37148                   0                    1                    0   \n",
+       "         util_duration_constants_3_to_4_hours  \\\n",
+       "0                                       False   \n",
+       "1                                       False   \n",
+       "2                                       False   \n",
+       "3                                        True   \n",
+       "4                                        True   \n",
+       "...                                       ...   \n",
+       "1912825                                 False   \n",
+       "1912826                                 False   \n",
+       "1912827                                 False   \n",
+       "1912828                                 False   \n",
+       "1912829                                 False   \n",
        "\n",
-       "                         3                    4                    5  \\\n",
-       "0                        3                    4                    5   \n",
-       "1                        8                    9                   10   \n",
-       "2                       AM                   AM                   MD   \n",
-       "3      -1.3037984712857993  -1.3037984712857993  -1.3201068063134296   \n",
-       "4                       EA                   EA                   EA   \n",
-       "...                    ...                  ...                  ...   \n",
-       "37144                    0                    0                    0   \n",
-       "37145                    0                    0                    0   \n",
-       "37146                    0                    0                    0   \n",
-       "37147                    0                    0                    0   \n",
-       "37148                    0                    0                    0   \n",
+       "         util_duration_constants_5_to_6_hours  \\\n",
+       "0                                       False   \n",
+       "1                                       False   \n",
+       "2                                       False   \n",
+       "3                                       False   \n",
+       "4                                       False   \n",
+       "...                                       ...   \n",
+       "1912825                                 False   \n",
+       "1912826                                 False   \n",
+       "1912827                                 False   \n",
+       "1912828                                 False   \n",
+       "1912829                                 False   \n",
        "\n",
-       "                         6                    7  ...                  180  \\\n",
-       "0                        6                    7  ...                    0   \n",
-       "1                       11                   12  ...                   20   \n",
-       "2                       MD                   MD  ...                   EV   \n",
-       "3      -1.3201068063134296  -1.3201068063134296  ...  -1.5517476709880444   \n",
-       "4                       EA                   EA  ...                   EV   \n",
-       "...                    ...                  ...  ...                  ...   \n",
-       "37144                    0                    0  ...                    0   \n",
-       "37145                    0                    0  ...                 True   \n",
-       "37146                    0                    0  ...                False   \n",
-       "37147                    0                    0  ...                   20   \n",
-       "37148                    0                    0  ...                    0   \n",
+       "         util_duration_constants_7_to_8_hours  \\\n",
+       "0                                       False   \n",
+       "1                                       False   \n",
+       "2                                       False   \n",
+       "3                                       False   \n",
+       "4                                       False   \n",
+       "...                                       ...   \n",
+       "1912825                                 False   \n",
+       "1912826                                 False   \n",
+       "1912827                                 False   \n",
+       "1912828                                 False   \n",
+       "1912829                                 False   \n",
        "\n",
-       "                       181                  182                  183  \\\n",
-       "0                        1                    2                    3   \n",
-       "1                       21                   22                   23   \n",
-       "2                       EV                   EV                   EV   \n",
-       "3      -1.5517476709880444  -1.5517476709880444  -1.5517476709880444   \n",
-       "4                       EV                   EV                   EV   \n",
-       "...                    ...                  ...                  ...   \n",
-       "37144                    1                    2                    3   \n",
-       "37145                 True                 True                 True   \n",
-       "37146                False                False                False   \n",
-       "37147                   20                   20                   20   \n",
-       "37148                    1                    2                    3   \n",
+       "         util_duration_constants_9_hours  util_duration_constants_10_hours  \\\n",
+       "0                                  False                             False   \n",
+       "1                                  False                             False   \n",
+       "2                                  False                             False   \n",
+       "3                                  False                             False   \n",
+       "4                                  False                             False   \n",
+       "...                                  ...                               ...   \n",
+       "1912825                            False                             False   \n",
+       "1912826                            False                             False   \n",
+       "1912827                            False                             False   \n",
+       "1912828                            False                             False   \n",
+       "1912829                            False                             False   \n",
        "\n",
-       "                       184                  185                  186  \\\n",
-       "0                        0                    1                    2   \n",
-       "1                       21                   22                   23   \n",
-       "2                       EV                   EV                   EV   \n",
-       "3      -1.5517476709880444  -1.5517476709880444  -1.5517476709880444   \n",
-       "4                       EV                   EV                   EV   \n",
-       "...                    ...                  ...                  ...   \n",
-       "37144                    0                    1                    2   \n",
-       "37145                 True                 True                 True   \n",
-       "37146                False                False                False   \n",
-       "37147                   21                   21                   21   \n",
-       "37148                    0                    1                    2   \n",
+       "         util_duration_constants_11_hours  \\\n",
+       "0                                   False   \n",
+       "1                                   False   \n",
+       "2                                   False   \n",
+       "3                                   False   \n",
+       "4                                   False   \n",
+       "...                                   ...   \n",
+       "1912825                             False   \n",
+       "1912826                             False   \n",
+       "1912827                             False   \n",
+       "1912828                             False   \n",
+       "1912829                             False   \n",
        "\n",
-       "                       187                  188                  189  \n",
-       "0                        0                    1                    0  \n",
-       "1                       22                   23                   23  \n",
-       "2                       EV                   EV                   EV  \n",
-       "3      -1.5517476709880444  -1.5517476709880444  -1.5517476709880444  \n",
-       "4                       EV                   EV                   EV  \n",
-       "...                    ...                  ...                  ...  \n",
-       "37144                    0                    1                    0  \n",
-       "37145                 True                 True                 True  \n",
-       "37146                False                False                False  \n",
-       "37147                   22                   22                   23  \n",
-       "37148                    0                    1                    0  \n",
+       "         util_duration_constants_12_to_13_hours  \\\n",
+       "0                                         False   \n",
+       "1                                         False   \n",
+       "2                                         False   \n",
+       "3                                         False   \n",
+       "4                                         False   \n",
+       "...                                         ...   \n",
+       "1912825                                   False   \n",
+       "1912826                                   False   \n",
+       "1912827                                   False   \n",
+       "1912828                                   False   \n",
+       "1912829                                   False   \n",
        "\n",
-       "[37149 rows x 192 columns]"
+       "         util_duration_constants_14_to_18_hours  \n",
+       "0                                         False  \n",
+       "1                                         False  \n",
+       "2                                         False  \n",
+       "3                                         False  \n",
+       "4                                         False  \n",
+       "...                                         ...  \n",
+       "1912825                                   False  \n",
+       "1912826                                   False  \n",
+       "1912827                                   False  \n",
+       "1912828                                   False  \n",
+       "1912829                                   False  \n",
+       "\n",
+       "[1912830 rows x 63 columns]"
       ]
      },
      "execution_count": 7,
@@ -2002,13 +2131,80 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "req_data does not request avail_ca or avail_co but it is set and being provided\n"
+      "problem: chosen_but_not_available has (46 issues)\n"
      ]
     },
+    {
+     "data": {
+      "text/plain": [
+       "(<larch.Model (MNL) \"None\">,\n",
+       " ┣ chosen_but_not_available:    altid  n      example rows\n",
+       " ┃                           0     42  1              3775\n",
+       " ┃                           1     43  1              3607\n",
+       " ┃                           2     56  1              2492\n",
+       " ┃                           3     57  1              9754\n",
+       " ┃                           4     58  1              3045\n",
+       " ┃                           5     60  1              4646\n",
+       " ┃                           6     72  2        2490, 5457\n",
+       " ┃                           7     76  2        2863, 7566\n",
+       " ┃                           8     89  1               178\n",
+       " ┃                           9     90  2        8286, 9903\n",
+       " ┃                           10   100  1              4456\n",
+       " ┃                           11   102  3    15, 4847, 7101\n",
+       " ┃                           12   103  1              4586\n",
+       " ┃                           13   104  2        1063, 3558\n",
+       " ┃                           14   105  2        3258, 4140\n",
+       " ┃                           15   113  2          117, 499\n",
+       " ┃                           16   114  3  4784, 6830, 7852\n",
+       " ┃                           17   115  1               604\n",
+       " ┃                           18   116  5   588, 3916, 7212\n",
+       " ┃                           19   117  1               145\n",
+       " ┃                           20   118  4  5150, 5158, 6843\n",
+       " ┃                           21   120  1              5714\n",
+       " ┃                           22   125  2        2341, 6819\n",
+       " ┃                           23   127  2        3989, 5454\n",
+       " ┃                           24   128  4  1505, 2340, 4408\n",
+       " ┃                           25   129  1              8024\n",
+       " ┃                           26   130  2        5146, 9537\n",
+       " ┃                           27   136  2         932, 1303\n",
+       " ┃                           28   138  1              8854\n",
+       " ┃                           29   139  2        4901, 5428\n",
+       " ┃                           30   140  1              2116\n",
+       " ┃                           31   141  2        2305, 5424\n",
+       " ┃                           32   146  4    54, 2193, 2350\n",
+       " ┃                           33   147  2        7792, 9568\n",
+       " ┃                           34   156  2        7158, 7229\n",
+       " ┃                           35   157  1              9717\n",
+       " ┃                           36   158  1              7840\n",
+       " ┃                           37   159  2         111, 7231\n",
+       " ┃                           38   163  2         540, 7847\n",
+       " ┃                           39   164  2         188, 1819\n",
+       " ┃                           40   166  1              2035\n",
+       " ┃                           41   167  1              2976\n",
+       " ┃                           42   168  1              2143\n",
+       " ┃                           43   170  2        5247, 7868\n",
+       " ┃                           44   171  1                64\n",
+       " ┃                           45   183  1              9440)"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "model.doctor(repair_ch_av=\"-\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
     {
      "data": {
       "text/html": [
-       "<h3>Iteration 077 [Optimization terminated successfully] </h3>"
+       "<h3>Iteration 139 [Optimization terminated successfully] </h3>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -2020,7 +2216,7 @@
     {
      "data": {
       "text/html": [
-       "<p>Best LL = -2331.7420221780226</p>"
+       "<p>Best LL = -39483.50824582766</p>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -2051,853 +2247,811 @@
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>value</th>\n",
+       "      <th>best</th>\n",
        "      <th>initvalue</th>\n",
-       "      <th>nullvalue</th>\n",
        "      <th>minimum</th>\n",
        "      <th>maximum</th>\n",
+       "      <th>nullvalue</th>\n",
        "      <th>holdfast</th>\n",
-       "      <th>note</th>\n",
-       "      <th>best</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>param_name</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>coef_adjacent_window_exists_after_this_arrival_hour_first_tour_interaction</th>\n",
-       "      <td>-0.414229</td>\n",
+       "      <td>0.232285</td>\n",
+       "      <td>0.232285</td>\n",
        "      <td>-0.003049</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.414229</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_adjacent_window_exists_after_this_arrival_hour_second_plus_tour_interaction</th>\n",
-       "      <td>-0.640186</td>\n",
+       "      <td>-1.201676</td>\n",
+       "      <td>-1.201676</td>\n",
        "      <td>-0.527100</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.640186</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_adjacent_window_exists_before_this_departure_hour_first_tour_interaction</th>\n",
-       "      <td>1.656920</td>\n",
+       "      <td>-0.419250</td>\n",
+       "      <td>-0.419250</td>\n",
        "      <td>0.089750</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>1.656920</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_adjacent_window_exists_before_this_departure_hour_second_plus_tour_interaction</th>\n",
-       "      <td>0.225722</td>\n",
+       "      <td>-0.760747</td>\n",
+       "      <td>-0.760747</td>\n",
        "      <td>-0.440000</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.225722</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_all_adults_ft_worker_duration</th>\n",
-       "      <td>0.052336</td>\n",
+       "      <td>0.079713</td>\n",
+       "      <td>0.079713</td>\n",
        "      <td>0.109300</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.052336</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_arrival_constants_am_peak</th>\n",
-       "      <td>-2.239162</td>\n",
+       "      <td>-2.595385</td>\n",
+       "      <td>-2.595385</td>\n",
        "      <td>-2.428718</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-2.239162</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_arrival_constants_early</th>\n",
-       "      <td>-1.065980</td>\n",
+       "      <td>-2.446580</td>\n",
+       "      <td>-2.446580</td>\n",
        "      <td>-2.428718</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-1.065980</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_arrival_constants_evening</th>\n",
-       "      <td>-1.033329</td>\n",
+       "      <td>-0.707272</td>\n",
+       "      <td>-0.707272</td>\n",
        "      <td>-0.870147</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-1.033329</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_arrival_constants_late</th>\n",
-       "      <td>-1.315910</td>\n",
+       "      <td>-1.639520</td>\n",
+       "      <td>-1.639520</td>\n",
        "      <td>-1.752000</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-1.315910</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_arrival_constants_midday_1</th>\n",
-       "      <td>-1.302330</td>\n",
+       "      <td>-1.267988</td>\n",
+       "      <td>-1.267988</td>\n",
        "      <td>-1.237909</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-1.302330</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_arrival_constants_midday_2</th>\n",
-       "      <td>-0.554673</td>\n",
+       "      <td>-0.523484</td>\n",
+       "      <td>-0.523484</td>\n",
        "      <td>-0.539769</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.554673</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_arrival_constants_pm_peak_1</th>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>-25.0</td>\n",
-       "      <td>25.0</td>\n",
        "      <td>1</td>\n",
-       "      <td></td>\n",
-       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_arrival_constants_pm_peak_2</th>\n",
-       "      <td>-0.441387</td>\n",
+       "      <td>-0.360268</td>\n",
+       "      <td>-0.360268</td>\n",
        "      <td>-0.389169</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.441387</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_arrival_constants_pm_peak_3</th>\n",
-       "      <td>-0.281247</td>\n",
+       "      <td>-0.096426</td>\n",
+       "      <td>-0.096426</td>\n",
        "      <td>-0.198120</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.281247</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_arrival_constants_pm_peak_4</th>\n",
-       "      <td>-0.370368</td>\n",
+       "      <td>-0.127905</td>\n",
+       "      <td>-0.127905</td>\n",
        "      <td>-0.253625</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.370368</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_departure_constants_am_peak_1</th>\n",
-       "      <td>-1.882694</td>\n",
+       "      <td>-1.606835</td>\n",
+       "      <td>-1.606835</td>\n",
        "      <td>-1.617644</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-1.882694</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_departure_constants_am_peak_2</th>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>-25.0</td>\n",
-       "      <td>25.0</td>\n",
        "      <td>1</td>\n",
-       "      <td></td>\n",
-       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_departure_constants_am_peak_3</th>\n",
-       "      <td>-0.183985</td>\n",
+       "      <td>-0.100582</td>\n",
+       "      <td>-0.100582</td>\n",
        "      <td>-0.073827</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.183985</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_departure_constants_am_peak_4</th>\n",
-       "      <td>-2.016403</td>\n",
+       "      <td>-2.142432</td>\n",
+       "      <td>-2.142432</td>\n",
        "      <td>-2.080571</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-2.016403</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_departure_constants_early</th>\n",
-       "      <td>-3.636770</td>\n",
+       "      <td>-3.850945</td>\n",
+       "      <td>-3.850945</td>\n",
        "      <td>-3.820662</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-3.636770</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_departure_constants_evening</th>\n",
-       "      <td>-5.258795</td>\n",
+       "      <td>-5.546826</td>\n",
+       "      <td>-5.546826</td>\n",
        "      <td>-5.230288</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-5.258795</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_departure_constants_late</th>\n",
-       "      <td>-21.447622</td>\n",
+       "      <td>-10.890722</td>\n",
+       "      <td>-10.890722</td>\n",
        "      <td>-11.886047</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-21.447622</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_departure_constants_midday_1</th>\n",
-       "      <td>-3.279864</td>\n",
+       "      <td>-3.124481</td>\n",
+       "      <td>-3.124481</td>\n",
        "      <td>-2.985739</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-3.279864</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_departure_constants_midday_2</th>\n",
-       "      <td>-3.750548</td>\n",
+       "      <td>-3.861525</td>\n",
+       "      <td>-3.861525</td>\n",
        "      <td>-3.628435</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-3.750548</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_departure_constants_pm_peak</th>\n",
-       "      <td>-3.093167</td>\n",
+       "      <td>-3.281532</td>\n",
+       "      <td>-3.281532</td>\n",
        "      <td>-3.102505</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-3.093167</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_constants_0_to_2_hours</th>\n",
-       "      <td>-1.372110</td>\n",
+       "      <td>-1.318085</td>\n",
+       "      <td>-1.318085</td>\n",
        "      <td>-1.409956</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-1.372110</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_constants_10_hours</th>\n",
-       "      <td>-0.876448</td>\n",
+       "      <td>-0.914359</td>\n",
+       "      <td>-0.914359</td>\n",
        "      <td>-0.904789</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.876448</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_constants_11_hours</th>\n",
-       "      <td>-1.127264</td>\n",
+       "      <td>-1.643692</td>\n",
+       "      <td>-1.643692</td>\n",
        "      <td>-1.521163</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-1.127264</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_constants_12_to_13_hours</th>\n",
-       "      <td>-2.668346</td>\n",
+       "      <td>-2.528269</td>\n",
+       "      <td>-2.528269</td>\n",
        "      <td>-2.418489</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-2.668346</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_constants_14_to_18_hours</th>\n",
-       "      <td>-2.675974</td>\n",
+       "      <td>-2.541672</td>\n",
+       "      <td>-2.541672</td>\n",
        "      <td>-2.503137</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-2.675974</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_constants_3_to_4_hours</th>\n",
-       "      <td>-0.552200</td>\n",
+       "      <td>-0.680239</td>\n",
+       "      <td>-0.680239</td>\n",
        "      <td>-0.745893</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.552200</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_constants_5_to_6_hours</th>\n",
-       "      <td>-0.532627</td>\n",
+       "      <td>-0.551126</td>\n",
+       "      <td>-0.551126</td>\n",
        "      <td>-0.567637</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.532627</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_constants_7_to_8_hours</th>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>-25.0</td>\n",
-       "      <td>25.0</td>\n",
        "      <td>1</td>\n",
-       "      <td></td>\n",
-       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_constants_9_hours</th>\n",
-       "      <td>-0.487609</td>\n",
+       "      <td>-0.664353</td>\n",
+       "      <td>-0.664353</td>\n",
        "      <td>-0.650807</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.487609</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_first_of_2plus_school_lt_6_hours</th>\n",
-       "      <td>0.169055</td>\n",
+       "      <td>1.768123</td>\n",
+       "      <td>1.768123</td>\n",
        "      <td>1.487000</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.169055</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_first_of_2plus_school_tours_departure</th>\n",
-       "      <td>-0.333830</td>\n",
+       "      <td>-0.277161</td>\n",
+       "      <td>-0.277161</td>\n",
        "      <td>-0.300200</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.333830</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_first_of_2plus_school_tours_duration</th>\n",
-       "      <td>-0.042558</td>\n",
+       "      <td>-0.077846</td>\n",
+       "      <td>-0.077846</td>\n",
        "      <td>-0.159300</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.042558</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_ft_worker_departure</th>\n",
        "      <td>0.397100</td>\n",
        "      <td>0.397100</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>0.397100</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.397100</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_ft_worker_duration</th>\n",
        "      <td>-0.190800</td>\n",
        "      <td>-0.190800</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>-0.190800</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.190800</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_hh_income_early_departure</th>\n",
-       "      <td>-13.757852</td>\n",
+       "      <td>-0.643531</td>\n",
+       "      <td>-0.643531</td>\n",
        "      <td>-0.883700</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-13.757852</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_hh_income_late_arrival</th>\n",
-       "      <td>0.101726</td>\n",
+       "      <td>-0.123912</td>\n",
+       "      <td>-0.123912</td>\n",
        "      <td>-0.353300</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.101726</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_mode_choice_logsum</th>\n",
-       "      <td>0.056410</td>\n",
+       "      <td>1.403530</td>\n",
+       "      <td>1.403530</td>\n",
        "      <td>2.127000</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.056410</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_non_worker_departure</th>\n",
        "      <td>0.553900</td>\n",
        "      <td>0.553900</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>0.553900</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.553900</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_previous_tour_begins_this_arrival_hour</th>\n",
-       "      <td>-10.370632</td>\n",
+       "      <td>1.748525</td>\n",
+       "      <td>1.748525</td>\n",
        "      <td>-1.102000</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-10.370632</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_previous_tour_ends_this_departure_hour</th>\n",
-       "      <td>0.298551</td>\n",
+       "      <td>-1.454921</td>\n",
+       "      <td>-1.454921</td>\n",
        "      <td>-0.599500</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.298551</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_remaining_work_school_tours_to_be_scheduled_div_number_of_unscheduled_hours</th>\n",
-       "      <td>-25.000000</td>\n",
+       "      <td>-16.666935</td>\n",
+       "      <td>-16.666935</td>\n",
        "      <td>-16.670000</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-25.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_roundtrip_auto_time_to_work</th>\n",
-       "      <td>0.005137</td>\n",
+       "      <td>0.002946</td>\n",
+       "      <td>0.002946</td>\n",
        "      <td>0.003195</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.005137</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_school_plus_work_tours_by_student_lt_6_hours</th>\n",
-       "      <td>-2.483313</td>\n",
+       "      <td>1.805060</td>\n",
+       "      <td>1.805060</td>\n",
        "      <td>1.730000</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-2.483313</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_school_plus_work_tours_by_worker_lt_6_hours</th>\n",
-       "      <td>-2.071313</td>\n",
+       "      <td>2.217060</td>\n",
+       "      <td>2.217060</td>\n",
        "      <td>2.142000</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-2.071313</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_student_driver_duration</th>\n",
-       "      <td>-0.003958</td>\n",
+       "      <td>0.021414</td>\n",
+       "      <td>0.021414</td>\n",
        "      <td>0.034640</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.003958</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_subsequent_2plus_school_tours_duration</th>\n",
-       "      <td>-0.188299</td>\n",
+       "      <td>-0.309377</td>\n",
+       "      <td>-0.309377</td>\n",
        "      <td>-0.233800</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.188299</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_subsequent_of_2plus_school_lt_6_hours</th>\n",
-       "      <td>25.000000</td>\n",
+       "      <td>1.522961</td>\n",
+       "      <td>1.522961</td>\n",
        "      <td>2.142000</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>25.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_subsequent_tour_must_start_after_previous_tour_ends</th>\n",
        "      <td>-100.000000</td>\n",
        "      <td>-100.000000</td>\n",
+       "      <td>-100.000000</td>\n",
+       "      <td>-100.0</td>\n",
+       "      <td>-100.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>-25.0</td>\n",
-       "      <td>25.0</td>\n",
        "      <td>1</td>\n",
-       "      <td></td>\n",
-       "      <td>-100.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_univ_departure</th>\n",
-       "      <td>0.234367</td>\n",
+       "      <td>0.281763</td>\n",
+       "      <td>0.281763</td>\n",
        "      <td>0.280000</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.234367</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_univ_duration</th>\n",
-       "      <td>-0.409132</td>\n",
+       "      <td>-0.287541</td>\n",
+       "      <td>-0.287541</td>\n",
        "      <td>-0.290700</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.409132</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "                                                         value   initvalue  \\\n",
-       "coef_adjacent_window_exists_after_this_arrival_...   -0.414229   -0.003049   \n",
-       "coef_adjacent_window_exists_after_this_arrival_...   -0.640186   -0.527100   \n",
-       "coef_adjacent_window_exists_before_this_departu...    1.656920    0.089750   \n",
-       "coef_adjacent_window_exists_before_this_departu...    0.225722   -0.440000   \n",
-       "coef_all_adults_ft_worker_duration                    0.052336    0.109300   \n",
-       "coef_arrival_constants_am_peak                       -2.239162   -2.428718   \n",
-       "coef_arrival_constants_early                         -1.065980   -2.428718   \n",
-       "coef_arrival_constants_evening                       -1.033329   -0.870147   \n",
-       "coef_arrival_constants_late                          -1.315910   -1.752000   \n",
-       "coef_arrival_constants_midday_1                      -1.302330   -1.237909   \n",
-       "coef_arrival_constants_midday_2                      -0.554673   -0.539769   \n",
+       "                                                         value        best  \\\n",
+       "param_name                                                                   \n",
+       "coef_adjacent_window_exists_after_this_arrival_...    0.232285    0.232285   \n",
+       "coef_adjacent_window_exists_after_this_arrival_...   -1.201676   -1.201676   \n",
+       "coef_adjacent_window_exists_before_this_departu...   -0.419250   -0.419250   \n",
+       "coef_adjacent_window_exists_before_this_departu...   -0.760747   -0.760747   \n",
+       "coef_all_adults_ft_worker_duration                    0.079713    0.079713   \n",
+       "coef_arrival_constants_am_peak                       -2.595385   -2.595385   \n",
+       "coef_arrival_constants_early                         -2.446580   -2.446580   \n",
+       "coef_arrival_constants_evening                       -0.707272   -0.707272   \n",
+       "coef_arrival_constants_late                          -1.639520   -1.639520   \n",
+       "coef_arrival_constants_midday_1                      -1.267988   -1.267988   \n",
+       "coef_arrival_constants_midday_2                      -0.523484   -0.523484   \n",
        "coef_arrival_constants_pm_peak_1                      0.000000    0.000000   \n",
-       "coef_arrival_constants_pm_peak_2                     -0.441387   -0.389169   \n",
-       "coef_arrival_constants_pm_peak_3                     -0.281247   -0.198120   \n",
-       "coef_arrival_constants_pm_peak_4                     -0.370368   -0.253625   \n",
-       "coef_departure_constants_am_peak_1                   -1.882694   -1.617644   \n",
+       "coef_arrival_constants_pm_peak_2                     -0.360268   -0.360268   \n",
+       "coef_arrival_constants_pm_peak_3                     -0.096426   -0.096426   \n",
+       "coef_arrival_constants_pm_peak_4                     -0.127905   -0.127905   \n",
+       "coef_departure_constants_am_peak_1                   -1.606835   -1.606835   \n",
        "coef_departure_constants_am_peak_2                    0.000000    0.000000   \n",
-       "coef_departure_constants_am_peak_3                   -0.183985   -0.073827   \n",
-       "coef_departure_constants_am_peak_4                   -2.016403   -2.080571   \n",
-       "coef_departure_constants_early                       -3.636770   -3.820662   \n",
-       "coef_departure_constants_evening                     -5.258795   -5.230288   \n",
-       "coef_departure_constants_late                       -21.447622  -11.886047   \n",
-       "coef_departure_constants_midday_1                    -3.279864   -2.985739   \n",
-       "coef_departure_constants_midday_2                    -3.750548   -3.628435   \n",
-       "coef_departure_constants_pm_peak                     -3.093167   -3.102505   \n",
-       "coef_duration_constants_0_to_2_hours                 -1.372110   -1.409956   \n",
-       "coef_duration_constants_10_hours                     -0.876448   -0.904789   \n",
-       "coef_duration_constants_11_hours                     -1.127264   -1.521163   \n",
-       "coef_duration_constants_12_to_13_hours               -2.668346   -2.418489   \n",
-       "coef_duration_constants_14_to_18_hours               -2.675974   -2.503137   \n",
-       "coef_duration_constants_3_to_4_hours                 -0.552200   -0.745893   \n",
-       "coef_duration_constants_5_to_6_hours                 -0.532627   -0.567637   \n",
+       "coef_departure_constants_am_peak_3                   -0.100582   -0.100582   \n",
+       "coef_departure_constants_am_peak_4                   -2.142432   -2.142432   \n",
+       "coef_departure_constants_early                       -3.850945   -3.850945   \n",
+       "coef_departure_constants_evening                     -5.546826   -5.546826   \n",
+       "coef_departure_constants_late                       -10.890722  -10.890722   \n",
+       "coef_departure_constants_midday_1                    -3.124481   -3.124481   \n",
+       "coef_departure_constants_midday_2                    -3.861525   -3.861525   \n",
+       "coef_departure_constants_pm_peak                     -3.281532   -3.281532   \n",
+       "coef_duration_constants_0_to_2_hours                 -1.318085   -1.318085   \n",
+       "coef_duration_constants_10_hours                     -0.914359   -0.914359   \n",
+       "coef_duration_constants_11_hours                     -1.643692   -1.643692   \n",
+       "coef_duration_constants_12_to_13_hours               -2.528269   -2.528269   \n",
+       "coef_duration_constants_14_to_18_hours               -2.541672   -2.541672   \n",
+       "coef_duration_constants_3_to_4_hours                 -0.680239   -0.680239   \n",
+       "coef_duration_constants_5_to_6_hours                 -0.551126   -0.551126   \n",
        "coef_duration_constants_7_to_8_hours                  0.000000    0.000000   \n",
-       "coef_duration_constants_9_hours                      -0.487609   -0.650807   \n",
-       "coef_first_of_2plus_school_lt_6_hours                 0.169055    1.487000   \n",
-       "coef_first_of_2plus_school_tours_departure           -0.333830   -0.300200   \n",
-       "coef_first_of_2plus_school_tours_duration            -0.042558   -0.159300   \n",
+       "coef_duration_constants_9_hours                      -0.664353   -0.664353   \n",
+       "coef_first_of_2plus_school_lt_6_hours                 1.768123    1.768123   \n",
+       "coef_first_of_2plus_school_tours_departure           -0.277161   -0.277161   \n",
+       "coef_first_of_2plus_school_tours_duration            -0.077846   -0.077846   \n",
        "coef_ft_worker_departure                              0.397100    0.397100   \n",
        "coef_ft_worker_duration                              -0.190800   -0.190800   \n",
-       "coef_hh_income_early_departure                      -13.757852   -0.883700   \n",
-       "coef_hh_income_late_arrival                           0.101726   -0.353300   \n",
-       "coef_mode_choice_logsum                               0.056410    2.127000   \n",
+       "coef_hh_income_early_departure                       -0.643531   -0.643531   \n",
+       "coef_hh_income_late_arrival                          -0.123912   -0.123912   \n",
+       "coef_mode_choice_logsum                               1.403530    1.403530   \n",
        "coef_non_worker_departure                             0.553900    0.553900   \n",
-       "coef_previous_tour_begins_this_arrival_hour         -10.370632   -1.102000   \n",
-       "coef_previous_tour_ends_this_departure_hour           0.298551   -0.599500   \n",
-       "coef_remaining_work_school_tours_to_be_schedule...  -25.000000  -16.670000   \n",
-       "coef_roundtrip_auto_time_to_work                      0.005137    0.003195   \n",
-       "coef_school_plus_work_tours_by_student_lt_6_hours    -2.483313    1.730000   \n",
-       "coef_school_plus_work_tours_by_worker_lt_6_hours     -2.071313    2.142000   \n",
-       "coef_student_driver_duration                         -0.003958    0.034640   \n",
-       "coef_subsequent_2plus_school_tours_duration          -0.188299   -0.233800   \n",
-       "coef_subsequent_of_2plus_school_lt_6_hours           25.000000    2.142000   \n",
+       "coef_previous_tour_begins_this_arrival_hour           1.748525    1.748525   \n",
+       "coef_previous_tour_ends_this_departure_hour          -1.454921   -1.454921   \n",
+       "coef_remaining_work_school_tours_to_be_schedule...  -16.666935  -16.666935   \n",
+       "coef_roundtrip_auto_time_to_work                      0.002946    0.002946   \n",
+       "coef_school_plus_work_tours_by_student_lt_6_hours     1.805060    1.805060   \n",
+       "coef_school_plus_work_tours_by_worker_lt_6_hours      2.217060    2.217060   \n",
+       "coef_student_driver_duration                          0.021414    0.021414   \n",
+       "coef_subsequent_2plus_school_tours_duration          -0.309377   -0.309377   \n",
+       "coef_subsequent_of_2plus_school_lt_6_hours            1.522961    1.522961   \n",
        "coef_subsequent_tour_must_start_after_previous_... -100.000000 -100.000000   \n",
-       "coef_univ_departure                                   0.234367    0.280000   \n",
-       "coef_univ_duration                                   -0.409132   -0.290700   \n",
+       "coef_univ_departure                                   0.281763    0.281763   \n",
+       "coef_univ_duration                                   -0.287541   -0.287541   \n",
        "\n",
-       "                                                    nullvalue  minimum  \\\n",
-       "coef_adjacent_window_exists_after_this_arrival_...        0.0    -25.0   \n",
-       "coef_adjacent_window_exists_after_this_arrival_...        0.0    -25.0   \n",
-       "coef_adjacent_window_exists_before_this_departu...        0.0    -25.0   \n",
-       "coef_adjacent_window_exists_before_this_departu...        0.0    -25.0   \n",
-       "coef_all_adults_ft_worker_duration                        0.0    -25.0   \n",
-       "coef_arrival_constants_am_peak                            0.0    -25.0   \n",
-       "coef_arrival_constants_early                              0.0    -25.0   \n",
-       "coef_arrival_constants_evening                            0.0    -25.0   \n",
-       "coef_arrival_constants_late                               0.0    -25.0   \n",
-       "coef_arrival_constants_midday_1                           0.0    -25.0   \n",
-       "coef_arrival_constants_midday_2                           0.0    -25.0   \n",
-       "coef_arrival_constants_pm_peak_1                          0.0    -25.0   \n",
-       "coef_arrival_constants_pm_peak_2                          0.0    -25.0   \n",
-       "coef_arrival_constants_pm_peak_3                          0.0    -25.0   \n",
-       "coef_arrival_constants_pm_peak_4                          0.0    -25.0   \n",
-       "coef_departure_constants_am_peak_1                        0.0    -25.0   \n",
-       "coef_departure_constants_am_peak_2                        0.0    -25.0   \n",
-       "coef_departure_constants_am_peak_3                        0.0    -25.0   \n",
-       "coef_departure_constants_am_peak_4                        0.0    -25.0   \n",
-       "coef_departure_constants_early                            0.0    -25.0   \n",
-       "coef_departure_constants_evening                          0.0    -25.0   \n",
-       "coef_departure_constants_late                             0.0    -25.0   \n",
-       "coef_departure_constants_midday_1                         0.0    -25.0   \n",
-       "coef_departure_constants_midday_2                         0.0    -25.0   \n",
-       "coef_departure_constants_pm_peak                          0.0    -25.0   \n",
-       "coef_duration_constants_0_to_2_hours                      0.0    -25.0   \n",
-       "coef_duration_constants_10_hours                          0.0    -25.0   \n",
-       "coef_duration_constants_11_hours                          0.0    -25.0   \n",
-       "coef_duration_constants_12_to_13_hours                    0.0    -25.0   \n",
-       "coef_duration_constants_14_to_18_hours                    0.0    -25.0   \n",
-       "coef_duration_constants_3_to_4_hours                      0.0    -25.0   \n",
-       "coef_duration_constants_5_to_6_hours                      0.0    -25.0   \n",
-       "coef_duration_constants_7_to_8_hours                      0.0    -25.0   \n",
-       "coef_duration_constants_9_hours                           0.0    -25.0   \n",
-       "coef_first_of_2plus_school_lt_6_hours                     0.0    -25.0   \n",
-       "coef_first_of_2plus_school_tours_departure                0.0    -25.0   \n",
-       "coef_first_of_2plus_school_tours_duration                 0.0    -25.0   \n",
-       "coef_ft_worker_departure                                  0.0    -25.0   \n",
-       "coef_ft_worker_duration                                   0.0    -25.0   \n",
-       "coef_hh_income_early_departure                            0.0    -25.0   \n",
-       "coef_hh_income_late_arrival                               0.0    -25.0   \n",
-       "coef_mode_choice_logsum                                   0.0    -25.0   \n",
-       "coef_non_worker_departure                                 0.0    -25.0   \n",
-       "coef_previous_tour_begins_this_arrival_hour               0.0    -25.0   \n",
-       "coef_previous_tour_ends_this_departure_hour               0.0    -25.0   \n",
-       "coef_remaining_work_school_tours_to_be_schedule...        0.0    -25.0   \n",
-       "coef_roundtrip_auto_time_to_work                          0.0    -25.0   \n",
-       "coef_school_plus_work_tours_by_student_lt_6_hours         0.0    -25.0   \n",
-       "coef_school_plus_work_tours_by_worker_lt_6_hours          0.0    -25.0   \n",
-       "coef_student_driver_duration                              0.0    -25.0   \n",
-       "coef_subsequent_2plus_school_tours_duration               0.0    -25.0   \n",
-       "coef_subsequent_of_2plus_school_lt_6_hours                0.0    -25.0   \n",
-       "coef_subsequent_tour_must_start_after_previous_...        0.0    -25.0   \n",
-       "coef_univ_departure                                       0.0    -25.0   \n",
-       "coef_univ_duration                                        0.0    -25.0   \n",
+       "                                                     initvalue  minimum  \\\n",
+       "param_name                                                                \n",
+       "coef_adjacent_window_exists_after_this_arrival_...   -0.003049    -25.0   \n",
+       "coef_adjacent_window_exists_after_this_arrival_...   -0.527100    -25.0   \n",
+       "coef_adjacent_window_exists_before_this_departu...    0.089750    -25.0   \n",
+       "coef_adjacent_window_exists_before_this_departu...   -0.440000    -25.0   \n",
+       "coef_all_adults_ft_worker_duration                    0.109300    -25.0   \n",
+       "coef_arrival_constants_am_peak                       -2.428718    -25.0   \n",
+       "coef_arrival_constants_early                         -2.428718    -25.0   \n",
+       "coef_arrival_constants_evening                       -0.870147    -25.0   \n",
+       "coef_arrival_constants_late                          -1.752000    -25.0   \n",
+       "coef_arrival_constants_midday_1                      -1.237909    -25.0   \n",
+       "coef_arrival_constants_midday_2                      -0.539769    -25.0   \n",
+       "coef_arrival_constants_pm_peak_1                      0.000000      0.0   \n",
+       "coef_arrival_constants_pm_peak_2                     -0.389169    -25.0   \n",
+       "coef_arrival_constants_pm_peak_3                     -0.198120    -25.0   \n",
+       "coef_arrival_constants_pm_peak_4                     -0.253625    -25.0   \n",
+       "coef_departure_constants_am_peak_1                   -1.617644    -25.0   \n",
+       "coef_departure_constants_am_peak_2                    0.000000      0.0   \n",
+       "coef_departure_constants_am_peak_3                   -0.073827    -25.0   \n",
+       "coef_departure_constants_am_peak_4                   -2.080571    -25.0   \n",
+       "coef_departure_constants_early                       -3.820662    -25.0   \n",
+       "coef_departure_constants_evening                     -5.230288    -25.0   \n",
+       "coef_departure_constants_late                       -11.886047    -25.0   \n",
+       "coef_departure_constants_midday_1                    -2.985739    -25.0   \n",
+       "coef_departure_constants_midday_2                    -3.628435    -25.0   \n",
+       "coef_departure_constants_pm_peak                     -3.102505    -25.0   \n",
+       "coef_duration_constants_0_to_2_hours                 -1.409956    -25.0   \n",
+       "coef_duration_constants_10_hours                     -0.904789    -25.0   \n",
+       "coef_duration_constants_11_hours                     -1.521163    -25.0   \n",
+       "coef_duration_constants_12_to_13_hours               -2.418489    -25.0   \n",
+       "coef_duration_constants_14_to_18_hours               -2.503137    -25.0   \n",
+       "coef_duration_constants_3_to_4_hours                 -0.745893    -25.0   \n",
+       "coef_duration_constants_5_to_6_hours                 -0.567637    -25.0   \n",
+       "coef_duration_constants_7_to_8_hours                  0.000000      0.0   \n",
+       "coef_duration_constants_9_hours                      -0.650807    -25.0   \n",
+       "coef_first_of_2plus_school_lt_6_hours                 1.487000    -25.0   \n",
+       "coef_first_of_2plus_school_tours_departure           -0.300200    -25.0   \n",
+       "coef_first_of_2plus_school_tours_duration            -0.159300    -25.0   \n",
+       "coef_ft_worker_departure                              0.397100    -25.0   \n",
+       "coef_ft_worker_duration                              -0.190800    -25.0   \n",
+       "coef_hh_income_early_departure                       -0.883700    -25.0   \n",
+       "coef_hh_income_late_arrival                          -0.353300    -25.0   \n",
+       "coef_mode_choice_logsum                               2.127000    -25.0   \n",
+       "coef_non_worker_departure                             0.553900    -25.0   \n",
+       "coef_previous_tour_begins_this_arrival_hour          -1.102000    -25.0   \n",
+       "coef_previous_tour_ends_this_departure_hour          -0.599500    -25.0   \n",
+       "coef_remaining_work_school_tours_to_be_schedule...  -16.670000    -25.0   \n",
+       "coef_roundtrip_auto_time_to_work                      0.003195    -25.0   \n",
+       "coef_school_plus_work_tours_by_student_lt_6_hours     1.730000    -25.0   \n",
+       "coef_school_plus_work_tours_by_worker_lt_6_hours      2.142000    -25.0   \n",
+       "coef_student_driver_duration                          0.034640    -25.0   \n",
+       "coef_subsequent_2plus_school_tours_duration          -0.233800    -25.0   \n",
+       "coef_subsequent_of_2plus_school_lt_6_hours            2.142000    -25.0   \n",
+       "coef_subsequent_tour_must_start_after_previous_... -100.000000   -100.0   \n",
+       "coef_univ_departure                                   0.280000    -25.0   \n",
+       "coef_univ_duration                                   -0.290700    -25.0   \n",
        "\n",
-       "                                                    maximum  holdfast note  \\\n",
-       "coef_adjacent_window_exists_after_this_arrival_...     25.0         0        \n",
-       "coef_adjacent_window_exists_after_this_arrival_...     25.0         0        \n",
-       "coef_adjacent_window_exists_before_this_departu...     25.0         0        \n",
-       "coef_adjacent_window_exists_before_this_departu...     25.0         0        \n",
-       "coef_all_adults_ft_worker_duration                     25.0         0        \n",
-       "coef_arrival_constants_am_peak                         25.0         0        \n",
-       "coef_arrival_constants_early                           25.0         0        \n",
-       "coef_arrival_constants_evening                         25.0         0        \n",
-       "coef_arrival_constants_late                            25.0         0        \n",
-       "coef_arrival_constants_midday_1                        25.0         0        \n",
-       "coef_arrival_constants_midday_2                        25.0         0        \n",
-       "coef_arrival_constants_pm_peak_1                       25.0         1        \n",
-       "coef_arrival_constants_pm_peak_2                       25.0         0        \n",
-       "coef_arrival_constants_pm_peak_3                       25.0         0        \n",
-       "coef_arrival_constants_pm_peak_4                       25.0         0        \n",
-       "coef_departure_constants_am_peak_1                     25.0         0        \n",
-       "coef_departure_constants_am_peak_2                     25.0         1        \n",
-       "coef_departure_constants_am_peak_3                     25.0         0        \n",
-       "coef_departure_constants_am_peak_4                     25.0         0        \n",
-       "coef_departure_constants_early                         25.0         0        \n",
-       "coef_departure_constants_evening                       25.0         0        \n",
-       "coef_departure_constants_late                          25.0         0        \n",
-       "coef_departure_constants_midday_1                      25.0         0        \n",
-       "coef_departure_constants_midday_2                      25.0         0        \n",
-       "coef_departure_constants_pm_peak                       25.0         0        \n",
-       "coef_duration_constants_0_to_2_hours                   25.0         0        \n",
-       "coef_duration_constants_10_hours                       25.0         0        \n",
-       "coef_duration_constants_11_hours                       25.0         0        \n",
-       "coef_duration_constants_12_to_13_hours                 25.0         0        \n",
-       "coef_duration_constants_14_to_18_hours                 25.0         0        \n",
-       "coef_duration_constants_3_to_4_hours                   25.0         0        \n",
-       "coef_duration_constants_5_to_6_hours                   25.0         0        \n",
-       "coef_duration_constants_7_to_8_hours                   25.0         1        \n",
-       "coef_duration_constants_9_hours                        25.0         0        \n",
-       "coef_first_of_2plus_school_lt_6_hours                  25.0         0        \n",
-       "coef_first_of_2plus_school_tours_departure             25.0         0        \n",
-       "coef_first_of_2plus_school_tours_duration              25.0         0        \n",
-       "coef_ft_worker_departure                               25.0         0        \n",
-       "coef_ft_worker_duration                                25.0         0        \n",
-       "coef_hh_income_early_departure                         25.0         0        \n",
-       "coef_hh_income_late_arrival                            25.0         0        \n",
-       "coef_mode_choice_logsum                                25.0         0        \n",
-       "coef_non_worker_departure                              25.0         0        \n",
-       "coef_previous_tour_begins_this_arrival_hour            25.0         0        \n",
-       "coef_previous_tour_ends_this_departure_hour            25.0         0        \n",
-       "coef_remaining_work_school_tours_to_be_schedule...     25.0         0        \n",
-       "coef_roundtrip_auto_time_to_work                       25.0         0        \n",
-       "coef_school_plus_work_tours_by_student_lt_6_hours      25.0         0        \n",
-       "coef_school_plus_work_tours_by_worker_lt_6_hours       25.0         0        \n",
-       "coef_student_driver_duration                           25.0         0        \n",
-       "coef_subsequent_2plus_school_tours_duration            25.0         0        \n",
-       "coef_subsequent_of_2plus_school_lt_6_hours             25.0         0        \n",
-       "coef_subsequent_tour_must_start_after_previous_...     25.0         1        \n",
-       "coef_univ_departure                                    25.0         0        \n",
-       "coef_univ_duration                                     25.0         0        \n",
+       "                                                    maximum  nullvalue  \\\n",
+       "param_name                                                               \n",
+       "coef_adjacent_window_exists_after_this_arrival_...     25.0        0.0   \n",
+       "coef_adjacent_window_exists_after_this_arrival_...     25.0        0.0   \n",
+       "coef_adjacent_window_exists_before_this_departu...     25.0        0.0   \n",
+       "coef_adjacent_window_exists_before_this_departu...     25.0        0.0   \n",
+       "coef_all_adults_ft_worker_duration                     25.0        0.0   \n",
+       "coef_arrival_constants_am_peak                         25.0        0.0   \n",
+       "coef_arrival_constants_early                           25.0        0.0   \n",
+       "coef_arrival_constants_evening                         25.0        0.0   \n",
+       "coef_arrival_constants_late                            25.0        0.0   \n",
+       "coef_arrival_constants_midday_1                        25.0        0.0   \n",
+       "coef_arrival_constants_midday_2                        25.0        0.0   \n",
+       "coef_arrival_constants_pm_peak_1                        0.0        0.0   \n",
+       "coef_arrival_constants_pm_peak_2                       25.0        0.0   \n",
+       "coef_arrival_constants_pm_peak_3                       25.0        0.0   \n",
+       "coef_arrival_constants_pm_peak_4                       25.0        0.0   \n",
+       "coef_departure_constants_am_peak_1                     25.0        0.0   \n",
+       "coef_departure_constants_am_peak_2                      0.0        0.0   \n",
+       "coef_departure_constants_am_peak_3                     25.0        0.0   \n",
+       "coef_departure_constants_am_peak_4                     25.0        0.0   \n",
+       "coef_departure_constants_early                         25.0        0.0   \n",
+       "coef_departure_constants_evening                       25.0        0.0   \n",
+       "coef_departure_constants_late                          25.0        0.0   \n",
+       "coef_departure_constants_midday_1                      25.0        0.0   \n",
+       "coef_departure_constants_midday_2                      25.0        0.0   \n",
+       "coef_departure_constants_pm_peak                       25.0        0.0   \n",
+       "coef_duration_constants_0_to_2_hours                   25.0        0.0   \n",
+       "coef_duration_constants_10_hours                       25.0        0.0   \n",
+       "coef_duration_constants_11_hours                       25.0        0.0   \n",
+       "coef_duration_constants_12_to_13_hours                 25.0        0.0   \n",
+       "coef_duration_constants_14_to_18_hours                 25.0        0.0   \n",
+       "coef_duration_constants_3_to_4_hours                   25.0        0.0   \n",
+       "coef_duration_constants_5_to_6_hours                   25.0        0.0   \n",
+       "coef_duration_constants_7_to_8_hours                    0.0        0.0   \n",
+       "coef_duration_constants_9_hours                        25.0        0.0   \n",
+       "coef_first_of_2plus_school_lt_6_hours                  25.0        0.0   \n",
+       "coef_first_of_2plus_school_tours_departure             25.0        0.0   \n",
+       "coef_first_of_2plus_school_tours_duration              25.0        0.0   \n",
+       "coef_ft_worker_departure                               25.0        0.0   \n",
+       "coef_ft_worker_duration                                25.0        0.0   \n",
+       "coef_hh_income_early_departure                         25.0        0.0   \n",
+       "coef_hh_income_late_arrival                            25.0        0.0   \n",
+       "coef_mode_choice_logsum                                25.0        0.0   \n",
+       "coef_non_worker_departure                              25.0        0.0   \n",
+       "coef_previous_tour_begins_this_arrival_hour            25.0        0.0   \n",
+       "coef_previous_tour_ends_this_departure_hour            25.0        0.0   \n",
+       "coef_remaining_work_school_tours_to_be_schedule...     25.0        0.0   \n",
+       "coef_roundtrip_auto_time_to_work                       25.0        0.0   \n",
+       "coef_school_plus_work_tours_by_student_lt_6_hours      25.0        0.0   \n",
+       "coef_school_plus_work_tours_by_worker_lt_6_hours       25.0        0.0   \n",
+       "coef_student_driver_duration                           25.0        0.0   \n",
+       "coef_subsequent_2plus_school_tours_duration            25.0        0.0   \n",
+       "coef_subsequent_of_2plus_school_lt_6_hours             25.0        0.0   \n",
+       "coef_subsequent_tour_must_start_after_previous_...   -100.0        0.0   \n",
+       "coef_univ_departure                                    25.0        0.0   \n",
+       "coef_univ_duration                                     25.0        0.0   \n",
        "\n",
-       "                                                          best  \n",
-       "coef_adjacent_window_exists_after_this_arrival_...   -0.414229  \n",
-       "coef_adjacent_window_exists_after_this_arrival_...   -0.640186  \n",
-       "coef_adjacent_window_exists_before_this_departu...    1.656920  \n",
-       "coef_adjacent_window_exists_before_this_departu...    0.225722  \n",
-       "coef_all_adults_ft_worker_duration                    0.052336  \n",
-       "coef_arrival_constants_am_peak                       -2.239162  \n",
-       "coef_arrival_constants_early                         -1.065980  \n",
-       "coef_arrival_constants_evening                       -1.033329  \n",
-       "coef_arrival_constants_late                          -1.315910  \n",
-       "coef_arrival_constants_midday_1                      -1.302330  \n",
-       "coef_arrival_constants_midday_2                      -0.554673  \n",
-       "coef_arrival_constants_pm_peak_1                      0.000000  \n",
-       "coef_arrival_constants_pm_peak_2                     -0.441387  \n",
-       "coef_arrival_constants_pm_peak_3                     -0.281247  \n",
-       "coef_arrival_constants_pm_peak_4                     -0.370368  \n",
-       "coef_departure_constants_am_peak_1                   -1.882694  \n",
-       "coef_departure_constants_am_peak_2                    0.000000  \n",
-       "coef_departure_constants_am_peak_3                   -0.183985  \n",
-       "coef_departure_constants_am_peak_4                   -2.016403  \n",
-       "coef_departure_constants_early                       -3.636770  \n",
-       "coef_departure_constants_evening                     -5.258795  \n",
-       "coef_departure_constants_late                       -21.447622  \n",
-       "coef_departure_constants_midday_1                    -3.279864  \n",
-       "coef_departure_constants_midday_2                    -3.750548  \n",
-       "coef_departure_constants_pm_peak                     -3.093167  \n",
-       "coef_duration_constants_0_to_2_hours                 -1.372110  \n",
-       "coef_duration_constants_10_hours                     -0.876448  \n",
-       "coef_duration_constants_11_hours                     -1.127264  \n",
-       "coef_duration_constants_12_to_13_hours               -2.668346  \n",
-       "coef_duration_constants_14_to_18_hours               -2.675974  \n",
-       "coef_duration_constants_3_to_4_hours                 -0.552200  \n",
-       "coef_duration_constants_5_to_6_hours                 -0.532627  \n",
-       "coef_duration_constants_7_to_8_hours                  0.000000  \n",
-       "coef_duration_constants_9_hours                      -0.487609  \n",
-       "coef_first_of_2plus_school_lt_6_hours                 0.169055  \n",
-       "coef_first_of_2plus_school_tours_departure           -0.333830  \n",
-       "coef_first_of_2plus_school_tours_duration            -0.042558  \n",
-       "coef_ft_worker_departure                              0.397100  \n",
-       "coef_ft_worker_duration                              -0.190800  \n",
-       "coef_hh_income_early_departure                      -13.757852  \n",
-       "coef_hh_income_late_arrival                           0.101726  \n",
-       "coef_mode_choice_logsum                               0.056410  \n",
-       "coef_non_worker_departure                             0.553900  \n",
-       "coef_previous_tour_begins_this_arrival_hour         -10.370632  \n",
-       "coef_previous_tour_ends_this_departure_hour           0.298551  \n",
-       "coef_remaining_work_school_tours_to_be_schedule...  -25.000000  \n",
-       "coef_roundtrip_auto_time_to_work                      0.005137  \n",
-       "coef_school_plus_work_tours_by_student_lt_6_hours    -2.483313  \n",
-       "coef_school_plus_work_tours_by_worker_lt_6_hours     -2.071313  \n",
-       "coef_student_driver_duration                         -0.003958  \n",
-       "coef_subsequent_2plus_school_tours_duration          -0.188299  \n",
-       "coef_subsequent_of_2plus_school_lt_6_hours           25.000000  \n",
-       "coef_subsequent_tour_must_start_after_previous_... -100.000000  \n",
-       "coef_univ_departure                                   0.234367  \n",
-       "coef_univ_duration                                   -0.409132  "
+       "                                                    holdfast  \n",
+       "param_name                                                    \n",
+       "coef_adjacent_window_exists_after_this_arrival_...         0  \n",
+       "coef_adjacent_window_exists_after_this_arrival_...         0  \n",
+       "coef_adjacent_window_exists_before_this_departu...         0  \n",
+       "coef_adjacent_window_exists_before_this_departu...         0  \n",
+       "coef_all_adults_ft_worker_duration                         0  \n",
+       "coef_arrival_constants_am_peak                             0  \n",
+       "coef_arrival_constants_early                               0  \n",
+       "coef_arrival_constants_evening                             0  \n",
+       "coef_arrival_constants_late                                0  \n",
+       "coef_arrival_constants_midday_1                            0  \n",
+       "coef_arrival_constants_midday_2                            0  \n",
+       "coef_arrival_constants_pm_peak_1                           1  \n",
+       "coef_arrival_constants_pm_peak_2                           0  \n",
+       "coef_arrival_constants_pm_peak_3                           0  \n",
+       "coef_arrival_constants_pm_peak_4                           0  \n",
+       "coef_departure_constants_am_peak_1                         0  \n",
+       "coef_departure_constants_am_peak_2                         1  \n",
+       "coef_departure_constants_am_peak_3                         0  \n",
+       "coef_departure_constants_am_peak_4                         0  \n",
+       "coef_departure_constants_early                             0  \n",
+       "coef_departure_constants_evening                           0  \n",
+       "coef_departure_constants_late                              0  \n",
+       "coef_departure_constants_midday_1                          0  \n",
+       "coef_departure_constants_midday_2                          0  \n",
+       "coef_departure_constants_pm_peak                           0  \n",
+       "coef_duration_constants_0_to_2_hours                       0  \n",
+       "coef_duration_constants_10_hours                           0  \n",
+       "coef_duration_constants_11_hours                           0  \n",
+       "coef_duration_constants_12_to_13_hours                     0  \n",
+       "coef_duration_constants_14_to_18_hours                     0  \n",
+       "coef_duration_constants_3_to_4_hours                       0  \n",
+       "coef_duration_constants_5_to_6_hours                       0  \n",
+       "coef_duration_constants_7_to_8_hours                       1  \n",
+       "coef_duration_constants_9_hours                            0  \n",
+       "coef_first_of_2plus_school_lt_6_hours                      0  \n",
+       "coef_first_of_2plus_school_tours_departure                 0  \n",
+       "coef_first_of_2plus_school_tours_duration                  0  \n",
+       "coef_ft_worker_departure                                   0  \n",
+       "coef_ft_worker_duration                                    0  \n",
+       "coef_hh_income_early_departure                             0  \n",
+       "coef_hh_income_late_arrival                                0  \n",
+       "coef_mode_choice_logsum                                    0  \n",
+       "coef_non_worker_departure                                  0  \n",
+       "coef_previous_tour_begins_this_arrival_hour                0  \n",
+       "coef_previous_tour_ends_this_departure_hour                0  \n",
+       "coef_remaining_work_school_tours_to_be_schedule...         0  \n",
+       "coef_roundtrip_auto_time_to_work                           0  \n",
+       "coef_school_plus_work_tours_by_student_lt_6_hours          0  \n",
+       "coef_school_plus_work_tours_by_worker_lt_6_hours           0  \n",
+       "coef_student_driver_duration                               0  \n",
+       "coef_subsequent_2plus_school_tours_duration                0  \n",
+       "coef_subsequent_of_2plus_school_lt_6_hours                 0  \n",
+       "coef_subsequent_tour_must_start_after_previous_...         1  \n",
+       "coef_univ_departure                                        0  \n",
+       "coef_univ_duration                                         0  "
       ]
      },
      "metadata": {},
@@ -2907,10 +3061,8 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "<ipython-input-8-5091d419e17b>:1: PossibleOverspecification: WARNING: Model is possibly over-specified (hessian is nearly singular).\n",
-      "  model.estimate()\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.3990405079720497e-24 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n"
+      "/Users/jpn/Git/est-mode/larch/src/larch/model/jaxmodel.py:1156: PossibleOverspecification: Model is possibly over-specified (hessian is nearly singular).\n",
+      "  self.calculate_parameter_covariance()\n"
      ]
     },
     {
@@ -2926,47 +3078,47 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>coef_adjacent_window_exists_after_this_arrival_hour_first_tour_interaction</th>\n",
-       "      <td>-0.414229</td>\n",
+       "      <td>0.232285</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_adjacent_window_exists_after_this_arrival_hour_second_plus_tour_interaction</th>\n",
-       "      <td>-0.640186</td>\n",
+       "      <td>-1.201676</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_adjacent_window_exists_before_this_departure_hour_first_tour_interaction</th>\n",
-       "      <td>1.656920</td>\n",
+       "      <td>-0.419250</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_adjacent_window_exists_before_this_departure_hour_second_plus_tour_interaction</th>\n",
-       "      <td>0.225722</td>\n",
+       "      <td>-0.760747</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_all_adults_ft_worker_duration</th>\n",
-       "      <td>0.052336</td>\n",
+       "      <td>0.079713</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_arrival_constants_am_peak</th>\n",
-       "      <td>-2.239162</td>\n",
+       "      <td>-2.595385</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_arrival_constants_early</th>\n",
-       "      <td>-1.065980</td>\n",
+       "      <td>-2.446580</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_arrival_constants_evening</th>\n",
-       "      <td>-1.033329</td>\n",
+       "      <td>-0.707272</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_arrival_constants_late</th>\n",
-       "      <td>-1.315910</td>\n",
+       "      <td>-1.639520</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_arrival_constants_midday_1</th>\n",
-       "      <td>-1.302330</td>\n",
+       "      <td>-1.267988</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_arrival_constants_midday_2</th>\n",
-       "      <td>-0.554673</td>\n",
+       "      <td>-0.523484</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_arrival_constants_pm_peak_1</th>\n",
@@ -2974,19 +3126,19 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_arrival_constants_pm_peak_2</th>\n",
-       "      <td>-0.441387</td>\n",
+       "      <td>-0.360268</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_arrival_constants_pm_peak_3</th>\n",
-       "      <td>-0.281247</td>\n",
+       "      <td>-0.096426</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_arrival_constants_pm_peak_4</th>\n",
-       "      <td>-0.370368</td>\n",
+       "      <td>-0.127905</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_departure_constants_am_peak_1</th>\n",
-       "      <td>-1.882694</td>\n",
+       "      <td>-1.606835</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_departure_constants_am_peak_2</th>\n",
@@ -2994,63 +3146,63 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_departure_constants_am_peak_3</th>\n",
-       "      <td>-0.183985</td>\n",
+       "      <td>-0.100582</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_departure_constants_am_peak_4</th>\n",
-       "      <td>-2.016403</td>\n",
+       "      <td>-2.142432</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_departure_constants_early</th>\n",
-       "      <td>-3.636770</td>\n",
+       "      <td>-3.850945</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_departure_constants_evening</th>\n",
-       "      <td>-5.258795</td>\n",
+       "      <td>-5.546826</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_departure_constants_late</th>\n",
-       "      <td>-21.447622</td>\n",
+       "      <td>-10.890722</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_departure_constants_midday_1</th>\n",
-       "      <td>-3.279864</td>\n",
+       "      <td>-3.124481</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_departure_constants_midday_2</th>\n",
-       "      <td>-3.750548</td>\n",
+       "      <td>-3.861525</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_departure_constants_pm_peak</th>\n",
-       "      <td>-3.093167</td>\n",
+       "      <td>-3.281532</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_constants_0_to_2_hours</th>\n",
-       "      <td>-1.372110</td>\n",
+       "      <td>-1.318085</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_constants_10_hours</th>\n",
-       "      <td>-0.876448</td>\n",
+       "      <td>-0.914359</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_constants_11_hours</th>\n",
-       "      <td>-1.127264</td>\n",
+       "      <td>-1.643692</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_constants_12_to_13_hours</th>\n",
-       "      <td>-2.668346</td>\n",
+       "      <td>-2.528269</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_constants_14_to_18_hours</th>\n",
-       "      <td>-2.675974</td>\n",
+       "      <td>-2.541672</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_constants_3_to_4_hours</th>\n",
-       "      <td>-0.552200</td>\n",
+       "      <td>-0.680239</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_constants_5_to_6_hours</th>\n",
-       "      <td>-0.532627</td>\n",
+       "      <td>-0.551126</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_constants_7_to_8_hours</th>\n",
@@ -3058,19 +3210,19 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_constants_9_hours</th>\n",
-       "      <td>-0.487609</td>\n",
+       "      <td>-0.664353</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_first_of_2plus_school_lt_6_hours</th>\n",
-       "      <td>0.169055</td>\n",
+       "      <td>1.768123</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_first_of_2plus_school_tours_departure</th>\n",
-       "      <td>-0.333830</td>\n",
+       "      <td>-0.277161</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_first_of_2plus_school_tours_duration</th>\n",
-       "      <td>-0.042558</td>\n",
+       "      <td>-0.077846</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_ft_worker_departure</th>\n",
@@ -3082,15 +3234,15 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_hh_income_early_departure</th>\n",
-       "      <td>-13.757852</td>\n",
+       "      <td>-0.643531</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_hh_income_late_arrival</th>\n",
-       "      <td>0.101726</td>\n",
+       "      <td>-0.123912</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_mode_choice_logsum</th>\n",
-       "      <td>0.056410</td>\n",
+       "      <td>1.403530</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_non_worker_departure</th>\n",
@@ -3098,54 +3250,54 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_previous_tour_begins_this_arrival_hour</th>\n",
-       "      <td>-10.370632</td>\n",
+       "      <td>1.748525</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_previous_tour_ends_this_departure_hour</th>\n",
-       "      <td>0.298551</td>\n",
+       "      <td>-1.454921</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_remaining_work_school_tours_to_be_scheduled_div_number_of_unscheduled_hours</th>\n",
-       "      <td>-25.000000</td>\n",
+       "      <td>-16.666935</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_roundtrip_auto_time_to_work</th>\n",
-       "      <td>0.005137</td>\n",
+       "      <td>0.002946</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_school_plus_work_tours_by_student_lt_6_hours</th>\n",
-       "      <td>-2.483313</td>\n",
+       "      <td>1.805060</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_school_plus_work_tours_by_worker_lt_6_hours</th>\n",
-       "      <td>-2.071313</td>\n",
+       "      <td>2.217060</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_student_driver_duration</th>\n",
-       "      <td>-0.003958</td>\n",
+       "      <td>0.021414</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_subsequent_2plus_school_tours_duration</th>\n",
-       "      <td>-0.188299</td>\n",
+       "      <td>-0.309377</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_subsequent_of_2plus_school_lt_6_hours</th>\n",
-       "      <td>25.000000</td>\n",
+       "      <td>1.522961</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_subsequent_tour_must_start_after_previous_tour_ends</th>\n",
-       "      <td>-25.000000</td>\n",
+       "      <td>-100.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_univ_departure</th>\n",
-       "      <td>0.234367</td>\n",
+       "      <td>0.281763</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_univ_duration</th>\n",
-       "      <td>-0.409132</td>\n",
+       "      <td>-0.287541</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
-       "</table></td></tr><tr><td>loglike</td><td style=\"text-align:left;\">-2331.7420221780226</td></tr><tr><td>d_loglike</td><td style=\"text-align:left;\"><table border=\"1\" class=\"dataframe\">\n",
+       "</table></td></tr><tr><td>logloss</td><td style=\"text-align:left;\">3.8441737168559693</td></tr><tr><td>d_logloss</td><td style=\"text-align:left;\"><table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
@@ -3155,47 +3307,47 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>coef_adjacent_window_exists_after_this_arrival_hour_first_tour_interaction</th>\n",
-       "      <td>-1.569000e-04</td>\n",
+       "      <td>1.678936e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_adjacent_window_exists_after_this_arrival_hour_second_plus_tour_interaction</th>\n",
-       "      <td>2.469873e-05</td>\n",
+       "      <td>-4.551660e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_adjacent_window_exists_before_this_departure_hour_first_tour_interaction</th>\n",
-       "      <td>-1.376329e-04</td>\n",
+       "      <td>1.846962e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_adjacent_window_exists_before_this_departure_hour_second_plus_tour_interaction</th>\n",
-       "      <td>-1.199309e-04</td>\n",
+       "      <td>-1.145647e-04</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_all_adults_ft_worker_duration</th>\n",
-       "      <td>-2.382589e-04</td>\n",
+       "      <td>-8.371558e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_arrival_constants_am_peak</th>\n",
-       "      <td>1.105861e-04</td>\n",
+       "      <td>2.196925e-04</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_arrival_constants_early</th>\n",
-       "      <td>-7.161434e-05</td>\n",
+       "      <td>-5.719292e-06</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_arrival_constants_evening</th>\n",
-       "      <td>-3.213301e-04</td>\n",
+       "      <td>-8.835678e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_arrival_constants_late</th>\n",
-       "      <td>-3.685726e-05</td>\n",
+       "      <td>1.013090e-04</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_arrival_constants_midday_1</th>\n",
-       "      <td>2.405910e-04</td>\n",
+       "      <td>7.833025e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_arrival_constants_midday_2</th>\n",
-       "      <td>3.974766e-04</td>\n",
+       "      <td>-1.965074e-04</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_arrival_constants_pm_peak_1</th>\n",
@@ -3203,19 +3355,19 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_arrival_constants_pm_peak_2</th>\n",
-       "      <td>-3.784033e-04</td>\n",
+       "      <td>-9.685367e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_arrival_constants_pm_peak_3</th>\n",
-       "      <td>-2.802883e-04</td>\n",
+       "      <td>-9.087295e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_arrival_constants_pm_peak_4</th>\n",
-       "      <td>1.590313e-04</td>\n",
+       "      <td>2.740145e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_departure_constants_am_peak_1</th>\n",
-       "      <td>3.893384e-05</td>\n",
+       "      <td>1.513237e-04</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_departure_constants_am_peak_2</th>\n",
@@ -3223,63 +3375,63 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_departure_constants_am_peak_3</th>\n",
-       "      <td>-1.076955e-04</td>\n",
+       "      <td>-8.937296e-06</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_departure_constants_am_peak_4</th>\n",
-       "      <td>-1.023082e-04</td>\n",
+       "      <td>-8.822207e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_departure_constants_early</th>\n",
-       "      <td>-1.964617e-05</td>\n",
+       "      <td>6.575707e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_departure_constants_evening</th>\n",
-       "      <td>9.016158e-05</td>\n",
+       "      <td>-4.373200e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_departure_constants_late</th>\n",
-       "      <td>-6.465407e-07</td>\n",
+       "      <td>7.294452e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_departure_constants_midday_1</th>\n",
-       "      <td>-1.539484e-05</td>\n",
+       "      <td>-7.045255e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_departure_constants_midday_2</th>\n",
-       "      <td>7.340411e-05</td>\n",
+       "      <td>9.783210e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_departure_constants_pm_peak</th>\n",
-       "      <td>-3.023675e-04</td>\n",
+       "      <td>1.854008e-04</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_constants_0_to_2_hours</th>\n",
-       "      <td>-1.095813e-04</td>\n",
+       "      <td>-1.017742e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_constants_10_hours</th>\n",
-       "      <td>-4.107214e-05</td>\n",
+       "      <td>-1.010013e-04</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_constants_11_hours</th>\n",
-       "      <td>1.853670e-04</td>\n",
+       "      <td>3.540305e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_constants_12_to_13_hours</th>\n",
-       "      <td>4.561763e-05</td>\n",
+       "      <td>3.622247e-06</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_constants_14_to_18_hours</th>\n",
-       "      <td>1.362278e-04</td>\n",
+       "      <td>1.457916e-04</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_constants_3_to_4_hours</th>\n",
-       "      <td>3.779389e-06</td>\n",
+       "      <td>-1.500782e-04</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_constants_5_to_6_hours</th>\n",
-       "      <td>1.389604e-04</td>\n",
+       "      <td>2.054373e-04</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_constants_7_to_8_hours</th>\n",
@@ -3287,19 +3439,19 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_constants_9_hours</th>\n",
-       "      <td>-4.131255e-04</td>\n",
+       "      <td>1.173908e-04</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_first_of_2plus_school_lt_6_hours</th>\n",
-       "      <td>2.433801e-05</td>\n",
+       "      <td>6.625071e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_first_of_2plus_school_tours_departure</th>\n",
-       "      <td>-1.088730e-04</td>\n",
+       "      <td>4.904242e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_first_of_2plus_school_tours_duration</th>\n",
-       "      <td>-1.351925e-04</td>\n",
+       "      <td>5.848347e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_ft_worker_departure</th>\n",
@@ -3311,15 +3463,15 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_hh_income_early_departure</th>\n",
-       "      <td>-1.184539e-06</td>\n",
+       "      <td>-5.079513e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_hh_income_late_arrival</th>\n",
-       "      <td>8.674395e-05</td>\n",
+       "      <td>-7.624692e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_mode_choice_logsum</th>\n",
-       "      <td>7.755139e-04</td>\n",
+       "      <td>-2.256830e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_non_worker_departure</th>\n",
@@ -3327,39 +3479,39 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_previous_tour_begins_this_arrival_hour</th>\n",
-       "      <td>-7.619359e-07</td>\n",
+       "      <td>-8.260618e-06</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_previous_tour_ends_this_departure_hour</th>\n",
-       "      <td>-2.114195e-05</td>\n",
+       "      <td>-4.098700e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_remaining_work_school_tours_to_be_scheduled_div_number_of_unscheduled_hours</th>\n",
-       "      <td>-1.863986e-02</td>\n",
+       "      <td>3.894311e-07</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_roundtrip_auto_time_to_work</th>\n",
-       "      <td>-2.056667e-03</td>\n",
+       "      <td>5.433902e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_school_plus_work_tours_by_student_lt_6_hours</th>\n",
-       "      <td>2.636310e-06</td>\n",
+       "      <td>8.778429e-06</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_school_plus_work_tours_by_worker_lt_6_hours</th>\n",
-       "      <td>2.636310e-06</td>\n",
+       "      <td>8.778429e-06</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_student_driver_duration</th>\n",
-       "      <td>4.065449e-04</td>\n",
+       "      <td>-5.008566e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_subsequent_2plus_school_tours_duration</th>\n",
-       "      <td>6.239050e-05</td>\n",
+       "      <td>5.111004e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_subsequent_of_2plus_school_lt_6_hours</th>\n",
-       "      <td>2.696315e-06</td>\n",
+       "      <td>9.902870e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_subsequent_tour_must_start_after_previous_tour_ends</th>\n",
@@ -3367,149 +3519,149 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_univ_departure</th>\n",
-       "      <td>-2.420842e-03</td>\n",
+       "      <td>-7.874285e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_univ_duration</th>\n",
-       "      <td>7.174716e-04</td>\n",
+       "      <td>-1.251813e-05</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
-       "</table></td></tr><tr><td>nit</td><td style=\"text-align:left;\">77</td></tr><tr><td>nfev</td><td style=\"text-align:left;\">141</td></tr><tr><td>njev</td><td style=\"text-align:left;\">77</td></tr><tr><td>status</td><td style=\"text-align:left;\">0</td></tr><tr><td>message</td><td style=\"text-align:left;\">'Optimization terminated successfully'</td></tr><tr><td>success</td><td style=\"text-align:left;\">True</td></tr><tr><td>elapsed_time</td><td style=\"text-align:left;\">0:00:02.917567</td></tr><tr><td>method</td><td style=\"text-align:left;\">'slsqp'</td></tr><tr><td>n_cases</td><td style=\"text-align:left;\">609</td></tr><tr><td>iteration_number</td><td style=\"text-align:left;\">77</td></tr><tr><td>logloss</td><td style=\"text-align:left;\">3.8288046341182636</td></tr></table></div>"
+       "</table></td></tr><tr><td>nit</td><td style=\"text-align:left;\">139</td></tr><tr><td>nfev</td><td style=\"text-align:left;\">142</td></tr><tr><td>njev</td><td style=\"text-align:left;\">139</td></tr><tr><td>status</td><td style=\"text-align:left;\">0</td></tr><tr><td>message</td><td style=\"text-align:left;\">'Optimization terminated successfully'</td></tr><tr><td>success</td><td style=\"text-align:left;\">True</td></tr><tr><td>elapsed_time</td><td style=\"text-align:left;\">0:00:41.638335</td></tr><tr><td>method</td><td style=\"text-align:left;\">'slsqp'</td></tr><tr><td>n_cases</td><td style=\"text-align:left;\">10352</td></tr><tr><td>iteration_number</td><td style=\"text-align:left;\">139</td></tr><tr><td>loglike</td><td style=\"text-align:left;\">-39483.50824582766</td></tr></table></div>"
       ],
       "text/plain": [
-       "┣                x: coef_adjacent_window_exists_after_this_arrival_hour_first_tour_interaction             -0.414229\n",
-       "┃                   coef_adjacent_window_exists_after_this_arrival_hour_second_plus_tour_interaction       -0.640186\n",
-       "┃                   coef_adjacent_window_exists_before_this_departure_hour_first_tour_interaction           1.656920\n",
-       "┃                   coef_adjacent_window_exists_before_this_departure_hour_second_plus_tour_interaction     0.225722\n",
-       "┃                   coef_all_adults_ft_worker_duration                                                      0.052336\n",
-       "┃                   coef_arrival_constants_am_peak                                                         -2.239162\n",
-       "┃                   coef_arrival_constants_early                                                           -1.065980\n",
-       "┃                   coef_arrival_constants_evening                                                         -1.033329\n",
-       "┃                   coef_arrival_constants_late                                                            -1.315910\n",
-       "┃                   coef_arrival_constants_midday_1                                                        -1.302330\n",
-       "┃                   coef_arrival_constants_midday_2                                                        -0.554673\n",
-       "┃                   coef_arrival_constants_pm_peak_1                                                        0.000000\n",
-       "┃                   coef_arrival_constants_pm_peak_2                                                       -0.441387\n",
-       "┃                   coef_arrival_constants_pm_peak_3                                                       -0.281247\n",
-       "┃                   coef_arrival_constants_pm_peak_4                                                       -0.370368\n",
-       "┃                   coef_departure_constants_am_peak_1                                                     -1.882694\n",
-       "┃                   coef_departure_constants_am_peak_2                                                      0.000000\n",
-       "┃                   coef_departure_constants_am_peak_3                                                     -0.183985\n",
-       "┃                   coef_departure_constants_am_peak_4                                                     -2.016403\n",
-       "┃                   coef_departure_constants_early                                                         -3.636770\n",
-       "┃                   coef_departure_constants_evening                                                       -5.258795\n",
-       "┃                   coef_departure_constants_late                                                         -21.447622\n",
-       "┃                   coef_departure_constants_midday_1                                                      -3.279864\n",
-       "┃                   coef_departure_constants_midday_2                                                      -3.750548\n",
-       "┃                   coef_departure_constants_pm_peak                                                       -3.093167\n",
-       "┃                   coef_duration_constants_0_to_2_hours                                                   -1.372110\n",
-       "┃                   coef_duration_constants_10_hours                                                       -0.876448\n",
-       "┃                   coef_duration_constants_11_hours                                                       -1.127264\n",
-       "┃                   coef_duration_constants_12_to_13_hours                                                 -2.668346\n",
-       "┃                   coef_duration_constants_14_to_18_hours                                                 -2.675974\n",
-       "┃                   coef_duration_constants_3_to_4_hours                                                   -0.552200\n",
-       "┃                   coef_duration_constants_5_to_6_hours                                                   -0.532627\n",
-       "┃                   coef_duration_constants_7_to_8_hours                                                    0.000000\n",
-       "┃                   coef_duration_constants_9_hours                                                        -0.487609\n",
-       "┃                   coef_first_of_2plus_school_lt_6_hours                                                   0.169055\n",
-       "┃                   coef_first_of_2plus_school_tours_departure                                             -0.333830\n",
-       "┃                   coef_first_of_2plus_school_tours_duration                                              -0.042558\n",
-       "┃                   coef_ft_worker_departure                                                                0.397100\n",
-       "┃                   coef_ft_worker_duration                                                                -0.190800\n",
-       "┃                   coef_hh_income_early_departure                                                        -13.757852\n",
-       "┃                   coef_hh_income_late_arrival                                                             0.101726\n",
-       "┃                   coef_mode_choice_logsum                                                                 0.056410\n",
-       "┃                   coef_non_worker_departure                                                               0.553900\n",
-       "┃                   coef_previous_tour_begins_this_arrival_hour                                           -10.370632\n",
-       "┃                   coef_previous_tour_ends_this_departure_hour                                             0.298551\n",
-       "┃                   coef_remaining_work_school_tours_to_be_scheduled_div_number_of_unscheduled_hours      -25.000000\n",
-       "┃                   coef_roundtrip_auto_time_to_work                                                        0.005137\n",
-       "┃                   coef_school_plus_work_tours_by_student_lt_6_hours                                      -2.483313\n",
-       "┃                   coef_school_plus_work_tours_by_worker_lt_6_hours                                       -2.071313\n",
-       "┃                   coef_student_driver_duration                                                           -0.003958\n",
-       "┃                   coef_subsequent_2plus_school_tours_duration                                            -0.188299\n",
-       "┃                   coef_subsequent_of_2plus_school_lt_6_hours                                             25.000000\n",
-       "┃                   coef_subsequent_tour_must_start_after_previous_tour_ends                              -25.000000\n",
-       "┃                   coef_univ_departure                                                                     0.234367\n",
-       "┃                   coef_univ_duration                                                                     -0.409132\n",
+       "┣                x: coef_adjacent_window_exists_after_this_arrival_hour_first_tour_interaction               0.232285\n",
+       "┃                   coef_adjacent_window_exists_after_this_arrival_hour_second_plus_tour_interaction        -1.201676\n",
+       "┃                   coef_adjacent_window_exists_before_this_departure_hour_first_tour_interaction           -0.419250\n",
+       "┃                   coef_adjacent_window_exists_before_this_departure_hour_second_plus_tour_interaction     -0.760747\n",
+       "┃                   coef_all_adults_ft_worker_duration                                                       0.079713\n",
+       "┃                   coef_arrival_constants_am_peak                                                          -2.595385\n",
+       "┃                   coef_arrival_constants_early                                                            -2.446580\n",
+       "┃                   coef_arrival_constants_evening                                                          -0.707272\n",
+       "┃                   coef_arrival_constants_late                                                             -1.639520\n",
+       "┃                   coef_arrival_constants_midday_1                                                         -1.267988\n",
+       "┃                   coef_arrival_constants_midday_2                                                         -0.523484\n",
+       "┃                   coef_arrival_constants_pm_peak_1                                                         0.000000\n",
+       "┃                   coef_arrival_constants_pm_peak_2                                                        -0.360268\n",
+       "┃                   coef_arrival_constants_pm_peak_3                                                        -0.096426\n",
+       "┃                   coef_arrival_constants_pm_peak_4                                                        -0.127905\n",
+       "┃                   coef_departure_constants_am_peak_1                                                      -1.606835\n",
+       "┃                   coef_departure_constants_am_peak_2                                                       0.000000\n",
+       "┃                   coef_departure_constants_am_peak_3                                                      -0.100582\n",
+       "┃                   coef_departure_constants_am_peak_4                                                      -2.142432\n",
+       "┃                   coef_departure_constants_early                                                          -3.850945\n",
+       "┃                   coef_departure_constants_evening                                                        -5.546826\n",
+       "┃                   coef_departure_constants_late                                                          -10.890722\n",
+       "┃                   coef_departure_constants_midday_1                                                       -3.124481\n",
+       "┃                   coef_departure_constants_midday_2                                                       -3.861525\n",
+       "┃                   coef_departure_constants_pm_peak                                                        -3.281532\n",
+       "┃                   coef_duration_constants_0_to_2_hours                                                    -1.318085\n",
+       "┃                   coef_duration_constants_10_hours                                                        -0.914359\n",
+       "┃                   coef_duration_constants_11_hours                                                        -1.643692\n",
+       "┃                   coef_duration_constants_12_to_13_hours                                                  -2.528269\n",
+       "┃                   coef_duration_constants_14_to_18_hours                                                  -2.541672\n",
+       "┃                   coef_duration_constants_3_to_4_hours                                                    -0.680239\n",
+       "┃                   coef_duration_constants_5_to_6_hours                                                    -0.551126\n",
+       "┃                   coef_duration_constants_7_to_8_hours                                                     0.000000\n",
+       "┃                   coef_duration_constants_9_hours                                                         -0.664353\n",
+       "┃                   coef_first_of_2plus_school_lt_6_hours                                                    1.768123\n",
+       "┃                   coef_first_of_2plus_school_tours_departure                                              -0.277161\n",
+       "┃                   coef_first_of_2plus_school_tours_duration                                               -0.077846\n",
+       "┃                   coef_ft_worker_departure                                                                 0.397100\n",
+       "┃                   coef_ft_worker_duration                                                                 -0.190800\n",
+       "┃                   coef_hh_income_early_departure                                                          -0.643531\n",
+       "┃                   coef_hh_income_late_arrival                                                             -0.123912\n",
+       "┃                   coef_mode_choice_logsum                                                                  1.403530\n",
+       "┃                   coef_non_worker_departure                                                                0.553900\n",
+       "┃                   coef_previous_tour_begins_this_arrival_hour                                              1.748525\n",
+       "┃                   coef_previous_tour_ends_this_departure_hour                                             -1.454921\n",
+       "┃                   coef_remaining_work_school_tours_to_be_scheduled_div_number_of_unscheduled_hours       -16.666935\n",
+       "┃                   coef_roundtrip_auto_time_to_work                                                         0.002946\n",
+       "┃                   coef_school_plus_work_tours_by_student_lt_6_hours                                        1.805060\n",
+       "┃                   coef_school_plus_work_tours_by_worker_lt_6_hours                                         2.217060\n",
+       "┃                   coef_student_driver_duration                                                             0.021414\n",
+       "┃                   coef_subsequent_2plus_school_tours_duration                                             -0.309377\n",
+       "┃                   coef_subsequent_of_2plus_school_lt_6_hours                                               1.522961\n",
+       "┃                   coef_subsequent_tour_must_start_after_previous_tour_ends                              -100.000000\n",
+       "┃                   coef_univ_departure                                                                      0.281763\n",
+       "┃                   coef_univ_duration                                                                      -0.287541\n",
        "┃                   dtype: float64\n",
-       "┣          loglike: -2331.7420221780226\n",
-       "┣        d_loglike: coef_adjacent_window_exists_after_this_arrival_hour_first_tour_interaction            -1.569000e-04\n",
-       "┃                   coef_adjacent_window_exists_after_this_arrival_hour_second_plus_tour_interaction       2.469873e-05\n",
-       "┃                   coef_adjacent_window_exists_before_this_departure_hour_first_tour_interaction         -1.376329e-04\n",
-       "┃                   coef_adjacent_window_exists_before_this_departure_hour_second_plus_tour_interaction   -1.199309e-04\n",
-       "┃                   coef_all_adults_ft_worker_duration                                                    -2.382589e-04\n",
-       "┃                   coef_arrival_constants_am_peak                                                         1.105861e-04\n",
-       "┃                   coef_arrival_constants_early                                                          -7.161434e-05\n",
-       "┃                   coef_arrival_constants_evening                                                        -3.213301e-04\n",
-       "┃                   coef_arrival_constants_late                                                           -3.685726e-05\n",
-       "┃                   coef_arrival_constants_midday_1                                                        2.405910e-04\n",
-       "┃                   coef_arrival_constants_midday_2                                                        3.974766e-04\n",
+       "┣          logloss: 3.8441737168559693\n",
+       "┣        d_logloss: coef_adjacent_window_exists_after_this_arrival_hour_first_tour_interaction             1.678936e-05\n",
+       "┃                   coef_adjacent_window_exists_after_this_arrival_hour_second_plus_tour_interaction      -4.551660e-05\n",
+       "┃                   coef_adjacent_window_exists_before_this_departure_hour_first_tour_interaction          1.846962e-05\n",
+       "┃                   coef_adjacent_window_exists_before_this_departure_hour_second_plus_tour_interaction   -1.145647e-04\n",
+       "┃                   coef_all_adults_ft_worker_duration                                                    -8.371558e-05\n",
+       "┃                   coef_arrival_constants_am_peak                                                         2.196925e-04\n",
+       "┃                   coef_arrival_constants_early                                                          -5.719292e-06\n",
+       "┃                   coef_arrival_constants_evening                                                        -8.835678e-05\n",
+       "┃                   coef_arrival_constants_late                                                            1.013090e-04\n",
+       "┃                   coef_arrival_constants_midday_1                                                        7.833025e-05\n",
+       "┃                   coef_arrival_constants_midday_2                                                       -1.965074e-04\n",
        "┃                   coef_arrival_constants_pm_peak_1                                                       0.000000e+00\n",
-       "┃                   coef_arrival_constants_pm_peak_2                                                      -3.784033e-04\n",
-       "┃                   coef_arrival_constants_pm_peak_3                                                      -2.802883e-04\n",
-       "┃                   coef_arrival_constants_pm_peak_4                                                       1.590313e-04\n",
-       "┃                   coef_departure_constants_am_peak_1                                                     3.893384e-05\n",
+       "┃                   coef_arrival_constants_pm_peak_2                                                      -9.685367e-05\n",
+       "┃                   coef_arrival_constants_pm_peak_3                                                      -9.087295e-05\n",
+       "┃                   coef_arrival_constants_pm_peak_4                                                       2.740145e-05\n",
+       "┃                   coef_departure_constants_am_peak_1                                                     1.513237e-04\n",
        "┃                   coef_departure_constants_am_peak_2                                                     0.000000e+00\n",
-       "┃                   coef_departure_constants_am_peak_3                                                    -1.076955e-04\n",
-       "┃                   coef_departure_constants_am_peak_4                                                    -1.023082e-04\n",
-       "┃                   coef_departure_constants_early                                                        -1.964617e-05\n",
-       "┃                   coef_departure_constants_evening                                                       9.016158e-05\n",
-       "┃                   coef_departure_constants_late                                                         -6.465407e-07\n",
-       "┃                   coef_departure_constants_midday_1                                                     -1.539484e-05\n",
-       "┃                   coef_departure_constants_midday_2                                                      7.340411e-05\n",
-       "┃                   coef_departure_constants_pm_peak                                                      -3.023675e-04\n",
-       "┃                   coef_duration_constants_0_to_2_hours                                                  -1.095813e-04\n",
-       "┃                   coef_duration_constants_10_hours                                                      -4.107214e-05\n",
-       "┃                   coef_duration_constants_11_hours                                                       1.853670e-04\n",
-       "┃                   coef_duration_constants_12_to_13_hours                                                 4.561763e-05\n",
-       "┃                   coef_duration_constants_14_to_18_hours                                                 1.362278e-04\n",
-       "┃                   coef_duration_constants_3_to_4_hours                                                   3.779389e-06\n",
-       "┃                   coef_duration_constants_5_to_6_hours                                                   1.389604e-04\n",
+       "┃                   coef_departure_constants_am_peak_3                                                    -8.937296e-06\n",
+       "┃                   coef_departure_constants_am_peak_4                                                    -8.822207e-05\n",
+       "┃                   coef_departure_constants_early                                                         6.575707e-05\n",
+       "┃                   coef_departure_constants_evening                                                      -4.373200e-05\n",
+       "┃                   coef_departure_constants_late                                                          7.294452e-05\n",
+       "┃                   coef_departure_constants_midday_1                                                     -7.045255e-05\n",
+       "┃                   coef_departure_constants_midday_2                                                      9.783210e-05\n",
+       "┃                   coef_departure_constants_pm_peak                                                       1.854008e-04\n",
+       "┃                   coef_duration_constants_0_to_2_hours                                                  -1.017742e-05\n",
+       "┃                   coef_duration_constants_10_hours                                                      -1.010013e-04\n",
+       "┃                   coef_duration_constants_11_hours                                                       3.540305e-05\n",
+       "┃                   coef_duration_constants_12_to_13_hours                                                 3.622247e-06\n",
+       "┃                   coef_duration_constants_14_to_18_hours                                                 1.457916e-04\n",
+       "┃                   coef_duration_constants_3_to_4_hours                                                  -1.500782e-04\n",
+       "┃                   coef_duration_constants_5_to_6_hours                                                   2.054373e-04\n",
        "┃                   coef_duration_constants_7_to_8_hours                                                   0.000000e+00\n",
-       "┃                   coef_duration_constants_9_hours                                                       -4.131255e-04\n",
-       "┃                   coef_first_of_2plus_school_lt_6_hours                                                  2.433801e-05\n",
-       "┃                   coef_first_of_2plus_school_tours_departure                                            -1.088730e-04\n",
-       "┃                   coef_first_of_2plus_school_tours_duration                                             -1.351925e-04\n",
+       "┃                   coef_duration_constants_9_hours                                                        1.173908e-04\n",
+       "┃                   coef_first_of_2plus_school_lt_6_hours                                                  6.625071e-05\n",
+       "┃                   coef_first_of_2plus_school_tours_departure                                             4.904242e-05\n",
+       "┃                   coef_first_of_2plus_school_tours_duration                                              5.848347e-05\n",
        "┃                   coef_ft_worker_departure                                                               0.000000e+00\n",
        "┃                   coef_ft_worker_duration                                                                0.000000e+00\n",
-       "┃                   coef_hh_income_early_departure                                                        -1.184539e-06\n",
-       "┃                   coef_hh_income_late_arrival                                                            8.674395e-05\n",
-       "┃                   coef_mode_choice_logsum                                                                7.755139e-04\n",
+       "┃                   coef_hh_income_early_departure                                                        -5.079513e-05\n",
+       "┃                   coef_hh_income_late_arrival                                                           -7.624692e-05\n",
+       "┃                   coef_mode_choice_logsum                                                               -2.256830e-05\n",
        "┃                   coef_non_worker_departure                                                              0.000000e+00\n",
-       "┃                   coef_previous_tour_begins_this_arrival_hour                                           -7.619359e-07\n",
-       "┃                   coef_previous_tour_ends_this_departure_hour                                           -2.114195e-05\n",
-       "┃                   coef_remaining_work_school_tours_to_be_scheduled_div_number_of_unscheduled_hours      -1.863986e-02\n",
-       "┃                   coef_roundtrip_auto_time_to_work                                                      -2.056667e-03\n",
-       "┃                   coef_school_plus_work_tours_by_student_lt_6_hours                                      2.636310e-06\n",
-       "┃                   coef_school_plus_work_tours_by_worker_lt_6_hours                                       2.636310e-06\n",
-       "┃                   coef_student_driver_duration                                                           4.065449e-04\n",
-       "┃                   coef_subsequent_2plus_school_tours_duration                                            6.239050e-05\n",
-       "┃                   coef_subsequent_of_2plus_school_lt_6_hours                                             2.696315e-06\n",
+       "┃                   coef_previous_tour_begins_this_arrival_hour                                           -8.260618e-06\n",
+       "┃                   coef_previous_tour_ends_this_departure_hour                                           -4.098700e-05\n",
+       "┃                   coef_remaining_work_school_tours_to_be_scheduled_div_number_of_unscheduled_hours       3.894311e-07\n",
+       "┃                   coef_roundtrip_auto_time_to_work                                                       5.433902e-05\n",
+       "┃                   coef_school_plus_work_tours_by_student_lt_6_hours                                      8.778429e-06\n",
+       "┃                   coef_school_plus_work_tours_by_worker_lt_6_hours                                       8.778429e-06\n",
+       "┃                   coef_student_driver_duration                                                          -5.008566e-05\n",
+       "┃                   coef_subsequent_2plus_school_tours_duration                                            5.111004e-05\n",
+       "┃                   coef_subsequent_of_2plus_school_lt_6_hours                                             9.902870e-05\n",
        "┃                   coef_subsequent_tour_must_start_after_previous_tour_ends                               0.000000e+00\n",
-       "┃                   coef_univ_departure                                                                   -2.420842e-03\n",
-       "┃                   coef_univ_duration                                                                     7.174716e-04\n",
+       "┃                   coef_univ_departure                                                                   -7.874285e-05\n",
+       "┃                   coef_univ_duration                                                                    -1.251813e-05\n",
        "┃                   dtype: float64\n",
-       "┣              nit: 77\n",
-       "┣             nfev: 141\n",
-       "┣             njev: 77\n",
+       "┣              nit: 139\n",
+       "┣             nfev: 142\n",
+       "┣             njev: 139\n",
        "┣           status: 0\n",
        "┣          message: 'Optimization terminated successfully'\n",
        "┣          success: True\n",
-       "┣     elapsed_time: datetime.timedelta(seconds=2, microseconds=917567)\n",
+       "┣     elapsed_time: datetime.timedelta(seconds=41, microseconds=638335)\n",
        "┣           method: 'slsqp'\n",
-       "┣          n_cases: 609\n",
-       "┣ iteration_number: 77\n",
-       "┣          logloss: 3.8288046341182636"
+       "┣          n_cases: 10352\n",
+       "┣ iteration_number: 139\n",
+       "┣          loglike: -39483.50824582766"
       ]
      },
-     "execution_count": 8,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "model.estimate()"
+    "model.estimate(maxiter=999)"
    ]
   },
   {
@@ -3521,579 +3673,550 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/html": [
-       "<style  type=\"text/css\" >\n",
-       "    #T_3676d_ th {\n",
-       "          vertical-align: top;\n",
-       "          text-align: left;\n",
-       "    }    #T_3676d_ td {\n",
-       "          vertical-align: top;\n",
-       "          text-align: left;\n",
-       "    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-       "            font-family: monospace;\n",
-       "        }</style><table id=\"T_3676d_\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >Value</th>        <th class=\"col_heading level0 col1\" >Std Err</th>        <th class=\"col_heading level0 col2\" >t Stat</th>        <th class=\"col_heading level0 col3\" >Signif</th>        <th class=\"col_heading level0 col4\" >Like Ratio</th>        <th class=\"col_heading level0 col5\" >Null Value</th>        <th class=\"col_heading level0 col6\" >Constrained</th>    </tr></thead><tbody>\n",
-       "                <tr>\n",
-       "                        <th id=\"T_3676d_level0_row0\" class=\"row_heading level0 row0\" >coef_adjacent_window_exists_after_this_arrival_hour_first_tour_interaction</th>\n",
-       "                        <td id=\"T_3676d_row0_col0\" class=\"data row0 col0\" >-0.414</td>\n",
-       "                        <td id=\"T_3676d_row0_col1\" class=\"data row0 col1\" > 0.645</td>\n",
-       "                        <td id=\"T_3676d_row0_col2\" class=\"data row0 col2\" >-0.64</td>\n",
-       "                        <td id=\"T_3676d_row0_col3\" class=\"data row0 col3\" ></td>\n",
-       "                        <td id=\"T_3676d_row0_col4\" class=\"data row0 col4\" > NA</td>\n",
-       "                        <td id=\"T_3676d_row0_col5\" class=\"data row0 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_3676d_row0_col6\" class=\"data row0 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_3676d_level0_row1\" class=\"row_heading level0 row1\" >coef_adjacent_window_exists_after_this_arrival_hour_second_plus_tour_interaction</th>\n",
-       "                        <td id=\"T_3676d_row1_col0\" class=\"data row1 col0\" >-0.640</td>\n",
-       "                        <td id=\"T_3676d_row1_col1\" class=\"data row1 col1\" > 0.383</td>\n",
-       "                        <td id=\"T_3676d_row1_col2\" class=\"data row1 col2\" >-1.67</td>\n",
-       "                        <td id=\"T_3676d_row1_col3\" class=\"data row1 col3\" ></td>\n",
-       "                        <td id=\"T_3676d_row1_col4\" class=\"data row1 col4\" > NA</td>\n",
-       "                        <td id=\"T_3676d_row1_col5\" class=\"data row1 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_3676d_row1_col6\" class=\"data row1 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_3676d_level0_row2\" class=\"row_heading level0 row2\" >coef_adjacent_window_exists_before_this_departure_hour_first_tour_interaction</th>\n",
-       "                        <td id=\"T_3676d_row2_col0\" class=\"data row2 col0\" > 1.66</td>\n",
-       "                        <td id=\"T_3676d_row2_col1\" class=\"data row2 col1\" > 0.794</td>\n",
-       "                        <td id=\"T_3676d_row2_col2\" class=\"data row2 col2\" > 2.09</td>\n",
-       "                        <td id=\"T_3676d_row2_col3\" class=\"data row2 col3\" >*</td>\n",
-       "                        <td id=\"T_3676d_row2_col4\" class=\"data row2 col4\" > NA</td>\n",
-       "                        <td id=\"T_3676d_row2_col5\" class=\"data row2 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_3676d_row2_col6\" class=\"data row2 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_3676d_level0_row3\" class=\"row_heading level0 row3\" >coef_adjacent_window_exists_before_this_departure_hour_second_plus_tour_interaction</th>\n",
-       "                        <td id=\"T_3676d_row3_col0\" class=\"data row3 col0\" > 0.226</td>\n",
-       "                        <td id=\"T_3676d_row3_col1\" class=\"data row3 col1\" > 0.377</td>\n",
-       "                        <td id=\"T_3676d_row3_col2\" class=\"data row3 col2\" > 0.60</td>\n",
-       "                        <td id=\"T_3676d_row3_col3\" class=\"data row3 col3\" ></td>\n",
-       "                        <td id=\"T_3676d_row3_col4\" class=\"data row3 col4\" > NA</td>\n",
-       "                        <td id=\"T_3676d_row3_col5\" class=\"data row3 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_3676d_row3_col6\" class=\"data row3 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_3676d_level0_row4\" class=\"row_heading level0 row4\" >coef_all_adults_ft_worker_duration</th>\n",
-       "                        <td id=\"T_3676d_row4_col0\" class=\"data row4 col0\" > 0.0523</td>\n",
-       "                        <td id=\"T_3676d_row4_col1\" class=\"data row4 col1\" > 0.179</td>\n",
-       "                        <td id=\"T_3676d_row4_col2\" class=\"data row4 col2\" > 0.29</td>\n",
-       "                        <td id=\"T_3676d_row4_col3\" class=\"data row4 col3\" ></td>\n",
-       "                        <td id=\"T_3676d_row4_col4\" class=\"data row4 col4\" > NA</td>\n",
-       "                        <td id=\"T_3676d_row4_col5\" class=\"data row4 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_3676d_row4_col6\" class=\"data row4 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_3676d_level0_row5\" class=\"row_heading level0 row5\" >coef_arrival_constants_am_peak</th>\n",
-       "                        <td id=\"T_3676d_row5_col0\" class=\"data row5 col0\" >-2.24</td>\n",
-       "                        <td id=\"T_3676d_row5_col1\" class=\"data row5 col1\" > 0.467</td>\n",
-       "                        <td id=\"T_3676d_row5_col2\" class=\"data row5 col2\" >-4.79</td>\n",
-       "                        <td id=\"T_3676d_row5_col3\" class=\"data row5 col3\" >***</td>\n",
-       "                        <td id=\"T_3676d_row5_col4\" class=\"data row5 col4\" > NA</td>\n",
-       "                        <td id=\"T_3676d_row5_col5\" class=\"data row5 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_3676d_row5_col6\" class=\"data row5 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_3676d_level0_row6\" class=\"row_heading level0 row6\" >coef_arrival_constants_early</th>\n",
-       "                        <td id=\"T_3676d_row6_col0\" class=\"data row6 col0\" >-1.07</td>\n",
-       "                        <td id=\"T_3676d_row6_col1\" class=\"data row6 col1\" > 0.889</td>\n",
-       "                        <td id=\"T_3676d_row6_col2\" class=\"data row6 col2\" >-1.20</td>\n",
-       "                        <td id=\"T_3676d_row6_col3\" class=\"data row6 col3\" ></td>\n",
-       "                        <td id=\"T_3676d_row6_col4\" class=\"data row6 col4\" > NA</td>\n",
-       "                        <td id=\"T_3676d_row6_col5\" class=\"data row6 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_3676d_row6_col6\" class=\"data row6 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_3676d_level0_row7\" class=\"row_heading level0 row7\" >coef_arrival_constants_evening</th>\n",
-       "                        <td id=\"T_3676d_row7_col0\" class=\"data row7 col0\" >-1.03</td>\n",
-       "                        <td id=\"T_3676d_row7_col1\" class=\"data row7 col1\" > 0.346</td>\n",
-       "                        <td id=\"T_3676d_row7_col2\" class=\"data row7 col2\" >-2.99</td>\n",
-       "                        <td id=\"T_3676d_row7_col3\" class=\"data row7 col3\" >**</td>\n",
-       "                        <td id=\"T_3676d_row7_col4\" class=\"data row7 col4\" > NA</td>\n",
-       "                        <td id=\"T_3676d_row7_col5\" class=\"data row7 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_3676d_row7_col6\" class=\"data row7 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_3676d_level0_row8\" class=\"row_heading level0 row8\" >coef_arrival_constants_late</th>\n",
-       "                        <td id=\"T_3676d_row8_col0\" class=\"data row8 col0\" >-1.32</td>\n",
-       "                        <td id=\"T_3676d_row8_col1\" class=\"data row8 col1\" > 0.510</td>\n",
-       "                        <td id=\"T_3676d_row8_col2\" class=\"data row8 col2\" >-2.58</td>\n",
-       "                        <td id=\"T_3676d_row8_col3\" class=\"data row8 col3\" >**</td>\n",
-       "                        <td id=\"T_3676d_row8_col4\" class=\"data row8 col4\" > NA</td>\n",
-       "                        <td id=\"T_3676d_row8_col5\" class=\"data row8 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_3676d_row8_col6\" class=\"data row8 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_3676d_level0_row9\" class=\"row_heading level0 row9\" >coef_arrival_constants_midday_1</th>\n",
-       "                        <td id=\"T_3676d_row9_col0\" class=\"data row9 col0\" >-1.30</td>\n",
-       "                        <td id=\"T_3676d_row9_col1\" class=\"data row9 col1\" > 0.285</td>\n",
-       "                        <td id=\"T_3676d_row9_col2\" class=\"data row9 col2\" >-4.57</td>\n",
-       "                        <td id=\"T_3676d_row9_col3\" class=\"data row9 col3\" >***</td>\n",
-       "                        <td id=\"T_3676d_row9_col4\" class=\"data row9 col4\" > NA</td>\n",
-       "                        <td id=\"T_3676d_row9_col5\" class=\"data row9 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_3676d_row9_col6\" class=\"data row9 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_3676d_level0_row10\" class=\"row_heading level0 row10\" >coef_arrival_constants_midday_2</th>\n",
-       "                        <td id=\"T_3676d_row10_col0\" class=\"data row10 col0\" >-0.555</td>\n",
-       "                        <td id=\"T_3676d_row10_col1\" class=\"data row10 col1\" > 0.161</td>\n",
-       "                        <td id=\"T_3676d_row10_col2\" class=\"data row10 col2\" >-3.45</td>\n",
-       "                        <td id=\"T_3676d_row10_col3\" class=\"data row10 col3\" >***</td>\n",
-       "                        <td id=\"T_3676d_row10_col4\" class=\"data row10 col4\" > NA</td>\n",
-       "                        <td id=\"T_3676d_row10_col5\" class=\"data row10 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_3676d_row10_col6\" class=\"data row10 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_3676d_level0_row11\" class=\"row_heading level0 row11\" >coef_arrival_constants_pm_peak_1</th>\n",
-       "                        <td id=\"T_3676d_row11_col0\" class=\"data row11 col0\" > 0.00</td>\n",
-       "                        <td id=\"T_3676d_row11_col1\" class=\"data row11 col1\" > NA</td>\n",
-       "                        <td id=\"T_3676d_row11_col2\" class=\"data row11 col2\" > NA</td>\n",
-       "                        <td id=\"T_3676d_row11_col3\" class=\"data row11 col3\" ></td>\n",
-       "                        <td id=\"T_3676d_row11_col4\" class=\"data row11 col4\" > NA</td>\n",
-       "                        <td id=\"T_3676d_row11_col5\" class=\"data row11 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_3676d_row11_col6\" class=\"data row11 col6\" >fixed value</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_3676d_level0_row12\" class=\"row_heading level0 row12\" >coef_arrival_constants_pm_peak_2</th>\n",
-       "                        <td id=\"T_3676d_row12_col0\" class=\"data row12 col0\" >-0.441</td>\n",
-       "                        <td id=\"T_3676d_row12_col1\" class=\"data row12 col1\" > 0.167</td>\n",
-       "                        <td id=\"T_3676d_row12_col2\" class=\"data row12 col2\" >-2.64</td>\n",
-       "                        <td id=\"T_3676d_row12_col3\" class=\"data row12 col3\" >**</td>\n",
-       "                        <td id=\"T_3676d_row12_col4\" class=\"data row12 col4\" > NA</td>\n",
-       "                        <td id=\"T_3676d_row12_col5\" class=\"data row12 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_3676d_row12_col6\" class=\"data row12 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_3676d_level0_row13\" class=\"row_heading level0 row13\" >coef_arrival_constants_pm_peak_3</th>\n",
-       "                        <td id=\"T_3676d_row13_col0\" class=\"data row13 col0\" >-0.281</td>\n",
-       "                        <td id=\"T_3676d_row13_col1\" class=\"data row13 col1\" > 0.223</td>\n",
-       "                        <td id=\"T_3676d_row13_col2\" class=\"data row13 col2\" >-1.26</td>\n",
-       "                        <td id=\"T_3676d_row13_col3\" class=\"data row13 col3\" ></td>\n",
-       "                        <td id=\"T_3676d_row13_col4\" class=\"data row13 col4\" > NA</td>\n",
-       "                        <td id=\"T_3676d_row13_col5\" class=\"data row13 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_3676d_row13_col6\" class=\"data row13 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_3676d_level0_row14\" class=\"row_heading level0 row14\" >coef_arrival_constants_pm_peak_4</th>\n",
-       "                        <td id=\"T_3676d_row14_col0\" class=\"data row14 col0\" >-0.370</td>\n",
-       "                        <td id=\"T_3676d_row14_col1\" class=\"data row14 col1\" > 0.274</td>\n",
-       "                        <td id=\"T_3676d_row14_col2\" class=\"data row14 col2\" >-1.35</td>\n",
-       "                        <td id=\"T_3676d_row14_col3\" class=\"data row14 col3\" ></td>\n",
-       "                        <td id=\"T_3676d_row14_col4\" class=\"data row14 col4\" > NA</td>\n",
-       "                        <td id=\"T_3676d_row14_col5\" class=\"data row14 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_3676d_row14_col6\" class=\"data row14 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_3676d_level0_row15\" class=\"row_heading level0 row15\" >coef_departure_constants_am_peak_1</th>\n",
-       "                        <td id=\"T_3676d_row15_col0\" class=\"data row15 col0\" >-1.88</td>\n",
-       "                        <td id=\"T_3676d_row15_col1\" class=\"data row15 col1\" > 0.214</td>\n",
-       "                        <td id=\"T_3676d_row15_col2\" class=\"data row15 col2\" >-8.81</td>\n",
-       "                        <td id=\"T_3676d_row15_col3\" class=\"data row15 col3\" >***</td>\n",
-       "                        <td id=\"T_3676d_row15_col4\" class=\"data row15 col4\" > NA</td>\n",
-       "                        <td id=\"T_3676d_row15_col5\" class=\"data row15 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_3676d_row15_col6\" class=\"data row15 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_3676d_level0_row16\" class=\"row_heading level0 row16\" >coef_departure_constants_am_peak_2</th>\n",
-       "                        <td id=\"T_3676d_row16_col0\" class=\"data row16 col0\" > 0.00</td>\n",
-       "                        <td id=\"T_3676d_row16_col1\" class=\"data row16 col1\" > NA</td>\n",
-       "                        <td id=\"T_3676d_row16_col2\" class=\"data row16 col2\" > NA</td>\n",
-       "                        <td id=\"T_3676d_row16_col3\" class=\"data row16 col3\" ></td>\n",
-       "                        <td id=\"T_3676d_row16_col4\" class=\"data row16 col4\" > NA</td>\n",
-       "                        <td id=\"T_3676d_row16_col5\" class=\"data row16 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_3676d_row16_col6\" class=\"data row16 col6\" >fixed value</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_3676d_level0_row17\" class=\"row_heading level0 row17\" >coef_departure_constants_am_peak_3</th>\n",
-       "                        <td id=\"T_3676d_row17_col0\" class=\"data row17 col0\" >-0.184</td>\n",
-       "                        <td id=\"T_3676d_row17_col1\" class=\"data row17 col1\" > 0.114</td>\n",
-       "                        <td id=\"T_3676d_row17_col2\" class=\"data row17 col2\" >-1.61</td>\n",
-       "                        <td id=\"T_3676d_row17_col3\" class=\"data row17 col3\" ></td>\n",
-       "                        <td id=\"T_3676d_row17_col4\" class=\"data row17 col4\" > NA</td>\n",
-       "                        <td id=\"T_3676d_row17_col5\" class=\"data row17 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_3676d_row17_col6\" class=\"data row17 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_3676d_level0_row18\" class=\"row_heading level0 row18\" >coef_departure_constants_am_peak_4</th>\n",
-       "                        <td id=\"T_3676d_row18_col0\" class=\"data row18 col0\" >-2.02</td>\n",
-       "                        <td id=\"T_3676d_row18_col1\" class=\"data row18 col1\" > 0.224</td>\n",
-       "                        <td id=\"T_3676d_row18_col2\" class=\"data row18 col2\" >-9.01</td>\n",
-       "                        <td id=\"T_3676d_row18_col3\" class=\"data row18 col3\" >***</td>\n",
-       "                        <td id=\"T_3676d_row18_col4\" class=\"data row18 col4\" > NA</td>\n",
-       "                        <td id=\"T_3676d_row18_col5\" class=\"data row18 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_3676d_row18_col6\" class=\"data row18 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_3676d_level0_row19\" class=\"row_heading level0 row19\" >coef_departure_constants_early</th>\n",
-       "                        <td id=\"T_3676d_row19_col0\" class=\"data row19 col0\" >-3.64</td>\n",
-       "                        <td id=\"T_3676d_row19_col1\" class=\"data row19 col1\" > 0.600</td>\n",
-       "                        <td id=\"T_3676d_row19_col2\" class=\"data row19 col2\" >-6.07</td>\n",
-       "                        <td id=\"T_3676d_row19_col3\" class=\"data row19 col3\" >***</td>\n",
-       "                        <td id=\"T_3676d_row19_col4\" class=\"data row19 col4\" > NA</td>\n",
-       "                        <td id=\"T_3676d_row19_col5\" class=\"data row19 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_3676d_row19_col6\" class=\"data row19 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_3676d_level0_row20\" class=\"row_heading level0 row20\" >coef_departure_constants_evening</th>\n",
-       "                        <td id=\"T_3676d_row20_col0\" class=\"data row20 col0\" >-5.26</td>\n",
-       "                        <td id=\"T_3676d_row20_col1\" class=\"data row20 col1\" > 0.830</td>\n",
-       "                        <td id=\"T_3676d_row20_col2\" class=\"data row20 col2\" >-6.34</td>\n",
-       "                        <td id=\"T_3676d_row20_col3\" class=\"data row20 col3\" >***</td>\n",
-       "                        <td id=\"T_3676d_row20_col4\" class=\"data row20 col4\" > NA</td>\n",
-       "                        <td id=\"T_3676d_row20_col5\" class=\"data row20 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_3676d_row20_col6\" class=\"data row20 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_3676d_level0_row21\" class=\"row_heading level0 row21\" >coef_departure_constants_late</th>\n",
-       "                        <td id=\"T_3676d_row21_col0\" class=\"data row21 col0\" >-21.4</td>\n",
-       "                        <td id=\"T_3676d_row21_col1\" class=\"data row21 col1\" > 1.78e+03</td>\n",
-       "                        <td id=\"T_3676d_row21_col2\" class=\"data row21 col2\" >-0.01</td>\n",
-       "                        <td id=\"T_3676d_row21_col3\" class=\"data row21 col3\" ></td>\n",
-       "                        <td id=\"T_3676d_row21_col4\" class=\"data row21 col4\" > NA</td>\n",
-       "                        <td id=\"T_3676d_row21_col5\" class=\"data row21 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_3676d_row21_col6\" class=\"data row21 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_3676d_level0_row22\" class=\"row_heading level0 row22\" >coef_departure_constants_midday_1</th>\n",
-       "                        <td id=\"T_3676d_row22_col0\" class=\"data row22 col0\" >-3.28</td>\n",
-       "                        <td id=\"T_3676d_row22_col1\" class=\"data row22 col1\" > 0.291</td>\n",
-       "                        <td id=\"T_3676d_row22_col2\" class=\"data row22 col2\" >-11.28</td>\n",
-       "                        <td id=\"T_3676d_row22_col3\" class=\"data row22 col3\" >***</td>\n",
-       "                        <td id=\"T_3676d_row22_col4\" class=\"data row22 col4\" > NA</td>\n",
-       "                        <td id=\"T_3676d_row22_col5\" class=\"data row22 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_3676d_row22_col6\" class=\"data row22 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_3676d_level0_row23\" class=\"row_heading level0 row23\" >coef_departure_constants_midday_2</th>\n",
-       "                        <td id=\"T_3676d_row23_col0\" class=\"data row23 col0\" >-3.75</td>\n",
-       "                        <td id=\"T_3676d_row23_col1\" class=\"data row23 col1\" > 0.433</td>\n",
-       "                        <td id=\"T_3676d_row23_col2\" class=\"data row23 col2\" >-8.67</td>\n",
-       "                        <td id=\"T_3676d_row23_col3\" class=\"data row23 col3\" >***</td>\n",
-       "                        <td id=\"T_3676d_row23_col4\" class=\"data row23 col4\" > NA</td>\n",
-       "                        <td id=\"T_3676d_row23_col5\" class=\"data row23 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_3676d_row23_col6\" class=\"data row23 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_3676d_level0_row24\" class=\"row_heading level0 row24\" >coef_departure_constants_pm_peak</th>\n",
-       "                        <td id=\"T_3676d_row24_col0\" class=\"data row24 col0\" >-3.09</td>\n",
-       "                        <td id=\"T_3676d_row24_col1\" class=\"data row24 col1\" > 0.579</td>\n",
-       "                        <td id=\"T_3676d_row24_col2\" class=\"data row24 col2\" >-5.34</td>\n",
-       "                        <td id=\"T_3676d_row24_col3\" class=\"data row24 col3\" >***</td>\n",
-       "                        <td id=\"T_3676d_row24_col4\" class=\"data row24 col4\" > NA</td>\n",
-       "                        <td id=\"T_3676d_row24_col5\" class=\"data row24 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_3676d_row24_col6\" class=\"data row24 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_3676d_level0_row25\" class=\"row_heading level0 row25\" >coef_duration_constants_0_to_2_hours</th>\n",
-       "                        <td id=\"T_3676d_row25_col0\" class=\"data row25 col0\" >-1.37</td>\n",
-       "                        <td id=\"T_3676d_row25_col1\" class=\"data row25 col1\" > 0.393</td>\n",
-       "                        <td id=\"T_3676d_row25_col2\" class=\"data row25 col2\" >-3.49</td>\n",
-       "                        <td id=\"T_3676d_row25_col3\" class=\"data row25 col3\" >***</td>\n",
-       "                        <td id=\"T_3676d_row25_col4\" class=\"data row25 col4\" > NA</td>\n",
-       "                        <td id=\"T_3676d_row25_col5\" class=\"data row25 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_3676d_row25_col6\" class=\"data row25 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_3676d_level0_row26\" class=\"row_heading level0 row26\" >coef_duration_constants_10_hours</th>\n",
-       "                        <td id=\"T_3676d_row26_col0\" class=\"data row26 col0\" >-0.876</td>\n",
-       "                        <td id=\"T_3676d_row26_col1\" class=\"data row26 col1\" > 0.271</td>\n",
-       "                        <td id=\"T_3676d_row26_col2\" class=\"data row26 col2\" >-3.24</td>\n",
-       "                        <td id=\"T_3676d_row26_col3\" class=\"data row26 col3\" >**</td>\n",
-       "                        <td id=\"T_3676d_row26_col4\" class=\"data row26 col4\" > NA</td>\n",
-       "                        <td id=\"T_3676d_row26_col5\" class=\"data row26 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_3676d_row26_col6\" class=\"data row26 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_3676d_level0_row27\" class=\"row_heading level0 row27\" >coef_duration_constants_11_hours</th>\n",
-       "                        <td id=\"T_3676d_row27_col0\" class=\"data row27 col0\" >-1.13</td>\n",
-       "                        <td id=\"T_3676d_row27_col1\" class=\"data row27 col1\" > 0.347</td>\n",
-       "                        <td id=\"T_3676d_row27_col2\" class=\"data row27 col2\" >-3.24</td>\n",
-       "                        <td id=\"T_3676d_row27_col3\" class=\"data row27 col3\" >**</td>\n",
-       "                        <td id=\"T_3676d_row27_col4\" class=\"data row27 col4\" > NA</td>\n",
-       "                        <td id=\"T_3676d_row27_col5\" class=\"data row27 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_3676d_row27_col6\" class=\"data row27 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_3676d_level0_row28\" class=\"row_heading level0 row28\" >coef_duration_constants_12_to_13_hours</th>\n",
-       "                        <td id=\"T_3676d_row28_col0\" class=\"data row28 col0\" >-2.67</td>\n",
-       "                        <td id=\"T_3676d_row28_col1\" class=\"data row28 col1\" > 0.530</td>\n",
-       "                        <td id=\"T_3676d_row28_col2\" class=\"data row28 col2\" >-5.04</td>\n",
-       "                        <td id=\"T_3676d_row28_col3\" class=\"data row28 col3\" >***</td>\n",
-       "                        <td id=\"T_3676d_row28_col4\" class=\"data row28 col4\" > NA</td>\n",
-       "                        <td id=\"T_3676d_row28_col5\" class=\"data row28 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_3676d_row28_col6\" class=\"data row28 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_3676d_level0_row29\" class=\"row_heading level0 row29\" >coef_duration_constants_14_to_18_hours</th>\n",
-       "                        <td id=\"T_3676d_row29_col0\" class=\"data row29 col0\" >-2.68</td>\n",
-       "                        <td id=\"T_3676d_row29_col1\" class=\"data row29 col1\" > 0.614</td>\n",
-       "                        <td id=\"T_3676d_row29_col2\" class=\"data row29 col2\" >-4.36</td>\n",
-       "                        <td id=\"T_3676d_row29_col3\" class=\"data row29 col3\" >***</td>\n",
-       "                        <td id=\"T_3676d_row29_col4\" class=\"data row29 col4\" > NA</td>\n",
-       "                        <td id=\"T_3676d_row29_col5\" class=\"data row29 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_3676d_row29_col6\" class=\"data row29 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_3676d_level0_row30\" class=\"row_heading level0 row30\" >coef_duration_constants_3_to_4_hours</th>\n",
-       "                        <td id=\"T_3676d_row30_col0\" class=\"data row30 col0\" >-0.552</td>\n",
-       "                        <td id=\"T_3676d_row30_col1\" class=\"data row30 col1\" > 0.277</td>\n",
-       "                        <td id=\"T_3676d_row30_col2\" class=\"data row30 col2\" >-2.00</td>\n",
-       "                        <td id=\"T_3676d_row30_col3\" class=\"data row30 col3\" >*</td>\n",
-       "                        <td id=\"T_3676d_row30_col4\" class=\"data row30 col4\" > NA</td>\n",
-       "                        <td id=\"T_3676d_row30_col5\" class=\"data row30 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_3676d_row30_col6\" class=\"data row30 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_3676d_level0_row31\" class=\"row_heading level0 row31\" >coef_duration_constants_5_to_6_hours</th>\n",
-       "                        <td id=\"T_3676d_row31_col0\" class=\"data row31 col0\" >-0.533</td>\n",
-       "                        <td id=\"T_3676d_row31_col1\" class=\"data row31 col1\" > 0.179</td>\n",
-       "                        <td id=\"T_3676d_row31_col2\" class=\"data row31 col2\" >-2.97</td>\n",
-       "                        <td id=\"T_3676d_row31_col3\" class=\"data row31 col3\" >**</td>\n",
-       "                        <td id=\"T_3676d_row31_col4\" class=\"data row31 col4\" > NA</td>\n",
-       "                        <td id=\"T_3676d_row31_col5\" class=\"data row31 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_3676d_row31_col6\" class=\"data row31 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_3676d_level0_row32\" class=\"row_heading level0 row32\" >coef_duration_constants_7_to_8_hours</th>\n",
-       "                        <td id=\"T_3676d_row32_col0\" class=\"data row32 col0\" > 0.00</td>\n",
-       "                        <td id=\"T_3676d_row32_col1\" class=\"data row32 col1\" > NA</td>\n",
-       "                        <td id=\"T_3676d_row32_col2\" class=\"data row32 col2\" > NA</td>\n",
-       "                        <td id=\"T_3676d_row32_col3\" class=\"data row32 col3\" ></td>\n",
-       "                        <td id=\"T_3676d_row32_col4\" class=\"data row32 col4\" > NA</td>\n",
-       "                        <td id=\"T_3676d_row32_col5\" class=\"data row32 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_3676d_row32_col6\" class=\"data row32 col6\" >fixed value</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_3676d_level0_row33\" class=\"row_heading level0 row33\" >coef_duration_constants_9_hours</th>\n",
-       "                        <td id=\"T_3676d_row33_col0\" class=\"data row33 col0\" >-0.488</td>\n",
-       "                        <td id=\"T_3676d_row33_col1\" class=\"data row33 col1\" > 0.199</td>\n",
-       "                        <td id=\"T_3676d_row33_col2\" class=\"data row33 col2\" >-2.45</td>\n",
-       "                        <td id=\"T_3676d_row33_col3\" class=\"data row33 col3\" >*</td>\n",
-       "                        <td id=\"T_3676d_row33_col4\" class=\"data row33 col4\" > NA</td>\n",
-       "                        <td id=\"T_3676d_row33_col5\" class=\"data row33 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_3676d_row33_col6\" class=\"data row33 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_3676d_level0_row34\" class=\"row_heading level0 row34\" >coef_first_of_2plus_school_lt_6_hours</th>\n",
-       "                        <td id=\"T_3676d_row34_col0\" class=\"data row34 col0\" > 0.169</td>\n",
-       "                        <td id=\"T_3676d_row34_col1\" class=\"data row34 col1\" > 1.14</td>\n",
-       "                        <td id=\"T_3676d_row34_col2\" class=\"data row34 col2\" > 0.15</td>\n",
-       "                        <td id=\"T_3676d_row34_col3\" class=\"data row34 col3\" ></td>\n",
-       "                        <td id=\"T_3676d_row34_col4\" class=\"data row34 col4\" > NA</td>\n",
-       "                        <td id=\"T_3676d_row34_col5\" class=\"data row34 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_3676d_row34_col6\" class=\"data row34 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_3676d_level0_row35\" class=\"row_heading level0 row35\" >coef_first_of_2plus_school_tours_departure</th>\n",
-       "                        <td id=\"T_3676d_row35_col0\" class=\"data row35 col0\" >-0.334</td>\n",
-       "                        <td id=\"T_3676d_row35_col1\" class=\"data row35 col1\" > 0.170</td>\n",
-       "                        <td id=\"T_3676d_row35_col2\" class=\"data row35 col2\" >-1.96</td>\n",
-       "                        <td id=\"T_3676d_row35_col3\" class=\"data row35 col3\" >*</td>\n",
-       "                        <td id=\"T_3676d_row35_col4\" class=\"data row35 col4\" > NA</td>\n",
-       "                        <td id=\"T_3676d_row35_col5\" class=\"data row35 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_3676d_row35_col6\" class=\"data row35 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_3676d_level0_row36\" class=\"row_heading level0 row36\" >coef_first_of_2plus_school_tours_duration</th>\n",
-       "                        <td id=\"T_3676d_row36_col0\" class=\"data row36 col0\" >-0.0426</td>\n",
-       "                        <td id=\"T_3676d_row36_col1\" class=\"data row36 col1\" > 0.214</td>\n",
-       "                        <td id=\"T_3676d_row36_col2\" class=\"data row36 col2\" >-0.20</td>\n",
-       "                        <td id=\"T_3676d_row36_col3\" class=\"data row36 col3\" ></td>\n",
-       "                        <td id=\"T_3676d_row36_col4\" class=\"data row36 col4\" > NA</td>\n",
-       "                        <td id=\"T_3676d_row36_col5\" class=\"data row36 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_3676d_row36_col6\" class=\"data row36 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_3676d_level0_row37\" class=\"row_heading level0 row37\" >coef_ft_worker_departure</th>\n",
-       "                        <td id=\"T_3676d_row37_col0\" class=\"data row37 col0\" > 0.397</td>\n",
-       "                        <td id=\"T_3676d_row37_col1\" class=\"data row37 col1\" > 0.0143</td>\n",
-       "                        <td id=\"T_3676d_row37_col2\" class=\"data row37 col2\" > 27.72</td>\n",
-       "                        <td id=\"T_3676d_row37_col3\" class=\"data row37 col3\" >***</td>\n",
-       "                        <td id=\"T_3676d_row37_col4\" class=\"data row37 col4\" > NA</td>\n",
-       "                        <td id=\"T_3676d_row37_col5\" class=\"data row37 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_3676d_row37_col6\" class=\"data row37 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_3676d_level0_row38\" class=\"row_heading level0 row38\" >coef_ft_worker_duration</th>\n",
-       "                        <td id=\"T_3676d_row38_col0\" class=\"data row38 col0\" >-0.191</td>\n",
-       "                        <td id=\"T_3676d_row38_col1\" class=\"data row38 col1\" > 0.00454</td>\n",
-       "                        <td id=\"T_3676d_row38_col2\" class=\"data row38 col2\" >-42.02</td>\n",
-       "                        <td id=\"T_3676d_row38_col3\" class=\"data row38 col3\" >***</td>\n",
-       "                        <td id=\"T_3676d_row38_col4\" class=\"data row38 col4\" > NA</td>\n",
-       "                        <td id=\"T_3676d_row38_col5\" class=\"data row38 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_3676d_row38_col6\" class=\"data row38 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_3676d_level0_row39\" class=\"row_heading level0 row39\" >coef_hh_income_early_departure</th>\n",
-       "                        <td id=\"T_3676d_row39_col0\" class=\"data row39 col0\" >-13.8</td>\n",
-       "                        <td id=\"T_3676d_row39_col1\" class=\"data row39 col1\" > 934.</td>\n",
-       "                        <td id=\"T_3676d_row39_col2\" class=\"data row39 col2\" >-0.01</td>\n",
-       "                        <td id=\"T_3676d_row39_col3\" class=\"data row39 col3\" ></td>\n",
-       "                        <td id=\"T_3676d_row39_col4\" class=\"data row39 col4\" > NA</td>\n",
-       "                        <td id=\"T_3676d_row39_col5\" class=\"data row39 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_3676d_row39_col6\" class=\"data row39 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_3676d_level0_row40\" class=\"row_heading level0 row40\" >coef_hh_income_late_arrival</th>\n",
-       "                        <td id=\"T_3676d_row40_col0\" class=\"data row40 col0\" > 0.102</td>\n",
-       "                        <td id=\"T_3676d_row40_col1\" class=\"data row40 col1\" > 0.762</td>\n",
-       "                        <td id=\"T_3676d_row40_col2\" class=\"data row40 col2\" > 0.13</td>\n",
-       "                        <td id=\"T_3676d_row40_col3\" class=\"data row40 col3\" ></td>\n",
-       "                        <td id=\"T_3676d_row40_col4\" class=\"data row40 col4\" > NA</td>\n",
-       "                        <td id=\"T_3676d_row40_col5\" class=\"data row40 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_3676d_row40_col6\" class=\"data row40 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_3676d_level0_row41\" class=\"row_heading level0 row41\" >coef_mode_choice_logsum</th>\n",
-       "                        <td id=\"T_3676d_row41_col0\" class=\"data row41 col0\" > 0.0564</td>\n",
-       "                        <td id=\"T_3676d_row41_col1\" class=\"data row41 col1\" > 0.267</td>\n",
-       "                        <td id=\"T_3676d_row41_col2\" class=\"data row41 col2\" > 0.21</td>\n",
-       "                        <td id=\"T_3676d_row41_col3\" class=\"data row41 col3\" ></td>\n",
-       "                        <td id=\"T_3676d_row41_col4\" class=\"data row41 col4\" > NA</td>\n",
-       "                        <td id=\"T_3676d_row41_col5\" class=\"data row41 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_3676d_row41_col6\" class=\"data row41 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_3676d_level0_row42\" class=\"row_heading level0 row42\" >coef_non_worker_departure</th>\n",
-       "                        <td id=\"T_3676d_row42_col0\" class=\"data row42 col0\" > 0.554</td>\n",
-       "                        <td id=\"T_3676d_row42_col1\" class=\"data row42 col1\" > 0.000124</td>\n",
-       "                        <td id=\"T_3676d_row42_col2\" class=\"data row42 col2\" > BIG</td>\n",
-       "                        <td id=\"T_3676d_row42_col3\" class=\"data row42 col3\" >***</td>\n",
-       "                        <td id=\"T_3676d_row42_col4\" class=\"data row42 col4\" > NA</td>\n",
-       "                        <td id=\"T_3676d_row42_col5\" class=\"data row42 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_3676d_row42_col6\" class=\"data row42 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_3676d_level0_row43\" class=\"row_heading level0 row43\" >coef_previous_tour_begins_this_arrival_hour</th>\n",
-       "                        <td id=\"T_3676d_row43_col0\" class=\"data row43 col0\" >-10.4</td>\n",
-       "                        <td id=\"T_3676d_row43_col1\" class=\"data row43 col1\" > 1.62e+03</td>\n",
-       "                        <td id=\"T_3676d_row43_col2\" class=\"data row43 col2\" >-0.01</td>\n",
-       "                        <td id=\"T_3676d_row43_col3\" class=\"data row43 col3\" ></td>\n",
-       "                        <td id=\"T_3676d_row43_col4\" class=\"data row43 col4\" > NA</td>\n",
-       "                        <td id=\"T_3676d_row43_col5\" class=\"data row43 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_3676d_row43_col6\" class=\"data row43 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_3676d_level0_row44\" class=\"row_heading level0 row44\" >coef_previous_tour_ends_this_departure_hour</th>\n",
-       "                        <td id=\"T_3676d_row44_col0\" class=\"data row44 col0\" > 0.299</td>\n",
-       "                        <td id=\"T_3676d_row44_col1\" class=\"data row44 col1\" > 0.613</td>\n",
-       "                        <td id=\"T_3676d_row44_col2\" class=\"data row44 col2\" > 0.49</td>\n",
-       "                        <td id=\"T_3676d_row44_col3\" class=\"data row44 col3\" ></td>\n",
-       "                        <td id=\"T_3676d_row44_col4\" class=\"data row44 col4\" > NA</td>\n",
-       "                        <td id=\"T_3676d_row44_col5\" class=\"data row44 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_3676d_row44_col6\" class=\"data row44 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_3676d_level0_row45\" class=\"row_heading level0 row45\" >coef_remaining_work_school_tours_to_be_scheduled_div_number_of_unscheduled_hours</th>\n",
-       "                        <td id=\"T_3676d_row45_col0\" class=\"data row45 col0\" >-25.0</td>\n",
-       "                        <td id=\"T_3676d_row45_col1\" class=\"data row45 col1\" > NA</td>\n",
-       "                        <td id=\"T_3676d_row45_col2\" class=\"data row45 col2\" > NA</td>\n",
-       "                        <td id=\"T_3676d_row45_col3\" class=\"data row45 col3\" >[]</td>\n",
-       "                        <td id=\"T_3676d_row45_col4\" class=\"data row45 col4\" > 1.05</td>\n",
-       "                        <td id=\"T_3676d_row45_col5\" class=\"data row45 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_3676d_row45_col6\" class=\"data row45 col6\" >coef_remaining_work_school_tours_to_be_scheduled_div_number_of_unscheduled_hours ≥ -25.0</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_3676d_level0_row46\" class=\"row_heading level0 row46\" >coef_roundtrip_auto_time_to_work</th>\n",
-       "                        <td id=\"T_3676d_row46_col0\" class=\"data row46 col0\" > 0.00514</td>\n",
-       "                        <td id=\"T_3676d_row46_col1\" class=\"data row46 col1\" > 0.00516</td>\n",
-       "                        <td id=\"T_3676d_row46_col2\" class=\"data row46 col2\" > 1.00</td>\n",
-       "                        <td id=\"T_3676d_row46_col3\" class=\"data row46 col3\" ></td>\n",
-       "                        <td id=\"T_3676d_row46_col4\" class=\"data row46 col4\" > NA</td>\n",
-       "                        <td id=\"T_3676d_row46_col5\" class=\"data row46 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_3676d_row46_col6\" class=\"data row46 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_3676d_level0_row47\" class=\"row_heading level0 row47\" >coef_school_plus_work_tours_by_student_lt_6_hours</th>\n",
-       "                        <td id=\"T_3676d_row47_col0\" class=\"data row47 col0\" >-2.48</td>\n",
-       "                        <td id=\"T_3676d_row47_col1\" class=\"data row47 col1\" > 314.</td>\n",
-       "                        <td id=\"T_3676d_row47_col2\" class=\"data row47 col2\" >-0.01</td>\n",
-       "                        <td id=\"T_3676d_row47_col3\" class=\"data row47 col3\" ></td>\n",
-       "                        <td id=\"T_3676d_row47_col4\" class=\"data row47 col4\" > NA</td>\n",
-       "                        <td id=\"T_3676d_row47_col5\" class=\"data row47 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_3676d_row47_col6\" class=\"data row47 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_3676d_level0_row48\" class=\"row_heading level0 row48\" >coef_school_plus_work_tours_by_worker_lt_6_hours</th>\n",
-       "                        <td id=\"T_3676d_row48_col0\" class=\"data row48 col0\" >-2.07</td>\n",
-       "                        <td id=\"T_3676d_row48_col1\" class=\"data row48 col1\" > 314.</td>\n",
-       "                        <td id=\"T_3676d_row48_col2\" class=\"data row48 col2\" >-0.01</td>\n",
-       "                        <td id=\"T_3676d_row48_col3\" class=\"data row48 col3\" ></td>\n",
-       "                        <td id=\"T_3676d_row48_col4\" class=\"data row48 col4\" > NA</td>\n",
-       "                        <td id=\"T_3676d_row48_col5\" class=\"data row48 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_3676d_row48_col6\" class=\"data row48 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_3676d_level0_row49\" class=\"row_heading level0 row49\" >coef_student_driver_duration</th>\n",
-       "                        <td id=\"T_3676d_row49_col0\" class=\"data row49 col0\" >-0.00396</td>\n",
-       "                        <td id=\"T_3676d_row49_col1\" class=\"data row49 col1\" > 0.0373</td>\n",
-       "                        <td id=\"T_3676d_row49_col2\" class=\"data row49 col2\" >-0.11</td>\n",
-       "                        <td id=\"T_3676d_row49_col3\" class=\"data row49 col3\" ></td>\n",
-       "                        <td id=\"T_3676d_row49_col4\" class=\"data row49 col4\" > NA</td>\n",
-       "                        <td id=\"T_3676d_row49_col5\" class=\"data row49 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_3676d_row49_col6\" class=\"data row49 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_3676d_level0_row50\" class=\"row_heading level0 row50\" >coef_subsequent_2plus_school_tours_duration</th>\n",
-       "                        <td id=\"T_3676d_row50_col0\" class=\"data row50 col0\" >-0.188</td>\n",
-       "                        <td id=\"T_3676d_row50_col1\" class=\"data row50 col1\" > 0.149</td>\n",
-       "                        <td id=\"T_3676d_row50_col2\" class=\"data row50 col2\" >-1.27</td>\n",
-       "                        <td id=\"T_3676d_row50_col3\" class=\"data row50 col3\" ></td>\n",
-       "                        <td id=\"T_3676d_row50_col4\" class=\"data row50 col4\" > NA</td>\n",
-       "                        <td id=\"T_3676d_row50_col5\" class=\"data row50 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_3676d_row50_col6\" class=\"data row50 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_3676d_level0_row51\" class=\"row_heading level0 row51\" >coef_subsequent_of_2plus_school_lt_6_hours</th>\n",
-       "                        <td id=\"T_3676d_row51_col0\" class=\"data row51 col0\" > 25.0</td>\n",
-       "                        <td id=\"T_3676d_row51_col1\" class=\"data row51 col1\" > NA</td>\n",
-       "                        <td id=\"T_3676d_row51_col2\" class=\"data row51 col2\" > NA</td>\n",
-       "                        <td id=\"T_3676d_row51_col3\" class=\"data row51 col3\" >[***]</td>\n",
-       "                        <td id=\"T_3676d_row51_col4\" class=\"data row51 col4\" > 220.75</td>\n",
-       "                        <td id=\"T_3676d_row51_col5\" class=\"data row51 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_3676d_row51_col6\" class=\"data row51 col6\" >coef_subsequent_of_2plus_school_lt_6_hours ≤ 25.0</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_3676d_level0_row52\" class=\"row_heading level0 row52\" >coef_subsequent_tour_must_start_after_previous_tour_ends</th>\n",
-       "                        <td id=\"T_3676d_row52_col0\" class=\"data row52 col0\" >-100.</td>\n",
-       "                        <td id=\"T_3676d_row52_col1\" class=\"data row52 col1\" > NA</td>\n",
-       "                        <td id=\"T_3676d_row52_col2\" class=\"data row52 col2\" > NA</td>\n",
-       "                        <td id=\"T_3676d_row52_col3\" class=\"data row52 col3\" ></td>\n",
-       "                        <td id=\"T_3676d_row52_col4\" class=\"data row52 col4\" > NA</td>\n",
-       "                        <td id=\"T_3676d_row52_col5\" class=\"data row52 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_3676d_row52_col6\" class=\"data row52 col6\" >fixed value</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_3676d_level0_row53\" class=\"row_heading level0 row53\" >coef_univ_departure</th>\n",
-       "                        <td id=\"T_3676d_row53_col0\" class=\"data row53 col0\" > 0.234</td>\n",
-       "                        <td id=\"T_3676d_row53_col1\" class=\"data row53 col1\" > 0.0383</td>\n",
-       "                        <td id=\"T_3676d_row53_col2\" class=\"data row53 col2\" > 6.13</td>\n",
-       "                        <td id=\"T_3676d_row53_col3\" class=\"data row53 col3\" >***</td>\n",
-       "                        <td id=\"T_3676d_row53_col4\" class=\"data row53 col4\" > NA</td>\n",
-       "                        <td id=\"T_3676d_row53_col5\" class=\"data row53 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_3676d_row53_col6\" class=\"data row53 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_3676d_level0_row54\" class=\"row_heading level0 row54\" >coef_univ_duration</th>\n",
-       "                        <td id=\"T_3676d_row54_col0\" class=\"data row54 col0\" >-0.409</td>\n",
-       "                        <td id=\"T_3676d_row54_col1\" class=\"data row54 col1\" > 0.0544</td>\n",
-       "                        <td id=\"T_3676d_row54_col2\" class=\"data row54 col2\" >-7.52</td>\n",
-       "                        <td id=\"T_3676d_row54_col3\" class=\"data row54 col3\" >***</td>\n",
-       "                        <td id=\"T_3676d_row54_col4\" class=\"data row54 col4\" > NA</td>\n",
-       "                        <td id=\"T_3676d_row54_col5\" class=\"data row54 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_3676d_row54_col6\" class=\"data row54 col6\" ></td>\n",
-       "            </tr>\n",
-       "    </tbody></table>"
+       "<style type=\"text/css\">\n",
+       "#T_90cef th {\n",
+       "  vertical-align: top;\n",
+       "  text-align: left;\n",
+       "}\n",
+       "#T_90cef td {\n",
+       "  vertical-align: top;\n",
+       "  text-align: left;\n",
+       "}\n",
+       "#T_90cef_row0_col0, #T_90cef_row0_col1, #T_90cef_row0_col2, #T_90cef_row0_col3, #T_90cef_row0_col4, #T_90cef_row1_col0, #T_90cef_row1_col1, #T_90cef_row1_col2, #T_90cef_row1_col3, #T_90cef_row1_col4, #T_90cef_row2_col0, #T_90cef_row2_col1, #T_90cef_row2_col2, #T_90cef_row2_col3, #T_90cef_row2_col4, #T_90cef_row3_col0, #T_90cef_row3_col1, #T_90cef_row3_col2, #T_90cef_row3_col3, #T_90cef_row3_col4, #T_90cef_row4_col0, #T_90cef_row4_col1, #T_90cef_row4_col2, #T_90cef_row4_col3, #T_90cef_row4_col4, #T_90cef_row5_col0, #T_90cef_row5_col1, #T_90cef_row5_col2, #T_90cef_row5_col3, #T_90cef_row5_col4, #T_90cef_row6_col0, #T_90cef_row6_col1, #T_90cef_row6_col2, #T_90cef_row6_col3, #T_90cef_row6_col4, #T_90cef_row7_col0, #T_90cef_row7_col1, #T_90cef_row7_col2, #T_90cef_row7_col3, #T_90cef_row7_col4, #T_90cef_row8_col0, #T_90cef_row8_col1, #T_90cef_row8_col2, #T_90cef_row8_col3, #T_90cef_row8_col4, #T_90cef_row9_col0, #T_90cef_row9_col1, #T_90cef_row9_col2, #T_90cef_row9_col3, #T_90cef_row9_col4, #T_90cef_row10_col0, #T_90cef_row10_col1, #T_90cef_row10_col2, #T_90cef_row10_col3, #T_90cef_row10_col4, #T_90cef_row11_col0, #T_90cef_row11_col1, #T_90cef_row11_col2, #T_90cef_row11_col3, #T_90cef_row11_col4, #T_90cef_row12_col0, #T_90cef_row12_col1, #T_90cef_row12_col2, #T_90cef_row12_col3, #T_90cef_row12_col4, #T_90cef_row13_col0, #T_90cef_row13_col1, #T_90cef_row13_col2, #T_90cef_row13_col3, #T_90cef_row13_col4, #T_90cef_row14_col0, #T_90cef_row14_col1, #T_90cef_row14_col2, #T_90cef_row14_col3, #T_90cef_row14_col4, #T_90cef_row15_col0, #T_90cef_row15_col1, #T_90cef_row15_col2, #T_90cef_row15_col3, #T_90cef_row15_col4, #T_90cef_row16_col0, #T_90cef_row16_col1, #T_90cef_row16_col2, #T_90cef_row16_col3, #T_90cef_row16_col4, #T_90cef_row17_col0, #T_90cef_row17_col1, #T_90cef_row17_col2, #T_90cef_row17_col3, #T_90cef_row17_col4, #T_90cef_row18_col0, #T_90cef_row18_col1, #T_90cef_row18_col2, #T_90cef_row18_col3, #T_90cef_row18_col4, #T_90cef_row19_col0, #T_90cef_row19_col1, #T_90cef_row19_col2, #T_90cef_row19_col3, #T_90cef_row19_col4, #T_90cef_row20_col0, #T_90cef_row20_col1, #T_90cef_row20_col2, #T_90cef_row20_col3, #T_90cef_row20_col4, #T_90cef_row21_col0, #T_90cef_row21_col1, #T_90cef_row21_col2, #T_90cef_row21_col3, #T_90cef_row21_col4, #T_90cef_row22_col0, #T_90cef_row22_col1, #T_90cef_row22_col2, #T_90cef_row22_col3, #T_90cef_row22_col4, #T_90cef_row23_col0, #T_90cef_row23_col1, #T_90cef_row23_col2, #T_90cef_row23_col3, #T_90cef_row23_col4, #T_90cef_row24_col0, #T_90cef_row24_col1, #T_90cef_row24_col2, #T_90cef_row24_col3, #T_90cef_row24_col4, #T_90cef_row25_col0, #T_90cef_row25_col1, #T_90cef_row25_col2, #T_90cef_row25_col3, #T_90cef_row25_col4, #T_90cef_row26_col0, #T_90cef_row26_col1, #T_90cef_row26_col2, #T_90cef_row26_col3, #T_90cef_row26_col4, #T_90cef_row27_col0, #T_90cef_row27_col1, #T_90cef_row27_col2, #T_90cef_row27_col3, #T_90cef_row27_col4, #T_90cef_row28_col0, #T_90cef_row28_col1, #T_90cef_row28_col2, #T_90cef_row28_col3, #T_90cef_row28_col4, #T_90cef_row29_col0, #T_90cef_row29_col1, #T_90cef_row29_col2, #T_90cef_row29_col3, #T_90cef_row29_col4, #T_90cef_row30_col0, #T_90cef_row30_col1, #T_90cef_row30_col2, #T_90cef_row30_col3, #T_90cef_row30_col4, #T_90cef_row31_col0, #T_90cef_row31_col1, #T_90cef_row31_col2, #T_90cef_row31_col3, #T_90cef_row31_col4, #T_90cef_row32_col0, #T_90cef_row32_col1, #T_90cef_row32_col2, #T_90cef_row32_col3, #T_90cef_row32_col4, #T_90cef_row33_col0, #T_90cef_row33_col1, #T_90cef_row33_col2, #T_90cef_row33_col3, #T_90cef_row33_col4, #T_90cef_row34_col0, #T_90cef_row34_col1, #T_90cef_row34_col2, #T_90cef_row34_col3, #T_90cef_row34_col4, #T_90cef_row35_col0, #T_90cef_row35_col1, #T_90cef_row35_col2, #T_90cef_row35_col3, #T_90cef_row35_col4, #T_90cef_row36_col0, #T_90cef_row36_col1, #T_90cef_row36_col2, #T_90cef_row36_col3, #T_90cef_row36_col4, #T_90cef_row37_col0, #T_90cef_row37_col1, #T_90cef_row37_col2, #T_90cef_row37_col3, #T_90cef_row37_col4, #T_90cef_row38_col0, #T_90cef_row38_col1, #T_90cef_row38_col2, #T_90cef_row38_col3, #T_90cef_row38_col4, #T_90cef_row39_col0, #T_90cef_row39_col1, #T_90cef_row39_col2, #T_90cef_row39_col3, #T_90cef_row39_col4, #T_90cef_row40_col0, #T_90cef_row40_col1, #T_90cef_row40_col2, #T_90cef_row40_col3, #T_90cef_row40_col4, #T_90cef_row41_col0, #T_90cef_row41_col1, #T_90cef_row41_col2, #T_90cef_row41_col3, #T_90cef_row41_col4, #T_90cef_row42_col0, #T_90cef_row42_col1, #T_90cef_row42_col2, #T_90cef_row42_col3, #T_90cef_row42_col4, #T_90cef_row43_col0, #T_90cef_row43_col1, #T_90cef_row43_col2, #T_90cef_row43_col3, #T_90cef_row43_col4, #T_90cef_row44_col0, #T_90cef_row44_col1, #T_90cef_row44_col2, #T_90cef_row44_col3, #T_90cef_row44_col4, #T_90cef_row45_col0, #T_90cef_row45_col1, #T_90cef_row45_col2, #T_90cef_row45_col3, #T_90cef_row45_col4, #T_90cef_row46_col0, #T_90cef_row46_col1, #T_90cef_row46_col2, #T_90cef_row46_col3, #T_90cef_row46_col4, #T_90cef_row47_col0, #T_90cef_row47_col1, #T_90cef_row47_col2, #T_90cef_row47_col3, #T_90cef_row47_col4, #T_90cef_row48_col0, #T_90cef_row48_col1, #T_90cef_row48_col2, #T_90cef_row48_col3, #T_90cef_row48_col4, #T_90cef_row49_col0, #T_90cef_row49_col1, #T_90cef_row49_col2, #T_90cef_row49_col3, #T_90cef_row49_col4, #T_90cef_row50_col0, #T_90cef_row50_col1, #T_90cef_row50_col2, #T_90cef_row50_col3, #T_90cef_row50_col4, #T_90cef_row51_col0, #T_90cef_row51_col1, #T_90cef_row51_col2, #T_90cef_row51_col3, #T_90cef_row51_col4, #T_90cef_row52_col0, #T_90cef_row52_col1, #T_90cef_row52_col2, #T_90cef_row52_col3, #T_90cef_row52_col4, #T_90cef_row53_col0, #T_90cef_row53_col1, #T_90cef_row53_col2, #T_90cef_row53_col3, #T_90cef_row53_col4, #T_90cef_row54_col0, #T_90cef_row54_col1, #T_90cef_row54_col2, #T_90cef_row54_col3, #T_90cef_row54_col4 {\n",
+       "  font-family: monospace;\n",
+       "}\n",
+       "</style>\n",
+       "<table id=\"T_90cef\">\n",
+       "  <thead>\n",
+       "    <tr>\n",
+       "      <th class=\"blank level0\" >&nbsp;</th>\n",
+       "      <th id=\"T_90cef_level0_col0\" class=\"col_heading level0 col0\" >Value</th>\n",
+       "      <th id=\"T_90cef_level0_col1\" class=\"col_heading level0 col1\" >Std Err</th>\n",
+       "      <th id=\"T_90cef_level0_col2\" class=\"col_heading level0 col2\" >t Stat</th>\n",
+       "      <th id=\"T_90cef_level0_col3\" class=\"col_heading level0 col3\" >Signif</th>\n",
+       "      <th id=\"T_90cef_level0_col4\" class=\"col_heading level0 col4\" >Null Value</th>\n",
+       "      <th id=\"T_90cef_level0_col5\" class=\"col_heading level0 col5\" >Constrained</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th class=\"index_name level0\" >Parameter</th>\n",
+       "      <th class=\"blank col0\" >&nbsp;</th>\n",
+       "      <th class=\"blank col1\" >&nbsp;</th>\n",
+       "      <th class=\"blank col2\" >&nbsp;</th>\n",
+       "      <th class=\"blank col3\" >&nbsp;</th>\n",
+       "      <th class=\"blank col4\" >&nbsp;</th>\n",
+       "      <th class=\"blank col5\" >&nbsp;</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th id=\"T_90cef_level0_row0\" class=\"row_heading level0 row0\" >coef_adjacent_window_exists_after_this_arrival_hour_first_tour_interaction</th>\n",
+       "      <td id=\"T_90cef_row0_col0\" class=\"data row0 col0\" > 0.232</td>\n",
+       "      <td id=\"T_90cef_row0_col1\" class=\"data row0 col1\" > 2.43</td>\n",
+       "      <td id=\"T_90cef_row0_col2\" class=\"data row0 col2\" > 0.10</td>\n",
+       "      <td id=\"T_90cef_row0_col3\" class=\"data row0 col3\" ></td>\n",
+       "      <td id=\"T_90cef_row0_col4\" class=\"data row0 col4\" > 0.00</td>\n",
+       "      <td id=\"T_90cef_row0_col5\" class=\"data row0 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_90cef_level0_row1\" class=\"row_heading level0 row1\" >coef_adjacent_window_exists_after_this_arrival_hour_second_plus_tour_interaction</th>\n",
+       "      <td id=\"T_90cef_row1_col0\" class=\"data row1 col0\" >-1.20</td>\n",
+       "      <td id=\"T_90cef_row1_col1\" class=\"data row1 col1\" > 0.265</td>\n",
+       "      <td id=\"T_90cef_row1_col2\" class=\"data row1 col2\" >-4.54</td>\n",
+       "      <td id=\"T_90cef_row1_col3\" class=\"data row1 col3\" >***</td>\n",
+       "      <td id=\"T_90cef_row1_col4\" class=\"data row1 col4\" > 0.00</td>\n",
+       "      <td id=\"T_90cef_row1_col5\" class=\"data row1 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_90cef_level0_row2\" class=\"row_heading level0 row2\" >coef_adjacent_window_exists_before_this_departure_hour_first_tour_interaction</th>\n",
+       "      <td id=\"T_90cef_row2_col0\" class=\"data row2 col0\" >-0.419</td>\n",
+       "      <td id=\"T_90cef_row2_col1\" class=\"data row2 col1\" > 0.705</td>\n",
+       "      <td id=\"T_90cef_row2_col2\" class=\"data row2 col2\" >-0.59</td>\n",
+       "      <td id=\"T_90cef_row2_col3\" class=\"data row2 col3\" ></td>\n",
+       "      <td id=\"T_90cef_row2_col4\" class=\"data row2 col4\" > 0.00</td>\n",
+       "      <td id=\"T_90cef_row2_col5\" class=\"data row2 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_90cef_level0_row3\" class=\"row_heading level0 row3\" >coef_adjacent_window_exists_before_this_departure_hour_second_plus_tour_interaction</th>\n",
+       "      <td id=\"T_90cef_row3_col0\" class=\"data row3 col0\" >-0.761</td>\n",
+       "      <td id=\"T_90cef_row3_col1\" class=\"data row3 col1\" > 0.722</td>\n",
+       "      <td id=\"T_90cef_row3_col2\" class=\"data row3 col2\" >-1.05</td>\n",
+       "      <td id=\"T_90cef_row3_col3\" class=\"data row3 col3\" ></td>\n",
+       "      <td id=\"T_90cef_row3_col4\" class=\"data row3 col4\" > 0.00</td>\n",
+       "      <td id=\"T_90cef_row3_col5\" class=\"data row3 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_90cef_level0_row4\" class=\"row_heading level0 row4\" >coef_all_adults_ft_worker_duration</th>\n",
+       "      <td id=\"T_90cef_row4_col0\" class=\"data row4 col0\" > 0.0797</td>\n",
+       "      <td id=\"T_90cef_row4_col1\" class=\"data row4 col1\" > 0.0336</td>\n",
+       "      <td id=\"T_90cef_row4_col2\" class=\"data row4 col2\" > 2.37</td>\n",
+       "      <td id=\"T_90cef_row4_col3\" class=\"data row4 col3\" >*</td>\n",
+       "      <td id=\"T_90cef_row4_col4\" class=\"data row4 col4\" > 0.00</td>\n",
+       "      <td id=\"T_90cef_row4_col5\" class=\"data row4 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_90cef_level0_row5\" class=\"row_heading level0 row5\" >coef_arrival_constants_am_peak</th>\n",
+       "      <td id=\"T_90cef_row5_col0\" class=\"data row5 col0\" >-2.60</td>\n",
+       "      <td id=\"T_90cef_row5_col1\" class=\"data row5 col1\" > 0.128</td>\n",
+       "      <td id=\"T_90cef_row5_col2\" class=\"data row5 col2\" >-20.35</td>\n",
+       "      <td id=\"T_90cef_row5_col3\" class=\"data row5 col3\" >***</td>\n",
+       "      <td id=\"T_90cef_row5_col4\" class=\"data row5 col4\" > 0.00</td>\n",
+       "      <td id=\"T_90cef_row5_col5\" class=\"data row5 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_90cef_level0_row6\" class=\"row_heading level0 row6\" >coef_arrival_constants_early</th>\n",
+       "      <td id=\"T_90cef_row6_col0\" class=\"data row6 col0\" >-2.45</td>\n",
+       "      <td id=\"T_90cef_row6_col1\" class=\"data row6 col1\" > 0.378</td>\n",
+       "      <td id=\"T_90cef_row6_col2\" class=\"data row6 col2\" >-6.47</td>\n",
+       "      <td id=\"T_90cef_row6_col3\" class=\"data row6 col3\" >***</td>\n",
+       "      <td id=\"T_90cef_row6_col4\" class=\"data row6 col4\" > 0.00</td>\n",
+       "      <td id=\"T_90cef_row6_col5\" class=\"data row6 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_90cef_level0_row7\" class=\"row_heading level0 row7\" >coef_arrival_constants_evening</th>\n",
+       "      <td id=\"T_90cef_row7_col0\" class=\"data row7 col0\" >-0.707</td>\n",
+       "      <td id=\"T_90cef_row7_col1\" class=\"data row7 col1\" > 0.0872</td>\n",
+       "      <td id=\"T_90cef_row7_col2\" class=\"data row7 col2\" >-8.11</td>\n",
+       "      <td id=\"T_90cef_row7_col3\" class=\"data row7 col3\" >***</td>\n",
+       "      <td id=\"T_90cef_row7_col4\" class=\"data row7 col4\" > 0.00</td>\n",
+       "      <td id=\"T_90cef_row7_col5\" class=\"data row7 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_90cef_level0_row8\" class=\"row_heading level0 row8\" >coef_arrival_constants_late</th>\n",
+       "      <td id=\"T_90cef_row8_col0\" class=\"data row8 col0\" >-1.64</td>\n",
+       "      <td id=\"T_90cef_row8_col1\" class=\"data row8 col1\" > 0.137</td>\n",
+       "      <td id=\"T_90cef_row8_col2\" class=\"data row8 col2\" >-11.98</td>\n",
+       "      <td id=\"T_90cef_row8_col3\" class=\"data row8 col3\" >***</td>\n",
+       "      <td id=\"T_90cef_row8_col4\" class=\"data row8 col4\" > 0.00</td>\n",
+       "      <td id=\"T_90cef_row8_col5\" class=\"data row8 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_90cef_level0_row9\" class=\"row_heading level0 row9\" >coef_arrival_constants_midday_1</th>\n",
+       "      <td id=\"T_90cef_row9_col0\" class=\"data row9 col0\" >-1.27</td>\n",
+       "      <td id=\"T_90cef_row9_col1\" class=\"data row9 col1\" > 0.0711</td>\n",
+       "      <td id=\"T_90cef_row9_col2\" class=\"data row9 col2\" >-17.84</td>\n",
+       "      <td id=\"T_90cef_row9_col3\" class=\"data row9 col3\" >***</td>\n",
+       "      <td id=\"T_90cef_row9_col4\" class=\"data row9 col4\" > 0.00</td>\n",
+       "      <td id=\"T_90cef_row9_col5\" class=\"data row9 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_90cef_level0_row10\" class=\"row_heading level0 row10\" >coef_arrival_constants_midday_2</th>\n",
+       "      <td id=\"T_90cef_row10_col0\" class=\"data row10 col0\" >-0.523</td>\n",
+       "      <td id=\"T_90cef_row10_col1\" class=\"data row10 col1\" > 0.0391</td>\n",
+       "      <td id=\"T_90cef_row10_col2\" class=\"data row10 col2\" >-13.41</td>\n",
+       "      <td id=\"T_90cef_row10_col3\" class=\"data row10 col3\" >***</td>\n",
+       "      <td id=\"T_90cef_row10_col4\" class=\"data row10 col4\" > 0.00</td>\n",
+       "      <td id=\"T_90cef_row10_col5\" class=\"data row10 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_90cef_level0_row11\" class=\"row_heading level0 row11\" >coef_arrival_constants_pm_peak_1</th>\n",
+       "      <td id=\"T_90cef_row11_col0\" class=\"data row11 col0\" > 0.00</td>\n",
+       "      <td id=\"T_90cef_row11_col1\" class=\"data row11 col1\" > 0.00</td>\n",
+       "      <td id=\"T_90cef_row11_col2\" class=\"data row11 col2\" > NA</td>\n",
+       "      <td id=\"T_90cef_row11_col3\" class=\"data row11 col3\" ></td>\n",
+       "      <td id=\"T_90cef_row11_col4\" class=\"data row11 col4\" > 0.00</td>\n",
+       "      <td id=\"T_90cef_row11_col5\" class=\"data row11 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_90cef_level0_row12\" class=\"row_heading level0 row12\" >coef_arrival_constants_pm_peak_2</th>\n",
+       "      <td id=\"T_90cef_row12_col0\" class=\"data row12 col0\" >-0.360</td>\n",
+       "      <td id=\"T_90cef_row12_col1\" class=\"data row12 col1\" > 0.0391</td>\n",
+       "      <td id=\"T_90cef_row12_col2\" class=\"data row12 col2\" >-9.21</td>\n",
+       "      <td id=\"T_90cef_row12_col3\" class=\"data row12 col3\" >***</td>\n",
+       "      <td id=\"T_90cef_row12_col4\" class=\"data row12 col4\" > 0.00</td>\n",
+       "      <td id=\"T_90cef_row12_col5\" class=\"data row12 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_90cef_level0_row13\" class=\"row_heading level0 row13\" >coef_arrival_constants_pm_peak_3</th>\n",
+       "      <td id=\"T_90cef_row13_col0\" class=\"data row13 col0\" >-0.0964</td>\n",
+       "      <td id=\"T_90cef_row13_col1\" class=\"data row13 col1\" > 0.0543</td>\n",
+       "      <td id=\"T_90cef_row13_col2\" class=\"data row13 col2\" >-1.78</td>\n",
+       "      <td id=\"T_90cef_row13_col3\" class=\"data row13 col3\" ></td>\n",
+       "      <td id=\"T_90cef_row13_col4\" class=\"data row13 col4\" > 0.00</td>\n",
+       "      <td id=\"T_90cef_row13_col5\" class=\"data row13 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_90cef_level0_row14\" class=\"row_heading level0 row14\" >coef_arrival_constants_pm_peak_4</th>\n",
+       "      <td id=\"T_90cef_row14_col0\" class=\"data row14 col0\" >-0.128</td>\n",
+       "      <td id=\"T_90cef_row14_col1\" class=\"data row14 col1\" > 0.0672</td>\n",
+       "      <td id=\"T_90cef_row14_col2\" class=\"data row14 col2\" >-1.90</td>\n",
+       "      <td id=\"T_90cef_row14_col3\" class=\"data row14 col3\" ></td>\n",
+       "      <td id=\"T_90cef_row14_col4\" class=\"data row14 col4\" > 0.00</td>\n",
+       "      <td id=\"T_90cef_row14_col5\" class=\"data row14 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_90cef_level0_row15\" class=\"row_heading level0 row15\" >coef_departure_constants_am_peak_1</th>\n",
+       "      <td id=\"T_90cef_row15_col0\" class=\"data row15 col0\" >-1.61</td>\n",
+       "      <td id=\"T_90cef_row15_col1\" class=\"data row15 col1\" > 0.0470</td>\n",
+       "      <td id=\"T_90cef_row15_col2\" class=\"data row15 col2\" >-34.22</td>\n",
+       "      <td id=\"T_90cef_row15_col3\" class=\"data row15 col3\" >***</td>\n",
+       "      <td id=\"T_90cef_row15_col4\" class=\"data row15 col4\" > 0.00</td>\n",
+       "      <td id=\"T_90cef_row15_col5\" class=\"data row15 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_90cef_level0_row16\" class=\"row_heading level0 row16\" >coef_departure_constants_am_peak_2</th>\n",
+       "      <td id=\"T_90cef_row16_col0\" class=\"data row16 col0\" > 0.00</td>\n",
+       "      <td id=\"T_90cef_row16_col1\" class=\"data row16 col1\" > 0.00</td>\n",
+       "      <td id=\"T_90cef_row16_col2\" class=\"data row16 col2\" > NA</td>\n",
+       "      <td id=\"T_90cef_row16_col3\" class=\"data row16 col3\" ></td>\n",
+       "      <td id=\"T_90cef_row16_col4\" class=\"data row16 col4\" > 0.00</td>\n",
+       "      <td id=\"T_90cef_row16_col5\" class=\"data row16 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_90cef_level0_row17\" class=\"row_heading level0 row17\" >coef_departure_constants_am_peak_3</th>\n",
+       "      <td id=\"T_90cef_row17_col0\" class=\"data row17 col0\" >-0.101</td>\n",
+       "      <td id=\"T_90cef_row17_col1\" class=\"data row17 col1\" > 0.0275</td>\n",
+       "      <td id=\"T_90cef_row17_col2\" class=\"data row17 col2\" >-3.66</td>\n",
+       "      <td id=\"T_90cef_row17_col3\" class=\"data row17 col3\" >***</td>\n",
+       "      <td id=\"T_90cef_row17_col4\" class=\"data row17 col4\" > 0.00</td>\n",
+       "      <td id=\"T_90cef_row17_col5\" class=\"data row17 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_90cef_level0_row18\" class=\"row_heading level0 row18\" >coef_departure_constants_am_peak_4</th>\n",
+       "      <td id=\"T_90cef_row18_col0\" class=\"data row18 col0\" >-2.14</td>\n",
+       "      <td id=\"T_90cef_row18_col1\" class=\"data row18 col1\" > 0.0570</td>\n",
+       "      <td id=\"T_90cef_row18_col2\" class=\"data row18 col2\" >-37.57</td>\n",
+       "      <td id=\"T_90cef_row18_col3\" class=\"data row18 col3\" >***</td>\n",
+       "      <td id=\"T_90cef_row18_col4\" class=\"data row18 col4\" > 0.00</td>\n",
+       "      <td id=\"T_90cef_row18_col5\" class=\"data row18 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_90cef_level0_row19\" class=\"row_heading level0 row19\" >coef_departure_constants_early</th>\n",
+       "      <td id=\"T_90cef_row19_col0\" class=\"data row19 col0\" >-3.85</td>\n",
+       "      <td id=\"T_90cef_row19_col1\" class=\"data row19 col1\" > 0.173</td>\n",
+       "      <td id=\"T_90cef_row19_col2\" class=\"data row19 col2\" >-22.28</td>\n",
+       "      <td id=\"T_90cef_row19_col3\" class=\"data row19 col3\" >***</td>\n",
+       "      <td id=\"T_90cef_row19_col4\" class=\"data row19 col4\" > 0.00</td>\n",
+       "      <td id=\"T_90cef_row19_col5\" class=\"data row19 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_90cef_level0_row20\" class=\"row_heading level0 row20\" >coef_departure_constants_evening</th>\n",
+       "      <td id=\"T_90cef_row20_col0\" class=\"data row20 col0\" >-5.55</td>\n",
+       "      <td id=\"T_90cef_row20_col1\" class=\"data row20 col1\" > 0.220</td>\n",
+       "      <td id=\"T_90cef_row20_col2\" class=\"data row20 col2\" >-25.26</td>\n",
+       "      <td id=\"T_90cef_row20_col3\" class=\"data row20 col3\" >***</td>\n",
+       "      <td id=\"T_90cef_row20_col4\" class=\"data row20 col4\" > 0.00</td>\n",
+       "      <td id=\"T_90cef_row20_col5\" class=\"data row20 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_90cef_level0_row21\" class=\"row_heading level0 row21\" >coef_departure_constants_late</th>\n",
+       "      <td id=\"T_90cef_row21_col0\" class=\"data row21 col0\" >-10.9</td>\n",
+       "      <td id=\"T_90cef_row21_col1\" class=\"data row21 col1\" > 2.02</td>\n",
+       "      <td id=\"T_90cef_row21_col2\" class=\"data row21 col2\" >-5.39</td>\n",
+       "      <td id=\"T_90cef_row21_col3\" class=\"data row21 col3\" >***</td>\n",
+       "      <td id=\"T_90cef_row21_col4\" class=\"data row21 col4\" > 0.00</td>\n",
+       "      <td id=\"T_90cef_row21_col5\" class=\"data row21 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_90cef_level0_row22\" class=\"row_heading level0 row22\" >coef_departure_constants_midday_1</th>\n",
+       "      <td id=\"T_90cef_row22_col0\" class=\"data row22 col0\" >-3.12</td>\n",
+       "      <td id=\"T_90cef_row22_col1\" class=\"data row22 col1\" > 0.0717</td>\n",
+       "      <td id=\"T_90cef_row22_col2\" class=\"data row22 col2\" >-43.56</td>\n",
+       "      <td id=\"T_90cef_row22_col3\" class=\"data row22 col3\" >***</td>\n",
+       "      <td id=\"T_90cef_row22_col4\" class=\"data row22 col4\" > 0.00</td>\n",
+       "      <td id=\"T_90cef_row22_col5\" class=\"data row22 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_90cef_level0_row23\" class=\"row_heading level0 row23\" >coef_departure_constants_midday_2</th>\n",
+       "      <td id=\"T_90cef_row23_col0\" class=\"data row23 col0\" >-3.86</td>\n",
+       "      <td id=\"T_90cef_row23_col1\" class=\"data row23 col1\" > 0.112</td>\n",
+       "      <td id=\"T_90cef_row23_col2\" class=\"data row23 col2\" >-34.58</td>\n",
+       "      <td id=\"T_90cef_row23_col3\" class=\"data row23 col3\" >***</td>\n",
+       "      <td id=\"T_90cef_row23_col4\" class=\"data row23 col4\" > 0.00</td>\n",
+       "      <td id=\"T_90cef_row23_col5\" class=\"data row23 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_90cef_level0_row24\" class=\"row_heading level0 row24\" >coef_departure_constants_pm_peak</th>\n",
+       "      <td id=\"T_90cef_row24_col0\" class=\"data row24 col0\" >-3.28</td>\n",
+       "      <td id=\"T_90cef_row24_col1\" class=\"data row24 col1\" > 0.148</td>\n",
+       "      <td id=\"T_90cef_row24_col2\" class=\"data row24 col2\" >-22.16</td>\n",
+       "      <td id=\"T_90cef_row24_col3\" class=\"data row24 col3\" >***</td>\n",
+       "      <td id=\"T_90cef_row24_col4\" class=\"data row24 col4\" > 0.00</td>\n",
+       "      <td id=\"T_90cef_row24_col5\" class=\"data row24 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_90cef_level0_row25\" class=\"row_heading level0 row25\" >coef_duration_constants_0_to_2_hours</th>\n",
+       "      <td id=\"T_90cef_row25_col0\" class=\"data row25 col0\" >-1.32</td>\n",
+       "      <td id=\"T_90cef_row25_col1\" class=\"data row25 col1\" > 0.0986</td>\n",
+       "      <td id=\"T_90cef_row25_col2\" class=\"data row25 col2\" >-13.37</td>\n",
+       "      <td id=\"T_90cef_row25_col3\" class=\"data row25 col3\" >***</td>\n",
+       "      <td id=\"T_90cef_row25_col4\" class=\"data row25 col4\" > 0.00</td>\n",
+       "      <td id=\"T_90cef_row25_col5\" class=\"data row25 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_90cef_level0_row26\" class=\"row_heading level0 row26\" >coef_duration_constants_10_hours</th>\n",
+       "      <td id=\"T_90cef_row26_col0\" class=\"data row26 col0\" >-0.914</td>\n",
+       "      <td id=\"T_90cef_row26_col1\" class=\"data row26 col1\" > 0.0627</td>\n",
+       "      <td id=\"T_90cef_row26_col2\" class=\"data row26 col2\" >-14.59</td>\n",
+       "      <td id=\"T_90cef_row26_col3\" class=\"data row26 col3\" >***</td>\n",
+       "      <td id=\"T_90cef_row26_col4\" class=\"data row26 col4\" > 0.00</td>\n",
+       "      <td id=\"T_90cef_row26_col5\" class=\"data row26 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_90cef_level0_row27\" class=\"row_heading level0 row27\" >coef_duration_constants_11_hours</th>\n",
+       "      <td id=\"T_90cef_row27_col0\" class=\"data row27 col0\" >-1.64</td>\n",
+       "      <td id=\"T_90cef_row27_col1\" class=\"data row27 col1\" > 0.0876</td>\n",
+       "      <td id=\"T_90cef_row27_col2\" class=\"data row27 col2\" >-18.76</td>\n",
+       "      <td id=\"T_90cef_row27_col3\" class=\"data row27 col3\" >***</td>\n",
+       "      <td id=\"T_90cef_row27_col4\" class=\"data row27 col4\" > 0.00</td>\n",
+       "      <td id=\"T_90cef_row27_col5\" class=\"data row27 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_90cef_level0_row28\" class=\"row_heading level0 row28\" >coef_duration_constants_12_to_13_hours</th>\n",
+       "      <td id=\"T_90cef_row28_col0\" class=\"data row28 col0\" >-2.53</td>\n",
+       "      <td id=\"T_90cef_row28_col1\" class=\"data row28 col1\" > 0.112</td>\n",
+       "      <td id=\"T_90cef_row28_col2\" class=\"data row28 col2\" >-22.51</td>\n",
+       "      <td id=\"T_90cef_row28_col3\" class=\"data row28 col3\" >***</td>\n",
+       "      <td id=\"T_90cef_row28_col4\" class=\"data row28 col4\" > 0.00</td>\n",
+       "      <td id=\"T_90cef_row28_col5\" class=\"data row28 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_90cef_level0_row29\" class=\"row_heading level0 row29\" >coef_duration_constants_14_to_18_hours</th>\n",
+       "      <td id=\"T_90cef_row29_col0\" class=\"data row29 col0\" >-2.54</td>\n",
+       "      <td id=\"T_90cef_row29_col1\" class=\"data row29 col1\" > 0.143</td>\n",
+       "      <td id=\"T_90cef_row29_col2\" class=\"data row29 col2\" >-17.80</td>\n",
+       "      <td id=\"T_90cef_row29_col3\" class=\"data row29 col3\" >***</td>\n",
+       "      <td id=\"T_90cef_row29_col4\" class=\"data row29 col4\" > 0.00</td>\n",
+       "      <td id=\"T_90cef_row29_col5\" class=\"data row29 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_90cef_level0_row30\" class=\"row_heading level0 row30\" >coef_duration_constants_3_to_4_hours</th>\n",
+       "      <td id=\"T_90cef_row30_col0\" class=\"data row30 col0\" >-0.680</td>\n",
+       "      <td id=\"T_90cef_row30_col1\" class=\"data row30 col1\" > 0.0695</td>\n",
+       "      <td id=\"T_90cef_row30_col2\" class=\"data row30 col2\" >-9.79</td>\n",
+       "      <td id=\"T_90cef_row30_col3\" class=\"data row30 col3\" >***</td>\n",
+       "      <td id=\"T_90cef_row30_col4\" class=\"data row30 col4\" > 0.00</td>\n",
+       "      <td id=\"T_90cef_row30_col5\" class=\"data row30 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_90cef_level0_row31\" class=\"row_heading level0 row31\" >coef_duration_constants_5_to_6_hours</th>\n",
+       "      <td id=\"T_90cef_row31_col0\" class=\"data row31 col0\" >-0.551</td>\n",
+       "      <td id=\"T_90cef_row31_col1\" class=\"data row31 col1\" > 0.0434</td>\n",
+       "      <td id=\"T_90cef_row31_col2\" class=\"data row31 col2\" >-12.71</td>\n",
+       "      <td id=\"T_90cef_row31_col3\" class=\"data row31 col3\" >***</td>\n",
+       "      <td id=\"T_90cef_row31_col4\" class=\"data row31 col4\" > 0.00</td>\n",
+       "      <td id=\"T_90cef_row31_col5\" class=\"data row31 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_90cef_level0_row32\" class=\"row_heading level0 row32\" >coef_duration_constants_7_to_8_hours</th>\n",
+       "      <td id=\"T_90cef_row32_col0\" class=\"data row32 col0\" > 0.00</td>\n",
+       "      <td id=\"T_90cef_row32_col1\" class=\"data row32 col1\" > 0.00</td>\n",
+       "      <td id=\"T_90cef_row32_col2\" class=\"data row32 col2\" > NA</td>\n",
+       "      <td id=\"T_90cef_row32_col3\" class=\"data row32 col3\" ></td>\n",
+       "      <td id=\"T_90cef_row32_col4\" class=\"data row32 col4\" > 0.00</td>\n",
+       "      <td id=\"T_90cef_row32_col5\" class=\"data row32 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_90cef_level0_row33\" class=\"row_heading level0 row33\" >coef_duration_constants_9_hours</th>\n",
+       "      <td id=\"T_90cef_row33_col0\" class=\"data row33 col0\" >-0.664</td>\n",
+       "      <td id=\"T_90cef_row33_col1\" class=\"data row33 col1\" > 0.0471</td>\n",
+       "      <td id=\"T_90cef_row33_col2\" class=\"data row33 col2\" >-14.10</td>\n",
+       "      <td id=\"T_90cef_row33_col3\" class=\"data row33 col3\" >***</td>\n",
+       "      <td id=\"T_90cef_row33_col4\" class=\"data row33 col4\" > 0.00</td>\n",
+       "      <td id=\"T_90cef_row33_col5\" class=\"data row33 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_90cef_level0_row34\" class=\"row_heading level0 row34\" >coef_first_of_2plus_school_lt_6_hours</th>\n",
+       "      <td id=\"T_90cef_row34_col0\" class=\"data row34 col0\" > 1.77</td>\n",
+       "      <td id=\"T_90cef_row34_col1\" class=\"data row34 col1\" > 0.267</td>\n",
+       "      <td id=\"T_90cef_row34_col2\" class=\"data row34 col2\" > 6.63</td>\n",
+       "      <td id=\"T_90cef_row34_col3\" class=\"data row34 col3\" >***</td>\n",
+       "      <td id=\"T_90cef_row34_col4\" class=\"data row34 col4\" > 0.00</td>\n",
+       "      <td id=\"T_90cef_row34_col5\" class=\"data row34 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_90cef_level0_row35\" class=\"row_heading level0 row35\" >coef_first_of_2plus_school_tours_departure</th>\n",
+       "      <td id=\"T_90cef_row35_col0\" class=\"data row35 col0\" >-0.277</td>\n",
+       "      <td id=\"T_90cef_row35_col1\" class=\"data row35 col1\" > 0.0289</td>\n",
+       "      <td id=\"T_90cef_row35_col2\" class=\"data row35 col2\" >-9.59</td>\n",
+       "      <td id=\"T_90cef_row35_col3\" class=\"data row35 col3\" >***</td>\n",
+       "      <td id=\"T_90cef_row35_col4\" class=\"data row35 col4\" > 0.00</td>\n",
+       "      <td id=\"T_90cef_row35_col5\" class=\"data row35 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_90cef_level0_row36\" class=\"row_heading level0 row36\" >coef_first_of_2plus_school_tours_duration</th>\n",
+       "      <td id=\"T_90cef_row36_col0\" class=\"data row36 col0\" >-0.0778</td>\n",
+       "      <td id=\"T_90cef_row36_col1\" class=\"data row36 col1\" > 0.0892</td>\n",
+       "      <td id=\"T_90cef_row36_col2\" class=\"data row36 col2\" >-0.87</td>\n",
+       "      <td id=\"T_90cef_row36_col3\" class=\"data row36 col3\" ></td>\n",
+       "      <td id=\"T_90cef_row36_col4\" class=\"data row36 col4\" > 0.00</td>\n",
+       "      <td id=\"T_90cef_row36_col5\" class=\"data row36 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_90cef_level0_row37\" class=\"row_heading level0 row37\" >coef_ft_worker_departure</th>\n",
+       "      <td id=\"T_90cef_row37_col0\" class=\"data row37 col0\" > 0.397</td>\n",
+       "      <td id=\"T_90cef_row37_col1\" class=\"data row37 col1\" > NA</td>\n",
+       "      <td id=\"T_90cef_row37_col2\" class=\"data row37 col2\" > NA</td>\n",
+       "      <td id=\"T_90cef_row37_col3\" class=\"data row37 col3\" ></td>\n",
+       "      <td id=\"T_90cef_row37_col4\" class=\"data row37 col4\" > 0.00</td>\n",
+       "      <td id=\"T_90cef_row37_col5\" class=\"data row37 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_90cef_level0_row38\" class=\"row_heading level0 row38\" >coef_ft_worker_duration</th>\n",
+       "      <td id=\"T_90cef_row38_col0\" class=\"data row38 col0\" >-0.191</td>\n",
+       "      <td id=\"T_90cef_row38_col1\" class=\"data row38 col1\" > NA</td>\n",
+       "      <td id=\"T_90cef_row38_col2\" class=\"data row38 col2\" > NA</td>\n",
+       "      <td id=\"T_90cef_row38_col3\" class=\"data row38 col3\" ></td>\n",
+       "      <td id=\"T_90cef_row38_col4\" class=\"data row38 col4\" > 0.00</td>\n",
+       "      <td id=\"T_90cef_row38_col5\" class=\"data row38 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_90cef_level0_row39\" class=\"row_heading level0 row39\" >coef_hh_income_early_departure</th>\n",
+       "      <td id=\"T_90cef_row39_col0\" class=\"data row39 col0\" >-0.644</td>\n",
+       "      <td id=\"T_90cef_row39_col1\" class=\"data row39 col1\" > 0.381</td>\n",
+       "      <td id=\"T_90cef_row39_col2\" class=\"data row39 col2\" >-1.69</td>\n",
+       "      <td id=\"T_90cef_row39_col3\" class=\"data row39 col3\" ></td>\n",
+       "      <td id=\"T_90cef_row39_col4\" class=\"data row39 col4\" > 0.00</td>\n",
+       "      <td id=\"T_90cef_row39_col5\" class=\"data row39 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_90cef_level0_row40\" class=\"row_heading level0 row40\" >coef_hh_income_late_arrival</th>\n",
+       "      <td id=\"T_90cef_row40_col0\" class=\"data row40 col0\" >-0.124</td>\n",
+       "      <td id=\"T_90cef_row40_col1\" class=\"data row40 col1\" > 0.206</td>\n",
+       "      <td id=\"T_90cef_row40_col2\" class=\"data row40 col2\" >-0.60</td>\n",
+       "      <td id=\"T_90cef_row40_col3\" class=\"data row40 col3\" ></td>\n",
+       "      <td id=\"T_90cef_row40_col4\" class=\"data row40 col4\" > 0.00</td>\n",
+       "      <td id=\"T_90cef_row40_col5\" class=\"data row40 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_90cef_level0_row41\" class=\"row_heading level0 row41\" >coef_mode_choice_logsum</th>\n",
+       "      <td id=\"T_90cef_row41_col0\" class=\"data row41 col0\" > 1.40</td>\n",
+       "      <td id=\"T_90cef_row41_col1\" class=\"data row41 col1\" > 0.125</td>\n",
+       "      <td id=\"T_90cef_row41_col2\" class=\"data row41 col2\" > 11.19</td>\n",
+       "      <td id=\"T_90cef_row41_col3\" class=\"data row41 col3\" >***</td>\n",
+       "      <td id=\"T_90cef_row41_col4\" class=\"data row41 col4\" > 0.00</td>\n",
+       "      <td id=\"T_90cef_row41_col5\" class=\"data row41 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_90cef_level0_row42\" class=\"row_heading level0 row42\" >coef_non_worker_departure</th>\n",
+       "      <td id=\"T_90cef_row42_col0\" class=\"data row42 col0\" > 0.554</td>\n",
+       "      <td id=\"T_90cef_row42_col1\" class=\"data row42 col1\" > 2.69e-13</td>\n",
+       "      <td id=\"T_90cef_row42_col2\" class=\"data row42 col2\" > BIG</td>\n",
+       "      <td id=\"T_90cef_row42_col3\" class=\"data row42 col3\" >***</td>\n",
+       "      <td id=\"T_90cef_row42_col4\" class=\"data row42 col4\" > 0.00</td>\n",
+       "      <td id=\"T_90cef_row42_col5\" class=\"data row42 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_90cef_level0_row43\" class=\"row_heading level0 row43\" >coef_previous_tour_begins_this_arrival_hour</th>\n",
+       "      <td id=\"T_90cef_row43_col0\" class=\"data row43 col0\" > 1.75</td>\n",
+       "      <td id=\"T_90cef_row43_col1\" class=\"data row43 col1\" > 0.946</td>\n",
+       "      <td id=\"T_90cef_row43_col2\" class=\"data row43 col2\" > 1.85</td>\n",
+       "      <td id=\"T_90cef_row43_col3\" class=\"data row43 col3\" ></td>\n",
+       "      <td id=\"T_90cef_row43_col4\" class=\"data row43 col4\" > 0.00</td>\n",
+       "      <td id=\"T_90cef_row43_col5\" class=\"data row43 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_90cef_level0_row44\" class=\"row_heading level0 row44\" >coef_previous_tour_ends_this_departure_hour</th>\n",
+       "      <td id=\"T_90cef_row44_col0\" class=\"data row44 col0\" >-1.45</td>\n",
+       "      <td id=\"T_90cef_row44_col1\" class=\"data row44 col1\" > 0.690</td>\n",
+       "      <td id=\"T_90cef_row44_col2\" class=\"data row44 col2\" >-2.11</td>\n",
+       "      <td id=\"T_90cef_row44_col3\" class=\"data row44 col3\" >*</td>\n",
+       "      <td id=\"T_90cef_row44_col4\" class=\"data row44 col4\" > 0.00</td>\n",
+       "      <td id=\"T_90cef_row44_col5\" class=\"data row44 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_90cef_level0_row45\" class=\"row_heading level0 row45\" >coef_remaining_work_school_tours_to_be_scheduled_div_number_of_unscheduled_hours</th>\n",
+       "      <td id=\"T_90cef_row45_col0\" class=\"data row45 col0\" >-16.7</td>\n",
+       "      <td id=\"T_90cef_row45_col1\" class=\"data row45 col1\" > 18.9</td>\n",
+       "      <td id=\"T_90cef_row45_col2\" class=\"data row45 col2\" >-0.88</td>\n",
+       "      <td id=\"T_90cef_row45_col3\" class=\"data row45 col3\" ></td>\n",
+       "      <td id=\"T_90cef_row45_col4\" class=\"data row45 col4\" > 0.00</td>\n",
+       "      <td id=\"T_90cef_row45_col5\" class=\"data row45 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_90cef_level0_row46\" class=\"row_heading level0 row46\" >coef_roundtrip_auto_time_to_work</th>\n",
+       "      <td id=\"T_90cef_row46_col0\" class=\"data row46 col0\" > 0.00295</td>\n",
+       "      <td id=\"T_90cef_row46_col1\" class=\"data row46 col1\" > 0.000437</td>\n",
+       "      <td id=\"T_90cef_row46_col2\" class=\"data row46 col2\" > 6.74</td>\n",
+       "      <td id=\"T_90cef_row46_col3\" class=\"data row46 col3\" >***</td>\n",
+       "      <td id=\"T_90cef_row46_col4\" class=\"data row46 col4\" > 0.00</td>\n",
+       "      <td id=\"T_90cef_row46_col5\" class=\"data row46 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_90cef_level0_row47\" class=\"row_heading level0 row47\" >coef_school_plus_work_tours_by_student_lt_6_hours</th>\n",
+       "      <td id=\"T_90cef_row47_col0\" class=\"data row47 col0\" > 1.81</td>\n",
+       "      <td id=\"T_90cef_row47_col1\" class=\"data row47 col1\" > 1.68</td>\n",
+       "      <td id=\"T_90cef_row47_col2\" class=\"data row47 col2\" > 1.07</td>\n",
+       "      <td id=\"T_90cef_row47_col3\" class=\"data row47 col3\" ></td>\n",
+       "      <td id=\"T_90cef_row47_col4\" class=\"data row47 col4\" > 0.00</td>\n",
+       "      <td id=\"T_90cef_row47_col5\" class=\"data row47 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_90cef_level0_row48\" class=\"row_heading level0 row48\" >coef_school_plus_work_tours_by_worker_lt_6_hours</th>\n",
+       "      <td id=\"T_90cef_row48_col0\" class=\"data row48 col0\" > 2.22</td>\n",
+       "      <td id=\"T_90cef_row48_col1\" class=\"data row48 col1\" > 1.68</td>\n",
+       "      <td id=\"T_90cef_row48_col2\" class=\"data row48 col2\" > 1.32</td>\n",
+       "      <td id=\"T_90cef_row48_col3\" class=\"data row48 col3\" ></td>\n",
+       "      <td id=\"T_90cef_row48_col4\" class=\"data row48 col4\" > 0.00</td>\n",
+       "      <td id=\"T_90cef_row48_col5\" class=\"data row48 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_90cef_level0_row49\" class=\"row_heading level0 row49\" >coef_student_driver_duration</th>\n",
+       "      <td id=\"T_90cef_row49_col0\" class=\"data row49 col0\" > 0.0214</td>\n",
+       "      <td id=\"T_90cef_row49_col1\" class=\"data row49 col1\" > 0.00880</td>\n",
+       "      <td id=\"T_90cef_row49_col2\" class=\"data row49 col2\" > 2.43</td>\n",
+       "      <td id=\"T_90cef_row49_col3\" class=\"data row49 col3\" >*</td>\n",
+       "      <td id=\"T_90cef_row49_col4\" class=\"data row49 col4\" > 0.00</td>\n",
+       "      <td id=\"T_90cef_row49_col5\" class=\"data row49 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_90cef_level0_row50\" class=\"row_heading level0 row50\" >coef_subsequent_2plus_school_tours_duration</th>\n",
+       "      <td id=\"T_90cef_row50_col0\" class=\"data row50 col0\" >-0.309</td>\n",
+       "      <td id=\"T_90cef_row50_col1\" class=\"data row50 col1\" > 0.0368</td>\n",
+       "      <td id=\"T_90cef_row50_col2\" class=\"data row50 col2\" >-8.41</td>\n",
+       "      <td id=\"T_90cef_row50_col3\" class=\"data row50 col3\" >***</td>\n",
+       "      <td id=\"T_90cef_row50_col4\" class=\"data row50 col4\" > 0.00</td>\n",
+       "      <td id=\"T_90cef_row50_col5\" class=\"data row50 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_90cef_level0_row51\" class=\"row_heading level0 row51\" >coef_subsequent_of_2plus_school_lt_6_hours</th>\n",
+       "      <td id=\"T_90cef_row51_col0\" class=\"data row51 col0\" > 1.52</td>\n",
+       "      <td id=\"T_90cef_row51_col1\" class=\"data row51 col1\" > 0.493</td>\n",
+       "      <td id=\"T_90cef_row51_col2\" class=\"data row51 col2\" > 3.09</td>\n",
+       "      <td id=\"T_90cef_row51_col3\" class=\"data row51 col3\" >**</td>\n",
+       "      <td id=\"T_90cef_row51_col4\" class=\"data row51 col4\" > 0.00</td>\n",
+       "      <td id=\"T_90cef_row51_col5\" class=\"data row51 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_90cef_level0_row52\" class=\"row_heading level0 row52\" >coef_subsequent_tour_must_start_after_previous_tour_ends</th>\n",
+       "      <td id=\"T_90cef_row52_col0\" class=\"data row52 col0\" >-100.</td>\n",
+       "      <td id=\"T_90cef_row52_col1\" class=\"data row52 col1\" > 0.00</td>\n",
+       "      <td id=\"T_90cef_row52_col2\" class=\"data row52 col2\" > NA</td>\n",
+       "      <td id=\"T_90cef_row52_col3\" class=\"data row52 col3\" ></td>\n",
+       "      <td id=\"T_90cef_row52_col4\" class=\"data row52 col4\" > 0.00</td>\n",
+       "      <td id=\"T_90cef_row52_col5\" class=\"data row52 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_90cef_level0_row53\" class=\"row_heading level0 row53\" >coef_univ_departure</th>\n",
+       "      <td id=\"T_90cef_row53_col0\" class=\"data row53 col0\" > 0.282</td>\n",
+       "      <td id=\"T_90cef_row53_col1\" class=\"data row53 col1\" > 0.0112</td>\n",
+       "      <td id=\"T_90cef_row53_col2\" class=\"data row53 col2\" > 25.08</td>\n",
+       "      <td id=\"T_90cef_row53_col3\" class=\"data row53 col3\" >***</td>\n",
+       "      <td id=\"T_90cef_row53_col4\" class=\"data row53 col4\" > 0.00</td>\n",
+       "      <td id=\"T_90cef_row53_col5\" class=\"data row53 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_90cef_level0_row54\" class=\"row_heading level0 row54\" >coef_univ_duration</th>\n",
+       "      <td id=\"T_90cef_row54_col0\" class=\"data row54 col0\" >-0.288</td>\n",
+       "      <td id=\"T_90cef_row54_col1\" class=\"data row54 col1\" > 0.0153</td>\n",
+       "      <td id=\"T_90cef_row54_col2\" class=\"data row54 col2\" >-18.82</td>\n",
+       "      <td id=\"T_90cef_row54_col3\" class=\"data row54 col3\" >***</td>\n",
+       "      <td id=\"T_90cef_row54_col4\" class=\"data row54 col4\" > 0.00</td>\n",
+       "      <td id=\"T_90cef_row54_col5\" class=\"data row54 col5\" ></td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n"
       ],
       "text/plain": [
-       "<pandas.io.formats.style.Styler at 0x7fe578508820>"
+       "<pandas.io.formats.style.Styler at 0x325816890>"
       ]
      },
-     "execution_count": 9,
+     "execution_count": 10,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -4114,7 +4237,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -4135,20 +4258,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 12,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<larch.util.excel.ExcelWriter at 0x7fe5b04417c0>"
-      ]
-     },
-     "execution_count": 11,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "model.to_xlsx(\n",
     "    result_dir/f\"{modelname}_model_estimation.xlsx\", \n",
@@ -4167,7 +4279,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [
     {
@@ -4206,7 +4318,7 @@
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>coef_roundtrip_auto_time_to_work</td>\n",
-       "      <td>0.005137</td>\n",
+       "      <td>0.002946</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -4230,25 +4342,25 @@
        "    <tr>\n",
        "      <th>5</th>\n",
        "      <td>coef_univ_departure</td>\n",
-       "      <td>0.234367</td>\n",
+       "      <td>0.281763</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6</th>\n",
        "      <td>coef_univ_duration</td>\n",
-       "      <td>-0.409132</td>\n",
+       "      <td>-0.287541</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>7</th>\n",
        "      <td>coef_student_driver_duration</td>\n",
-       "      <td>-0.003958</td>\n",
+       "      <td>0.021414</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>8</th>\n",
        "      <td>coef_all_adults_ft_worker_duration</td>\n",
-       "      <td>0.052336</td>\n",
+       "      <td>0.079713</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -4260,115 +4372,115 @@
        "    <tr>\n",
        "      <th>10</th>\n",
        "      <td>coef_first_of_2plus_school_tours_departure</td>\n",
-       "      <td>-0.333830</td>\n",
+       "      <td>-0.277161</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>11</th>\n",
        "      <td>coef_first_of_2plus_school_tours_duration</td>\n",
-       "      <td>-0.042558</td>\n",
+       "      <td>-0.077846</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>12</th>\n",
        "      <td>coef_subsequent_2plus_school_tours_duration</td>\n",
-       "      <td>-0.188299</td>\n",
+       "      <td>-0.309377</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>13</th>\n",
        "      <td>coef_hh_income_early_departure</td>\n",
-       "      <td>-13.757852</td>\n",
+       "      <td>-0.643531</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>14</th>\n",
        "      <td>coef_hh_income_late_arrival</td>\n",
-       "      <td>0.101726</td>\n",
+       "      <td>-0.123912</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>15</th>\n",
        "      <td>coef_first_of_2plus_school_lt_6_hours</td>\n",
-       "      <td>0.169055</td>\n",
+       "      <td>1.768123</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>16</th>\n",
        "      <td>coef_subsequent_of_2plus_school_lt_6_hours</td>\n",
-       "      <td>25.000000</td>\n",
+       "      <td>1.522961</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>17</th>\n",
        "      <td>coef_school_plus_work_tours_by_student_lt_6_hours</td>\n",
-       "      <td>-2.483313</td>\n",
+       "      <td>1.805060</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>18</th>\n",
        "      <td>coef_school_plus_work_tours_by_worker_lt_6_hours</td>\n",
-       "      <td>-2.071313</td>\n",
+       "      <td>2.217060</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>19</th>\n",
        "      <td>coef_mode_choice_logsum</td>\n",
-       "      <td>0.056410</td>\n",
+       "      <td>1.403530</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>20</th>\n",
        "      <td>coef_previous_tour_ends_this_departure_hour</td>\n",
-       "      <td>0.298551</td>\n",
+       "      <td>-1.454921</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>21</th>\n",
        "      <td>coef_previous_tour_begins_this_arrival_hour</td>\n",
-       "      <td>-10.370632</td>\n",
+       "      <td>1.748525</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>22</th>\n",
        "      <td>coef_adjacent_window_exists_before_this_depart...</td>\n",
-       "      <td>1.656920</td>\n",
+       "      <td>-0.419250</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>23</th>\n",
        "      <td>coef_adjacent_window_exists_after_this_arrival...</td>\n",
-       "      <td>-0.414229</td>\n",
+       "      <td>0.232285</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>24</th>\n",
        "      <td>coef_adjacent_window_exists_before_this_depart...</td>\n",
-       "      <td>0.225722</td>\n",
+       "      <td>-0.760747</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>25</th>\n",
        "      <td>coef_adjacent_window_exists_after_this_arrival...</td>\n",
-       "      <td>-0.640186</td>\n",
+       "      <td>-1.201676</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>26</th>\n",
        "      <td>coef_remaining_work_school_tours_to_be_schedul...</td>\n",
-       "      <td>-25.000000</td>\n",
+       "      <td>-16.666935</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>27</th>\n",
        "      <td>coef_departure_constants_early</td>\n",
-       "      <td>-3.636770</td>\n",
+       "      <td>-3.850945</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>28</th>\n",
        "      <td>coef_departure_constants_am_peak_1</td>\n",
-       "      <td>-1.882694</td>\n",
+       "      <td>-1.606835</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -4380,67 +4492,67 @@
        "    <tr>\n",
        "      <th>30</th>\n",
        "      <td>coef_departure_constants_am_peak_3</td>\n",
-       "      <td>-0.183985</td>\n",
+       "      <td>-0.100582</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>31</th>\n",
        "      <td>coef_departure_constants_am_peak_4</td>\n",
-       "      <td>-2.016403</td>\n",
+       "      <td>-2.142432</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>32</th>\n",
        "      <td>coef_departure_constants_midday_1</td>\n",
-       "      <td>-3.279864</td>\n",
+       "      <td>-3.124481</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>33</th>\n",
        "      <td>coef_departure_constants_midday_2</td>\n",
-       "      <td>-3.750548</td>\n",
+       "      <td>-3.861525</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>34</th>\n",
        "      <td>coef_departure_constants_pm_peak</td>\n",
-       "      <td>-3.093167</td>\n",
+       "      <td>-3.281532</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>35</th>\n",
        "      <td>coef_departure_constants_evening</td>\n",
-       "      <td>-5.258795</td>\n",
+       "      <td>-5.546826</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>36</th>\n",
        "      <td>coef_departure_constants_late</td>\n",
-       "      <td>-21.447622</td>\n",
+       "      <td>-10.890722</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>37</th>\n",
        "      <td>coef_arrival_constants_early</td>\n",
-       "      <td>-1.065980</td>\n",
+       "      <td>-2.446580</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>38</th>\n",
        "      <td>coef_arrival_constants_am_peak</td>\n",
-       "      <td>-2.239162</td>\n",
+       "      <td>-2.595385</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>39</th>\n",
        "      <td>coef_arrival_constants_midday_1</td>\n",
-       "      <td>-1.302330</td>\n",
+       "      <td>-1.267988</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>40</th>\n",
        "      <td>coef_arrival_constants_midday_2</td>\n",
-       "      <td>-0.554673</td>\n",
+       "      <td>-0.523484</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -4452,49 +4564,49 @@
        "    <tr>\n",
        "      <th>42</th>\n",
        "      <td>coef_arrival_constants_pm_peak_2</td>\n",
-       "      <td>-0.441387</td>\n",
+       "      <td>-0.360268</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>43</th>\n",
        "      <td>coef_arrival_constants_pm_peak_3</td>\n",
-       "      <td>-0.281247</td>\n",
+       "      <td>-0.096426</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>44</th>\n",
        "      <td>coef_arrival_constants_pm_peak_4</td>\n",
-       "      <td>-0.370368</td>\n",
+       "      <td>-0.127905</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>45</th>\n",
        "      <td>coef_arrival_constants_evening</td>\n",
-       "      <td>-1.033329</td>\n",
+       "      <td>-0.707272</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>46</th>\n",
        "      <td>coef_arrival_constants_late</td>\n",
-       "      <td>-1.315910</td>\n",
+       "      <td>-1.639520</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>47</th>\n",
        "      <td>coef_duration_constants_0_to_2_hours</td>\n",
-       "      <td>-1.372110</td>\n",
+       "      <td>-1.318085</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>48</th>\n",
        "      <td>coef_duration_constants_3_to_4_hours</td>\n",
-       "      <td>-0.552200</td>\n",
+       "      <td>-0.680239</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>49</th>\n",
        "      <td>coef_duration_constants_5_to_6_hours</td>\n",
-       "      <td>-0.532627</td>\n",
+       "      <td>-0.551126</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -4506,31 +4618,31 @@
        "    <tr>\n",
        "      <th>51</th>\n",
        "      <td>coef_duration_constants_9_hours</td>\n",
-       "      <td>-0.487609</td>\n",
+       "      <td>-0.664353</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>52</th>\n",
        "      <td>coef_duration_constants_10_hours</td>\n",
-       "      <td>-0.876448</td>\n",
+       "      <td>-0.914359</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>53</th>\n",
        "      <td>coef_duration_constants_11_hours</td>\n",
-       "      <td>-1.127264</td>\n",
+       "      <td>-1.643692</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>54</th>\n",
        "      <td>coef_duration_constants_12_to_13_hours</td>\n",
-       "      <td>-2.668346</td>\n",
+       "      <td>-2.528269</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>55</th>\n",
        "      <td>coef_duration_constants_14_to_18_hours</td>\n",
-       "      <td>-2.675974</td>\n",
+       "      <td>-2.541672</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
@@ -4540,64 +4652,64 @@
       "text/plain": [
        "                                     coefficient_name       value constrain\n",
        "0                                          coef_dummy    1.000000         T\n",
-       "1                    coef_roundtrip_auto_time_to_work    0.005137         F\n",
+       "1                    coef_roundtrip_auto_time_to_work    0.002946         F\n",
        "2                            coef_ft_worker_departure    0.397100         F\n",
        "3                             coef_ft_worker_duration   -0.190800         F\n",
        "4                           coef_non_worker_departure    0.553900         F\n",
-       "5                                 coef_univ_departure    0.234367         F\n",
-       "6                                  coef_univ_duration   -0.409132         F\n",
-       "7                        coef_student_driver_duration   -0.003958         F\n",
-       "8                  coef_all_adults_ft_worker_duration    0.052336         F\n",
+       "5                                 coef_univ_departure    0.281763         F\n",
+       "6                                  coef_univ_duration   -0.287541         F\n",
+       "7                        coef_student_driver_duration    0.021414         F\n",
+       "8                  coef_all_adults_ft_worker_duration    0.079713         F\n",
        "9   coef_subsequent_tour_must_start_after_previous... -100.000000         T\n",
-       "10         coef_first_of_2plus_school_tours_departure   -0.333830         F\n",
-       "11          coef_first_of_2plus_school_tours_duration   -0.042558         F\n",
-       "12        coef_subsequent_2plus_school_tours_duration   -0.188299         F\n",
-       "13                     coef_hh_income_early_departure  -13.757852         F\n",
-       "14                        coef_hh_income_late_arrival    0.101726         F\n",
-       "15              coef_first_of_2plus_school_lt_6_hours    0.169055         F\n",
-       "16         coef_subsequent_of_2plus_school_lt_6_hours   25.000000         F\n",
-       "17  coef_school_plus_work_tours_by_student_lt_6_hours   -2.483313         F\n",
-       "18   coef_school_plus_work_tours_by_worker_lt_6_hours   -2.071313         F\n",
-       "19                            coef_mode_choice_logsum    0.056410         F\n",
-       "20        coef_previous_tour_ends_this_departure_hour    0.298551         F\n",
-       "21        coef_previous_tour_begins_this_arrival_hour  -10.370632         F\n",
-       "22  coef_adjacent_window_exists_before_this_depart...    1.656920         F\n",
-       "23  coef_adjacent_window_exists_after_this_arrival...   -0.414229         F\n",
-       "24  coef_adjacent_window_exists_before_this_depart...    0.225722         F\n",
-       "25  coef_adjacent_window_exists_after_this_arrival...   -0.640186         F\n",
-       "26  coef_remaining_work_school_tours_to_be_schedul...  -25.000000         F\n",
-       "27                     coef_departure_constants_early   -3.636770         F\n",
-       "28                 coef_departure_constants_am_peak_1   -1.882694         F\n",
+       "10         coef_first_of_2plus_school_tours_departure   -0.277161         F\n",
+       "11          coef_first_of_2plus_school_tours_duration   -0.077846         F\n",
+       "12        coef_subsequent_2plus_school_tours_duration   -0.309377         F\n",
+       "13                     coef_hh_income_early_departure   -0.643531         F\n",
+       "14                        coef_hh_income_late_arrival   -0.123912         F\n",
+       "15              coef_first_of_2plus_school_lt_6_hours    1.768123         F\n",
+       "16         coef_subsequent_of_2plus_school_lt_6_hours    1.522961         F\n",
+       "17  coef_school_plus_work_tours_by_student_lt_6_hours    1.805060         F\n",
+       "18   coef_school_plus_work_tours_by_worker_lt_6_hours    2.217060         F\n",
+       "19                            coef_mode_choice_logsum    1.403530         F\n",
+       "20        coef_previous_tour_ends_this_departure_hour   -1.454921         F\n",
+       "21        coef_previous_tour_begins_this_arrival_hour    1.748525         F\n",
+       "22  coef_adjacent_window_exists_before_this_depart...   -0.419250         F\n",
+       "23  coef_adjacent_window_exists_after_this_arrival...    0.232285         F\n",
+       "24  coef_adjacent_window_exists_before_this_depart...   -0.760747         F\n",
+       "25  coef_adjacent_window_exists_after_this_arrival...   -1.201676         F\n",
+       "26  coef_remaining_work_school_tours_to_be_schedul...  -16.666935         F\n",
+       "27                     coef_departure_constants_early   -3.850945         F\n",
+       "28                 coef_departure_constants_am_peak_1   -1.606835         F\n",
        "29                 coef_departure_constants_am_peak_2    0.000000         T\n",
-       "30                 coef_departure_constants_am_peak_3   -0.183985         F\n",
-       "31                 coef_departure_constants_am_peak_4   -2.016403         F\n",
-       "32                  coef_departure_constants_midday_1   -3.279864         F\n",
-       "33                  coef_departure_constants_midday_2   -3.750548         F\n",
-       "34                   coef_departure_constants_pm_peak   -3.093167         F\n",
-       "35                   coef_departure_constants_evening   -5.258795         F\n",
-       "36                      coef_departure_constants_late  -21.447622         F\n",
-       "37                       coef_arrival_constants_early   -1.065980         F\n",
-       "38                     coef_arrival_constants_am_peak   -2.239162         F\n",
-       "39                    coef_arrival_constants_midday_1   -1.302330         F\n",
-       "40                    coef_arrival_constants_midday_2   -0.554673         F\n",
+       "30                 coef_departure_constants_am_peak_3   -0.100582         F\n",
+       "31                 coef_departure_constants_am_peak_4   -2.142432         F\n",
+       "32                  coef_departure_constants_midday_1   -3.124481         F\n",
+       "33                  coef_departure_constants_midday_2   -3.861525         F\n",
+       "34                   coef_departure_constants_pm_peak   -3.281532         F\n",
+       "35                   coef_departure_constants_evening   -5.546826         F\n",
+       "36                      coef_departure_constants_late  -10.890722         F\n",
+       "37                       coef_arrival_constants_early   -2.446580         F\n",
+       "38                     coef_arrival_constants_am_peak   -2.595385         F\n",
+       "39                    coef_arrival_constants_midday_1   -1.267988         F\n",
+       "40                    coef_arrival_constants_midday_2   -0.523484         F\n",
        "41                   coef_arrival_constants_pm_peak_1    0.000000         T\n",
-       "42                   coef_arrival_constants_pm_peak_2   -0.441387         F\n",
-       "43                   coef_arrival_constants_pm_peak_3   -0.281247         F\n",
-       "44                   coef_arrival_constants_pm_peak_4   -0.370368         F\n",
-       "45                     coef_arrival_constants_evening   -1.033329         F\n",
-       "46                        coef_arrival_constants_late   -1.315910         F\n",
-       "47               coef_duration_constants_0_to_2_hours   -1.372110         F\n",
-       "48               coef_duration_constants_3_to_4_hours   -0.552200         F\n",
-       "49               coef_duration_constants_5_to_6_hours   -0.532627         F\n",
+       "42                   coef_arrival_constants_pm_peak_2   -0.360268         F\n",
+       "43                   coef_arrival_constants_pm_peak_3   -0.096426         F\n",
+       "44                   coef_arrival_constants_pm_peak_4   -0.127905         F\n",
+       "45                     coef_arrival_constants_evening   -0.707272         F\n",
+       "46                        coef_arrival_constants_late   -1.639520         F\n",
+       "47               coef_duration_constants_0_to_2_hours   -1.318085         F\n",
+       "48               coef_duration_constants_3_to_4_hours   -0.680239         F\n",
+       "49               coef_duration_constants_5_to_6_hours   -0.551126         F\n",
        "50               coef_duration_constants_7_to_8_hours    0.000000         T\n",
-       "51                    coef_duration_constants_9_hours   -0.487609         F\n",
-       "52                   coef_duration_constants_10_hours   -0.876448         F\n",
-       "53                   coef_duration_constants_11_hours   -1.127264         F\n",
-       "54             coef_duration_constants_12_to_13_hours   -2.668346         F\n",
-       "55             coef_duration_constants_14_to_18_hours   -2.675974         F"
+       "51                    coef_duration_constants_9_hours   -0.664353         F\n",
+       "52                   coef_duration_constants_10_hours   -0.914359         F\n",
+       "53                   coef_duration_constants_11_hours   -1.643692         F\n",
+       "54             coef_duration_constants_12_to_13_hours   -2.528269         F\n",
+       "55             coef_duration_constants_14_to_18_hours   -2.541672         F"
       ]
      },
-     "execution_count": 12,
+     "execution_count": 13,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -4614,7 +4726,7 @@
    "toc_visible": true
   },
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "ESTER",
    "language": "python",
    "name": "python3"
   },
@@ -4628,7 +4740,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.8.6"
+   "version": "3.10.15"
   },
   "toc": {
    "base_numbering": 1,
diff --git a/activitysim/examples/example_estimation/notebooks/10_joint_tour_freq.ipynb b/activitysim/examples/example_estimation/notebooks/10_joint_tour_freq.ipynb
index a8d306f95a..4fd045c4dd 100644
--- a/activitysim/examples/example_estimation/notebooks/10_joint_tour_freq.ipynb
+++ b/activitysim/examples/example_estimation/notebooks/10_joint_tour_freq.ipynb
@@ -34,27 +34,74 @@
     "id": "s53VwlPwtNnr",
     "outputId": "d1208b7a-c1f2-4b0b-c439-bf312fe12be0"
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "JAX not found. Some functionality will be unavailable.\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "{'larch': '6.0.32',\n",
+       " 'sharrow': '2.13.0',\n",
+       " 'numpy': '1.26.4',\n",
+       " 'pandas': '1.5.3',\n",
+       " 'xarray': '2024.3.0',\n",
+       " 'numba': '0.60.0'}"
+      ]
+     },
+     "execution_count": 1,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "import os\n",
-    "import larch  # !conda install larch -c conda-forge # for estimation\n",
-    "import pandas as pd"
+    "import larch as lx\n",
+    "import pandas as pd\n",
+    "\n",
+    "lx.versions()"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "We'll work in our `test` directory, where ActivitySim has saved the estimation data bundles."
+    "For this demo, we will assume that you have already run ActivitySim in estimation\n",
+    "mode, and saved the required estimation data bundles (EDB's) to disk.  See\n",
+    "the [first notebook](./01_estimation_mode.ipynb) for details.  The following module\n",
+    "will run a script to set everything up if the example data is not already available."
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 2,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "EDB directory already populated.\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "PosixPath('test-estimation-data/activitysim-prototype-mtc-extended')"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "os.chdir('test')"
+    "from est_mode_setup import prepare\n",
+    "\n",
+    "prepare()"
    ]
   },
   {
@@ -68,12 +115,27 @@
    "cell_type": "code",
    "execution_count": 3,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "loading from output-est-mode/estimation_data_bundle/joint_tour_frequency/joint_tour_frequency_coefficients.csv\n",
+      "loading spec from output-est-mode/estimation_data_bundle/joint_tour_frequency/joint_tour_frequency_SPEC.csv\n",
+      "loading from output-est-mode/estimation_data_bundle/joint_tour_frequency/joint_tour_frequency_values_combined.parquet\n"
+     ]
+    }
+   ],
    "source": [
     "modelname = \"joint_tour_frequency\"\n",
     "\n",
     "from activitysim.estimation.larch import component_model\n",
-    "model, data = component_model(modelname, return_data=True)"
+    "\n",
+    "model, data = component_model(\n",
+    "    modelname,\n",
+    "    edb_directory=f\"output-est-mode/estimation_data_bundle/{modelname}/\",\n",
+    "    return_data=True,\n",
+    ")"
    ]
   },
   {
@@ -766,7 +828,7 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>189748</th>\n",
+       "      <th>190236</th>\n",
        "      <td>0_tours</td>\n",
        "      <td>0_tours</td>\n",
        "      <td>1.0</td>\n",
@@ -778,20 +840,20 @@
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
        "      <td>0</td>\n",
-       "      <td>2.996</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.000</td>\n",
-       "      <td>6.041458</td>\n",
+       "      <td>2.996094</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>5.661266</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>189758</th>\n",
-       "      <td>1_Eat</td>\n",
+       "      <th>190592</th>\n",
+       "      <td>1_Disc</td>\n",
        "      <td>1_Eat</td>\n",
        "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
@@ -802,19 +864,19 @@
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>2.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
        "      <td>0</td>\n",
-       "      <td>2.303</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.000</td>\n",
-       "      <td>6.035642</td>\n",
+       "      <td>2.996094</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>5.384032</td>\n",
        "      <td>4</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>189833</th>\n",
+       "      <th>190998</th>\n",
        "      <td>0_tours</td>\n",
        "      <td>0_tours</td>\n",
        "      <td>1.0</td>\n",
@@ -826,21 +888,21 @@
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
        "      <td>0</td>\n",
-       "      <td>2.996</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.000</td>\n",
-       "      <td>5.601202</td>\n",
+       "      <td>2.564453</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>4.529309</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>190134</th>\n",
-       "      <td>0_tours</td>\n",
+       "      <th>191185</th>\n",
        "      <td>0_tours</td>\n",
+       "      <td>1_Shop</td>\n",
        "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
@@ -855,16 +917,16 @@
        "      <td>False</td>\n",
        "      <td>False</td>\n",
        "      <td>0</td>\n",
-       "      <td>2.996</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.000</td>\n",
-       "      <td>5.941369</td>\n",
-       "      <td>1</td>\n",
+       "      <td>2.996094</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>4.015752</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>190153</th>\n",
-       "      <td>0_tours</td>\n",
+       "      <th>191276</th>\n",
        "      <td>0_tours</td>\n",
+       "      <td>1_Disc</td>\n",
        "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
@@ -879,11 +941,11 @@
        "      <td>False</td>\n",
        "      <td>False</td>\n",
        "      <td>0</td>\n",
-       "      <td>2.996</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.000</td>\n",
-       "      <td>5.876868</td>\n",
-       "      <td>1</td>\n",
+       "      <td>2.996094</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>4.422027</td>\n",
+       "      <td>6</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>...</th>\n",
@@ -910,38 +972,38 @@
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2749929</th>\n",
+       "      <th>2759076</th>\n",
        "      <td>0_tours</td>\n",
        "      <td>0_tours</td>\n",
        "      <td>1.0</td>\n",
+       "      <td>2.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>1.0</td>\n",
+       "      <td>2.0</td>\n",
        "      <td>False</td>\n",
        "      <td>True</td>\n",
        "      <td>0</td>\n",
-       "      <td>2.303</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>2.484</td>\n",
-       "      <td>3.937425</td>\n",
+       "      <td>2.996094</td>\n",
+       "      <td>1.946289</td>\n",
+       "      <td>2.564453</td>\n",
+       "      <td>6.481015</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2749970</th>\n",
+       "      <th>2759264</th>\n",
        "      <td>0_tours</td>\n",
        "      <td>0_tours</td>\n",
        "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
@@ -951,16 +1013,16 @@
        "      <td>False</td>\n",
        "      <td>True</td>\n",
        "      <td>0</td>\n",
-       "      <td>2.996</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.000</td>\n",
-       "      <td>5.523326</td>\n",
+       "      <td>2.996094</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>6.343830</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2750003</th>\n",
-       "      <td>0_tours</td>\n",
+       "      <th>2759425</th>\n",
        "      <td>0_tours</td>\n",
+       "      <td>1_Disc</td>\n",
        "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
@@ -970,20 +1032,20 @@
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>False</td>\n",
        "      <td>True</td>\n",
        "      <td>0</td>\n",
-       "      <td>2.080</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.000</td>\n",
-       "      <td>6.289115</td>\n",
-       "      <td>1</td>\n",
+       "      <td>2.996094</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>2.996094</td>\n",
+       "      <td>4.507081</td>\n",
+       "      <td>6</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2758909</th>\n",
-       "      <td>0_tours</td>\n",
+       "      <th>2760422</th>\n",
+       "      <td>1_Shop</td>\n",
        "      <td>0_tours</td>\n",
        "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
@@ -999,14 +1061,14 @@
        "      <td>False</td>\n",
        "      <td>True</td>\n",
        "      <td>0</td>\n",
-       "      <td>2.484</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.000</td>\n",
-       "      <td>6.677761</td>\n",
+       "      <td>2.197266</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>4.345421</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2759348</th>\n",
+       "      <th>2760425</th>\n",
        "      <td>0_tours</td>\n",
        "      <td>0_tours</td>\n",
        "      <td>1.0</td>\n",
@@ -1023,229 +1085,229 @@
        "      <td>False</td>\n",
        "      <td>True</td>\n",
        "      <td>0</td>\n",
-       "      <td>2.996</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.000</td>\n",
-       "      <td>5.760961</td>\n",
+       "      <td>2.080078</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>3.586974</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>1028 rows × 130 columns</p>\n",
+       "<p>13210 rows × 130 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
        "             model_choice override_choice  \\\n",
        "household_id                                \n",
-       "189748            0_tours         0_tours   \n",
-       "189758              1_Eat           1_Eat   \n",
-       "189833            0_tours         0_tours   \n",
-       "190134            0_tours         0_tours   \n",
-       "190153            0_tours         0_tours   \n",
+       "190236            0_tours         0_tours   \n",
+       "190592             1_Disc           1_Eat   \n",
+       "190998            0_tours         0_tours   \n",
+       "191185            0_tours          1_Shop   \n",
+       "191276            0_tours          1_Disc   \n",
        "...                   ...             ...   \n",
-       "2749929           0_tours         0_tours   \n",
-       "2749970           0_tours         0_tours   \n",
-       "2750003           0_tours         0_tours   \n",
-       "2758909           0_tours         0_tours   \n",
-       "2759348           0_tours         0_tours   \n",
+       "2759076           0_tours         0_tours   \n",
+       "2759264           0_tours         0_tours   \n",
+       "2759425           0_tours          1_Disc   \n",
+       "2760422            1_Shop         0_tours   \n",
+       "2760425           0_tours         0_tours   \n",
        "\n",
        "              util_alternative_specific_constants  \\\n",
        "household_id                                        \n",
-       "189748                                        1.0   \n",
-       "189758                                        1.0   \n",
-       "189833                                        1.0   \n",
-       "190134                                        1.0   \n",
-       "190153                                        1.0   \n",
+       "190236                                        1.0   \n",
+       "190592                                        1.0   \n",
+       "190998                                        1.0   \n",
+       "191185                                        1.0   \n",
+       "191276                                        1.0   \n",
        "...                                           ...   \n",
-       "2749929                                       1.0   \n",
-       "2749970                                       1.0   \n",
-       "2750003                                       1.0   \n",
-       "2758909                                       1.0   \n",
-       "2759348                                       1.0   \n",
+       "2759076                                       1.0   \n",
+       "2759264                                       1.0   \n",
+       "2759425                                       1.0   \n",
+       "2760422                                       1.0   \n",
+       "2760425                                       1.0   \n",
        "\n",
        "              util_fullTimeHomeMaxThree_zero_tours  \\\n",
        "household_id                                         \n",
-       "189748                                         0.0   \n",
-       "189758                                         0.0   \n",
-       "189833                                         0.0   \n",
-       "190134                                         0.0   \n",
-       "190153                                         0.0   \n",
+       "190236                                         0.0   \n",
+       "190592                                         0.0   \n",
+       "190998                                         0.0   \n",
+       "191185                                         0.0   \n",
+       "191276                                         0.0   \n",
        "...                                            ...   \n",
-       "2749929                                        0.0   \n",
-       "2749970                                        0.0   \n",
-       "2750003                                        0.0   \n",
-       "2758909                                        0.0   \n",
-       "2759348                                        0.0   \n",
+       "2759076                                        2.0   \n",
+       "2759264                                        1.0   \n",
+       "2759425                                        0.0   \n",
+       "2760422                                        0.0   \n",
+       "2760425                                        0.0   \n",
        "\n",
        "              util_partTimeHomeMaxThree_zero_tours  \\\n",
        "household_id                                         \n",
-       "189748                                         0.0   \n",
-       "189758                                         0.0   \n",
-       "189833                                         0.0   \n",
-       "190134                                         0.0   \n",
-       "190153                                         0.0   \n",
+       "190236                                         0.0   \n",
+       "190592                                         0.0   \n",
+       "190998                                         0.0   \n",
+       "191185                                         0.0   \n",
+       "191276                                         0.0   \n",
        "...                                            ...   \n",
-       "2749929                                        0.0   \n",
-       "2749970                                        0.0   \n",
-       "2750003                                        0.0   \n",
-       "2758909                                        0.0   \n",
-       "2759348                                        0.0   \n",
+       "2759076                                        0.0   \n",
+       "2759264                                        0.0   \n",
+       "2759425                                        0.0   \n",
+       "2760422                                        0.0   \n",
+       "2760425                                        0.0   \n",
        "\n",
        "              util_nonWorkerHomeMaxThree_zero_tours  \\\n",
        "household_id                                          \n",
-       "189748                                          0.0   \n",
-       "189758                                          0.0   \n",
-       "189833                                          0.0   \n",
-       "190134                                          0.0   \n",
-       "190153                                          0.0   \n",
+       "190236                                          0.0   \n",
+       "190592                                          0.0   \n",
+       "190998                                          0.0   \n",
+       "191185                                          0.0   \n",
+       "191276                                          0.0   \n",
        "...                                             ...   \n",
-       "2749929                                         0.0   \n",
-       "2749970                                         0.0   \n",
-       "2750003                                         0.0   \n",
-       "2758909                                         0.0   \n",
-       "2759348                                         0.0   \n",
+       "2759076                                         0.0   \n",
+       "2759264                                         0.0   \n",
+       "2759425                                         0.0   \n",
+       "2760422                                         0.0   \n",
+       "2760425                                         0.0   \n",
        "\n",
        "              util_retireeHomeMaxThree_zero_tours  \\\n",
        "household_id                                        \n",
-       "189748                                        0.0   \n",
-       "189758                                        0.0   \n",
-       "189833                                        0.0   \n",
-       "190134                                        0.0   \n",
-       "190153                                        0.0   \n",
+       "190236                                        0.0   \n",
+       "190592                                        0.0   \n",
+       "190998                                        0.0   \n",
+       "191185                                        0.0   \n",
+       "191276                                        0.0   \n",
        "...                                           ...   \n",
-       "2749929                                       0.0   \n",
-       "2749970                                       1.0   \n",
-       "2750003                                       0.0   \n",
-       "2758909                                       0.0   \n",
-       "2759348                                       0.0   \n",
+       "2759076                                       1.0   \n",
+       "2759264                                       0.0   \n",
+       "2759425                                       0.0   \n",
+       "2760422                                       0.0   \n",
+       "2760425                                       0.0   \n",
        "\n",
        "              util_universityHomeMaxThree_univ_and_driving_zero_tours  \\\n",
        "household_id                                                            \n",
-       "189748                                                      0.0         \n",
-       "189758                                                      0.0         \n",
-       "189833                                                      0.0         \n",
-       "190134                                                      0.0         \n",
-       "190153                                                      0.0         \n",
+       "190236                                                      0.0         \n",
+       "190592                                                      0.0         \n",
+       "190998                                                      0.0         \n",
+       "191185                                                      0.0         \n",
+       "191276                                                      0.0         \n",
        "...                                                         ...         \n",
-       "2749929                                                     0.0         \n",
-       "2749970                                                     0.0         \n",
-       "2750003                                                     0.0         \n",
-       "2758909                                                     0.0         \n",
-       "2759348                                                     0.0         \n",
+       "2759076                                                     0.0         \n",
+       "2759264                                                     0.0         \n",
+       "2759425                                                     0.0         \n",
+       "2760422                                                     0.0         \n",
+       "2760425                                                     0.0         \n",
        "\n",
        "              util_preDrivingHomeMaxThree_preschool_and_school_zero_tours  \\\n",
        "household_id                                                                \n",
-       "189748                                                      0.0             \n",
-       "189758                                                      0.0             \n",
-       "189833                                                      0.0             \n",
-       "190134                                                      0.0             \n",
-       "190153                                                      0.0             \n",
+       "190236                                                      0.0             \n",
+       "190592                                                      0.0             \n",
+       "190998                                                      0.0             \n",
+       "191185                                                      0.0             \n",
+       "191276                                                      0.0             \n",
        "...                                                         ...             \n",
-       "2749929                                                     0.0             \n",
-       "2749970                                                     0.0             \n",
-       "2750003                                                     0.0             \n",
-       "2758909                                                     0.0             \n",
-       "2759348                                                     0.0             \n",
+       "2759076                                                     0.0             \n",
+       "2759264                                                     0.0             \n",
+       "2759425                                                     0.0             \n",
+       "2760422                                                     0.0             \n",
+       "2760425                                                     0.0             \n",
        "\n",
        "              util_fullTimeNonMandMaxThree_shopping  ...  \\\n",
        "household_id                                         ...   \n",
-       "189748                                          0.0  ...   \n",
-       "189758                                          0.0  ...   \n",
-       "189833                                          0.0  ...   \n",
-       "190134                                          0.0  ...   \n",
-       "190153                                          0.0  ...   \n",
+       "190236                                          0.0  ...   \n",
+       "190592                                          0.0  ...   \n",
+       "190998                                          0.0  ...   \n",
+       "191185                                          0.0  ...   \n",
+       "191276                                          0.0  ...   \n",
        "...                                             ...  ...   \n",
-       "2749929                                         0.0  ...   \n",
-       "2749970                                         0.0  ...   \n",
-       "2750003                                         0.0  ...   \n",
-       "2758909                                         0.0  ...   \n",
-       "2759348                                         0.0  ...   \n",
+       "2759076                                         0.0  ...   \n",
+       "2759264                                         0.0  ...   \n",
+       "2759425                                         0.0  ...   \n",
+       "2760422                                         0.0  ...   \n",
+       "2760425                                         0.0  ...   \n",
        "\n",
        "              cdap_mand_univ_driving_max3  cdap_mand_nondriving_child_max3  \\\n",
        "household_id                                                                 \n",
-       "189748                                0.0                              0.0   \n",
-       "189758                                2.0                              0.0   \n",
-       "189833                                0.0                              0.0   \n",
-       "190134                                0.0                              0.0   \n",
-       "190153                                0.0                              0.0   \n",
+       "190236                                1.0                              0.0   \n",
+       "190592                                0.0                              0.0   \n",
+       "190998                                1.0                              0.0   \n",
+       "191185                                0.0                              0.0   \n",
+       "191276                                0.0                              0.0   \n",
        "...                                   ...                              ...   \n",
-       "2749929                               0.0                              1.0   \n",
-       "2749970                               0.0                              0.0   \n",
-       "2750003                               0.0                              0.0   \n",
-       "2758909                               0.0                              0.0   \n",
-       "2759348                               0.0                              0.0   \n",
+       "2759076                               1.0                              2.0   \n",
+       "2759264                               0.0                              0.0   \n",
+       "2759425                               1.0                              0.0   \n",
+       "2760422                               0.0                              0.0   \n",
+       "2760425                               0.0                              0.0   \n",
        "\n",
        "              income_between_50_and_100  income_greater_than_100  \\\n",
        "household_id                                                       \n",
-       "189748                            False                    False   \n",
-       "189758                            False                    False   \n",
-       "189833                            False                    False   \n",
-       "190134                            False                    False   \n",
-       "190153                            False                    False   \n",
+       "190236                            False                    False   \n",
+       "190592                            False                    False   \n",
+       "190998                            False                    False   \n",
+       "191185                            False                    False   \n",
+       "191276                            False                    False   \n",
        "...                                 ...                      ...   \n",
-       "2749929                           False                     True   \n",
-       "2749970                           False                     True   \n",
-       "2750003                           False                     True   \n",
-       "2758909                           False                     True   \n",
-       "2759348                           False                     True   \n",
+       "2759076                           False                     True   \n",
+       "2759264                           False                     True   \n",
+       "2759425                           False                     True   \n",
+       "2760422                           False                     True   \n",
+       "2760425                           False                     True   \n",
        "\n",
        "              income_missing  log_time_window_overlap_adult  \\\n",
        "household_id                                                  \n",
-       "189748                     0                          2.996   \n",
-       "189758                     0                          2.303   \n",
-       "189833                     0                          2.996   \n",
-       "190134                     0                          2.996   \n",
-       "190153                     0                          2.996   \n",
+       "190236                     0                       2.996094   \n",
+       "190592                     0                       2.996094   \n",
+       "190998                     0                       2.564453   \n",
+       "191185                     0                       2.996094   \n",
+       "191276                     0                       2.996094   \n",
        "...                      ...                            ...   \n",
-       "2749929                    0                          2.303   \n",
-       "2749970                    0                          2.996   \n",
-       "2750003                    0                          2.080   \n",
-       "2758909                    0                          2.484   \n",
-       "2759348                    0                          2.996   \n",
+       "2759076                    0                       2.996094   \n",
+       "2759264                    0                       2.996094   \n",
+       "2759425                    0                       2.996094   \n",
+       "2760422                    0                       2.197266   \n",
+       "2760425                    0                       2.080078   \n",
        "\n",
        "              log_time_window_overlap_child  \\\n",
        "household_id                                  \n",
-       "189748                                  0.0   \n",
-       "189758                                  0.0   \n",
-       "189833                                  0.0   \n",
-       "190134                                  0.0   \n",
-       "190153                                  0.0   \n",
+       "190236                             0.000000   \n",
+       "190592                             0.000000   \n",
+       "190998                             0.000000   \n",
+       "191185                             0.000000   \n",
+       "191276                             0.000000   \n",
        "...                                     ...   \n",
-       "2749929                                 0.0   \n",
-       "2749970                                 0.0   \n",
-       "2750003                                 0.0   \n",
-       "2758909                                 0.0   \n",
-       "2759348                                 0.0   \n",
+       "2759076                            1.946289   \n",
+       "2759264                            0.000000   \n",
+       "2759425                            0.000000   \n",
+       "2760422                            0.000000   \n",
+       "2760425                            0.000000   \n",
        "\n",
        "              log_time_window_overlap_adult_child  \\\n",
        "household_id                                        \n",
-       "189748                                      0.000   \n",
-       "189758                                      0.000   \n",
-       "189833                                      0.000   \n",
-       "190134                                      0.000   \n",
-       "190153                                      0.000   \n",
+       "190236                                   0.000000   \n",
+       "190592                                   0.000000   \n",
+       "190998                                   0.000000   \n",
+       "191185                                   0.000000   \n",
+       "191276                                   0.000000   \n",
        "...                                           ...   \n",
-       "2749929                                     2.484   \n",
-       "2749970                                     0.000   \n",
-       "2750003                                     0.000   \n",
-       "2758909                                     0.000   \n",
-       "2759348                                     0.000   \n",
+       "2759076                                  2.564453   \n",
+       "2759264                                  0.000000   \n",
+       "2759425                                  2.996094   \n",
+       "2760422                                  0.000000   \n",
+       "2760425                                  0.000000   \n",
        "\n",
        "              non_motorized_retail_accessibility  override_choice_code  \n",
        "household_id                                                            \n",
-       "189748                                  6.041458                     1  \n",
-       "189758                                  6.035642                     4  \n",
-       "189833                                  5.601202                     1  \n",
-       "190134                                  5.941369                     1  \n",
-       "190153                                  5.876868                     1  \n",
+       "190236                                  5.661266                     1  \n",
+       "190592                                  5.384032                     4  \n",
+       "190998                                  4.529309                     1  \n",
+       "191185                                  4.015752                     2  \n",
+       "191276                                  4.422027                     6  \n",
        "...                                          ...                   ...  \n",
-       "2749929                                 3.937425                     1  \n",
-       "2749970                                 5.523326                     1  \n",
-       "2750003                                 6.289115                     1  \n",
-       "2758909                                 6.677761                     1  \n",
-       "2759348                                 5.760961                     1  \n",
+       "2759076                                 6.481015                     1  \n",
+       "2759264                                 6.343830                     1  \n",
+       "2759425                                 4.507081                     6  \n",
+       "2760422                                 4.345421                     1  \n",
+       "2760425                                 3.586974                     1  \n",
        "\n",
-       "[1028 rows x 130 columns]"
+       "[13210 rows x 130 columns]"
       ]
      },
      "execution_count": 6,
@@ -1271,17 +1333,10 @@
    "execution_count": 7,
    "metadata": {},
    "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "req_data does not request avail_ca or avail_co but it is set and being provided\n"
-     ]
-    },
     {
      "data": {
       "text/html": [
-       "<h3>Iteration 067 [Optimization terminated successfully] </h3>"
+       "<h3>Iteration 061 [Optimization terminated successfully] </h3>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -1293,7 +1348,7 @@
     {
      "data": {
       "text/html": [
-       "<p>Best LL = -391.31509615209995</p>"
+       "<p>Best LL = -5583.026333343983</p>"
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       "text/plain": [
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@@ -1324,70 +1379,74 @@
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>value</th>\n",
+       "      <th>best</th>\n",
        "      <th>initvalue</th>\n",
-       "      <th>nullvalue</th>\n",
        "      <th>minimum</th>\n",
        "      <th>maximum</th>\n",
+       "      <th>nullvalue</th>\n",
        "      <th>holdfast</th>\n",
-       "      <th>note</th>\n",
-       "      <th>best</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>param_name</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>coef_asc_0_tours</th>\n",
        "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.0000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
+       "      <td>0.0</td>\n",
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-       "      <td></td>\n",
-       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_asc_1_Disc</th>\n",
-       "      <td>-5.857843</td>\n",
+       "      <td>-5.351766</td>\n",
+       "      <td>-5.351766</td>\n",
        "      <td>-5.4806</td>\n",
+       "      <td>-50.0</td>\n",
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        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-5.857843</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_asc_1_Eat</th>\n",
-       "      <td>-5.140469</td>\n",
+       "      <td>-6.074061</td>\n",
+       "      <td>-6.074061</td>\n",
        "      <td>-6.3757</td>\n",
+       "      <td>-50.0</td>\n",
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        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-5.140469</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_asc_1_Main</th>\n",
-       "      <td>-4.843654</td>\n",
+       "      <td>-5.816690</td>\n",
+       "      <td>-5.816690</td>\n",
        "      <td>-5.7389</td>\n",
+       "      <td>-50.0</td>\n",
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        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
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-       "      <td></td>\n",
-       "      <td>-4.843654</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_asc_1_Shop</th>\n",
-       "      <td>-7.244895</td>\n",
+       "      <td>-6.045190</td>\n",
+       "      <td>-6.045190</td>\n",
        "      <td>-6.0149</td>\n",
+       "      <td>-50.0</td>\n",
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-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
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-       "      <td></td>\n",
-       "      <td>-7.244895</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>...</th>\n",
@@ -1398,124 +1457,97 @@
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
-       "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_universityNonMandMaxThree_shopping</th>\n",
-       "      <td>1.134054</td>\n",
+       "      <td>0.857729</td>\n",
+       "      <td>0.857729</td>\n",
        "      <td>0.7648</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
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-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>1.134054</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_universityNonMandMaxThree_visiting</th>\n",
-       "      <td>-18.048773</td>\n",
+       "      <td>0.282416</td>\n",
+       "      <td>0.282416</td>\n",
        "      <td>0.2809</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-18.048773</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_walkRetailAccessibility_eatout</th>\n",
-       "      <td>-0.027363</td>\n",
+       "      <td>0.042572</td>\n",
+       "      <td>0.042572</td>\n",
        "      <td>0.0620</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.027363</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_zeroAutomobiles_disc</th>\n",
-       "      <td>-0.539939</td>\n",
+       "      <td>-0.953758</td>\n",
+       "      <td>-0.953758</td>\n",
        "      <td>-0.9090</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
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-       "      <td></td>\n",
-       "      <td>-0.539939</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_zeroAutomobiles_visiting</th>\n",
-       "      <td>-18.311268</td>\n",
+       "      <td>-0.900518</td>\n",
+       "      <td>-0.900518</td>\n",
        "      <td>-0.9800</td>\n",
+       "      <td>-50.0</td>\n",
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        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-18.311268</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>76 rows × 8 columns</p>\n",
+       "<p>76 rows × 7 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "                                             value  initvalue  nullvalue  \\\n",
-       "coef_asc_0_tours                          0.000000     0.0000        0.0   \n",
-       "coef_asc_1_Disc                          -5.857843    -5.4806        0.0   \n",
-       "coef_asc_1_Eat                           -5.140469    -6.3757        0.0   \n",
-       "coef_asc_1_Main                          -4.843654    -5.7389        0.0   \n",
-       "coef_asc_1_Shop                          -7.244895    -6.0149        0.0   \n",
-       "...                                            ...        ...        ...   \n",
-       "coef_universityNonMandMaxThree_shopping   1.134054     0.7648        0.0   \n",
-       "coef_universityNonMandMaxThree_visiting -18.048773     0.2809        0.0   \n",
-       "coef_walkRetailAccessibility_eatout      -0.027363     0.0620        0.0   \n",
-       "coef_zeroAutomobiles_disc                -0.539939    -0.9090        0.0   \n",
-       "coef_zeroAutomobiles_visiting           -18.311268    -0.9800        0.0   \n",
+       "                                            value      best  initvalue  \\\n",
+       "param_name                                                               \n",
+       "coef_asc_0_tours                         0.000000  0.000000     0.0000   \n",
+       "coef_asc_1_Disc                         -5.351766 -5.351766    -5.4806   \n",
+       "coef_asc_1_Eat                          -6.074061 -6.074061    -6.3757   \n",
+       "coef_asc_1_Main                         -5.816690 -5.816690    -5.7389   \n",
+       "coef_asc_1_Shop                         -6.045190 -6.045190    -6.0149   \n",
+       "...                                           ...       ...        ...   \n",
+       "coef_universityNonMandMaxThree_shopping  0.857729  0.857729     0.7648   \n",
+       "coef_universityNonMandMaxThree_visiting  0.282416  0.282416     0.2809   \n",
+       "coef_walkRetailAccessibility_eatout      0.042572  0.042572     0.0620   \n",
+       "coef_zeroAutomobiles_disc               -0.953758 -0.953758    -0.9090   \n",
+       "coef_zeroAutomobiles_visiting           -0.900518 -0.900518    -0.9800   \n",
        "\n",
-       "                                         minimum  maximum  holdfast note  \\\n",
-       "coef_asc_0_tours                             NaN      NaN         1        \n",
-       "coef_asc_1_Disc                              NaN      NaN         0        \n",
-       "coef_asc_1_Eat                               NaN      NaN         0        \n",
-       "coef_asc_1_Main                              NaN      NaN         0        \n",
-       "coef_asc_1_Shop                              NaN      NaN         0        \n",
-       "...                                          ...      ...       ...  ...   \n",
-       "coef_universityNonMandMaxThree_shopping      NaN      NaN         0        \n",
-       "coef_universityNonMandMaxThree_visiting      NaN      NaN         0        \n",
-       "coef_walkRetailAccessibility_eatout          NaN      NaN         0        \n",
-       "coef_zeroAutomobiles_disc                    NaN      NaN         0        \n",
-       "coef_zeroAutomobiles_visiting                NaN      NaN         0        \n",
+       "                                         minimum  maximum  nullvalue  holdfast  \n",
+       "param_name                                                                      \n",
+       "coef_asc_0_tours                             0.0      0.0        0.0         1  \n",
+       "coef_asc_1_Disc                            -50.0     50.0        0.0         0  \n",
+       "coef_asc_1_Eat                             -50.0     50.0        0.0         0  \n",
+       "coef_asc_1_Main                            -50.0     50.0        0.0         0  \n",
+       "coef_asc_1_Shop                            -50.0     50.0        0.0         0  \n",
+       "...                                          ...      ...        ...       ...  \n",
+       "coef_universityNonMandMaxThree_shopping    -50.0     50.0        0.0         0  \n",
+       "coef_universityNonMandMaxThree_visiting    -50.0     50.0        0.0         0  \n",
+       "coef_walkRetailAccessibility_eatout        -50.0     50.0        0.0         0  \n",
+       "coef_zeroAutomobiles_disc                  -50.0     50.0        0.0         0  \n",
+       "coef_zeroAutomobiles_visiting              -50.0     50.0        0.0         0  \n",
        "\n",
-       "                                              best  \n",
-       "coef_asc_0_tours                          0.000000  \n",
-       "coef_asc_1_Disc                          -5.857843  \n",
-       "coef_asc_1_Eat                           -5.140469  \n",
-       "coef_asc_1_Main                          -4.843654  \n",
-       "coef_asc_1_Shop                          -7.244895  \n",
-       "...                                            ...  \n",
-       "coef_universityNonMandMaxThree_shopping   1.134054  \n",
-       "coef_universityNonMandMaxThree_visiting -18.048773  \n",
-       "coef_walkRetailAccessibility_eatout      -0.027363  \n",
-       "coef_zeroAutomobiles_disc                -0.539939  \n",
-       "coef_zeroAutomobiles_visiting           -18.311268  \n",
-       "\n",
-       "[76 rows x 8 columns]"
+       "[76 rows x 7 columns]"
       ]
      },
      "metadata": {},
      "output_type": "display_data"
     },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "<ipython-input-7-12921b4967da>:1: PossibleOverspecification: WARNING: Model is possibly over-specified (hessian is nearly singular).\n",
-      "  model.estimate(method='SLSQP')\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.4504151870310519e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n"
-     ]
-    },
     {
      "data": {
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@@ -1529,310 +1561,310 @@
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        "    <tr>\n",
        "      <th>coef_asc_0_tours</th>\n",
-       "      <td>4.128662e-14</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_asc_1_Disc</th>\n",
-       "      <td>-5.857843e+00</td>\n",
+       "      <td>-5.351766</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_asc_1_Eat</th>\n",
-       "      <td>-5.140469e+00</td>\n",
+       "      <td>-6.074061</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_asc_1_Main</th>\n",
-       "      <td>-4.843654e+00</td>\n",
+       "      <td>-5.816690</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_asc_1_Shop</th>\n",
-       "      <td>-7.244895e+00</td>\n",
+       "      <td>-6.045190</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_asc_1_Visit</th>\n",
-       "      <td>-5.962149e+00</td>\n",
+       "      <td>-5.839951</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_asc_2_tours</th>\n",
-       "      <td>-1.537957e+01</td>\n",
+       "      <td>-14.545006</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_drivingAgeStuMandMaxThree_disc</th>\n",
-       "      <td>2.642061e-01</td>\n",
+       "      <td>0.283573</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_drivingAgeStuMandMaxThree_maint</th>\n",
-       "      <td>-2.049784e-01</td>\n",
+       "      <td>-0.332304</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_fewerCarsThanDrivers_maint</th>\n",
-       "      <td>-2.361602e-01</td>\n",
+       "      <td>0.768933</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_fewerCarsThanDrivers_shopping</th>\n",
-       "      <td>6.120417e-01</td>\n",
+       "      <td>0.173631</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_fullTimeHomeMaxThree_zero_tours</th>\n",
-       "      <td>2.001437e+00</td>\n",
+       "      <td>0.941096</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_fullTimeMandMaxThree_maint</th>\n",
-       "      <td>-4.624882e-01</td>\n",
+       "      <td>-0.397212</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_fullTimeMandMaxThree_shopping</th>\n",
-       "      <td>1.435394e-01</td>\n",
+       "      <td>-0.402774</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_fullTimeNonMandMaxThree_disc</th>\n",
-       "      <td>2.181760e-01</td>\n",
+       "      <td>-0.019740</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_fullTimeNonMandMaxThree_eatout</th>\n",
-       "      <td>3.257307e-01</td>\n",
+       "      <td>0.053619</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_fullTimeNonMandMaxThree_maint</th>\n",
-       "      <td>7.596262e-01</td>\n",
+       "      <td>0.114785</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_fullTimeNonMandMaxThree_shopping</th>\n",
-       "      <td>-8.881290e-01</td>\n",
+       "      <td>-0.253055</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_fullTimeNonMandMaxThree_visiting</th>\n",
-       "      <td>7.885926e-01</td>\n",
+       "      <td>0.750690</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_incomeBetween50And100_disc</th>\n",
-       "      <td>8.352921e-03</td>\n",
+       "      <td>0.132487</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_incomeBetween50And100_eatout</th>\n",
-       "      <td>1.031886e-01</td>\n",
+       "      <td>0.268954</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_incomeGreaterThan100_disc</th>\n",
-       "      <td>6.249345e-01</td>\n",
+       "      <td>0.366581</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_incomeGreaterThan100_eatout</th>\n",
-       "      <td>6.353587e-01</td>\n",
+       "      <td>0.493932</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_incomeMissing_dummy_always_zero_disc</th>\n",
-       "      <td>3.723000e-01</td>\n",
+       "      <td>0.372300</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_incomeMissing_dummy_always_zero_eatout</th>\n",
-       "      <td>2.780000e-01</td>\n",
+       "      <td>0.278000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_logTimeWindowOverlapAdultChild_disc</th>\n",
-       "      <td>1.502560e-01</td>\n",
+       "      <td>0.303504</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_logTimeWindowOverlapAdultChild_eatout</th>\n",
-       "      <td>-3.203806e-01</td>\n",
+       "      <td>-0.094351</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_logTimeWindowOverlapAdultChild_maint</th>\n",
-       "      <td>2.695922e-01</td>\n",
+       "      <td>0.398958</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_logTimeWindowOverlapAdultChild_shopping</th>\n",
-       "      <td>-4.153246e-01</td>\n",
+       "      <td>0.017970</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_logTimeWindowOverlapAdult_disc</th>\n",
-       "      <td>5.596579e-01</td>\n",
+       "      <td>0.411850</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_logTimeWindowOverlapAdult_eatout</th>\n",
-       "      <td>5.606143e-01</td>\n",
+       "      <td>0.467283</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_logTimeWindowOverlapAdult_maint</th>\n",
-       "      <td>4.376387e-01</td>\n",
+       "      <td>0.359818</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_logTimeWindowOverlapAdult_shopping</th>\n",
-       "      <td>8.640588e-01</td>\n",
+       "      <td>0.862228</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_logTimeWindowOverlapChild_disc</th>\n",
-       "      <td>-1.693893e-01</td>\n",
+       "      <td>0.150068</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_logTimeWindowOverlapChild_maint</th>\n",
-       "      <td>-1.037855e-02</td>\n",
+       "      <td>0.295107</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_logTimeWindowOverlapChild_shopping</th>\n",
-       "      <td>1.036654e+00</td>\n",
+       "      <td>0.255944</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_moreCarsThanWorkers_eatout</th>\n",
-       "      <td>7.948089e-02</td>\n",
+       "      <td>0.294865</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_moreCarsThanWorkers_shopping</th>\n",
-       "      <td>-6.278022e-01</td>\n",
+       "      <td>-0.551877</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_nonWorkerHomeMaxThree_zero_tours</th>\n",
-       "      <td>-1.694121e-01</td>\n",
+       "      <td>0.379269</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_nonWorkerNonMandMaxThree_disc</th>\n",
-       "      <td>-1.190124e-01</td>\n",
+       "      <td>0.120934</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_nonWorkerNonMandMaxThree_eatout</th>\n",
-       "      <td>-3.544771e-01</td>\n",
+       "      <td>0.045074</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_nonWorkerNonMandMaxThree_maint</th>\n",
-       "      <td>3.725508e-01</td>\n",
+       "      <td>0.351215</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_nonWorkerNonMandMaxThree_shopping</th>\n",
-       "      <td>5.232632e-01</td>\n",
+       "      <td>0.422604</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_nonWorkerNonMandMaxThree_visiting</th>\n",
-       "      <td>-3.598996e-01</td>\n",
+       "      <td>0.454085</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_partTimeHomeMaxThree_zero_tours</th>\n",
-       "      <td>1.700075e+00</td>\n",
+       "      <td>0.928683</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_partTimeNonMandMaxThree_disc</th>\n",
-       "      <td>2.264406e-01</td>\n",
+       "      <td>0.668232</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_partTimeNonMandMaxThree_eatout</th>\n",
-       "      <td>-1.577062e+01</td>\n",
+       "      <td>0.381935</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_partTimeNonMandMaxThree_maint</th>\n",
-       "      <td>1.215592e-01</td>\n",
+       "      <td>0.071116</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_partTimeNonMandMaxThree_shopping</th>\n",
-       "      <td>-1.914973e-01</td>\n",
+       "      <td>-0.021127</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_partTimeNonMandMaxThree_visiting</th>\n",
-       "      <td>3.484080e-01</td>\n",
+       "      <td>0.417675</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_preDrivingAgeMandMaxThree_disc</th>\n",
-       "      <td>5.883044e-01</td>\n",
+       "      <td>0.133605</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_preDrivingAgeMandMaxThree_maint</th>\n",
-       "      <td>5.724992e-02</td>\n",
+       "      <td>0.065271</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_preDrivingHomeMaxThree_preschool_and_school_zero_tours</th>\n",
-       "      <td>-2.649396e-01</td>\n",
+       "      <td>0.086034</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_preDrivingNonMandMaxThree_disc</th>\n",
-       "      <td>4.697889e-01</td>\n",
+       "      <td>0.189119</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_preDrivingNonMandMaxThree_eatout</th>\n",
-       "      <td>-1.367435e+01</td>\n",
+       "      <td>0.700510</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_preDrivingNonMandMaxThree_maint</th>\n",
-       "      <td>-4.780032e-01</td>\n",
+       "      <td>0.163703</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_preDrivingNonMandMaxThree_shopping</th>\n",
-       "      <td>5.401680e-03</td>\n",
+       "      <td>0.448199</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_preDrivingNonMandMaxThree_visiting</th>\n",
-       "      <td>-1.728326e+00</td>\n",
+       "      <td>0.241003</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_retireeHomeMaxThree_zero_tours</th>\n",
-       "      <td>3.072054e-01</td>\n",
+       "      <td>0.332620</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_retireeNonMandMaxThree_disc</th>\n",
-       "      <td>5.953927e-01</td>\n",
+       "      <td>0.596927</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_retireeNonMandMaxThree_eatout</th>\n",
-       "      <td>3.370647e-01</td>\n",
+       "      <td>0.444051</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_retireeNonMandMaxThree_maint</th>\n",
-       "      <td>9.306423e-01</td>\n",
+       "      <td>0.935537</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_retireeNonMandMaxThree_shopping</th>\n",
-       "      <td>9.523557e-01</td>\n",
+       "      <td>0.888533</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_retireeNonMandMaxThree_visiting</th>\n",
-       "      <td>1.743228e-01</td>\n",
+       "      <td>0.313616</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_timeWindowOverlapAdultChild_visiting</th>\n",
-       "      <td>1.404939e-01</td>\n",
+       "      <td>0.032122</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_timeWindowOverlapAdult_visiting</th>\n",
-       "      <td>1.103018e-01</td>\n",
+       "      <td>0.062728</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_timeWindowOverlapChild_visiting</th>\n",
-       "      <td>-6.064464e-02</td>\n",
+       "      <td>0.037481</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_universityHomeMaxThree_univ_and_driving_zero_tours</th>\n",
-       "      <td>-4.104066e-01</td>\n",
+       "      <td>0.115748</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_universityNonMandMaxThree_disc</th>\n",
-       "      <td>-1.447281e-01</td>\n",
+       "      <td>0.478898</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_universityNonMandMaxThree_eatout</th>\n",
-       "      <td>-1.408027e+01</td>\n",
+       "      <td>0.447854</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_universityNonMandMaxThree_maint</th>\n",
-       "      <td>-4.377287e-01</td>\n",
+       "      <td>-0.157965</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_universityNonMandMaxThree_shopping</th>\n",
-       "      <td>1.134054e+00</td>\n",
+       "      <td>0.857729</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_universityNonMandMaxThree_visiting</th>\n",
-       "      <td>-1.804877e+01</td>\n",
+       "      <td>0.282416</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_walkRetailAccessibility_eatout</th>\n",
-       "      <td>-2.736284e-02</td>\n",
+       "      <td>0.042572</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_zeroAutomobiles_disc</th>\n",
-       "      <td>-5.399391e-01</td>\n",
+       "      <td>-0.953758</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_zeroAutomobiles_visiting</th>\n",
-       "      <td>-1.831127e+01</td>\n",
+       "      <td>-0.900518</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
-       "</table></td></tr><tr><td>loglike</td><td style=\"text-align:left;\">-391.31509615209995</td></tr><tr><td>d_loglike</td><td style=\"text-align:left;\"><table border=\"1\" class=\"dataframe\">\n",
+       "</table></td></tr><tr><td>logloss</td><td style=\"text-align:left;\">0.4226363613432236</td></tr><tr><td>d_logloss</td><td style=\"text-align:left;\"><table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
@@ -1842,348 +1874,348 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>coef_asc_0_tours</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_asc_1_Disc</th>\n",
-       "      <td>1.523003e-04</td>\n",
+       "      <td>0.000127</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_asc_1_Eat</th>\n",
-       "      <td>6.759891e-05</td>\n",
+       "      <td>0.000172</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_asc_1_Main</th>\n",
-       "      <td>-2.935726e-04</td>\n",
+       "      <td>-0.000055</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_asc_1_Shop</th>\n",
-       "      <td>-2.605190e-04</td>\n",
+       "      <td>-0.000097</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_asc_1_Visit</th>\n",
-       "      <td>-1.539399e-04</td>\n",
+       "      <td>-0.000019</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_asc_2_tours</th>\n",
-       "      <td>-7.190405e-05</td>\n",
+       "      <td>0.000045</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_drivingAgeStuMandMaxThree_disc</th>\n",
-       "      <td>-1.208006e-04</td>\n",
+       "      <td>0.000034</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_drivingAgeStuMandMaxThree_maint</th>\n",
-       "      <td>6.022683e-05</td>\n",
+       "      <td>0.000009</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_fewerCarsThanDrivers_maint</th>\n",
-       "      <td>-1.544212e-04</td>\n",
+       "      <td>0.000025</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_fewerCarsThanDrivers_shopping</th>\n",
-       "      <td>-5.384239e-05</td>\n",
+       "      <td>0.000060</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_fullTimeHomeMaxThree_zero_tours</th>\n",
-       "      <td>-2.514724e-04</td>\n",
+       "      <td>0.000088</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_fullTimeMandMaxThree_maint</th>\n",
-       "      <td>-2.064152e-04</td>\n",
+       "      <td>-0.000002</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_fullTimeMandMaxThree_shopping</th>\n",
-       "      <td>-2.409727e-04</td>\n",
+       "      <td>0.000014</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_fullTimeNonMandMaxThree_disc</th>\n",
-       "      <td>1.867895e-04</td>\n",
+       "      <td>0.000047</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_fullTimeNonMandMaxThree_eatout</th>\n",
-       "      <td>-5.229114e-05</td>\n",
+       "      <td>0.000034</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_fullTimeNonMandMaxThree_maint</th>\n",
-       "      <td>-1.708359e-04</td>\n",
+       "      <td>-0.000036</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_fullTimeNonMandMaxThree_shopping</th>\n",
-       "      <td>-8.986588e-05</td>\n",
+       "      <td>0.000025</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_fullTimeNonMandMaxThree_visiting</th>\n",
-       "      <td>-1.238448e-04</td>\n",
+       "      <td>0.000019</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_incomeBetween50And100_disc</th>\n",
-       "      <td>-3.214932e-04</td>\n",
+       "      <td>0.000033</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_incomeBetween50And100_eatout</th>\n",
-       "      <td>2.548977e-05</td>\n",
+       "      <td>0.000004</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_incomeGreaterThan100_disc</th>\n",
-       "      <td>1.527594e-05</td>\n",
+       "      <td>0.000088</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_incomeGreaterThan100_eatout</th>\n",
-       "      <td>-1.190833e-04</td>\n",
+       "      <td>-0.000003</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_incomeMissing_dummy_always_zero_disc</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_incomeMissing_dummy_always_zero_eatout</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_logTimeWindowOverlapAdultChild_disc</th>\n",
-       "      <td>6.268423e-04</td>\n",
+       "      <td>0.000322</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_logTimeWindowOverlapAdultChild_eatout</th>\n",
-       "      <td>4.738068e-05</td>\n",
+       "      <td>0.000270</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_logTimeWindowOverlapAdultChild_maint</th>\n",
-       "      <td>-5.205643e-04</td>\n",
+       "      <td>0.000069</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_logTimeWindowOverlapAdultChild_shopping</th>\n",
-       "      <td>-7.016522e-04</td>\n",
+       "      <td>0.000017</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_logTimeWindowOverlapAdult_disc</th>\n",
-       "      <td>8.132405e-04</td>\n",
+       "      <td>0.000280</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_logTimeWindowOverlapAdult_eatout</th>\n",
-       "      <td>-5.191213e-05</td>\n",
+       "      <td>0.000106</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_logTimeWindowOverlapAdult_maint</th>\n",
-       "      <td>-7.074150e-04</td>\n",
+       "      <td>-0.000079</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_logTimeWindowOverlapAdult_shopping</th>\n",
-       "      <td>-9.068285e-04</td>\n",
+       "      <td>0.000016</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_logTimeWindowOverlapChild_disc</th>\n",
-       "      <td>3.313056e-04</td>\n",
+       "      <td>0.000050</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_logTimeWindowOverlapChild_maint</th>\n",
-       "      <td>-3.411335e-04</td>\n",
+       "      <td>-0.000033</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_logTimeWindowOverlapChild_shopping</th>\n",
-       "      <td>-6.088923e-04</td>\n",
+       "      <td>0.000003</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_moreCarsThanWorkers_eatout</th>\n",
-       "      <td>-1.693804e-04</td>\n",
+       "      <td>0.000019</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_moreCarsThanWorkers_shopping</th>\n",
-       "      <td>-7.535132e-05</td>\n",
+       "      <td>-0.000021</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_nonWorkerHomeMaxThree_zero_tours</th>\n",
-       "      <td>1.546204e-04</td>\n",
+       "      <td>-0.000071</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_nonWorkerNonMandMaxThree_disc</th>\n",
-       "      <td>2.251574e-04</td>\n",
+       "      <td>-0.000004</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_nonWorkerNonMandMaxThree_eatout</th>\n",
-       "      <td>4.969366e-07</td>\n",
+       "      <td>0.000084</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_nonWorkerNonMandMaxThree_maint</th>\n",
-       "      <td>-8.922162e-05</td>\n",
+       "      <td>0.000060</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_nonWorkerNonMandMaxThree_shopping</th>\n",
-       "      <td>-2.254530e-04</td>\n",
+       "      <td>-0.000095</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_nonWorkerNonMandMaxThree_visiting</th>\n",
-       "      <td>1.544757e-04</td>\n",
+       "      <td>0.000032</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_partTimeHomeMaxThree_zero_tours</th>\n",
-       "      <td>-5.144981e-05</td>\n",
+       "      <td>0.000005</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_partTimeNonMandMaxThree_disc</th>\n",
-       "      <td>1.814241e-04</td>\n",
+       "      <td>0.000060</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_partTimeNonMandMaxThree_eatout</th>\n",
-       "      <td>-3.175600e-07</td>\n",
+       "      <td>-0.000002</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_partTimeNonMandMaxThree_maint</th>\n",
-       "      <td>-1.133846e-04</td>\n",
+       "      <td>0.000030</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_partTimeNonMandMaxThree_shopping</th>\n",
-       "      <td>1.063172e-04</td>\n",
+       "      <td>0.000027</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_partTimeNonMandMaxThree_visiting</th>\n",
-       "      <td>1.329104e-05</td>\n",
+       "      <td>-0.000037</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_preDrivingAgeMandMaxThree_disc</th>\n",
-       "      <td>4.323394e-04</td>\n",
+       "      <td>0.000164</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_preDrivingAgeMandMaxThree_maint</th>\n",
-       "      <td>-1.660229e-04</td>\n",
+       "      <td>0.000015</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_preDrivingHomeMaxThree_preschool_and_school_zero_tours</th>\n",
-       "      <td>2.715906e-04</td>\n",
+       "      <td>0.000030</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_preDrivingNonMandMaxThree_disc</th>\n",
-       "      <td>9.520881e-05</td>\n",
+       "      <td>0.000037</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_preDrivingNonMandMaxThree_eatout</th>\n",
-       "      <td>-7.286290e-07</td>\n",
+       "      <td>0.000027</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_preDrivingNonMandMaxThree_maint</th>\n",
-       "      <td>-8.707705e-05</td>\n",
+       "      <td>-0.000060</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_preDrivingNonMandMaxThree_shopping</th>\n",
-       "      <td>-7.017908e-05</td>\n",
+       "      <td>0.000009</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_preDrivingNonMandMaxThree_visiting</th>\n",
-       "      <td>1.106056e-04</td>\n",
+       "      <td>0.000014</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_retireeHomeMaxThree_zero_tours</th>\n",
-       "      <td>-3.000796e-04</td>\n",
+       "      <td>0.000050</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_retireeNonMandMaxThree_disc</th>\n",
-       "      <td>3.955978e-05</td>\n",
+       "      <td>0.000028</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_retireeNonMandMaxThree_eatout</th>\n",
-       "      <td>-8.864118e-05</td>\n",
+       "      <td>-0.000012</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_retireeNonMandMaxThree_maint</th>\n",
-       "      <td>1.123175e-05</td>\n",
+       "      <td>-0.000058</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_retireeNonMandMaxThree_shopping</th>\n",
-       "      <td>-8.375532e-05</td>\n",
+       "      <td>0.000009</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_retireeNonMandMaxThree_visiting</th>\n",
-       "      <td>-7.291644e-05</td>\n",
+       "      <td>0.000075</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_timeWindowOverlapAdultChild_visiting</th>\n",
-       "      <td>1.533203e-03</td>\n",
+       "      <td>-0.000362</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_timeWindowOverlapAdult_visiting</th>\n",
-       "      <td>-4.187359e-04</td>\n",
+       "      <td>0.000189</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_timeWindowOverlapChild_visiting</th>\n",
-       "      <td>1.535922e-03</td>\n",
+       "      <td>-0.000253</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_universityHomeMaxThree_univ_and_driving_zero_tours</th>\n",
-       "      <td>-2.916835e-04</td>\n",
+       "      <td>0.000140</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_universityNonMandMaxThree_disc</th>\n",
-       "      <td>4.189163e-05</td>\n",
+       "      <td>0.000095</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_universityNonMandMaxThree_eatout</th>\n",
-       "      <td>-6.392369e-07</td>\n",
+       "      <td>0.000004</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_universityNonMandMaxThree_maint</th>\n",
-       "      <td>-2.743951e-05</td>\n",
+       "      <td>-0.000123</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_universityNonMandMaxThree_shopping</th>\n",
-       "      <td>-1.669075e-04</td>\n",
+       "      <td>0.000013</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_universityNonMandMaxThree_visiting</th>\n",
-       "      <td>-3.279064e-08</td>\n",
+       "      <td>-0.000090</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_walkRetailAccessibility_eatout</th>\n",
-       "      <td>-3.988777e-04</td>\n",
+       "      <td>0.000218</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_zeroAutomobiles_disc</th>\n",
-       "      <td>-5.720641e-05</td>\n",
+       "      <td>-0.000027</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_zeroAutomobiles_visiting</th>\n",
-       "      <td>-5.437687e-08</td>\n",
+       "      <td>0.000058</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
-       "</table></td></tr><tr><td>nit</td><td style=\"text-align:left;\">67</td></tr><tr><td>nfev</td><td style=\"text-align:left;\">131</td></tr><tr><td>njev</td><td style=\"text-align:left;\">67</td></tr><tr><td>status</td><td style=\"text-align:left;\">0</td></tr><tr><td>message</td><td style=\"text-align:left;\">'Optimization terminated successfully'</td></tr><tr><td>success</td><td style=\"text-align:left;\">True</td></tr><tr><td>elapsed_time</td><td style=\"text-align:left;\">0:00:03.730310</td></tr><tr><td>method</td><td style=\"text-align:left;\">'SLSQP'</td></tr><tr><td>n_cases</td><td style=\"text-align:left;\">1028</td></tr><tr><td>iteration_number</td><td style=\"text-align:left;\">67</td></tr><tr><td>logloss</td><td style=\"text-align:left;\">0.3806567083191634</td></tr></table></div>"
+       "</table></td></tr><tr><td>nit</td><td style=\"text-align:left;\">61</td></tr><tr><td>nfev</td><td style=\"text-align:left;\">63</td></tr><tr><td>njev</td><td style=\"text-align:left;\">61</td></tr><tr><td>status</td><td style=\"text-align:left;\">0</td></tr><tr><td>message</td><td style=\"text-align:left;\">'Optimization terminated successfully'</td></tr><tr><td>success</td><td style=\"text-align:left;\">True</td></tr><tr><td>elapsed_time</td><td style=\"text-align:left;\">0:00:02.374665</td></tr><tr><td>method</td><td style=\"text-align:left;\">'SLSQP'</td></tr><tr><td>n_cases</td><td style=\"text-align:left;\">13210</td></tr><tr><td>iteration_number</td><td style=\"text-align:left;\">61</td></tr><tr><td>loglike</td><td style=\"text-align:left;\">-5583.026333343983</td></tr></table></div>"
       ],
       "text/plain": [
-       "┣                x: coef_asc_0_tours                           4.128662e-14\n",
-       "┃                   coef_asc_1_Disc                           -5.857843e+00\n",
-       "┃                   coef_asc_1_Eat                            -5.140469e+00\n",
-       "┃                   coef_asc_1_Main                           -4.843654e+00\n",
-       "┃                   coef_asc_1_Shop                           -7.244895e+00\n",
-       "┃                                                                  ...     \n",
-       "┃                   coef_universityNonMandMaxThree_shopping    1.134054e+00\n",
-       "┃                   coef_universityNonMandMaxThree_visiting   -1.804877e+01\n",
-       "┃                   coef_walkRetailAccessibility_eatout       -2.736284e-02\n",
-       "┃                   coef_zeroAutomobiles_disc                 -5.399391e-01\n",
-       "┃                   coef_zeroAutomobiles_visiting             -1.831127e+01\n",
+       "┣                x: coef_asc_0_tours                           0.000000\n",
+       "┃                   coef_asc_1_Disc                           -5.351766\n",
+       "┃                   coef_asc_1_Eat                            -6.074061\n",
+       "┃                   coef_asc_1_Main                           -5.816690\n",
+       "┃                   coef_asc_1_Shop                           -6.045190\n",
+       "┃                                                                ...   \n",
+       "┃                   coef_universityNonMandMaxThree_shopping    0.857729\n",
+       "┃                   coef_universityNonMandMaxThree_visiting    0.282416\n",
+       "┃                   coef_walkRetailAccessibility_eatout        0.042572\n",
+       "┃                   coef_zeroAutomobiles_disc                 -0.953758\n",
+       "┃                   coef_zeroAutomobiles_visiting             -0.900518\n",
        "┃                   Length: 76, dtype: float64\n",
-       "┣          loglike: -391.31509615209995\n",
-       "┣        d_loglike: coef_asc_0_tours                           0.000000e+00\n",
-       "┃                   coef_asc_1_Disc                            1.523003e-04\n",
-       "┃                   coef_asc_1_Eat                             6.759891e-05\n",
-       "┃                   coef_asc_1_Main                           -2.935726e-04\n",
-       "┃                   coef_asc_1_Shop                           -2.605190e-04\n",
-       "┃                                                                  ...     \n",
-       "┃                   coef_universityNonMandMaxThree_shopping   -1.669075e-04\n",
-       "┃                   coef_universityNonMandMaxThree_visiting   -3.279064e-08\n",
-       "┃                   coef_walkRetailAccessibility_eatout       -3.988777e-04\n",
-       "┃                   coef_zeroAutomobiles_disc                 -5.720641e-05\n",
-       "┃                   coef_zeroAutomobiles_visiting             -5.437687e-08\n",
+       "┣          logloss: 0.4226363613432236\n",
+       "┣        d_logloss: coef_asc_0_tours                           0.000000\n",
+       "┃                   coef_asc_1_Disc                            0.000127\n",
+       "┃                   coef_asc_1_Eat                             0.000172\n",
+       "┃                   coef_asc_1_Main                           -0.000055\n",
+       "┃                   coef_asc_1_Shop                           -0.000097\n",
+       "┃                                                                ...   \n",
+       "┃                   coef_universityNonMandMaxThree_shopping    0.000013\n",
+       "┃                   coef_universityNonMandMaxThree_visiting   -0.000090\n",
+       "┃                   coef_walkRetailAccessibility_eatout        0.000218\n",
+       "┃                   coef_zeroAutomobiles_disc                 -0.000027\n",
+       "┃                   coef_zeroAutomobiles_visiting              0.000058\n",
        "┃                   Length: 76, dtype: float64\n",
-       "┣              nit: 67\n",
-       "┣             nfev: 131\n",
-       "┣             njev: 67\n",
+       "┣              nit: 61\n",
+       "┣             nfev: 63\n",
+       "┣             njev: 61\n",
        "┣           status: 0\n",
        "┣          message: 'Optimization terminated successfully'\n",
        "┣          success: True\n",
-       "┣     elapsed_time: datetime.timedelta(seconds=3, microseconds=730310)\n",
+       "┣     elapsed_time: datetime.timedelta(seconds=2, microseconds=374665)\n",
        "┣           method: 'SLSQP'\n",
-       "┣          n_cases: 1028\n",
-       "┣ iteration_number: 67\n",
-       "┣          logloss: 0.3806567083191634"
+       "┣          n_cases: 13210\n",
+       "┣ iteration_number: 61\n",
+       "┣          loglike: -5583.026333343983"
       ]
      },
      "execution_count": 7,
@@ -2210,704 +2242,730 @@
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      "data": {
       "text/html": [
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-       "          text-align: left;\n",
-       "    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-       "            font-family: monospace;\n",
-       "        }</style><table id=\"T_8f18b_\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >Value</th>        <th class=\"col_heading level0 col1\" >Std Err</th>        <th class=\"col_heading level0 col2\" >t Stat</th>        <th class=\"col_heading level0 col3\" >Signif</th>        <th class=\"col_heading level0 col4\" >Null Value</th>        <th class=\"col_heading level0 col5\" >Constrained</th>    </tr></thead><tbody>\n",
-       "                <tr>\n",
-       "                        <th id=\"T_8f18b_level0_row0\" class=\"row_heading level0 row0\" >coef_asc_0_tours</th>\n",
-       "                        <td id=\"T_8f18b_row0_col0\" class=\"data row0 col0\" > 0.00</td>\n",
-       "                        <td id=\"T_8f18b_row0_col1\" class=\"data row0 col1\" > NA</td>\n",
-       "                        <td id=\"T_8f18b_row0_col2\" class=\"data row0 col2\" > NA</td>\n",
-       "                        <td id=\"T_8f18b_row0_col3\" class=\"data row0 col3\" ></td>\n",
-       "                        <td id=\"T_8f18b_row0_col4\" class=\"data row0 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_8f18b_row0_col5\" class=\"data row0 col5\" >fixed value</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_8f18b_level0_row1\" class=\"row_heading level0 row1\" >coef_asc_1_Disc</th>\n",
-       "                        <td id=\"T_8f18b_row1_col0\" class=\"data row1 col0\" >-5.86</td>\n",
-       "                        <td id=\"T_8f18b_row1_col1\" class=\"data row1 col1\" > 1.09</td>\n",
-       "                        <td id=\"T_8f18b_row1_col2\" class=\"data row1 col2\" >-5.39</td>\n",
-       "                        <td id=\"T_8f18b_row1_col3\" class=\"data row1 col3\" >***</td>\n",
-       "                        <td id=\"T_8f18b_row1_col4\" class=\"data row1 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_8f18b_row1_col5\" class=\"data row1 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_8f18b_level0_row2\" class=\"row_heading level0 row2\" >coef_asc_1_Eat</th>\n",
-       "                        <td id=\"T_8f18b_row2_col0\" class=\"data row2 col0\" >-5.14</td>\n",
-       "                        <td id=\"T_8f18b_row2_col1\" class=\"data row2 col1\" > 2.07</td>\n",
-       "                        <td id=\"T_8f18b_row2_col2\" class=\"data row2 col2\" >-2.48</td>\n",
-       "                        <td id=\"T_8f18b_row2_col3\" class=\"data row2 col3\" >*</td>\n",
-       "                        <td id=\"T_8f18b_row2_col4\" class=\"data row2 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_8f18b_row2_col5\" class=\"data row2 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_8f18b_level0_row3\" class=\"row_heading level0 row3\" >coef_asc_1_Main</th>\n",
-       "                        <td id=\"T_8f18b_row3_col0\" class=\"data row3 col0\" >-4.84</td>\n",
-       "                        <td id=\"T_8f18b_row3_col1\" class=\"data row3 col1\" > 0.973</td>\n",
-       "                        <td id=\"T_8f18b_row3_col2\" class=\"data row3 col2\" >-4.98</td>\n",
-       "                        <td id=\"T_8f18b_row3_col3\" class=\"data row3 col3\" >***</td>\n",
-       "                        <td id=\"T_8f18b_row3_col4\" class=\"data row3 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_8f18b_row3_col5\" class=\"data row3 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_8f18b_level0_row4\" class=\"row_heading level0 row4\" >coef_asc_1_Shop</th>\n",
-       "                        <td id=\"T_8f18b_row4_col0\" class=\"data row4 col0\" >-7.24</td>\n",
-       "                        <td id=\"T_8f18b_row4_col1\" class=\"data row4 col1\" > 1.18</td>\n",
-       "                        <td id=\"T_8f18b_row4_col2\" class=\"data row4 col2\" >-6.14</td>\n",
-       "                        <td id=\"T_8f18b_row4_col3\" class=\"data row4 col3\" >***</td>\n",
-       "                        <td id=\"T_8f18b_row4_col4\" class=\"data row4 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_8f18b_row4_col5\" class=\"data row4 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_8f18b_level0_row5\" class=\"row_heading level0 row5\" >coef_asc_1_Visit</th>\n",
-       "                        <td id=\"T_8f18b_row5_col0\" class=\"data row5 col0\" >-5.96</td>\n",
-       "                        <td id=\"T_8f18b_row5_col1\" class=\"data row5 col1\" > 0.749</td>\n",
-       "                        <td id=\"T_8f18b_row5_col2\" class=\"data row5 col2\" >-7.96</td>\n",
-       "                        <td id=\"T_8f18b_row5_col3\" class=\"data row5 col3\" >***</td>\n",
-       "                        <td id=\"T_8f18b_row5_col4\" class=\"data row5 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_8f18b_row5_col5\" class=\"data row5 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_8f18b_level0_row6\" class=\"row_heading level0 row6\" >coef_asc_2_tours</th>\n",
-       "                        <td id=\"T_8f18b_row6_col0\" class=\"data row6 col0\" >-15.4</td>\n",
-       "                        <td id=\"T_8f18b_row6_col1\" class=\"data row6 col1\" > 2.26</td>\n",
-       "                        <td id=\"T_8f18b_row6_col2\" class=\"data row6 col2\" >-6.81</td>\n",
-       "                        <td id=\"T_8f18b_row6_col3\" class=\"data row6 col3\" >***</td>\n",
-       "                        <td id=\"T_8f18b_row6_col4\" class=\"data row6 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_8f18b_row6_col5\" class=\"data row6 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_8f18b_level0_row7\" class=\"row_heading level0 row7\" >coef_drivingAgeStuMandMaxThree_disc</th>\n",
-       "                        <td id=\"T_8f18b_row7_col0\" class=\"data row7 col0\" > 0.264</td>\n",
-       "                        <td id=\"T_8f18b_row7_col1\" class=\"data row7 col1\" > 0.406</td>\n",
-       "                        <td id=\"T_8f18b_row7_col2\" class=\"data row7 col2\" > 0.65</td>\n",
-       "                        <td id=\"T_8f18b_row7_col3\" class=\"data row7 col3\" ></td>\n",
-       "                        <td id=\"T_8f18b_row7_col4\" class=\"data row7 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_8f18b_row7_col5\" class=\"data row7 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_8f18b_level0_row8\" class=\"row_heading level0 row8\" >coef_drivingAgeStuMandMaxThree_maint</th>\n",
-       "                        <td id=\"T_8f18b_row8_col0\" class=\"data row8 col0\" >-0.205</td>\n",
-       "                        <td id=\"T_8f18b_row8_col1\" class=\"data row8 col1\" > 0.491</td>\n",
-       "                        <td id=\"T_8f18b_row8_col2\" class=\"data row8 col2\" >-0.42</td>\n",
-       "                        <td id=\"T_8f18b_row8_col3\" class=\"data row8 col3\" ></td>\n",
-       "                        <td id=\"T_8f18b_row8_col4\" class=\"data row8 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_8f18b_row8_col5\" class=\"data row8 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_8f18b_level0_row9\" class=\"row_heading level0 row9\" >coef_fewerCarsThanDrivers_maint</th>\n",
-       "                        <td id=\"T_8f18b_row9_col0\" class=\"data row9 col0\" >-0.236</td>\n",
-       "                        <td id=\"T_8f18b_row9_col1\" class=\"data row9 col1\" > 0.439</td>\n",
-       "                        <td id=\"T_8f18b_row9_col2\" class=\"data row9 col2\" >-0.54</td>\n",
-       "                        <td id=\"T_8f18b_row9_col3\" class=\"data row9 col3\" ></td>\n",
-       "                        <td id=\"T_8f18b_row9_col4\" class=\"data row9 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_8f18b_row9_col5\" class=\"data row9 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_8f18b_level0_row10\" class=\"row_heading level0 row10\" >coef_fewerCarsThanDrivers_shopping</th>\n",
-       "                        <td id=\"T_8f18b_row10_col0\" class=\"data row10 col0\" > 0.612</td>\n",
-       "                        <td id=\"T_8f18b_row10_col1\" class=\"data row10 col1\" > 0.596</td>\n",
-       "                        <td id=\"T_8f18b_row10_col2\" class=\"data row10 col2\" > 1.03</td>\n",
-       "                        <td id=\"T_8f18b_row10_col3\" class=\"data row10 col3\" ></td>\n",
-       "                        <td id=\"T_8f18b_row10_col4\" class=\"data row10 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_8f18b_row10_col5\" class=\"data row10 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_8f18b_level0_row11\" class=\"row_heading level0 row11\" >coef_fullTimeHomeMaxThree_zero_tours</th>\n",
-       "                        <td id=\"T_8f18b_row11_col0\" class=\"data row11 col0\" > 2.00</td>\n",
-       "                        <td id=\"T_8f18b_row11_col1\" class=\"data row11 col1\" > 0.828</td>\n",
-       "                        <td id=\"T_8f18b_row11_col2\" class=\"data row11 col2\" > 2.42</td>\n",
-       "                        <td id=\"T_8f18b_row11_col3\" class=\"data row11 col3\" >*</td>\n",
-       "                        <td id=\"T_8f18b_row11_col4\" class=\"data row11 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_8f18b_row11_col5\" class=\"data row11 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_8f18b_level0_row12\" class=\"row_heading level0 row12\" >coef_fullTimeMandMaxThree_maint</th>\n",
-       "                        <td id=\"T_8f18b_row12_col0\" class=\"data row12 col0\" >-0.462</td>\n",
-       "                        <td id=\"T_8f18b_row12_col1\" class=\"data row12 col1\" > 0.313</td>\n",
-       "                        <td id=\"T_8f18b_row12_col2\" class=\"data row12 col2\" >-1.48</td>\n",
-       "                        <td id=\"T_8f18b_row12_col3\" class=\"data row12 col3\" ></td>\n",
-       "                        <td id=\"T_8f18b_row12_col4\" class=\"data row12 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_8f18b_row12_col5\" class=\"data row12 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_8f18b_level0_row13\" class=\"row_heading level0 row13\" >coef_fullTimeMandMaxThree_shopping</th>\n",
-       "                        <td id=\"T_8f18b_row13_col0\" class=\"data row13 col0\" > 0.144</td>\n",
-       "                        <td id=\"T_8f18b_row13_col1\" class=\"data row13 col1\" > 0.288</td>\n",
-       "                        <td id=\"T_8f18b_row13_col2\" class=\"data row13 col2\" > 0.50</td>\n",
-       "                        <td id=\"T_8f18b_row13_col3\" class=\"data row13 col3\" ></td>\n",
-       "                        <td id=\"T_8f18b_row13_col4\" class=\"data row13 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_8f18b_row13_col5\" class=\"data row13 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_8f18b_level0_row14\" class=\"row_heading level0 row14\" >coef_fullTimeNonMandMaxThree_disc</th>\n",
-       "                        <td id=\"T_8f18b_row14_col0\" class=\"data row14 col0\" > 0.218</td>\n",
-       "                        <td id=\"T_8f18b_row14_col1\" class=\"data row14 col1\" > 0.569</td>\n",
-       "                        <td id=\"T_8f18b_row14_col2\" class=\"data row14 col2\" > 0.38</td>\n",
-       "                        <td id=\"T_8f18b_row14_col3\" class=\"data row14 col3\" ></td>\n",
-       "                        <td id=\"T_8f18b_row14_col4\" class=\"data row14 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_8f18b_row14_col5\" class=\"data row14 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_8f18b_level0_row15\" class=\"row_heading level0 row15\" >coef_fullTimeNonMandMaxThree_eatout</th>\n",
-       "                        <td id=\"T_8f18b_row15_col0\" class=\"data row15 col0\" > 0.326</td>\n",
-       "                        <td id=\"T_8f18b_row15_col1\" class=\"data row15 col1\" > 0.669</td>\n",
-       "                        <td id=\"T_8f18b_row15_col2\" class=\"data row15 col2\" > 0.49</td>\n",
-       "                        <td id=\"T_8f18b_row15_col3\" class=\"data row15 col3\" ></td>\n",
-       "                        <td id=\"T_8f18b_row15_col4\" class=\"data row15 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_8f18b_row15_col5\" class=\"data row15 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_8f18b_level0_row16\" class=\"row_heading level0 row16\" >coef_fullTimeNonMandMaxThree_maint</th>\n",
-       "                        <td id=\"T_8f18b_row16_col0\" class=\"data row16 col0\" > 0.760</td>\n",
-       "                        <td id=\"T_8f18b_row16_col1\" class=\"data row16 col1\" > 0.430</td>\n",
-       "                        <td id=\"T_8f18b_row16_col2\" class=\"data row16 col2\" > 1.77</td>\n",
-       "                        <td id=\"T_8f18b_row16_col3\" class=\"data row16 col3\" ></td>\n",
-       "                        <td id=\"T_8f18b_row16_col4\" class=\"data row16 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_8f18b_row16_col5\" class=\"data row16 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_8f18b_level0_row17\" class=\"row_heading level0 row17\" >coef_fullTimeNonMandMaxThree_shopping</th>\n",
-       "                        <td id=\"T_8f18b_row17_col0\" class=\"data row17 col0\" >-0.888</td>\n",
-       "                        <td id=\"T_8f18b_row17_col1\" class=\"data row17 col1\" > 1.03</td>\n",
-       "                        <td id=\"T_8f18b_row17_col2\" class=\"data row17 col2\" >-0.86</td>\n",
-       "                        <td id=\"T_8f18b_row17_col3\" class=\"data row17 col3\" ></td>\n",
-       "                        <td id=\"T_8f18b_row17_col4\" class=\"data row17 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_8f18b_row17_col5\" class=\"data row17 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_8f18b_level0_row18\" class=\"row_heading level0 row18\" >coef_fullTimeNonMandMaxThree_visiting</th>\n",
-       "                        <td id=\"T_8f18b_row18_col0\" class=\"data row18 col0\" > 0.789</td>\n",
-       "                        <td id=\"T_8f18b_row18_col1\" class=\"data row18 col1\" > 0.626</td>\n",
-       "                        <td id=\"T_8f18b_row18_col2\" class=\"data row18 col2\" > 1.26</td>\n",
-       "                        <td id=\"T_8f18b_row18_col3\" class=\"data row18 col3\" ></td>\n",
-       "                        <td id=\"T_8f18b_row18_col4\" class=\"data row18 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_8f18b_row18_col5\" class=\"data row18 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_8f18b_level0_row19\" class=\"row_heading level0 row19\" >coef_incomeBetween50And100_disc</th>\n",
-       "                        <td id=\"T_8f18b_row19_col0\" class=\"data row19 col0\" > 0.00835</td>\n",
-       "                        <td id=\"T_8f18b_row19_col1\" class=\"data row19 col1\" > 0.621</td>\n",
-       "                        <td id=\"T_8f18b_row19_col2\" class=\"data row19 col2\" > 0.01</td>\n",
-       "                        <td id=\"T_8f18b_row19_col3\" class=\"data row19 col3\" ></td>\n",
-       "                        <td id=\"T_8f18b_row19_col4\" class=\"data row19 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_8f18b_row19_col5\" class=\"data row19 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_8f18b_level0_row20\" class=\"row_heading level0 row20\" >coef_incomeBetween50And100_eatout</th>\n",
-       "                        <td id=\"T_8f18b_row20_col0\" class=\"data row20 col0\" > 0.103</td>\n",
-       "                        <td id=\"T_8f18b_row20_col1\" class=\"data row20 col1\" > 0.741</td>\n",
-       "                        <td id=\"T_8f18b_row20_col2\" class=\"data row20 col2\" > 0.14</td>\n",
-       "                        <td id=\"T_8f18b_row20_col3\" class=\"data row20 col3\" ></td>\n",
-       "                        <td id=\"T_8f18b_row20_col4\" class=\"data row20 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_8f18b_row20_col5\" class=\"data row20 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_8f18b_level0_row21\" class=\"row_heading level0 row21\" >coef_incomeGreaterThan100_disc</th>\n",
-       "                        <td id=\"T_8f18b_row21_col0\" class=\"data row21 col0\" > 0.625</td>\n",
-       "                        <td id=\"T_8f18b_row21_col1\" class=\"data row21 col1\" > 0.562</td>\n",
-       "                        <td id=\"T_8f18b_row21_col2\" class=\"data row21 col2\" > 1.11</td>\n",
-       "                        <td id=\"T_8f18b_row21_col3\" class=\"data row21 col3\" ></td>\n",
-       "                        <td id=\"T_8f18b_row21_col4\" class=\"data row21 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_8f18b_row21_col5\" class=\"data row21 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_8f18b_level0_row22\" class=\"row_heading level0 row22\" >coef_incomeGreaterThan100_eatout</th>\n",
-       "                        <td id=\"T_8f18b_row22_col0\" class=\"data row22 col0\" > 0.635</td>\n",
-       "                        <td id=\"T_8f18b_row22_col1\" class=\"data row22 col1\" > 0.684</td>\n",
-       "                        <td id=\"T_8f18b_row22_col2\" class=\"data row22 col2\" > 0.93</td>\n",
-       "                        <td id=\"T_8f18b_row22_col3\" class=\"data row22 col3\" ></td>\n",
-       "                        <td id=\"T_8f18b_row22_col4\" class=\"data row22 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_8f18b_row22_col5\" class=\"data row22 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_8f18b_level0_row23\" class=\"row_heading level0 row23\" >coef_incomeMissing_dummy_always_zero_disc</th>\n",
-       "                        <td id=\"T_8f18b_row23_col0\" class=\"data row23 col0\" > 0.372</td>\n",
-       "                        <td id=\"T_8f18b_row23_col1\" class=\"data row23 col1\" > 0.000320</td>\n",
-       "                        <td id=\"T_8f18b_row23_col2\" class=\"data row23 col2\" > BIG</td>\n",
-       "                        <td id=\"T_8f18b_row23_col3\" class=\"data row23 col3\" >***</td>\n",
-       "                        <td id=\"T_8f18b_row23_col4\" class=\"data row23 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_8f18b_row23_col5\" class=\"data row23 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_8f18b_level0_row24\" class=\"row_heading level0 row24\" >coef_incomeMissing_dummy_always_zero_eatout</th>\n",
-       "                        <td id=\"T_8f18b_row24_col0\" class=\"data row24 col0\" > 0.278</td>\n",
-       "                        <td id=\"T_8f18b_row24_col1\" class=\"data row24 col1\" > 0.000386</td>\n",
-       "                        <td id=\"T_8f18b_row24_col2\" class=\"data row24 col2\" > 720.45</td>\n",
-       "                        <td id=\"T_8f18b_row24_col3\" class=\"data row24 col3\" >***</td>\n",
-       "                        <td id=\"T_8f18b_row24_col4\" class=\"data row24 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_8f18b_row24_col5\" class=\"data row24 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_8f18b_level0_row25\" class=\"row_heading level0 row25\" >coef_logTimeWindowOverlapAdultChild_disc</th>\n",
-       "                        <td id=\"T_8f18b_row25_col0\" class=\"data row25 col0\" > 0.150</td>\n",
-       "                        <td id=\"T_8f18b_row25_col1\" class=\"data row25 col1\" > 0.322</td>\n",
-       "                        <td id=\"T_8f18b_row25_col2\" class=\"data row25 col2\" > 0.47</td>\n",
-       "                        <td id=\"T_8f18b_row25_col3\" class=\"data row25 col3\" ></td>\n",
-       "                        <td id=\"T_8f18b_row25_col4\" class=\"data row25 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_8f18b_row25_col5\" class=\"data row25 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_8f18b_level0_row26\" class=\"row_heading level0 row26\" >coef_logTimeWindowOverlapAdultChild_eatout</th>\n",
-       "                        <td id=\"T_8f18b_row26_col0\" class=\"data row26 col0\" >-0.320</td>\n",
-       "                        <td id=\"T_8f18b_row26_col1\" class=\"data row26 col1\" > 0.337</td>\n",
-       "                        <td id=\"T_8f18b_row26_col2\" class=\"data row26 col2\" >-0.95</td>\n",
-       "                        <td id=\"T_8f18b_row26_col3\" class=\"data row26 col3\" ></td>\n",
-       "                        <td id=\"T_8f18b_row26_col4\" class=\"data row26 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_8f18b_row26_col5\" class=\"data row26 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_8f18b_level0_row27\" class=\"row_heading level0 row27\" >coef_logTimeWindowOverlapAdultChild_maint</th>\n",
-       "                        <td id=\"T_8f18b_row27_col0\" class=\"data row27 col0\" > 0.270</td>\n",
-       "                        <td id=\"T_8f18b_row27_col1\" class=\"data row27 col1\" > 0.294</td>\n",
-       "                        <td id=\"T_8f18b_row27_col2\" class=\"data row27 col2\" > 0.92</td>\n",
-       "                        <td id=\"T_8f18b_row27_col3\" class=\"data row27 col3\" ></td>\n",
-       "                        <td id=\"T_8f18b_row27_col4\" class=\"data row27 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_8f18b_row27_col5\" class=\"data row27 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_8f18b_level0_row28\" class=\"row_heading level0 row28\" >coef_logTimeWindowOverlapAdultChild_shopping</th>\n",
-       "                        <td id=\"T_8f18b_row28_col0\" class=\"data row28 col0\" >-0.415</td>\n",
-       "                        <td id=\"T_8f18b_row28_col1\" class=\"data row28 col1\" > 0.493</td>\n",
-       "                        <td id=\"T_8f18b_row28_col2\" class=\"data row28 col2\" >-0.84</td>\n",
-       "                        <td id=\"T_8f18b_row28_col3\" class=\"data row28 col3\" ></td>\n",
-       "                        <td id=\"T_8f18b_row28_col4\" class=\"data row28 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_8f18b_row28_col5\" class=\"data row28 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_8f18b_level0_row29\" class=\"row_heading level0 row29\" >coef_logTimeWindowOverlapAdult_disc</th>\n",
-       "                        <td id=\"T_8f18b_row29_col0\" class=\"data row29 col0\" > 0.560</td>\n",
-       "                        <td id=\"T_8f18b_row29_col1\" class=\"data row29 col1\" > 0.501</td>\n",
-       "                        <td id=\"T_8f18b_row29_col2\" class=\"data row29 col2\" > 1.12</td>\n",
-       "                        <td id=\"T_8f18b_row29_col3\" class=\"data row29 col3\" ></td>\n",
-       "                        <td id=\"T_8f18b_row29_col4\" class=\"data row29 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_8f18b_row29_col5\" class=\"data row29 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_8f18b_level0_row30\" class=\"row_heading level0 row30\" >coef_logTimeWindowOverlapAdult_eatout</th>\n",
-       "                        <td id=\"T_8f18b_row30_col0\" class=\"data row30 col0\" > 0.561</td>\n",
-       "                        <td id=\"T_8f18b_row30_col1\" class=\"data row30 col1\" > 0.692</td>\n",
-       "                        <td id=\"T_8f18b_row30_col2\" class=\"data row30 col2\" > 0.81</td>\n",
-       "                        <td id=\"T_8f18b_row30_col3\" class=\"data row30 col3\" ></td>\n",
-       "                        <td id=\"T_8f18b_row30_col4\" class=\"data row30 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_8f18b_row30_col5\" class=\"data row30 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_8f18b_level0_row31\" class=\"row_heading level0 row31\" >coef_logTimeWindowOverlapAdult_maint</th>\n",
-       "                        <td id=\"T_8f18b_row31_col0\" class=\"data row31 col0\" > 0.438</td>\n",
-       "                        <td id=\"T_8f18b_row31_col1\" class=\"data row31 col1\" > 0.430</td>\n",
-       "                        <td id=\"T_8f18b_row31_col2\" class=\"data row31 col2\" > 1.02</td>\n",
-       "                        <td id=\"T_8f18b_row31_col3\" class=\"data row31 col3\" ></td>\n",
-       "                        <td id=\"T_8f18b_row31_col4\" class=\"data row31 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_8f18b_row31_col5\" class=\"data row31 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_8f18b_level0_row32\" class=\"row_heading level0 row32\" >coef_logTimeWindowOverlapAdult_shopping</th>\n",
-       "                        <td id=\"T_8f18b_row32_col0\" class=\"data row32 col0\" > 0.864</td>\n",
-       "                        <td id=\"T_8f18b_row32_col1\" class=\"data row32 col1\" > 0.553</td>\n",
-       "                        <td id=\"T_8f18b_row32_col2\" class=\"data row32 col2\" > 1.56</td>\n",
-       "                        <td id=\"T_8f18b_row32_col3\" class=\"data row32 col3\" ></td>\n",
-       "                        <td id=\"T_8f18b_row32_col4\" class=\"data row32 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_8f18b_row32_col5\" class=\"data row32 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_8f18b_level0_row33\" class=\"row_heading level0 row33\" >coef_logTimeWindowOverlapChild_disc</th>\n",
-       "                        <td id=\"T_8f18b_row33_col0\" class=\"data row33 col0\" >-0.169</td>\n",
-       "                        <td id=\"T_8f18b_row33_col1\" class=\"data row33 col1\" > 0.433</td>\n",
-       "                        <td id=\"T_8f18b_row33_col2\" class=\"data row33 col2\" >-0.39</td>\n",
-       "                        <td id=\"T_8f18b_row33_col3\" class=\"data row33 col3\" ></td>\n",
-       "                        <td id=\"T_8f18b_row33_col4\" class=\"data row33 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_8f18b_row33_col5\" class=\"data row33 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_8f18b_level0_row34\" class=\"row_heading level0 row34\" >coef_logTimeWindowOverlapChild_maint</th>\n",
-       "                        <td id=\"T_8f18b_row34_col0\" class=\"data row34 col0\" >-0.0104</td>\n",
-       "                        <td id=\"T_8f18b_row34_col1\" class=\"data row34 col1\" > 0.373</td>\n",
-       "                        <td id=\"T_8f18b_row34_col2\" class=\"data row34 col2\" >-0.03</td>\n",
-       "                        <td id=\"T_8f18b_row34_col3\" class=\"data row34 col3\" ></td>\n",
-       "                        <td id=\"T_8f18b_row34_col4\" class=\"data row34 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_8f18b_row34_col5\" class=\"data row34 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_8f18b_level0_row35\" class=\"row_heading level0 row35\" >coef_logTimeWindowOverlapChild_shopping</th>\n",
-       "                        <td id=\"T_8f18b_row35_col0\" class=\"data row35 col0\" > 1.04</td>\n",
-       "                        <td id=\"T_8f18b_row35_col1\" class=\"data row35 col1\" > 0.543</td>\n",
-       "                        <td id=\"T_8f18b_row35_col2\" class=\"data row35 col2\" > 1.91</td>\n",
-       "                        <td id=\"T_8f18b_row35_col3\" class=\"data row35 col3\" ></td>\n",
-       "                        <td id=\"T_8f18b_row35_col4\" class=\"data row35 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_8f18b_row35_col5\" class=\"data row35 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_8f18b_level0_row36\" class=\"row_heading level0 row36\" >coef_moreCarsThanWorkers_eatout</th>\n",
-       "                        <td id=\"T_8f18b_row36_col0\" class=\"data row36 col0\" > 0.0795</td>\n",
-       "                        <td id=\"T_8f18b_row36_col1\" class=\"data row36 col1\" > 0.805</td>\n",
-       "                        <td id=\"T_8f18b_row36_col2\" class=\"data row36 col2\" > 0.10</td>\n",
-       "                        <td id=\"T_8f18b_row36_col3\" class=\"data row36 col3\" ></td>\n",
-       "                        <td id=\"T_8f18b_row36_col4\" class=\"data row36 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_8f18b_row36_col5\" class=\"data row36 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_8f18b_level0_row37\" class=\"row_heading level0 row37\" >coef_moreCarsThanWorkers_shopping</th>\n",
-       "                        <td id=\"T_8f18b_row37_col0\" class=\"data row37 col0\" >-0.628</td>\n",
-       "                        <td id=\"T_8f18b_row37_col1\" class=\"data row37 col1\" > 0.690</td>\n",
-       "                        <td id=\"T_8f18b_row37_col2\" class=\"data row37 col2\" >-0.91</td>\n",
-       "                        <td id=\"T_8f18b_row37_col3\" class=\"data row37 col3\" ></td>\n",
-       "                        <td id=\"T_8f18b_row37_col4\" class=\"data row37 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_8f18b_row37_col5\" class=\"data row37 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_8f18b_level0_row38\" class=\"row_heading level0 row38\" >coef_nonWorkerHomeMaxThree_zero_tours</th>\n",
-       "                        <td id=\"T_8f18b_row38_col0\" class=\"data row38 col0\" >-0.169</td>\n",
-       "                        <td id=\"T_8f18b_row38_col1\" class=\"data row38 col1\" > 0.391</td>\n",
-       "                        <td id=\"T_8f18b_row38_col2\" class=\"data row38 col2\" >-0.43</td>\n",
-       "                        <td id=\"T_8f18b_row38_col3\" class=\"data row38 col3\" ></td>\n",
-       "                        <td id=\"T_8f18b_row38_col4\" class=\"data row38 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_8f18b_row38_col5\" class=\"data row38 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_8f18b_level0_row39\" class=\"row_heading level0 row39\" >coef_nonWorkerNonMandMaxThree_disc</th>\n",
-       "                        <td id=\"T_8f18b_row39_col0\" class=\"data row39 col0\" >-0.119</td>\n",
-       "                        <td id=\"T_8f18b_row39_col1\" class=\"data row39 col1\" > 0.447</td>\n",
-       "                        <td id=\"T_8f18b_row39_col2\" class=\"data row39 col2\" >-0.27</td>\n",
-       "                        <td id=\"T_8f18b_row39_col3\" class=\"data row39 col3\" ></td>\n",
-       "                        <td id=\"T_8f18b_row39_col4\" class=\"data row39 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_8f18b_row39_col5\" class=\"data row39 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_8f18b_level0_row40\" class=\"row_heading level0 row40\" >coef_nonWorkerNonMandMaxThree_eatout</th>\n",
-       "                        <td id=\"T_8f18b_row40_col0\" class=\"data row40 col0\" >-0.354</td>\n",
-       "                        <td id=\"T_8f18b_row40_col1\" class=\"data row40 col1\" > 0.700</td>\n",
-       "                        <td id=\"T_8f18b_row40_col2\" class=\"data row40 col2\" >-0.51</td>\n",
-       "                        <td id=\"T_8f18b_row40_col3\" class=\"data row40 col3\" ></td>\n",
-       "                        <td id=\"T_8f18b_row40_col4\" class=\"data row40 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_8f18b_row40_col5\" class=\"data row40 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_8f18b_level0_row41\" class=\"row_heading level0 row41\" >coef_nonWorkerNonMandMaxThree_maint</th>\n",
-       "                        <td id=\"T_8f18b_row41_col0\" class=\"data row41 col0\" > 0.373</td>\n",
-       "                        <td id=\"T_8f18b_row41_col1\" class=\"data row41 col1\" > 0.380</td>\n",
-       "                        <td id=\"T_8f18b_row41_col2\" class=\"data row41 col2\" > 0.98</td>\n",
-       "                        <td id=\"T_8f18b_row41_col3\" class=\"data row41 col3\" ></td>\n",
-       "                        <td id=\"T_8f18b_row41_col4\" class=\"data row41 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_8f18b_row41_col5\" class=\"data row41 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_8f18b_level0_row42\" class=\"row_heading level0 row42\" >coef_nonWorkerNonMandMaxThree_shopping</th>\n",
-       "                        <td id=\"T_8f18b_row42_col0\" class=\"data row42 col0\" > 0.523</td>\n",
-       "                        <td id=\"T_8f18b_row42_col1\" class=\"data row42 col1\" > 0.427</td>\n",
-       "                        <td id=\"T_8f18b_row42_col2\" class=\"data row42 col2\" > 1.23</td>\n",
-       "                        <td id=\"T_8f18b_row42_col3\" class=\"data row42 col3\" ></td>\n",
-       "                        <td id=\"T_8f18b_row42_col4\" class=\"data row42 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_8f18b_row42_col5\" class=\"data row42 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_8f18b_level0_row43\" class=\"row_heading level0 row43\" >coef_nonWorkerNonMandMaxThree_visiting</th>\n",
-       "                        <td id=\"T_8f18b_row43_col0\" class=\"data row43 col0\" >-0.360</td>\n",
-       "                        <td id=\"T_8f18b_row43_col1\" class=\"data row43 col1\" > 0.587</td>\n",
-       "                        <td id=\"T_8f18b_row43_col2\" class=\"data row43 col2\" >-0.61</td>\n",
-       "                        <td id=\"T_8f18b_row43_col3\" class=\"data row43 col3\" ></td>\n",
-       "                        <td id=\"T_8f18b_row43_col4\" class=\"data row43 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_8f18b_row43_col5\" class=\"data row43 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_8f18b_level0_row44\" class=\"row_heading level0 row44\" >coef_partTimeHomeMaxThree_zero_tours</th>\n",
-       "                        <td id=\"T_8f18b_row44_col0\" class=\"data row44 col0\" > 1.70</td>\n",
-       "                        <td id=\"T_8f18b_row44_col1\" class=\"data row44 col1\" > 1.16</td>\n",
-       "                        <td id=\"T_8f18b_row44_col2\" class=\"data row44 col2\" > 1.47</td>\n",
-       "                        <td id=\"T_8f18b_row44_col3\" class=\"data row44 col3\" ></td>\n",
-       "                        <td id=\"T_8f18b_row44_col4\" class=\"data row44 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_8f18b_row44_col5\" class=\"data row44 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_8f18b_level0_row45\" class=\"row_heading level0 row45\" >coef_partTimeNonMandMaxThree_disc</th>\n",
-       "                        <td id=\"T_8f18b_row45_col0\" class=\"data row45 col0\" > 0.226</td>\n",
-       "                        <td id=\"T_8f18b_row45_col1\" class=\"data row45 col1\" > 0.652</td>\n",
-       "                        <td id=\"T_8f18b_row45_col2\" class=\"data row45 col2\" > 0.35</td>\n",
-       "                        <td id=\"T_8f18b_row45_col3\" class=\"data row45 col3\" ></td>\n",
-       "                        <td id=\"T_8f18b_row45_col4\" class=\"data row45 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_8f18b_row45_col5\" class=\"data row45 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_8f18b_level0_row46\" class=\"row_heading level0 row46\" >coef_partTimeNonMandMaxThree_eatout</th>\n",
-       "                        <td id=\"T_8f18b_row46_col0\" class=\"data row46 col0\" >-15.8</td>\n",
-       "                        <td id=\"T_8f18b_row46_col1\" class=\"data row46 col1\" > 2.42e+03</td>\n",
-       "                        <td id=\"T_8f18b_row46_col2\" class=\"data row46 col2\" >-0.01</td>\n",
-       "                        <td id=\"T_8f18b_row46_col3\" class=\"data row46 col3\" ></td>\n",
-       "                        <td id=\"T_8f18b_row46_col4\" class=\"data row46 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_8f18b_row46_col5\" class=\"data row46 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_8f18b_level0_row47\" class=\"row_heading level0 row47\" >coef_partTimeNonMandMaxThree_maint</th>\n",
-       "                        <td id=\"T_8f18b_row47_col0\" class=\"data row47 col0\" > 0.122</td>\n",
-       "                        <td id=\"T_8f18b_row47_col1\" class=\"data row47 col1\" > 0.660</td>\n",
-       "                        <td id=\"T_8f18b_row47_col2\" class=\"data row47 col2\" > 0.18</td>\n",
-       "                        <td id=\"T_8f18b_row47_col3\" class=\"data row47 col3\" ></td>\n",
-       "                        <td id=\"T_8f18b_row47_col4\" class=\"data row47 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_8f18b_row47_col5\" class=\"data row47 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_8f18b_level0_row48\" class=\"row_heading level0 row48\" >coef_partTimeNonMandMaxThree_shopping</th>\n",
-       "                        <td id=\"T_8f18b_row48_col0\" class=\"data row48 col0\" >-0.191</td>\n",
-       "                        <td id=\"T_8f18b_row48_col1\" class=\"data row48 col1\" > 0.769</td>\n",
-       "                        <td id=\"T_8f18b_row48_col2\" class=\"data row48 col2\" >-0.25</td>\n",
-       "                        <td id=\"T_8f18b_row48_col3\" class=\"data row48 col3\" ></td>\n",
-       "                        <td id=\"T_8f18b_row48_col4\" class=\"data row48 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_8f18b_row48_col5\" class=\"data row48 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_8f18b_level0_row49\" class=\"row_heading level0 row49\" >coef_partTimeNonMandMaxThree_visiting</th>\n",
-       "                        <td id=\"T_8f18b_row49_col0\" class=\"data row49 col0\" > 0.348</td>\n",
-       "                        <td id=\"T_8f18b_row49_col1\" class=\"data row49 col1\" > 0.880</td>\n",
-       "                        <td id=\"T_8f18b_row49_col2\" class=\"data row49 col2\" > 0.40</td>\n",
-       "                        <td id=\"T_8f18b_row49_col3\" class=\"data row49 col3\" ></td>\n",
-       "                        <td id=\"T_8f18b_row49_col4\" class=\"data row49 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_8f18b_row49_col5\" class=\"data row49 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_8f18b_level0_row50\" class=\"row_heading level0 row50\" >coef_preDrivingAgeMandMaxThree_disc</th>\n",
-       "                        <td id=\"T_8f18b_row50_col0\" class=\"data row50 col0\" > 0.588</td>\n",
-       "                        <td id=\"T_8f18b_row50_col1\" class=\"data row50 col1\" > 0.583</td>\n",
-       "                        <td id=\"T_8f18b_row50_col2\" class=\"data row50 col2\" > 1.01</td>\n",
-       "                        <td id=\"T_8f18b_row50_col3\" class=\"data row50 col3\" ></td>\n",
-       "                        <td id=\"T_8f18b_row50_col4\" class=\"data row50 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_8f18b_row50_col5\" class=\"data row50 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_8f18b_level0_row51\" class=\"row_heading level0 row51\" >coef_preDrivingAgeMandMaxThree_maint</th>\n",
-       "                        <td id=\"T_8f18b_row51_col0\" class=\"data row51 col0\" > 0.0572</td>\n",
-       "                        <td id=\"T_8f18b_row51_col1\" class=\"data row51 col1\" > 0.514</td>\n",
-       "                        <td id=\"T_8f18b_row51_col2\" class=\"data row51 col2\" > 0.11</td>\n",
-       "                        <td id=\"T_8f18b_row51_col3\" class=\"data row51 col3\" ></td>\n",
-       "                        <td id=\"T_8f18b_row51_col4\" class=\"data row51 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_8f18b_row51_col5\" class=\"data row51 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_8f18b_level0_row52\" class=\"row_heading level0 row52\" >coef_preDrivingHomeMaxThree_preschool_and_school_zero_tours</th>\n",
-       "                        <td id=\"T_8f18b_row52_col0\" class=\"data row52 col0\" >-0.265</td>\n",
-       "                        <td id=\"T_8f18b_row52_col1\" class=\"data row52 col1\" > 0.450</td>\n",
-       "                        <td id=\"T_8f18b_row52_col2\" class=\"data row52 col2\" >-0.59</td>\n",
-       "                        <td id=\"T_8f18b_row52_col3\" class=\"data row52 col3\" ></td>\n",
-       "                        <td id=\"T_8f18b_row52_col4\" class=\"data row52 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_8f18b_row52_col5\" class=\"data row52 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_8f18b_level0_row53\" class=\"row_heading level0 row53\" >coef_preDrivingNonMandMaxThree_disc</th>\n",
-       "                        <td id=\"T_8f18b_row53_col0\" class=\"data row53 col0\" > 0.470</td>\n",
-       "                        <td id=\"T_8f18b_row53_col1\" class=\"data row53 col1\" > 0.853</td>\n",
-       "                        <td id=\"T_8f18b_row53_col2\" class=\"data row53 col2\" > 0.55</td>\n",
-       "                        <td id=\"T_8f18b_row53_col3\" class=\"data row53 col3\" ></td>\n",
-       "                        <td id=\"T_8f18b_row53_col4\" class=\"data row53 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_8f18b_row53_col5\" class=\"data row53 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_8f18b_level0_row54\" class=\"row_heading level0 row54\" >coef_preDrivingNonMandMaxThree_eatout</th>\n",
-       "                        <td id=\"T_8f18b_row54_col0\" class=\"data row54 col0\" >-13.7</td>\n",
-       "                        <td id=\"T_8f18b_row54_col1\" class=\"data row54 col1\" > 1.56e+03</td>\n",
-       "                        <td id=\"T_8f18b_row54_col2\" class=\"data row54 col2\" >-0.01</td>\n",
-       "                        <td id=\"T_8f18b_row54_col3\" class=\"data row54 col3\" ></td>\n",
-       "                        <td id=\"T_8f18b_row54_col4\" class=\"data row54 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_8f18b_row54_col5\" class=\"data row54 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_8f18b_level0_row55\" class=\"row_heading level0 row55\" >coef_preDrivingNonMandMaxThree_maint</th>\n",
-       "                        <td id=\"T_8f18b_row55_col0\" class=\"data row55 col0\" >-0.478</td>\n",
-       "                        <td id=\"T_8f18b_row55_col1\" class=\"data row55 col1\" > 0.924</td>\n",
-       "                        <td id=\"T_8f18b_row55_col2\" class=\"data row55 col2\" >-0.52</td>\n",
-       "                        <td id=\"T_8f18b_row55_col3\" class=\"data row55 col3\" ></td>\n",
-       "                        <td id=\"T_8f18b_row55_col4\" class=\"data row55 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_8f18b_row55_col5\" class=\"data row55 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_8f18b_level0_row56\" class=\"row_heading level0 row56\" >coef_preDrivingNonMandMaxThree_shopping</th>\n",
-       "                        <td id=\"T_8f18b_row56_col0\" class=\"data row56 col0\" > 0.00540</td>\n",
-       "                        <td id=\"T_8f18b_row56_col1\" class=\"data row56 col1\" > 0.540</td>\n",
-       "                        <td id=\"T_8f18b_row56_col2\" class=\"data row56 col2\" > 0.01</td>\n",
-       "                        <td id=\"T_8f18b_row56_col3\" class=\"data row56 col3\" ></td>\n",
-       "                        <td id=\"T_8f18b_row56_col4\" class=\"data row56 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_8f18b_row56_col5\" class=\"data row56 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_8f18b_level0_row57\" class=\"row_heading level0 row57\" >coef_preDrivingNonMandMaxThree_visiting</th>\n",
-       "                        <td id=\"T_8f18b_row57_col0\" class=\"data row57 col0\" >-1.73</td>\n",
-       "                        <td id=\"T_8f18b_row57_col1\" class=\"data row57 col1\" > 1.27</td>\n",
-       "                        <td id=\"T_8f18b_row57_col2\" class=\"data row57 col2\" >-1.36</td>\n",
-       "                        <td id=\"T_8f18b_row57_col3\" class=\"data row57 col3\" ></td>\n",
-       "                        <td id=\"T_8f18b_row57_col4\" class=\"data row57 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_8f18b_row57_col5\" class=\"data row57 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_8f18b_level0_row58\" class=\"row_heading level0 row58\" >coef_retireeHomeMaxThree_zero_tours</th>\n",
-       "                        <td id=\"T_8f18b_row58_col0\" class=\"data row58 col0\" > 0.307</td>\n",
-       "                        <td id=\"T_8f18b_row58_col1\" class=\"data row58 col1\" > 0.771</td>\n",
-       "                        <td id=\"T_8f18b_row58_col2\" class=\"data row58 col2\" > 0.40</td>\n",
-       "                        <td id=\"T_8f18b_row58_col3\" class=\"data row58 col3\" ></td>\n",
-       "                        <td id=\"T_8f18b_row58_col4\" class=\"data row58 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_8f18b_row58_col5\" class=\"data row58 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_8f18b_level0_row59\" class=\"row_heading level0 row59\" >coef_retireeNonMandMaxThree_disc</th>\n",
-       "                        <td id=\"T_8f18b_row59_col0\" class=\"data row59 col0\" > 0.595</td>\n",
-       "                        <td id=\"T_8f18b_row59_col1\" class=\"data row59 col1\" > 0.430</td>\n",
-       "                        <td id=\"T_8f18b_row59_col2\" class=\"data row59 col2\" > 1.38</td>\n",
-       "                        <td id=\"T_8f18b_row59_col3\" class=\"data row59 col3\" ></td>\n",
-       "                        <td id=\"T_8f18b_row59_col4\" class=\"data row59 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_8f18b_row59_col5\" class=\"data row59 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_8f18b_level0_row60\" class=\"row_heading level0 row60\" >coef_retireeNonMandMaxThree_eatout</th>\n",
-       "                        <td id=\"T_8f18b_row60_col0\" class=\"data row60 col0\" > 0.337</td>\n",
-       "                        <td id=\"T_8f18b_row60_col1\" class=\"data row60 col1\" > 0.553</td>\n",
-       "                        <td id=\"T_8f18b_row60_col2\" class=\"data row60 col2\" > 0.61</td>\n",
-       "                        <td id=\"T_8f18b_row60_col3\" class=\"data row60 col3\" ></td>\n",
-       "                        <td id=\"T_8f18b_row60_col4\" class=\"data row60 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_8f18b_row60_col5\" class=\"data row60 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_8f18b_level0_row61\" class=\"row_heading level0 row61\" >coef_retireeNonMandMaxThree_maint</th>\n",
-       "                        <td id=\"T_8f18b_row61_col0\" class=\"data row61 col0\" > 0.931</td>\n",
-       "                        <td id=\"T_8f18b_row61_col1\" class=\"data row61 col1\" > 0.376</td>\n",
-       "                        <td id=\"T_8f18b_row61_col2\" class=\"data row61 col2\" > 2.47</td>\n",
-       "                        <td id=\"T_8f18b_row61_col3\" class=\"data row61 col3\" >*</td>\n",
-       "                        <td id=\"T_8f18b_row61_col4\" class=\"data row61 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_8f18b_row61_col5\" class=\"data row61 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_8f18b_level0_row62\" class=\"row_heading level0 row62\" >coef_retireeNonMandMaxThree_shopping</th>\n",
-       "                        <td id=\"T_8f18b_row62_col0\" class=\"data row62 col0\" > 0.952</td>\n",
-       "                        <td id=\"T_8f18b_row62_col1\" class=\"data row62 col1\" > 0.504</td>\n",
-       "                        <td id=\"T_8f18b_row62_col2\" class=\"data row62 col2\" > 1.89</td>\n",
-       "                        <td id=\"T_8f18b_row62_col3\" class=\"data row62 col3\" ></td>\n",
-       "                        <td id=\"T_8f18b_row62_col4\" class=\"data row62 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_8f18b_row62_col5\" class=\"data row62 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_8f18b_level0_row63\" class=\"row_heading level0 row63\" >coef_retireeNonMandMaxThree_visiting</th>\n",
-       "                        <td id=\"T_8f18b_row63_col0\" class=\"data row63 col0\" > 0.174</td>\n",
-       "                        <td id=\"T_8f18b_row63_col1\" class=\"data row63 col1\" > 0.583</td>\n",
-       "                        <td id=\"T_8f18b_row63_col2\" class=\"data row63 col2\" > 0.30</td>\n",
-       "                        <td id=\"T_8f18b_row63_col3\" class=\"data row63 col3\" ></td>\n",
-       "                        <td id=\"T_8f18b_row63_col4\" class=\"data row63 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_8f18b_row63_col5\" class=\"data row63 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_8f18b_level0_row64\" class=\"row_heading level0 row64\" >coef_timeWindowOverlapAdultChild_visiting</th>\n",
-       "                        <td id=\"T_8f18b_row64_col0\" class=\"data row64 col0\" > 0.140</td>\n",
-       "                        <td id=\"T_8f18b_row64_col1\" class=\"data row64 col1\" > 0.0547</td>\n",
-       "                        <td id=\"T_8f18b_row64_col2\" class=\"data row64 col2\" > 2.57</td>\n",
-       "                        <td id=\"T_8f18b_row64_col3\" class=\"data row64 col3\" >*</td>\n",
-       "                        <td id=\"T_8f18b_row64_col4\" class=\"data row64 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_8f18b_row64_col5\" class=\"data row64 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_8f18b_level0_row65\" class=\"row_heading level0 row65\" >coef_timeWindowOverlapAdult_visiting</th>\n",
-       "                        <td id=\"T_8f18b_row65_col0\" class=\"data row65 col0\" > 0.110</td>\n",
-       "                        <td id=\"T_8f18b_row65_col1\" class=\"data row65 col1\" > 0.0692</td>\n",
-       "                        <td id=\"T_8f18b_row65_col2\" class=\"data row65 col2\" > 1.59</td>\n",
-       "                        <td id=\"T_8f18b_row65_col3\" class=\"data row65 col3\" ></td>\n",
-       "                        <td id=\"T_8f18b_row65_col4\" class=\"data row65 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_8f18b_row65_col5\" class=\"data row65 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_8f18b_level0_row66\" class=\"row_heading level0 row66\" >coef_timeWindowOverlapChild_visiting</th>\n",
-       "                        <td id=\"T_8f18b_row66_col0\" class=\"data row66 col0\" >-0.0606</td>\n",
-       "                        <td id=\"T_8f18b_row66_col1\" class=\"data row66 col1\" > 0.0845</td>\n",
-       "                        <td id=\"T_8f18b_row66_col2\" class=\"data row66 col2\" >-0.72</td>\n",
-       "                        <td id=\"T_8f18b_row66_col3\" class=\"data row66 col3\" ></td>\n",
-       "                        <td id=\"T_8f18b_row66_col4\" class=\"data row66 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_8f18b_row66_col5\" class=\"data row66 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_8f18b_level0_row67\" class=\"row_heading level0 row67\" >coef_universityHomeMaxThree_univ_and_driving_zero_tours</th>\n",
-       "                        <td id=\"T_8f18b_row67_col0\" class=\"data row67 col0\" >-0.410</td>\n",
-       "                        <td id=\"T_8f18b_row67_col1\" class=\"data row67 col1\" > 0.677</td>\n",
-       "                        <td id=\"T_8f18b_row67_col2\" class=\"data row67 col2\" >-0.61</td>\n",
-       "                        <td id=\"T_8f18b_row67_col3\" class=\"data row67 col3\" ></td>\n",
-       "                        <td id=\"T_8f18b_row67_col4\" class=\"data row67 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_8f18b_row67_col5\" class=\"data row67 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_8f18b_level0_row68\" class=\"row_heading level0 row68\" >coef_universityNonMandMaxThree_disc</th>\n",
-       "                        <td id=\"T_8f18b_row68_col0\" class=\"data row68 col0\" >-0.145</td>\n",
-       "                        <td id=\"T_8f18b_row68_col1\" class=\"data row68 col1\" > 1.02</td>\n",
-       "                        <td id=\"T_8f18b_row68_col2\" class=\"data row68 col2\" >-0.14</td>\n",
-       "                        <td id=\"T_8f18b_row68_col3\" class=\"data row68 col3\" ></td>\n",
-       "                        <td id=\"T_8f18b_row68_col4\" class=\"data row68 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_8f18b_row68_col5\" class=\"data row68 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_8f18b_level0_row69\" class=\"row_heading level0 row69\" >coef_universityNonMandMaxThree_eatout</th>\n",
-       "                        <td id=\"T_8f18b_row69_col0\" class=\"data row69 col0\" >-14.1</td>\n",
-       "                        <td id=\"T_8f18b_row69_col1\" class=\"data row69 col1\" > 1.67e+03</td>\n",
-       "                        <td id=\"T_8f18b_row69_col2\" class=\"data row69 col2\" >-0.01</td>\n",
-       "                        <td id=\"T_8f18b_row69_col3\" class=\"data row69 col3\" ></td>\n",
-       "                        <td id=\"T_8f18b_row69_col4\" class=\"data row69 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_8f18b_row69_col5\" class=\"data row69 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_8f18b_level0_row70\" class=\"row_heading level0 row70\" >coef_universityNonMandMaxThree_maint</th>\n",
-       "                        <td id=\"T_8f18b_row70_col0\" class=\"data row70 col0\" >-0.438</td>\n",
-       "                        <td id=\"T_8f18b_row70_col1\" class=\"data row70 col1\" > 0.999</td>\n",
-       "                        <td id=\"T_8f18b_row70_col2\" class=\"data row70 col2\" >-0.44</td>\n",
-       "                        <td id=\"T_8f18b_row70_col3\" class=\"data row70 col3\" ></td>\n",
-       "                        <td id=\"T_8f18b_row70_col4\" class=\"data row70 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_8f18b_row70_col5\" class=\"data row70 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_8f18b_level0_row71\" class=\"row_heading level0 row71\" >coef_universityNonMandMaxThree_shopping</th>\n",
-       "                        <td id=\"T_8f18b_row71_col0\" class=\"data row71 col0\" > 1.13</td>\n",
-       "                        <td id=\"T_8f18b_row71_col1\" class=\"data row71 col1\" > 0.556</td>\n",
-       "                        <td id=\"T_8f18b_row71_col2\" class=\"data row71 col2\" > 2.04</td>\n",
-       "                        <td id=\"T_8f18b_row71_col3\" class=\"data row71 col3\" >*</td>\n",
-       "                        <td id=\"T_8f18b_row71_col4\" class=\"data row71 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_8f18b_row71_col5\" class=\"data row71 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_8f18b_level0_row72\" class=\"row_heading level0 row72\" >coef_universityNonMandMaxThree_visiting</th>\n",
-       "                        <td id=\"T_8f18b_row72_col0\" class=\"data row72 col0\" >-18.0</td>\n",
-       "                        <td id=\"T_8f18b_row72_col1\" class=\"data row72 col1\" > 7.88e+03</td>\n",
-       "                        <td id=\"T_8f18b_row72_col2\" class=\"data row72 col2\" >-0.00</td>\n",
-       "                        <td id=\"T_8f18b_row72_col3\" class=\"data row72 col3\" ></td>\n",
-       "                        <td id=\"T_8f18b_row72_col4\" class=\"data row72 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_8f18b_row72_col5\" class=\"data row72 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_8f18b_level0_row73\" class=\"row_heading level0 row73\" >coef_walkRetailAccessibility_eatout</th>\n",
-       "                        <td id=\"T_8f18b_row73_col0\" class=\"data row73 col0\" >-0.0274</td>\n",
-       "                        <td id=\"T_8f18b_row73_col1\" class=\"data row73 col1\" > 0.237</td>\n",
-       "                        <td id=\"T_8f18b_row73_col2\" class=\"data row73 col2\" >-0.12</td>\n",
-       "                        <td id=\"T_8f18b_row73_col3\" class=\"data row73 col3\" ></td>\n",
-       "                        <td id=\"T_8f18b_row73_col4\" class=\"data row73 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_8f18b_row73_col5\" class=\"data row73 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_8f18b_level0_row74\" class=\"row_heading level0 row74\" >coef_zeroAutomobiles_disc</th>\n",
-       "                        <td id=\"T_8f18b_row74_col0\" class=\"data row74 col0\" >-0.540</td>\n",
-       "                        <td id=\"T_8f18b_row74_col1\" class=\"data row74 col1\" > 0.771</td>\n",
-       "                        <td id=\"T_8f18b_row74_col2\" class=\"data row74 col2\" >-0.70</td>\n",
-       "                        <td id=\"T_8f18b_row74_col3\" class=\"data row74 col3\" ></td>\n",
-       "                        <td id=\"T_8f18b_row74_col4\" class=\"data row74 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_8f18b_row74_col5\" class=\"data row74 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_8f18b_level0_row75\" class=\"row_heading level0 row75\" >coef_zeroAutomobiles_visiting</th>\n",
-       "                        <td id=\"T_8f18b_row75_col0\" class=\"data row75 col0\" >-18.3</td>\n",
-       "                        <td id=\"T_8f18b_row75_col1\" class=\"data row75 col1\" > 6.06e+03</td>\n",
-       "                        <td id=\"T_8f18b_row75_col2\" class=\"data row75 col2\" >-0.00</td>\n",
-       "                        <td id=\"T_8f18b_row75_col3\" class=\"data row75 col3\" ></td>\n",
-       "                        <td id=\"T_8f18b_row75_col4\" class=\"data row75 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_8f18b_row75_col5\" class=\"data row75 col5\" ></td>\n",
-       "            </tr>\n",
-       "    </tbody></table>"
+       "<style type=\"text/css\">\n",
+       "#T_adde2 th {\n",
+       "  vertical-align: top;\n",
+       "  text-align: left;\n",
+       "}\n",
+       "#T_adde2 td {\n",
+       "  vertical-align: top;\n",
+       "  text-align: left;\n",
+       "}\n",
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#T_adde2_row28_col3, #T_adde2_row28_col4, #T_adde2_row29_col0, #T_adde2_row29_col1, #T_adde2_row29_col2, #T_adde2_row29_col3, #T_adde2_row29_col4, #T_adde2_row30_col0, #T_adde2_row30_col1, #T_adde2_row30_col2, #T_adde2_row30_col3, #T_adde2_row30_col4, #T_adde2_row31_col0, #T_adde2_row31_col1, #T_adde2_row31_col2, #T_adde2_row31_col3, #T_adde2_row31_col4, #T_adde2_row32_col0, #T_adde2_row32_col1, #T_adde2_row32_col2, #T_adde2_row32_col3, #T_adde2_row32_col4, #T_adde2_row33_col0, #T_adde2_row33_col1, #T_adde2_row33_col2, #T_adde2_row33_col3, #T_adde2_row33_col4, #T_adde2_row34_col0, #T_adde2_row34_col1, #T_adde2_row34_col2, #T_adde2_row34_col3, #T_adde2_row34_col4, #T_adde2_row35_col0, #T_adde2_row35_col1, #T_adde2_row35_col2, #T_adde2_row35_col3, #T_adde2_row35_col4, #T_adde2_row36_col0, #T_adde2_row36_col1, #T_adde2_row36_col2, #T_adde2_row36_col3, #T_adde2_row36_col4, #T_adde2_row37_col0, #T_adde2_row37_col1, #T_adde2_row37_col2, #T_adde2_row37_col3, #T_adde2_row37_col4, #T_adde2_row38_col0, #T_adde2_row38_col1, #T_adde2_row38_col2, #T_adde2_row38_col3, #T_adde2_row38_col4, #T_adde2_row39_col0, #T_adde2_row39_col1, #T_adde2_row39_col2, #T_adde2_row39_col3, #T_adde2_row39_col4, #T_adde2_row40_col0, #T_adde2_row40_col1, #T_adde2_row40_col2, #T_adde2_row40_col3, #T_adde2_row40_col4, #T_adde2_row41_col0, #T_adde2_row41_col1, #T_adde2_row41_col2, #T_adde2_row41_col3, #T_adde2_row41_col4, #T_adde2_row42_col0, #T_adde2_row42_col1, #T_adde2_row42_col2, #T_adde2_row42_col3, #T_adde2_row42_col4, #T_adde2_row43_col0, #T_adde2_row43_col1, #T_adde2_row43_col2, #T_adde2_row43_col3, #T_adde2_row43_col4, #T_adde2_row44_col0, #T_adde2_row44_col1, #T_adde2_row44_col2, #T_adde2_row44_col3, #T_adde2_row44_col4, #T_adde2_row45_col0, #T_adde2_row45_col1, #T_adde2_row45_col2, #T_adde2_row45_col3, #T_adde2_row45_col4, #T_adde2_row46_col0, #T_adde2_row46_col1, #T_adde2_row46_col2, #T_adde2_row46_col3, #T_adde2_row46_col4, #T_adde2_row47_col0, #T_adde2_row47_col1, #T_adde2_row47_col2, #T_adde2_row47_col3, #T_adde2_row47_col4, #T_adde2_row48_col0, #T_adde2_row48_col1, #T_adde2_row48_col2, #T_adde2_row48_col3, #T_adde2_row48_col4, #T_adde2_row49_col0, #T_adde2_row49_col1, #T_adde2_row49_col2, #T_adde2_row49_col3, #T_adde2_row49_col4, #T_adde2_row50_col0, #T_adde2_row50_col1, #T_adde2_row50_col2, #T_adde2_row50_col3, #T_adde2_row50_col4, #T_adde2_row51_col0, #T_adde2_row51_col1, #T_adde2_row51_col2, #T_adde2_row51_col3, #T_adde2_row51_col4, #T_adde2_row52_col0, #T_adde2_row52_col1, #T_adde2_row52_col2, #T_adde2_row52_col3, #T_adde2_row52_col4, #T_adde2_row53_col0, #T_adde2_row53_col1, #T_adde2_row53_col2, #T_adde2_row53_col3, #T_adde2_row53_col4, #T_adde2_row54_col0, #T_adde2_row54_col1, #T_adde2_row54_col2, #T_adde2_row54_col3, #T_adde2_row54_col4, #T_adde2_row55_col0, #T_adde2_row55_col1, #T_adde2_row55_col2, #T_adde2_row55_col3, #T_adde2_row55_col4, #T_adde2_row56_col0, #T_adde2_row56_col1, #T_adde2_row56_col2, #T_adde2_row56_col3, #T_adde2_row56_col4, #T_adde2_row57_col0, #T_adde2_row57_col1, #T_adde2_row57_col2, #T_adde2_row57_col3, #T_adde2_row57_col4, #T_adde2_row58_col0, #T_adde2_row58_col1, #T_adde2_row58_col2, #T_adde2_row58_col3, #T_adde2_row58_col4, #T_adde2_row59_col0, #T_adde2_row59_col1, #T_adde2_row59_col2, #T_adde2_row59_col3, #T_adde2_row59_col4, #T_adde2_row60_col0, #T_adde2_row60_col1, #T_adde2_row60_col2, #T_adde2_row60_col3, #T_adde2_row60_col4, #T_adde2_row61_col0, #T_adde2_row61_col1, #T_adde2_row61_col2, #T_adde2_row61_col3, #T_adde2_row61_col4, #T_adde2_row62_col0, #T_adde2_row62_col1, #T_adde2_row62_col2, #T_adde2_row62_col3, #T_adde2_row62_col4, #T_adde2_row63_col0, #T_adde2_row63_col1, #T_adde2_row63_col2, #T_adde2_row63_col3, #T_adde2_row63_col4, #T_adde2_row64_col0, #T_adde2_row64_col1, #T_adde2_row64_col2, #T_adde2_row64_col3, #T_adde2_row64_col4, #T_adde2_row65_col0, #T_adde2_row65_col1, #T_adde2_row65_col2, #T_adde2_row65_col3, #T_adde2_row65_col4, #T_adde2_row66_col0, #T_adde2_row66_col1, #T_adde2_row66_col2, #T_adde2_row66_col3, #T_adde2_row66_col4, #T_adde2_row67_col0, #T_adde2_row67_col1, #T_adde2_row67_col2, #T_adde2_row67_col3, #T_adde2_row67_col4, #T_adde2_row68_col0, #T_adde2_row68_col1, #T_adde2_row68_col2, #T_adde2_row68_col3, #T_adde2_row68_col4, #T_adde2_row69_col0, #T_adde2_row69_col1, #T_adde2_row69_col2, #T_adde2_row69_col3, #T_adde2_row69_col4, #T_adde2_row70_col0, #T_adde2_row70_col1, #T_adde2_row70_col2, #T_adde2_row70_col3, #T_adde2_row70_col4, #T_adde2_row71_col0, #T_adde2_row71_col1, #T_adde2_row71_col2, #T_adde2_row71_col3, #T_adde2_row71_col4, #T_adde2_row72_col0, #T_adde2_row72_col1, #T_adde2_row72_col2, #T_adde2_row72_col3, #T_adde2_row72_col4, #T_adde2_row73_col0, #T_adde2_row73_col1, #T_adde2_row73_col2, #T_adde2_row73_col3, #T_adde2_row73_col4, #T_adde2_row74_col0, #T_adde2_row74_col1, #T_adde2_row74_col2, #T_adde2_row74_col3, #T_adde2_row74_col4, #T_adde2_row75_col0, #T_adde2_row75_col1, #T_adde2_row75_col2, #T_adde2_row75_col3, #T_adde2_row75_col4 {\n",
+       "  font-family: monospace;\n",
+       "}\n",
+       "</style>\n",
+       "<table id=\"T_adde2\">\n",
+       "  <thead>\n",
+       "    <tr>\n",
+       "      <th class=\"blank level0\" >&nbsp;</th>\n",
+       "      <th id=\"T_adde2_level0_col0\" class=\"col_heading level0 col0\" >Value</th>\n",
+       "      <th id=\"T_adde2_level0_col1\" class=\"col_heading level0 col1\" >Std Err</th>\n",
+       "      <th id=\"T_adde2_level0_col2\" class=\"col_heading level0 col2\" >t Stat</th>\n",
+       "      <th id=\"T_adde2_level0_col3\" class=\"col_heading level0 col3\" >Signif</th>\n",
+       "      <th id=\"T_adde2_level0_col4\" class=\"col_heading level0 col4\" >Null Value</th>\n",
+       "      <th id=\"T_adde2_level0_col5\" class=\"col_heading level0 col5\" >Constrained</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th class=\"index_name level0\" >Parameter</th>\n",
+       "      <th class=\"blank col0\" >&nbsp;</th>\n",
+       "      <th class=\"blank col1\" >&nbsp;</th>\n",
+       "      <th class=\"blank col2\" >&nbsp;</th>\n",
+       "      <th class=\"blank col3\" >&nbsp;</th>\n",
+       "      <th class=\"blank col4\" >&nbsp;</th>\n",
+       "      <th class=\"blank col5\" >&nbsp;</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th id=\"T_adde2_level0_row0\" class=\"row_heading level0 row0\" >coef_asc_0_tours</th>\n",
+       "      <td id=\"T_adde2_row0_col0\" class=\"data row0 col0\" > 0.00</td>\n",
+       "      <td id=\"T_adde2_row0_col1\" class=\"data row0 col1\" > 0.00</td>\n",
+       "      <td id=\"T_adde2_row0_col2\" class=\"data row0 col2\" > NA</td>\n",
+       "      <td id=\"T_adde2_row0_col3\" class=\"data row0 col3\" ></td>\n",
+       "      <td id=\"T_adde2_row0_col4\" class=\"data row0 col4\" > 0.00</td>\n",
+       "      <td id=\"T_adde2_row0_col5\" class=\"data row0 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_adde2_level0_row1\" class=\"row_heading level0 row1\" >coef_asc_1_Disc</th>\n",
+       "      <td id=\"T_adde2_row1_col0\" class=\"data row1 col0\" >-5.35</td>\n",
+       "      <td id=\"T_adde2_row1_col1\" class=\"data row1 col1\" > 0.217</td>\n",
+       "      <td id=\"T_adde2_row1_col2\" class=\"data row1 col2\" >-24.68</td>\n",
+       "      <td id=\"T_adde2_row1_col3\" class=\"data row1 col3\" >***</td>\n",
+       "      <td id=\"T_adde2_row1_col4\" class=\"data row1 col4\" > 0.00</td>\n",
+       "      <td id=\"T_adde2_row1_col5\" class=\"data row1 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_adde2_level0_row2\" class=\"row_heading level0 row2\" >coef_asc_1_Eat</th>\n",
+       "      <td id=\"T_adde2_row2_col0\" class=\"data row2 col0\" >-6.07</td>\n",
+       "      <td id=\"T_adde2_row2_col1\" class=\"data row2 col1\" > 0.382</td>\n",
+       "      <td id=\"T_adde2_row2_col2\" class=\"data row2 col2\" >-15.88</td>\n",
+       "      <td id=\"T_adde2_row2_col3\" class=\"data row2 col3\" >***</td>\n",
+       "      <td id=\"T_adde2_row2_col4\" class=\"data row2 col4\" > 0.00</td>\n",
+       "      <td id=\"T_adde2_row2_col5\" class=\"data row2 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_adde2_level0_row3\" class=\"row_heading level0 row3\" >coef_asc_1_Main</th>\n",
+       "      <td id=\"T_adde2_row3_col0\" class=\"data row3 col0\" >-5.82</td>\n",
+       "      <td id=\"T_adde2_row3_col1\" class=\"data row3 col1\" > 0.255</td>\n",
+       "      <td id=\"T_adde2_row3_col2\" class=\"data row3 col2\" >-22.80</td>\n",
+       "      <td id=\"T_adde2_row3_col3\" class=\"data row3 col3\" >***</td>\n",
+       "      <td id=\"T_adde2_row3_col4\" class=\"data row3 col4\" > 0.00</td>\n",
+       "      <td id=\"T_adde2_row3_col5\" class=\"data row3 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_adde2_level0_row4\" class=\"row_heading level0 row4\" >coef_asc_1_Shop</th>\n",
+       "      <td id=\"T_adde2_row4_col0\" class=\"data row4 col0\" >-6.05</td>\n",
+       "      <td id=\"T_adde2_row4_col1\" class=\"data row4 col1\" > 0.301</td>\n",
+       "      <td id=\"T_adde2_row4_col2\" class=\"data row4 col2\" >-20.07</td>\n",
+       "      <td id=\"T_adde2_row4_col3\" class=\"data row4 col3\" >***</td>\n",
+       "      <td id=\"T_adde2_row4_col4\" class=\"data row4 col4\" > 0.00</td>\n",
+       "      <td id=\"T_adde2_row4_col5\" class=\"data row4 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_adde2_level0_row5\" class=\"row_heading level0 row5\" >coef_asc_1_Visit</th>\n",
+       "      <td id=\"T_adde2_row5_col0\" class=\"data row5 col0\" >-5.84</td>\n",
+       "      <td id=\"T_adde2_row5_col1\" class=\"data row5 col1\" > 0.198</td>\n",
+       "      <td id=\"T_adde2_row5_col2\" class=\"data row5 col2\" >-29.56</td>\n",
+       "      <td id=\"T_adde2_row5_col3\" class=\"data row5 col3\" >***</td>\n",
+       "      <td id=\"T_adde2_row5_col4\" class=\"data row5 col4\" > 0.00</td>\n",
+       "      <td id=\"T_adde2_row5_col5\" class=\"data row5 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_adde2_level0_row6\" class=\"row_heading level0 row6\" >coef_asc_2_tours</th>\n",
+       "      <td id=\"T_adde2_row6_col0\" class=\"data row6 col0\" >-14.5</td>\n",
+       "      <td id=\"T_adde2_row6_col1\" class=\"data row6 col1\" > 0.456</td>\n",
+       "      <td id=\"T_adde2_row6_col2\" class=\"data row6 col2\" >-31.88</td>\n",
+       "      <td id=\"T_adde2_row6_col3\" class=\"data row6 col3\" >***</td>\n",
+       "      <td id=\"T_adde2_row6_col4\" class=\"data row6 col4\" > 0.00</td>\n",
+       "      <td id=\"T_adde2_row6_col5\" class=\"data row6 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_adde2_level0_row7\" class=\"row_heading level0 row7\" >coef_drivingAgeStuMandMaxThree_disc</th>\n",
+       "      <td id=\"T_adde2_row7_col0\" class=\"data row7 col0\" > 0.284</td>\n",
+       "      <td id=\"T_adde2_row7_col1\" class=\"data row7 col1\" > 0.0868</td>\n",
+       "      <td id=\"T_adde2_row7_col2\" class=\"data row7 col2\" > 3.27</td>\n",
+       "      <td id=\"T_adde2_row7_col3\" class=\"data row7 col3\" >**</td>\n",
+       "      <td id=\"T_adde2_row7_col4\" class=\"data row7 col4\" > 0.00</td>\n",
+       "      <td id=\"T_adde2_row7_col5\" class=\"data row7 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_adde2_level0_row8\" class=\"row_heading level0 row8\" >coef_drivingAgeStuMandMaxThree_maint</th>\n",
+       "      <td id=\"T_adde2_row8_col0\" class=\"data row8 col0\" >-0.332</td>\n",
+       "      <td id=\"T_adde2_row8_col1\" class=\"data row8 col1\" > 0.148</td>\n",
+       "      <td id=\"T_adde2_row8_col2\" class=\"data row8 col2\" >-2.24</td>\n",
+       "      <td id=\"T_adde2_row8_col3\" class=\"data row8 col3\" >*</td>\n",
+       "      <td id=\"T_adde2_row8_col4\" class=\"data row8 col4\" > 0.00</td>\n",
+       "      <td id=\"T_adde2_row8_col5\" class=\"data row8 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_adde2_level0_row9\" class=\"row_heading level0 row9\" >coef_fewerCarsThanDrivers_maint</th>\n",
+       "      <td id=\"T_adde2_row9_col0\" class=\"data row9 col0\" > 0.769</td>\n",
+       "      <td id=\"T_adde2_row9_col1\" class=\"data row9 col1\" > 0.142</td>\n",
+       "      <td id=\"T_adde2_row9_col2\" class=\"data row9 col2\" > 5.42</td>\n",
+       "      <td id=\"T_adde2_row9_col3\" class=\"data row9 col3\" >***</td>\n",
+       "      <td id=\"T_adde2_row9_col4\" class=\"data row9 col4\" > 0.00</td>\n",
+       "      <td id=\"T_adde2_row9_col5\" class=\"data row9 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_adde2_level0_row10\" class=\"row_heading level0 row10\" >coef_fewerCarsThanDrivers_shopping</th>\n",
+       "      <td id=\"T_adde2_row10_col0\" class=\"data row10 col0\" > 0.174</td>\n",
+       "      <td id=\"T_adde2_row10_col1\" class=\"data row10 col1\" > 0.141</td>\n",
+       "      <td id=\"T_adde2_row10_col2\" class=\"data row10 col2\" > 1.23</td>\n",
+       "      <td id=\"T_adde2_row10_col3\" class=\"data row10 col3\" ></td>\n",
+       "      <td id=\"T_adde2_row10_col4\" class=\"data row10 col4\" > 0.00</td>\n",
+       "      <td id=\"T_adde2_row10_col5\" class=\"data row10 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_adde2_level0_row11\" class=\"row_heading level0 row11\" >coef_fullTimeHomeMaxThree_zero_tours</th>\n",
+       "      <td id=\"T_adde2_row11_col0\" class=\"data row11 col0\" > 0.941</td>\n",
+       "      <td id=\"T_adde2_row11_col1\" class=\"data row11 col1\" > 0.164</td>\n",
+       "      <td id=\"T_adde2_row11_col2\" class=\"data row11 col2\" > 5.75</td>\n",
+       "      <td id=\"T_adde2_row11_col3\" class=\"data row11 col3\" >***</td>\n",
+       "      <td id=\"T_adde2_row11_col4\" class=\"data row11 col4\" > 0.00</td>\n",
+       "      <td id=\"T_adde2_row11_col5\" class=\"data row11 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_adde2_level0_row12\" class=\"row_heading level0 row12\" >coef_fullTimeMandMaxThree_maint</th>\n",
+       "      <td id=\"T_adde2_row12_col0\" class=\"data row12 col0\" >-0.397</td>\n",
+       "      <td id=\"T_adde2_row12_col1\" class=\"data row12 col1\" > 0.0912</td>\n",
+       "      <td id=\"T_adde2_row12_col2\" class=\"data row12 col2\" >-4.36</td>\n",
+       "      <td id=\"T_adde2_row12_col3\" class=\"data row12 col3\" >***</td>\n",
+       "      <td id=\"T_adde2_row12_col4\" class=\"data row12 col4\" > 0.00</td>\n",
+       "      <td id=\"T_adde2_row12_col5\" class=\"data row12 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_adde2_level0_row13\" class=\"row_heading level0 row13\" >coef_fullTimeMandMaxThree_shopping</th>\n",
+       "      <td id=\"T_adde2_row13_col0\" class=\"data row13 col0\" >-0.403</td>\n",
+       "      <td id=\"T_adde2_row13_col1\" class=\"data row13 col1\" > 0.0941</td>\n",
+       "      <td id=\"T_adde2_row13_col2\" class=\"data row13 col2\" >-4.28</td>\n",
+       "      <td id=\"T_adde2_row13_col3\" class=\"data row13 col3\" >***</td>\n",
+       "      <td id=\"T_adde2_row13_col4\" class=\"data row13 col4\" > 0.00</td>\n",
+       "      <td id=\"T_adde2_row13_col5\" class=\"data row13 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_adde2_level0_row14\" class=\"row_heading level0 row14\" >coef_fullTimeNonMandMaxThree_disc</th>\n",
+       "      <td id=\"T_adde2_row14_col0\" class=\"data row14 col0\" >-0.0197</td>\n",
+       "      <td id=\"T_adde2_row14_col1\" class=\"data row14 col1\" > 0.143</td>\n",
+       "      <td id=\"T_adde2_row14_col2\" class=\"data row14 col2\" >-0.14</td>\n",
+       "      <td id=\"T_adde2_row14_col3\" class=\"data row14 col3\" ></td>\n",
+       "      <td id=\"T_adde2_row14_col4\" class=\"data row14 col4\" > 0.00</td>\n",
+       "      <td id=\"T_adde2_row14_col5\" class=\"data row14 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_adde2_level0_row15\" class=\"row_heading level0 row15\" >coef_fullTimeNonMandMaxThree_eatout</th>\n",
+       "      <td id=\"T_adde2_row15_col0\" class=\"data row15 col0\" > 0.0536</td>\n",
+       "      <td id=\"T_adde2_row15_col1\" class=\"data row15 col1\" > 0.215</td>\n",
+       "      <td id=\"T_adde2_row15_col2\" class=\"data row15 col2\" > 0.25</td>\n",
+       "      <td id=\"T_adde2_row15_col3\" class=\"data row15 col3\" ></td>\n",
+       "      <td id=\"T_adde2_row15_col4\" class=\"data row15 col4\" > 0.00</td>\n",
+       "      <td id=\"T_adde2_row15_col5\" class=\"data row15 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_adde2_level0_row16\" class=\"row_heading level0 row16\" >coef_fullTimeNonMandMaxThree_maint</th>\n",
+       "      <td id=\"T_adde2_row16_col0\" class=\"data row16 col0\" > 0.115</td>\n",
+       "      <td id=\"T_adde2_row16_col1\" class=\"data row16 col1\" > 0.177</td>\n",
+       "      <td id=\"T_adde2_row16_col2\" class=\"data row16 col2\" > 0.65</td>\n",
+       "      <td id=\"T_adde2_row16_col3\" class=\"data row16 col3\" ></td>\n",
+       "      <td id=\"T_adde2_row16_col4\" class=\"data row16 col4\" > 0.00</td>\n",
+       "      <td id=\"T_adde2_row16_col5\" class=\"data row16 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_adde2_level0_row17\" class=\"row_heading level0 row17\" >coef_fullTimeNonMandMaxThree_shopping</th>\n",
+       "      <td id=\"T_adde2_row17_col0\" class=\"data row17 col0\" >-0.253</td>\n",
+       "      <td id=\"T_adde2_row17_col1\" class=\"data row17 col1\" > 0.198</td>\n",
+       "      <td id=\"T_adde2_row17_col2\" class=\"data row17 col2\" >-1.28</td>\n",
+       "      <td id=\"T_adde2_row17_col3\" class=\"data row17 col3\" ></td>\n",
+       "      <td id=\"T_adde2_row17_col4\" class=\"data row17 col4\" > 0.00</td>\n",
+       "      <td id=\"T_adde2_row17_col5\" class=\"data row17 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_adde2_level0_row18\" class=\"row_heading level0 row18\" >coef_fullTimeNonMandMaxThree_visiting</th>\n",
+       "      <td id=\"T_adde2_row18_col0\" class=\"data row18 col0\" > 0.751</td>\n",
+       "      <td id=\"T_adde2_row18_col1\" class=\"data row18 col1\" > 0.171</td>\n",
+       "      <td id=\"T_adde2_row18_col2\" class=\"data row18 col2\" > 4.38</td>\n",
+       "      <td id=\"T_adde2_row18_col3\" class=\"data row18 col3\" >***</td>\n",
+       "      <td id=\"T_adde2_row18_col4\" class=\"data row18 col4\" > 0.00</td>\n",
+       "      <td id=\"T_adde2_row18_col5\" class=\"data row18 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_adde2_level0_row19\" class=\"row_heading level0 row19\" >coef_incomeBetween50And100_disc</th>\n",
+       "      <td id=\"T_adde2_row19_col0\" class=\"data row19 col0\" > 0.132</td>\n",
+       "      <td id=\"T_adde2_row19_col1\" class=\"data row19 col1\" > 0.128</td>\n",
+       "      <td id=\"T_adde2_row19_col2\" class=\"data row19 col2\" > 1.04</td>\n",
+       "      <td id=\"T_adde2_row19_col3\" class=\"data row19 col3\" ></td>\n",
+       "      <td id=\"T_adde2_row19_col4\" class=\"data row19 col4\" > 0.00</td>\n",
+       "      <td id=\"T_adde2_row19_col5\" class=\"data row19 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_adde2_level0_row20\" class=\"row_heading level0 row20\" >coef_incomeBetween50And100_eatout</th>\n",
+       "      <td id=\"T_adde2_row20_col0\" class=\"data row20 col0\" > 0.269</td>\n",
+       "      <td id=\"T_adde2_row20_col1\" class=\"data row20 col1\" > 0.199</td>\n",
+       "      <td id=\"T_adde2_row20_col2\" class=\"data row20 col2\" > 1.35</td>\n",
+       "      <td id=\"T_adde2_row20_col3\" class=\"data row20 col3\" ></td>\n",
+       "      <td id=\"T_adde2_row20_col4\" class=\"data row20 col4\" > 0.00</td>\n",
+       "      <td id=\"T_adde2_row20_col5\" class=\"data row20 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_adde2_level0_row21\" class=\"row_heading level0 row21\" >coef_incomeGreaterThan100_disc</th>\n",
+       "      <td id=\"T_adde2_row21_col0\" class=\"data row21 col0\" > 0.367</td>\n",
+       "      <td id=\"T_adde2_row21_col1\" class=\"data row21 col1\" > 0.125</td>\n",
+       "      <td id=\"T_adde2_row21_col2\" class=\"data row21 col2\" > 2.94</td>\n",
+       "      <td id=\"T_adde2_row21_col3\" class=\"data row21 col3\" >**</td>\n",
+       "      <td id=\"T_adde2_row21_col4\" class=\"data row21 col4\" > 0.00</td>\n",
+       "      <td id=\"T_adde2_row21_col5\" class=\"data row21 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_adde2_level0_row22\" class=\"row_heading level0 row22\" >coef_incomeGreaterThan100_eatout</th>\n",
+       "      <td id=\"T_adde2_row22_col0\" class=\"data row22 col0\" > 0.494</td>\n",
+       "      <td id=\"T_adde2_row22_col1\" class=\"data row22 col1\" > 0.197</td>\n",
+       "      <td id=\"T_adde2_row22_col2\" class=\"data row22 col2\" > 2.51</td>\n",
+       "      <td id=\"T_adde2_row22_col3\" class=\"data row22 col3\" >*</td>\n",
+       "      <td id=\"T_adde2_row22_col4\" class=\"data row22 col4\" > 0.00</td>\n",
+       "      <td id=\"T_adde2_row22_col5\" class=\"data row22 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_adde2_level0_row23\" class=\"row_heading level0 row23\" >coef_incomeMissing_dummy_always_zero_disc</th>\n",
+       "      <td id=\"T_adde2_row23_col0\" class=\"data row23 col0\" > 0.372</td>\n",
+       "      <td id=\"T_adde2_row23_col1\" class=\"data row23 col1\" > 7.15e-16</td>\n",
+       "      <td id=\"T_adde2_row23_col2\" class=\"data row23 col2\" > BIG</td>\n",
+       "      <td id=\"T_adde2_row23_col3\" class=\"data row23 col3\" >***</td>\n",
+       "      <td id=\"T_adde2_row23_col4\" class=\"data row23 col4\" > 0.00</td>\n",
+       "      <td id=\"T_adde2_row23_col5\" class=\"data row23 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_adde2_level0_row24\" class=\"row_heading level0 row24\" >coef_incomeMissing_dummy_always_zero_eatout</th>\n",
+       "      <td id=\"T_adde2_row24_col0\" class=\"data row24 col0\" > 0.278</td>\n",
+       "      <td id=\"T_adde2_row24_col1\" class=\"data row24 col1\" > 9.58e-16</td>\n",
+       "      <td id=\"T_adde2_row24_col2\" class=\"data row24 col2\" > BIG</td>\n",
+       "      <td id=\"T_adde2_row24_col3\" class=\"data row24 col3\" >***</td>\n",
+       "      <td id=\"T_adde2_row24_col4\" class=\"data row24 col4\" > 0.00</td>\n",
+       "      <td id=\"T_adde2_row24_col5\" class=\"data row24 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_adde2_level0_row25\" class=\"row_heading level0 row25\" >coef_logTimeWindowOverlapAdultChild_disc</th>\n",
+       "      <td id=\"T_adde2_row25_col0\" class=\"data row25 col0\" > 0.304</td>\n",
+       "      <td id=\"T_adde2_row25_col1\" class=\"data row25 col1\" > 0.0645</td>\n",
+       "      <td id=\"T_adde2_row25_col2\" class=\"data row25 col2\" > 4.70</td>\n",
+       "      <td id=\"T_adde2_row25_col3\" class=\"data row25 col3\" >***</td>\n",
+       "      <td id=\"T_adde2_row25_col4\" class=\"data row25 col4\" > 0.00</td>\n",
+       "      <td id=\"T_adde2_row25_col5\" class=\"data row25 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_adde2_level0_row26\" class=\"row_heading level0 row26\" >coef_logTimeWindowOverlapAdultChild_eatout</th>\n",
+       "      <td id=\"T_adde2_row26_col0\" class=\"data row26 col0\" >-0.0944</td>\n",
+       "      <td id=\"T_adde2_row26_col1\" class=\"data row26 col1\" > 0.0788</td>\n",
+       "      <td id=\"T_adde2_row26_col2\" class=\"data row26 col2\" >-1.20</td>\n",
+       "      <td id=\"T_adde2_row26_col3\" class=\"data row26 col3\" ></td>\n",
+       "      <td id=\"T_adde2_row26_col4\" class=\"data row26 col4\" > 0.00</td>\n",
+       "      <td id=\"T_adde2_row26_col5\" class=\"data row26 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_adde2_level0_row27\" class=\"row_heading level0 row27\" >coef_logTimeWindowOverlapAdultChild_maint</th>\n",
+       "      <td id=\"T_adde2_row27_col0\" class=\"data row27 col0\" > 0.399</td>\n",
+       "      <td id=\"T_adde2_row27_col1\" class=\"data row27 col1\" > 0.0847</td>\n",
+       "      <td id=\"T_adde2_row27_col2\" class=\"data row27 col2\" > 4.71</td>\n",
+       "      <td id=\"T_adde2_row27_col3\" class=\"data row27 col3\" >***</td>\n",
+       "      <td id=\"T_adde2_row27_col4\" class=\"data row27 col4\" > 0.00</td>\n",
+       "      <td id=\"T_adde2_row27_col5\" class=\"data row27 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_adde2_level0_row28\" class=\"row_heading level0 row28\" >coef_logTimeWindowOverlapAdultChild_shopping</th>\n",
+       "      <td id=\"T_adde2_row28_col0\" class=\"data row28 col0\" > 0.0180</td>\n",
+       "      <td id=\"T_adde2_row28_col1\" class=\"data row28 col1\" > 0.0764</td>\n",
+       "      <td id=\"T_adde2_row28_col2\" class=\"data row28 col2\" > 0.24</td>\n",
+       "      <td id=\"T_adde2_row28_col3\" class=\"data row28 col3\" ></td>\n",
+       "      <td id=\"T_adde2_row28_col4\" class=\"data row28 col4\" > 0.00</td>\n",
+       "      <td id=\"T_adde2_row28_col5\" class=\"data row28 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_adde2_level0_row29\" class=\"row_heading level0 row29\" >coef_logTimeWindowOverlapAdult_disc</th>\n",
+       "      <td id=\"T_adde2_row29_col0\" class=\"data row29 col0\" > 0.412</td>\n",
+       "      <td id=\"T_adde2_row29_col1\" class=\"data row29 col1\" > 0.101</td>\n",
+       "      <td id=\"T_adde2_row29_col2\" class=\"data row29 col2\" > 4.09</td>\n",
+       "      <td id=\"T_adde2_row29_col3\" class=\"data row29 col3\" >***</td>\n",
+       "      <td id=\"T_adde2_row29_col4\" class=\"data row29 col4\" > 0.00</td>\n",
+       "      <td id=\"T_adde2_row29_col5\" class=\"data row29 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_adde2_level0_row30\" class=\"row_heading level0 row30\" >coef_logTimeWindowOverlapAdult_eatout</th>\n",
+       "      <td id=\"T_adde2_row30_col0\" class=\"data row30 col0\" > 0.467</td>\n",
+       "      <td id=\"T_adde2_row30_col1\" class=\"data row30 col1\" > 0.167</td>\n",
+       "      <td id=\"T_adde2_row30_col2\" class=\"data row30 col2\" > 2.80</td>\n",
+       "      <td id=\"T_adde2_row30_col3\" class=\"data row30 col3\" >**</td>\n",
+       "      <td id=\"T_adde2_row30_col4\" class=\"data row30 col4\" > 0.00</td>\n",
+       "      <td id=\"T_adde2_row30_col5\" class=\"data row30 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_adde2_level0_row31\" class=\"row_heading level0 row31\" >coef_logTimeWindowOverlapAdult_maint</th>\n",
+       "      <td id=\"T_adde2_row31_col0\" class=\"data row31 col0\" > 0.360</td>\n",
+       "      <td id=\"T_adde2_row31_col1\" class=\"data row31 col1\" > 0.117</td>\n",
+       "      <td id=\"T_adde2_row31_col2\" class=\"data row31 col2\" > 3.07</td>\n",
+       "      <td id=\"T_adde2_row31_col3\" class=\"data row31 col3\" >**</td>\n",
+       "      <td id=\"T_adde2_row31_col4\" class=\"data row31 col4\" > 0.00</td>\n",
+       "      <td id=\"T_adde2_row31_col5\" class=\"data row31 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_adde2_level0_row32\" class=\"row_heading level0 row32\" >coef_logTimeWindowOverlapAdult_shopping</th>\n",
+       "      <td id=\"T_adde2_row32_col0\" class=\"data row32 col0\" > 0.862</td>\n",
+       "      <td id=\"T_adde2_row32_col1\" class=\"data row32 col1\" > 0.139</td>\n",
+       "      <td id=\"T_adde2_row32_col2\" class=\"data row32 col2\" > 6.18</td>\n",
+       "      <td id=\"T_adde2_row32_col3\" class=\"data row32 col3\" >***</td>\n",
+       "      <td id=\"T_adde2_row32_col4\" class=\"data row32 col4\" > 0.00</td>\n",
+       "      <td id=\"T_adde2_row32_col5\" class=\"data row32 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_adde2_level0_row33\" class=\"row_heading level0 row33\" >coef_logTimeWindowOverlapChild_disc</th>\n",
+       "      <td id=\"T_adde2_row33_col0\" class=\"data row33 col0\" > 0.150</td>\n",
+       "      <td id=\"T_adde2_row33_col1\" class=\"data row33 col1\" > 0.0771</td>\n",
+       "      <td id=\"T_adde2_row33_col2\" class=\"data row33 col2\" > 1.95</td>\n",
+       "      <td id=\"T_adde2_row33_col3\" class=\"data row33 col3\" ></td>\n",
+       "      <td id=\"T_adde2_row33_col4\" class=\"data row33 col4\" > 0.00</td>\n",
+       "      <td id=\"T_adde2_row33_col5\" class=\"data row33 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_adde2_level0_row34\" class=\"row_heading level0 row34\" >coef_logTimeWindowOverlapChild_maint</th>\n",
+       "      <td id=\"T_adde2_row34_col0\" class=\"data row34 col0\" > 0.295</td>\n",
+       "      <td id=\"T_adde2_row34_col1\" class=\"data row34 col1\" > 0.0952</td>\n",
+       "      <td id=\"T_adde2_row34_col2\" class=\"data row34 col2\" > 3.10</td>\n",
+       "      <td id=\"T_adde2_row34_col3\" class=\"data row34 col3\" >**</td>\n",
+       "      <td id=\"T_adde2_row34_col4\" class=\"data row34 col4\" > 0.00</td>\n",
+       "      <td id=\"T_adde2_row34_col5\" class=\"data row34 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_adde2_level0_row35\" class=\"row_heading level0 row35\" >coef_logTimeWindowOverlapChild_shopping</th>\n",
+       "      <td id=\"T_adde2_row35_col0\" class=\"data row35 col0\" > 0.256</td>\n",
+       "      <td id=\"T_adde2_row35_col1\" class=\"data row35 col1\" > 0.0873</td>\n",
+       "      <td id=\"T_adde2_row35_col2\" class=\"data row35 col2\" > 2.93</td>\n",
+       "      <td id=\"T_adde2_row35_col3\" class=\"data row35 col3\" >**</td>\n",
+       "      <td id=\"T_adde2_row35_col4\" class=\"data row35 col4\" > 0.00</td>\n",
+       "      <td id=\"T_adde2_row35_col5\" class=\"data row35 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_adde2_level0_row36\" class=\"row_heading level0 row36\" >coef_moreCarsThanWorkers_eatout</th>\n",
+       "      <td id=\"T_adde2_row36_col0\" class=\"data row36 col0\" > 0.295</td>\n",
+       "      <td id=\"T_adde2_row36_col1\" class=\"data row36 col1\" > 0.188</td>\n",
+       "      <td id=\"T_adde2_row36_col2\" class=\"data row36 col2\" > 1.57</td>\n",
+       "      <td id=\"T_adde2_row36_col3\" class=\"data row36 col3\" ></td>\n",
+       "      <td id=\"T_adde2_row36_col4\" class=\"data row36 col4\" > 0.00</td>\n",
+       "      <td id=\"T_adde2_row36_col5\" class=\"data row36 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_adde2_level0_row37\" class=\"row_heading level0 row37\" >coef_moreCarsThanWorkers_shopping</th>\n",
+       "      <td id=\"T_adde2_row37_col0\" class=\"data row37 col0\" >-0.552</td>\n",
+       "      <td id=\"T_adde2_row37_col1\" class=\"data row37 col1\" > 0.165</td>\n",
+       "      <td id=\"T_adde2_row37_col2\" class=\"data row37 col2\" >-3.35</td>\n",
+       "      <td id=\"T_adde2_row37_col3\" class=\"data row37 col3\" >***</td>\n",
+       "      <td id=\"T_adde2_row37_col4\" class=\"data row37 col4\" > 0.00</td>\n",
+       "      <td id=\"T_adde2_row37_col5\" class=\"data row37 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_adde2_level0_row38\" class=\"row_heading level0 row38\" >coef_nonWorkerHomeMaxThree_zero_tours</th>\n",
+       "      <td id=\"T_adde2_row38_col0\" class=\"data row38 col0\" > 0.379</td>\n",
+       "      <td id=\"T_adde2_row38_col1\" class=\"data row38 col1\" > 0.110</td>\n",
+       "      <td id=\"T_adde2_row38_col2\" class=\"data row38 col2\" > 3.46</td>\n",
+       "      <td id=\"T_adde2_row38_col3\" class=\"data row38 col3\" >***</td>\n",
+       "      <td id=\"T_adde2_row38_col4\" class=\"data row38 col4\" > 0.00</td>\n",
+       "      <td id=\"T_adde2_row38_col5\" class=\"data row38 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_adde2_level0_row39\" class=\"row_heading level0 row39\" >coef_nonWorkerNonMandMaxThree_disc</th>\n",
+       "      <td id=\"T_adde2_row39_col0\" class=\"data row39 col0\" > 0.121</td>\n",
+       "      <td id=\"T_adde2_row39_col1\" class=\"data row39 col1\" > 0.0878</td>\n",
+       "      <td id=\"T_adde2_row39_col2\" class=\"data row39 col2\" > 1.38</td>\n",
+       "      <td id=\"T_adde2_row39_col3\" class=\"data row39 col3\" ></td>\n",
+       "      <td id=\"T_adde2_row39_col4\" class=\"data row39 col4\" > 0.00</td>\n",
+       "      <td id=\"T_adde2_row39_col5\" class=\"data row39 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_adde2_level0_row40\" class=\"row_heading level0 row40\" >coef_nonWorkerNonMandMaxThree_eatout</th>\n",
+       "      <td id=\"T_adde2_row40_col0\" class=\"data row40 col0\" > 0.0451</td>\n",
+       "      <td id=\"T_adde2_row40_col1\" class=\"data row40 col1\" > 0.150</td>\n",
+       "      <td id=\"T_adde2_row40_col2\" class=\"data row40 col2\" > 0.30</td>\n",
+       "      <td id=\"T_adde2_row40_col3\" class=\"data row40 col3\" ></td>\n",
+       "      <td id=\"T_adde2_row40_col4\" class=\"data row40 col4\" > 0.00</td>\n",
+       "      <td id=\"T_adde2_row40_col5\" class=\"data row40 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_adde2_level0_row41\" class=\"row_heading level0 row41\" >coef_nonWorkerNonMandMaxThree_maint</th>\n",
+       "      <td id=\"T_adde2_row41_col0\" class=\"data row41 col0\" > 0.351</td>\n",
+       "      <td id=\"T_adde2_row41_col1\" class=\"data row41 col1\" > 0.104</td>\n",
+       "      <td id=\"T_adde2_row41_col2\" class=\"data row41 col2\" > 3.37</td>\n",
+       "      <td id=\"T_adde2_row41_col3\" class=\"data row41 col3\" >***</td>\n",
+       "      <td id=\"T_adde2_row41_col4\" class=\"data row41 col4\" > 0.00</td>\n",
+       "      <td id=\"T_adde2_row41_col5\" class=\"data row41 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_adde2_level0_row42\" class=\"row_heading level0 row42\" >coef_nonWorkerNonMandMaxThree_shopping</th>\n",
+       "      <td id=\"T_adde2_row42_col0\" class=\"data row42 col0\" > 0.423</td>\n",
+       "      <td id=\"T_adde2_row42_col1\" class=\"data row42 col1\" > 0.110</td>\n",
+       "      <td id=\"T_adde2_row42_col2\" class=\"data row42 col2\" > 3.85</td>\n",
+       "      <td id=\"T_adde2_row42_col3\" class=\"data row42 col3\" >***</td>\n",
+       "      <td id=\"T_adde2_row42_col4\" class=\"data row42 col4\" > 0.00</td>\n",
+       "      <td id=\"T_adde2_row42_col5\" class=\"data row42 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_adde2_level0_row43\" class=\"row_heading level0 row43\" >coef_nonWorkerNonMandMaxThree_visiting</th>\n",
+       "      <td id=\"T_adde2_row43_col0\" class=\"data row43 col0\" > 0.454</td>\n",
+       "      <td id=\"T_adde2_row43_col1\" class=\"data row43 col1\" > 0.139</td>\n",
+       "      <td id=\"T_adde2_row43_col2\" class=\"data row43 col2\" > 3.26</td>\n",
+       "      <td id=\"T_adde2_row43_col3\" class=\"data row43 col3\" >**</td>\n",
+       "      <td id=\"T_adde2_row43_col4\" class=\"data row43 col4\" > 0.00</td>\n",
+       "      <td id=\"T_adde2_row43_col5\" class=\"data row43 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_adde2_level0_row44\" class=\"row_heading level0 row44\" >coef_partTimeHomeMaxThree_zero_tours</th>\n",
+       "      <td id=\"T_adde2_row44_col0\" class=\"data row44 col0\" > 0.929</td>\n",
+       "      <td id=\"T_adde2_row44_col1\" class=\"data row44 col1\" > 0.250</td>\n",
+       "      <td id=\"T_adde2_row44_col2\" class=\"data row44 col2\" > 3.71</td>\n",
+       "      <td id=\"T_adde2_row44_col3\" class=\"data row44 col3\" >***</td>\n",
+       "      <td id=\"T_adde2_row44_col4\" class=\"data row44 col4\" > 0.00</td>\n",
+       "      <td id=\"T_adde2_row44_col5\" class=\"data row44 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_adde2_level0_row45\" class=\"row_heading level0 row45\" >coef_partTimeNonMandMaxThree_disc</th>\n",
+       "      <td id=\"T_adde2_row45_col0\" class=\"data row45 col0\" > 0.668</td>\n",
+       "      <td id=\"T_adde2_row45_col1\" class=\"data row45 col1\" > 0.123</td>\n",
+       "      <td id=\"T_adde2_row45_col2\" class=\"data row45 col2\" > 5.42</td>\n",
+       "      <td id=\"T_adde2_row45_col3\" class=\"data row45 col3\" >***</td>\n",
+       "      <td id=\"T_adde2_row45_col4\" class=\"data row45 col4\" > 0.00</td>\n",
+       "      <td id=\"T_adde2_row45_col5\" class=\"data row45 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_adde2_level0_row46\" class=\"row_heading level0 row46\" >coef_partTimeNonMandMaxThree_eatout</th>\n",
+       "      <td id=\"T_adde2_row46_col0\" class=\"data row46 col0\" > 0.382</td>\n",
+       "      <td id=\"T_adde2_row46_col1\" class=\"data row46 col1\" > 0.210</td>\n",
+       "      <td id=\"T_adde2_row46_col2\" class=\"data row46 col2\" > 1.82</td>\n",
+       "      <td id=\"T_adde2_row46_col3\" class=\"data row46 col3\" ></td>\n",
+       "      <td id=\"T_adde2_row46_col4\" class=\"data row46 col4\" > 0.00</td>\n",
+       "      <td id=\"T_adde2_row46_col5\" class=\"data row46 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_adde2_level0_row47\" class=\"row_heading level0 row47\" >coef_partTimeNonMandMaxThree_maint</th>\n",
+       "      <td id=\"T_adde2_row47_col0\" class=\"data row47 col0\" > 0.0711</td>\n",
+       "      <td id=\"T_adde2_row47_col1\" class=\"data row47 col1\" > 0.193</td>\n",
+       "      <td id=\"T_adde2_row47_col2\" class=\"data row47 col2\" > 0.37</td>\n",
+       "      <td id=\"T_adde2_row47_col3\" class=\"data row47 col3\" ></td>\n",
+       "      <td id=\"T_adde2_row47_col4\" class=\"data row47 col4\" > 0.00</td>\n",
+       "      <td id=\"T_adde2_row47_col5\" class=\"data row47 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_adde2_level0_row48\" class=\"row_heading level0 row48\" >coef_partTimeNonMandMaxThree_shopping</th>\n",
+       "      <td id=\"T_adde2_row48_col0\" class=\"data row48 col0\" >-0.0211</td>\n",
+       "      <td id=\"T_adde2_row48_col1\" class=\"data row48 col1\" > 0.183</td>\n",
+       "      <td id=\"T_adde2_row48_col2\" class=\"data row48 col2\" >-0.12</td>\n",
+       "      <td id=\"T_adde2_row48_col3\" class=\"data row48 col3\" ></td>\n",
+       "      <td id=\"T_adde2_row48_col4\" class=\"data row48 col4\" > 0.00</td>\n",
+       "      <td id=\"T_adde2_row48_col5\" class=\"data row48 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_adde2_level0_row49\" class=\"row_heading level0 row49\" >coef_partTimeNonMandMaxThree_visiting</th>\n",
+       "      <td id=\"T_adde2_row49_col0\" class=\"data row49 col0\" > 0.418</td>\n",
+       "      <td id=\"T_adde2_row49_col1\" class=\"data row49 col1\" > 0.214</td>\n",
+       "      <td id=\"T_adde2_row49_col2\" class=\"data row49 col2\" > 1.95</td>\n",
+       "      <td id=\"T_adde2_row49_col3\" class=\"data row49 col3\" ></td>\n",
+       "      <td id=\"T_adde2_row49_col4\" class=\"data row49 col4\" > 0.00</td>\n",
+       "      <td id=\"T_adde2_row49_col5\" class=\"data row49 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_adde2_level0_row50\" class=\"row_heading level0 row50\" >coef_preDrivingAgeMandMaxThree_disc</th>\n",
+       "      <td id=\"T_adde2_row50_col0\" class=\"data row50 col0\" > 0.134</td>\n",
+       "      <td id=\"T_adde2_row50_col1\" class=\"data row50 col1\" > 0.0986</td>\n",
+       "      <td id=\"T_adde2_row50_col2\" class=\"data row50 col2\" > 1.36</td>\n",
+       "      <td id=\"T_adde2_row50_col3\" class=\"data row50 col3\" ></td>\n",
+       "      <td id=\"T_adde2_row50_col4\" class=\"data row50 col4\" > 0.00</td>\n",
+       "      <td id=\"T_adde2_row50_col5\" class=\"data row50 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_adde2_level0_row51\" class=\"row_heading level0 row51\" >coef_preDrivingAgeMandMaxThree_maint</th>\n",
+       "      <td id=\"T_adde2_row51_col0\" class=\"data row51 col0\" > 0.0653</td>\n",
+       "      <td id=\"T_adde2_row51_col1\" class=\"data row51 col1\" > 0.118</td>\n",
+       "      <td id=\"T_adde2_row51_col2\" class=\"data row51 col2\" > 0.56</td>\n",
+       "      <td id=\"T_adde2_row51_col3\" class=\"data row51 col3\" ></td>\n",
+       "      <td id=\"T_adde2_row51_col4\" class=\"data row51 col4\" > 0.00</td>\n",
+       "      <td id=\"T_adde2_row51_col5\" class=\"data row51 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_adde2_level0_row52\" class=\"row_heading level0 row52\" >coef_preDrivingHomeMaxThree_preschool_and_school_zero_tours</th>\n",
+       "      <td id=\"T_adde2_row52_col0\" class=\"data row52 col0\" > 0.0860</td>\n",
+       "      <td id=\"T_adde2_row52_col1\" class=\"data row52 col1\" > 0.102</td>\n",
+       "      <td id=\"T_adde2_row52_col2\" class=\"data row52 col2\" > 0.85</td>\n",
+       "      <td id=\"T_adde2_row52_col3\" class=\"data row52 col3\" ></td>\n",
+       "      <td id=\"T_adde2_row52_col4\" class=\"data row52 col4\" > 0.00</td>\n",
+       "      <td id=\"T_adde2_row52_col5\" class=\"data row52 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_adde2_level0_row53\" class=\"row_heading level0 row53\" >coef_preDrivingNonMandMaxThree_disc</th>\n",
+       "      <td id=\"T_adde2_row53_col0\" class=\"data row53 col0\" > 0.189</td>\n",
+       "      <td id=\"T_adde2_row53_col1\" class=\"data row53 col1\" > 0.160</td>\n",
+       "      <td id=\"T_adde2_row53_col2\" class=\"data row53 col2\" > 1.19</td>\n",
+       "      <td id=\"T_adde2_row53_col3\" class=\"data row53 col3\" ></td>\n",
+       "      <td id=\"T_adde2_row53_col4\" class=\"data row53 col4\" > 0.00</td>\n",
+       "      <td id=\"T_adde2_row53_col5\" class=\"data row53 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_adde2_level0_row54\" class=\"row_heading level0 row54\" >coef_preDrivingNonMandMaxThree_eatout</th>\n",
+       "      <td id=\"T_adde2_row54_col0\" class=\"data row54 col0\" > 0.701</td>\n",
+       "      <td id=\"T_adde2_row54_col1\" class=\"data row54 col1\" > 0.195</td>\n",
+       "      <td id=\"T_adde2_row54_col2\" class=\"data row54 col2\" > 3.60</td>\n",
+       "      <td id=\"T_adde2_row54_col3\" class=\"data row54 col3\" >***</td>\n",
+       "      <td id=\"T_adde2_row54_col4\" class=\"data row54 col4\" > 0.00</td>\n",
+       "      <td id=\"T_adde2_row54_col5\" class=\"data row54 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_adde2_level0_row55\" class=\"row_heading level0 row55\" >coef_preDrivingNonMandMaxThree_maint</th>\n",
+       "      <td id=\"T_adde2_row55_col0\" class=\"data row55 col0\" > 0.164</td>\n",
+       "      <td id=\"T_adde2_row55_col1\" class=\"data row55 col1\" > 0.190</td>\n",
+       "      <td id=\"T_adde2_row55_col2\" class=\"data row55 col2\" > 0.86</td>\n",
+       "      <td id=\"T_adde2_row55_col3\" class=\"data row55 col3\" ></td>\n",
+       "      <td id=\"T_adde2_row55_col4\" class=\"data row55 col4\" > 0.00</td>\n",
+       "      <td id=\"T_adde2_row55_col5\" class=\"data row55 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_adde2_level0_row56\" class=\"row_heading level0 row56\" >coef_preDrivingNonMandMaxThree_shopping</th>\n",
+       "      <td id=\"T_adde2_row56_col0\" class=\"data row56 col0\" > 0.448</td>\n",
+       "      <td id=\"T_adde2_row56_col1\" class=\"data row56 col1\" > 0.152</td>\n",
+       "      <td id=\"T_adde2_row56_col2\" class=\"data row56 col2\" > 2.95</td>\n",
+       "      <td id=\"T_adde2_row56_col3\" class=\"data row56 col3\" >**</td>\n",
+       "      <td id=\"T_adde2_row56_col4\" class=\"data row56 col4\" > 0.00</td>\n",
+       "      <td id=\"T_adde2_row56_col5\" class=\"data row56 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_adde2_level0_row57\" class=\"row_heading level0 row57\" >coef_preDrivingNonMandMaxThree_visiting</th>\n",
+       "      <td id=\"T_adde2_row57_col0\" class=\"data row57 col0\" > 0.241</td>\n",
+       "      <td id=\"T_adde2_row57_col1\" class=\"data row57 col1\" > 0.196</td>\n",
+       "      <td id=\"T_adde2_row57_col2\" class=\"data row57 col2\" > 1.23</td>\n",
+       "      <td id=\"T_adde2_row57_col3\" class=\"data row57 col3\" ></td>\n",
+       "      <td id=\"T_adde2_row57_col4\" class=\"data row57 col4\" > 0.00</td>\n",
+       "      <td id=\"T_adde2_row57_col5\" class=\"data row57 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_adde2_level0_row58\" class=\"row_heading level0 row58\" >coef_retireeHomeMaxThree_zero_tours</th>\n",
+       "      <td id=\"T_adde2_row58_col0\" class=\"data row58 col0\" > 0.333</td>\n",
+       "      <td id=\"T_adde2_row58_col1\" class=\"data row58 col1\" > 0.175</td>\n",
+       "      <td id=\"T_adde2_row58_col2\" class=\"data row58 col2\" > 1.90</td>\n",
+       "      <td id=\"T_adde2_row58_col3\" class=\"data row58 col3\" ></td>\n",
+       "      <td id=\"T_adde2_row58_col4\" class=\"data row58 col4\" > 0.00</td>\n",
+       "      <td id=\"T_adde2_row58_col5\" class=\"data row58 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_adde2_level0_row59\" class=\"row_heading level0 row59\" >coef_retireeNonMandMaxThree_disc</th>\n",
+       "      <td id=\"T_adde2_row59_col0\" class=\"data row59 col0\" > 0.597</td>\n",
+       "      <td id=\"T_adde2_row59_col1\" class=\"data row59 col1\" > 0.107</td>\n",
+       "      <td id=\"T_adde2_row59_col2\" class=\"data row59 col2\" > 5.56</td>\n",
+       "      <td id=\"T_adde2_row59_col3\" class=\"data row59 col3\" >***</td>\n",
+       "      <td id=\"T_adde2_row59_col4\" class=\"data row59 col4\" > 0.00</td>\n",
+       "      <td id=\"T_adde2_row59_col5\" class=\"data row59 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_adde2_level0_row60\" class=\"row_heading level0 row60\" >coef_retireeNonMandMaxThree_eatout</th>\n",
+       "      <td id=\"T_adde2_row60_col0\" class=\"data row60 col0\" > 0.444</td>\n",
+       "      <td id=\"T_adde2_row60_col1\" class=\"data row60 col1\" > 0.160</td>\n",
+       "      <td id=\"T_adde2_row60_col2\" class=\"data row60 col2\" > 2.77</td>\n",
+       "      <td id=\"T_adde2_row60_col3\" class=\"data row60 col3\" >**</td>\n",
+       "      <td id=\"T_adde2_row60_col4\" class=\"data row60 col4\" > 0.00</td>\n",
+       "      <td id=\"T_adde2_row60_col5\" class=\"data row60 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_adde2_level0_row61\" class=\"row_heading level0 row61\" >coef_retireeNonMandMaxThree_maint</th>\n",
+       "      <td id=\"T_adde2_row61_col0\" class=\"data row61 col0\" > 0.936</td>\n",
+       "      <td id=\"T_adde2_row61_col1\" class=\"data row61 col1\" > 0.123</td>\n",
+       "      <td id=\"T_adde2_row61_col2\" class=\"data row61 col2\" > 7.59</td>\n",
+       "      <td id=\"T_adde2_row61_col3\" class=\"data row61 col3\" >***</td>\n",
+       "      <td id=\"T_adde2_row61_col4\" class=\"data row61 col4\" > 0.00</td>\n",
+       "      <td id=\"T_adde2_row61_col5\" class=\"data row61 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_adde2_level0_row62\" class=\"row_heading level0 row62\" >coef_retireeNonMandMaxThree_shopping</th>\n",
+       "      <td id=\"T_adde2_row62_col0\" class=\"data row62 col0\" > 0.889</td>\n",
+       "      <td id=\"T_adde2_row62_col1\" class=\"data row62 col1\" > 0.123</td>\n",
+       "      <td id=\"T_adde2_row62_col2\" class=\"data row62 col2\" > 7.22</td>\n",
+       "      <td id=\"T_adde2_row62_col3\" class=\"data row62 col3\" >***</td>\n",
+       "      <td id=\"T_adde2_row62_col4\" class=\"data row62 col4\" > 0.00</td>\n",
+       "      <td id=\"T_adde2_row62_col5\" class=\"data row62 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_adde2_level0_row63\" class=\"row_heading level0 row63\" >coef_retireeNonMandMaxThree_visiting</th>\n",
+       "      <td id=\"T_adde2_row63_col0\" class=\"data row63 col0\" > 0.314</td>\n",
+       "      <td id=\"T_adde2_row63_col1\" class=\"data row63 col1\" > 0.190</td>\n",
+       "      <td id=\"T_adde2_row63_col2\" class=\"data row63 col2\" > 1.65</td>\n",
+       "      <td id=\"T_adde2_row63_col3\" class=\"data row63 col3\" ></td>\n",
+       "      <td id=\"T_adde2_row63_col4\" class=\"data row63 col4\" > 0.00</td>\n",
+       "      <td id=\"T_adde2_row63_col5\" class=\"data row63 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_adde2_level0_row64\" class=\"row_heading level0 row64\" >coef_timeWindowOverlapAdultChild_visiting</th>\n",
+       "      <td id=\"T_adde2_row64_col0\" class=\"data row64 col0\" > 0.0321</td>\n",
+       "      <td id=\"T_adde2_row64_col1\" class=\"data row64 col1\" > 0.0152</td>\n",
+       "      <td id=\"T_adde2_row64_col2\" class=\"data row64 col2\" > 2.12</td>\n",
+       "      <td id=\"T_adde2_row64_col3\" class=\"data row64 col3\" >*</td>\n",
+       "      <td id=\"T_adde2_row64_col4\" class=\"data row64 col4\" > 0.00</td>\n",
+       "      <td id=\"T_adde2_row64_col5\" class=\"data row64 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_adde2_level0_row65\" class=\"row_heading level0 row65\" >coef_timeWindowOverlapAdult_visiting</th>\n",
+       "      <td id=\"T_adde2_row65_col0\" class=\"data row65 col0\" > 0.0627</td>\n",
+       "      <td id=\"T_adde2_row65_col1\" class=\"data row65 col1\" > 0.0194</td>\n",
+       "      <td id=\"T_adde2_row65_col2\" class=\"data row65 col2\" > 3.24</td>\n",
+       "      <td id=\"T_adde2_row65_col3\" class=\"data row65 col3\" >**</td>\n",
+       "      <td id=\"T_adde2_row65_col4\" class=\"data row65 col4\" > 0.00</td>\n",
+       "      <td id=\"T_adde2_row65_col5\" class=\"data row65 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_adde2_level0_row66\" class=\"row_heading level0 row66\" >coef_timeWindowOverlapChild_visiting</th>\n",
+       "      <td id=\"T_adde2_row66_col0\" class=\"data row66 col0\" > 0.0375</td>\n",
+       "      <td id=\"T_adde2_row66_col1\" class=\"data row66 col1\" > 0.0181</td>\n",
+       "      <td id=\"T_adde2_row66_col2\" class=\"data row66 col2\" > 2.08</td>\n",
+       "      <td id=\"T_adde2_row66_col3\" class=\"data row66 col3\" >*</td>\n",
+       "      <td id=\"T_adde2_row66_col4\" class=\"data row66 col4\" > 0.00</td>\n",
+       "      <td id=\"T_adde2_row66_col5\" class=\"data row66 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_adde2_level0_row67\" class=\"row_heading level0 row67\" >coef_universityHomeMaxThree_univ_and_driving_zero_tours</th>\n",
+       "      <td id=\"T_adde2_row67_col0\" class=\"data row67 col0\" > 0.116</td>\n",
+       "      <td id=\"T_adde2_row67_col1\" class=\"data row67 col1\" > 0.210</td>\n",
+       "      <td id=\"T_adde2_row67_col2\" class=\"data row67 col2\" > 0.55</td>\n",
+       "      <td id=\"T_adde2_row67_col3\" class=\"data row67 col3\" ></td>\n",
+       "      <td id=\"T_adde2_row67_col4\" class=\"data row67 col4\" > 0.00</td>\n",
+       "      <td id=\"T_adde2_row67_col5\" class=\"data row67 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_adde2_level0_row68\" class=\"row_heading level0 row68\" >coef_universityNonMandMaxThree_disc</th>\n",
+       "      <td id=\"T_adde2_row68_col0\" class=\"data row68 col0\" > 0.479</td>\n",
+       "      <td id=\"T_adde2_row68_col1\" class=\"data row68 col1\" > 0.144</td>\n",
+       "      <td id=\"T_adde2_row68_col2\" class=\"data row68 col2\" > 3.33</td>\n",
+       "      <td id=\"T_adde2_row68_col3\" class=\"data row68 col3\" >***</td>\n",
+       "      <td id=\"T_adde2_row68_col4\" class=\"data row68 col4\" > 0.00</td>\n",
+       "      <td id=\"T_adde2_row68_col5\" class=\"data row68 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_adde2_level0_row69\" class=\"row_heading level0 row69\" >coef_universityNonMandMaxThree_eatout</th>\n",
+       "      <td id=\"T_adde2_row69_col0\" class=\"data row69 col0\" > 0.448</td>\n",
+       "      <td id=\"T_adde2_row69_col1\" class=\"data row69 col1\" > 0.244</td>\n",
+       "      <td id=\"T_adde2_row69_col2\" class=\"data row69 col2\" > 1.84</td>\n",
+       "      <td id=\"T_adde2_row69_col3\" class=\"data row69 col3\" ></td>\n",
+       "      <td id=\"T_adde2_row69_col4\" class=\"data row69 col4\" > 0.00</td>\n",
+       "      <td id=\"T_adde2_row69_col5\" class=\"data row69 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_adde2_level0_row70\" class=\"row_heading level0 row70\" >coef_universityNonMandMaxThree_maint</th>\n",
+       "      <td id=\"T_adde2_row70_col0\" class=\"data row70 col0\" >-0.158</td>\n",
+       "      <td id=\"T_adde2_row70_col1\" class=\"data row70 col1\" > 0.284</td>\n",
+       "      <td id=\"T_adde2_row70_col2\" class=\"data row70 col2\" >-0.56</td>\n",
+       "      <td id=\"T_adde2_row70_col3\" class=\"data row70 col3\" ></td>\n",
+       "      <td id=\"T_adde2_row70_col4\" class=\"data row70 col4\" > 0.00</td>\n",
+       "      <td id=\"T_adde2_row70_col5\" class=\"data row70 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_adde2_level0_row71\" class=\"row_heading level0 row71\" >coef_universityNonMandMaxThree_shopping</th>\n",
+       "      <td id=\"T_adde2_row71_col0\" class=\"data row71 col0\" > 0.858</td>\n",
+       "      <td id=\"T_adde2_row71_col1\" class=\"data row71 col1\" > 0.157</td>\n",
+       "      <td id=\"T_adde2_row71_col2\" class=\"data row71 col2\" > 5.46</td>\n",
+       "      <td id=\"T_adde2_row71_col3\" class=\"data row71 col3\" >***</td>\n",
+       "      <td id=\"T_adde2_row71_col4\" class=\"data row71 col4\" > 0.00</td>\n",
+       "      <td id=\"T_adde2_row71_col5\" class=\"data row71 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_adde2_level0_row72\" class=\"row_heading level0 row72\" >coef_universityNonMandMaxThree_visiting</th>\n",
+       "      <td id=\"T_adde2_row72_col0\" class=\"data row72 col0\" > 0.282</td>\n",
+       "      <td id=\"T_adde2_row72_col1\" class=\"data row72 col1\" > 0.256</td>\n",
+       "      <td id=\"T_adde2_row72_col2\" class=\"data row72 col2\" > 1.10</td>\n",
+       "      <td id=\"T_adde2_row72_col3\" class=\"data row72 col3\" ></td>\n",
+       "      <td id=\"T_adde2_row72_col4\" class=\"data row72 col4\" > 0.00</td>\n",
+       "      <td id=\"T_adde2_row72_col5\" class=\"data row72 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_adde2_level0_row73\" class=\"row_heading level0 row73\" >coef_walkRetailAccessibility_eatout</th>\n",
+       "      <td id=\"T_adde2_row73_col0\" class=\"data row73 col0\" > 0.0426</td>\n",
+       "      <td id=\"T_adde2_row73_col1\" class=\"data row73 col1\" > 0.0475</td>\n",
+       "      <td id=\"T_adde2_row73_col2\" class=\"data row73 col2\" > 0.90</td>\n",
+       "      <td id=\"T_adde2_row73_col3\" class=\"data row73 col3\" ></td>\n",
+       "      <td id=\"T_adde2_row73_col4\" class=\"data row73 col4\" > 0.00</td>\n",
+       "      <td id=\"T_adde2_row73_col5\" class=\"data row73 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_adde2_level0_row74\" class=\"row_heading level0 row74\" >coef_zeroAutomobiles_disc</th>\n",
+       "      <td id=\"T_adde2_row74_col0\" class=\"data row74 col0\" >-0.954</td>\n",
+       "      <td id=\"T_adde2_row74_col1\" class=\"data row74 col1\" > 0.441</td>\n",
+       "      <td id=\"T_adde2_row74_col2\" class=\"data row74 col2\" >-2.16</td>\n",
+       "      <td id=\"T_adde2_row74_col3\" class=\"data row74 col3\" >*</td>\n",
+       "      <td id=\"T_adde2_row74_col4\" class=\"data row74 col4\" > 0.00</td>\n",
+       "      <td id=\"T_adde2_row74_col5\" class=\"data row74 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_adde2_level0_row75\" class=\"row_heading level0 row75\" >coef_zeroAutomobiles_visiting</th>\n",
+       "      <td id=\"T_adde2_row75_col0\" class=\"data row75 col0\" >-0.901</td>\n",
+       "      <td id=\"T_adde2_row75_col1\" class=\"data row75 col1\" > 0.678</td>\n",
+       "      <td id=\"T_adde2_row75_col2\" class=\"data row75 col2\" >-1.33</td>\n",
+       "      <td id=\"T_adde2_row75_col3\" class=\"data row75 col3\" ></td>\n",
+       "      <td id=\"T_adde2_row75_col4\" class=\"data row75 col4\" > 0.00</td>\n",
+       "      <td id=\"T_adde2_row75_col5\" class=\"data row75 col5\" ></td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n"
       ],
       "text/plain": [
-       "<pandas.io.formats.style.Styler at 0x7fc238529940>"
+       "<pandas.io.formats.style.Styler at 0x16c0c9480>"
       ]
      },
      "execution_count": 8,
@@ -2954,18 +3012,7 @@
    "cell_type": "code",
    "execution_count": 10,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<larch.util.excel.ExcelWriter at 0x7fc24826e9a0>"
-      ]
-     },
-     "execution_count": 10,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "model.to_xlsx(\n",
     "    result_dir/f\"{modelname}_model_estimation.xlsx\", \n",
@@ -3023,25 +3070,25 @@
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>coef_asc_1_Shop</td>\n",
-       "      <td>-7.244895</td>\n",
+       "      <td>-6.045190</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>coef_asc_1_Main</td>\n",
-       "      <td>-4.843654</td>\n",
+       "      <td>-5.816690</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td>coef_asc_1_Eat</td>\n",
-       "      <td>-5.140469</td>\n",
+       "      <td>-6.074061</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
        "      <td>coef_asc_1_Visit</td>\n",
-       "      <td>-5.962149</td>\n",
+       "      <td>-5.839951</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -3053,19 +3100,19 @@
        "    <tr>\n",
        "      <th>71</th>\n",
        "      <td>coef_logTimeWindowOverlapAdultChild_disc</td>\n",
-       "      <td>0.150256</td>\n",
+       "      <td>0.303504</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>72</th>\n",
        "      <td>coef_incomeBetween50And100_disc</td>\n",
-       "      <td>0.008353</td>\n",
+       "      <td>0.132487</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>73</th>\n",
        "      <td>coef_incomeGreaterThan100_disc</td>\n",
-       "      <td>0.624935</td>\n",
+       "      <td>0.366581</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -3077,7 +3124,7 @@
        "    <tr>\n",
        "      <th>75</th>\n",
        "      <td>coef_zeroAutomobiles_disc</td>\n",
-       "      <td>-0.539939</td>\n",
+       "      <td>-0.953758</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
@@ -3088,16 +3135,16 @@
       "text/plain": [
        "                             coefficient_name     value constrain\n",
        "0                            coef_asc_0_tours  0.000000         T\n",
-       "1                             coef_asc_1_Shop -7.244895         F\n",
-       "2                             coef_asc_1_Main -4.843654         F\n",
-       "3                              coef_asc_1_Eat -5.140469         F\n",
-       "4                            coef_asc_1_Visit -5.962149         F\n",
+       "1                             coef_asc_1_Shop -6.045190         F\n",
+       "2                             coef_asc_1_Main -5.816690         F\n",
+       "3                              coef_asc_1_Eat -6.074061         F\n",
+       "4                            coef_asc_1_Visit -5.839951         F\n",
        "..                                        ...       ...       ...\n",
-       "71   coef_logTimeWindowOverlapAdultChild_disc  0.150256         F\n",
-       "72            coef_incomeBetween50And100_disc  0.008353         F\n",
-       "73             coef_incomeGreaterThan100_disc  0.624935         F\n",
+       "71   coef_logTimeWindowOverlapAdultChild_disc  0.303504         F\n",
+       "72            coef_incomeBetween50And100_disc  0.132487         F\n",
+       "73             coef_incomeGreaterThan100_disc  0.366581         F\n",
        "74  coef_incomeMissing_dummy_always_zero_disc  0.372300         F\n",
-       "75                  coef_zeroAutomobiles_disc -0.539939         F\n",
+       "75                  coef_zeroAutomobiles_disc -0.953758         F\n",
        "\n",
        "[76 rows x 3 columns]"
       ]
@@ -3119,7 +3166,7 @@
    "toc_visible": true
   },
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "ESTER",
    "language": "python",
    "name": "python3"
   },
@@ -3133,7 +3180,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.8.6"
+   "version": "3.10.15"
   },
   "toc": {
    "base_numbering": 1,
diff --git a/activitysim/examples/example_estimation/notebooks/11_joint_tour_composition.ipynb b/activitysim/examples/example_estimation/notebooks/11_joint_tour_composition.ipynb
index 89c68c52f7..99bd4cc7cd 100644
--- a/activitysim/examples/example_estimation/notebooks/11_joint_tour_composition.ipynb
+++ b/activitysim/examples/example_estimation/notebooks/11_joint_tour_composition.ipynb
@@ -34,27 +34,74 @@
     "id": "s53VwlPwtNnr",
     "outputId": "d1208b7a-c1f2-4b0b-c439-bf312fe12be0"
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "JAX not found. Some functionality will be unavailable.\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "{'larch': '6.0.32',\n",
+       " 'sharrow': '2.13.0',\n",
+       " 'numpy': '1.26.4',\n",
+       " 'pandas': '1.5.3',\n",
+       " 'xarray': '2024.3.0',\n",
+       " 'numba': '0.60.0'}"
+      ]
+     },
+     "execution_count": 1,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "import os\n",
-    "import larch  # !conda install larch -c conda-forge # for estimation\n",
-    "import pandas as pd"
+    "import larch as lx\n",
+    "import pandas as pd\n",
+    "\n",
+    "lx.versions()"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "We'll work in our `test` directory, where ActivitySim has saved the estimation data bundles."
+    "For this demo, we will assume that you have already run ActivitySim in estimation\n",
+    "mode, and saved the required estimation data bundles (EDB's) to disk.  See\n",
+    "the [first notebook](./01_estimation_mode.ipynb) for details.  The following module\n",
+    "will run a script to set everything up if the example data is not already available."
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 2,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "EDB directory already populated.\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "PosixPath('test-estimation-data/activitysim-prototype-mtc-extended')"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "os.chdir('test')"
+    "from est_mode_setup import prepare\n",
+    "\n",
+    "prepare()"
    ]
   },
   {
@@ -68,12 +115,27 @@
    "cell_type": "code",
    "execution_count": 3,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "loading from output-est-mode/estimation_data_bundle/joint_tour_composition/joint_tour_composition_coefficients.csv\n",
+      "loading spec from output-est-mode/estimation_data_bundle/joint_tour_composition/joint_tour_composition_SPEC.csv\n",
+      "loading from output-est-mode/estimation_data_bundle/joint_tour_composition/joint_tour_composition_values_combined.parquet\n"
+     ]
+    }
+   ],
    "source": [
     "modelname = \"joint_tour_composition\"\n",
     "\n",
     "from activitysim.estimation.larch import component_model\n",
-    "model, data = component_model(modelname, return_data=True)"
+    "\n",
+    "model, data = component_model(\n",
+    "    modelname,\n",
+    "    edb_directory=f\"output-est-mode/estimation_data_bundle/{modelname}/\",\n",
+    "    return_data=True,\n",
+    ")"
    ]
   },
   {
@@ -798,8 +860,8 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>189758</th>\n",
-       "      <td>7785298</td>\n",
+       "      <th>190592</th>\n",
+       "      <td>7853686</td>\n",
        "      <td>adults</td>\n",
        "      <td>adults</td>\n",
        "      <td>1.0</td>\n",
@@ -807,23 +869,23 @@
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>2.0</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>2.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>2.0</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>2.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>False</td>\n",
+       "      <td>True</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>201016</th>\n",
-       "      <td>8708454</td>\n",
+       "      <th>191185</th>\n",
+       "      <td>7902318</td>\n",
        "      <td>adults</td>\n",
        "      <td>adults</td>\n",
        "      <td>1.0</td>\n",
@@ -831,23 +893,23 @@
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>2.0</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>2.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>2.0</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>2.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>False</td>\n",
+       "      <td>True</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>213291</th>\n",
-       "      <td>9715006</td>\n",
+       "      <th>191276</th>\n",
+       "      <td>7909776</td>\n",
        "      <td>adults</td>\n",
        "      <td>adults</td>\n",
        "      <td>1.0</td>\n",
@@ -855,14 +917,14 @@
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>2.0</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>2.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>2.0</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>2.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
@@ -870,8 +932,8 @@
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>226902</th>\n",
-       "      <td>10831112</td>\n",
+       "      <th>192239</th>\n",
+       "      <td>7988742</td>\n",
        "      <td>adults</td>\n",
        "      <td>adults</td>\n",
        "      <td>1.0</td>\n",
@@ -879,43 +941,43 @@
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>2.0</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>2.0</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>False</td>\n",
+       "      <td>True</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>337259</th>\n",
-       "      <td>20334787</td>\n",
-       "      <td>mixed</td>\n",
-       "      <td>mixed</td>\n",
+       "      <th>193643</th>\n",
+       "      <td>8103874</td>\n",
+       "      <td>adults</td>\n",
+       "      <td>adults</td>\n",
        "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>1.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>2.197</td>\n",
-       "      <td>1.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>False</td>\n",
-       "      <td>3</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>True</td>\n",
+       "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>...</th>\n",
@@ -942,8 +1004,8 @@
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2628704</th>\n",
-       "      <td>283676518</td>\n",
+       "      <th>2753390</th>\n",
+       "      <td>303771147</td>\n",
        "      <td>mixed</td>\n",
        "      <td>mixed</td>\n",
        "      <td>1.0</td>\n",
@@ -954,7 +1016,7 @@
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>2.398</td>\n",
+       "      <td>2.708984</td>\n",
        "      <td>3.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
@@ -962,252 +1024,252 @@
        "      <td>2.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>False</td>\n",
+       "      <td>True</td>\n",
        "      <td>3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2678969</th>\n",
-       "      <td>295260168</td>\n",
-       "      <td>adults</td>\n",
-       "      <td>adults</td>\n",
+       "      <th>2754817</th>\n",
+       "      <td>304144212</td>\n",
+       "      <td>mixed</td>\n",
+       "      <td>mixed</td>\n",
        "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>3.0</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>3.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>2.080</td>\n",
+       "      <td>2.996094</td>\n",
        "      <td>3.0</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>False</td>\n",
-       "      <td>1</td>\n",
+       "      <td>3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2704338</th>\n",
-       "      <td>297646485</td>\n",
-       "      <td>adults</td>\n",
-       "      <td>adults</td>\n",
+       "      <th>2756049</th>\n",
+       "      <td>304463637</td>\n",
+       "      <td>mixed</td>\n",
+       "      <td>mixed</td>\n",
        "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>3.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>2.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.000</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>2.484375</td>\n",
+       "      <td>3.0</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>2.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>True</td>\n",
-       "      <td>1</td>\n",
+       "      <td>3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2718585</th>\n",
-       "      <td>298814741</td>\n",
-       "      <td>adults</td>\n",
-       "      <td>adults</td>\n",
+       "      <th>2758936</th>\n",
+       "      <td>305125582</td>\n",
+       "      <td>children</td>\n",
+       "      <td>mixed</td>\n",
        "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>2.0</td>\n",
        "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.000</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>2.564453</td>\n",
+       "      <td>2.0</td>\n",
        "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>3.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>False</td>\n",
-       "      <td>1</td>\n",
+       "      <td>3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2744529</th>\n",
-       "      <td>301810980</td>\n",
-       "      <td>adults</td>\n",
-       "      <td>adults</td>\n",
+       "      <th>2759425</th>\n",
+       "      <td>305246245</td>\n",
+       "      <td>mixed</td>\n",
+       "      <td>mixed</td>\n",
        "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>2.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.000</td>\n",
+       "      <td>2.996094</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>2.0</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>False</td>\n",
-       "      <td>1</td>\n",
+       "      <td>3</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>91 rows × 87 columns</p>\n",
+       "<p>1277 rows × 87 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
        "                tour_id model_choice override_choice  util_asc  \\\n",
        "household_id                                                     \n",
-       "189758          7785298       adults          adults       1.0   \n",
-       "201016          8708454       adults          adults       1.0   \n",
-       "213291          9715006       adults          adults       1.0   \n",
-       "226902         10831112       adults          adults       1.0   \n",
-       "337259         20334787        mixed           mixed       1.0   \n",
+       "190592          7853686       adults          adults       1.0   \n",
+       "191185          7902318       adults          adults       1.0   \n",
+       "191276          7909776       adults          adults       1.0   \n",
+       "192239          7988742       adults          adults       1.0   \n",
+       "193643          8103874       adults          adults       1.0   \n",
        "...                 ...          ...             ...       ...   \n",
-       "2628704       283676518        mixed           mixed       1.0   \n",
-       "2678969       295260168       adults          adults       1.0   \n",
-       "2704338       297646485       adults          adults       1.0   \n",
-       "2718585       298814741       adults          adults       1.0   \n",
-       "2744529       301810980       adults          adults       1.0   \n",
+       "2753390       303771147        mixed           mixed       1.0   \n",
+       "2754817       304144212        mixed           mixed       1.0   \n",
+       "2756049       304463637        mixed           mixed       1.0   \n",
+       "2758936       305125582     children           mixed       1.0   \n",
+       "2759425       305246245        mixed           mixed       1.0   \n",
        "\n",
        "              util_tour_purpose_is_eating_out  \\\n",
        "household_id                                    \n",
-       "189758                                    0.0   \n",
-       "201016                                    0.0   \n",
-       "213291                                    0.0   \n",
-       "226902                                    0.0   \n",
-       "337259                                    0.0   \n",
+       "190592                                    0.0   \n",
+       "191185                                    0.0   \n",
+       "191276                                    0.0   \n",
+       "192239                                    0.0   \n",
+       "193643                                    0.0   \n",
        "...                                       ...   \n",
-       "2628704                                   0.0   \n",
-       "2678969                                   0.0   \n",
-       "2704338                                   0.0   \n",
-       "2718585                                   0.0   \n",
-       "2744529                                   0.0   \n",
+       "2753390                                   0.0   \n",
+       "2754817                                   0.0   \n",
+       "2756049                                   0.0   \n",
+       "2758936                                   0.0   \n",
+       "2759425                                   0.0   \n",
        "\n",
        "              util_tour_purpose_is_discretionary  \\\n",
        "household_id                                       \n",
-       "189758                                       0.0   \n",
-       "201016                                       0.0   \n",
-       "213291                                       0.0   \n",
-       "226902                                       0.0   \n",
-       "337259                                       0.0   \n",
+       "190592                                       0.0   \n",
+       "191185                                       0.0   \n",
+       "191276                                       0.0   \n",
+       "192239                                       0.0   \n",
+       "193643                                       0.0   \n",
        "...                                          ...   \n",
-       "2628704                                      0.0   \n",
-       "2678969                                      0.0   \n",
-       "2704338                                      0.0   \n",
-       "2718585                                      0.0   \n",
-       "2744529                                      0.0   \n",
+       "2753390                                      0.0   \n",
+       "2754817                                      0.0   \n",
+       "2756049                                      0.0   \n",
+       "2758936                                      0.0   \n",
+       "2759425                                      0.0   \n",
        "\n",
        "              util_number_of_full_time_workers  \\\n",
        "household_id                                     \n",
-       "189758                                     0.0   \n",
-       "201016                                     0.0   \n",
-       "213291                                     0.0   \n",
-       "226902                                     0.0   \n",
-       "337259                                     1.0   \n",
+       "190592                                     0.0   \n",
+       "191185                                     0.0   \n",
+       "191276                                     0.0   \n",
+       "192239                                     0.0   \n",
+       "193643                                     0.0   \n",
        "...                                        ...   \n",
-       "2628704                                    3.0   \n",
-       "2678969                                    3.0   \n",
-       "2704338                                    0.0   \n",
-       "2718585                                    0.0   \n",
-       "2744529                                    2.0   \n",
+       "2753390                                    3.0   \n",
+       "2754817                                    3.0   \n",
+       "2756049                                    3.0   \n",
+       "2758936                                    2.0   \n",
+       "2759425                                    1.0   \n",
        "\n",
        "              util_number_of_part_time_workers  \\\n",
        "household_id                                     \n",
-       "189758                                     0.0   \n",
-       "201016                                     0.0   \n",
-       "213291                                     0.0   \n",
-       "226902                                     0.0   \n",
-       "337259                                     0.0   \n",
+       "190592                                     0.0   \n",
+       "191185                                     0.0   \n",
+       "191276                                     0.0   \n",
+       "192239                                     0.0   \n",
+       "193643                                     0.0   \n",
        "...                                        ...   \n",
-       "2628704                                    0.0   \n",
-       "2678969                                    1.0   \n",
-       "2704338                                    0.0   \n",
-       "2718585                                    1.0   \n",
-       "2744529                                    0.0   \n",
+       "2753390                                    0.0   \n",
+       "2754817                                    0.0   \n",
+       "2756049                                    0.0   \n",
+       "2758936                                    1.0   \n",
+       "2759425                                    2.0   \n",
        "\n",
        "              util_number_of_university_students  util_number_of_non_workers  \\\n",
        "household_id                                                                   \n",
-       "189758                                       2.0                         0.0   \n",
-       "201016                                       2.0                         0.0   \n",
-       "213291                                       2.0                         0.0   \n",
-       "226902                                       2.0                         0.0   \n",
-       "337259                                       0.0                         1.0   \n",
+       "190592                                       0.0                         2.0   \n",
+       "191185                                       0.0                         2.0   \n",
+       "191276                                       0.0                         2.0   \n",
+       "192239                                       0.0                         1.0   \n",
+       "193643                                       0.0                         1.0   \n",
        "...                                          ...                         ...   \n",
-       "2628704                                      0.0                         0.0   \n",
-       "2678969                                      0.0                         3.0   \n",
-       "2704338                                      0.0                         0.0   \n",
-       "2718585                                      0.0                         0.0   \n",
-       "2744529                                      0.0                         0.0   \n",
+       "2753390                                      0.0                         0.0   \n",
+       "2754817                                      0.0                         2.0   \n",
+       "2756049                                      2.0                         0.0   \n",
+       "2758936                                      0.0                         0.0   \n",
+       "2759425                                      1.0                         0.0   \n",
        "\n",
        "              ...  log_time_window_overlap_adult_child  num_full_max3  \\\n",
        "household_id  ...                                                       \n",
-       "189758        ...                                0.000            0.0   \n",
-       "201016        ...                                0.000            0.0   \n",
-       "213291        ...                                0.000            0.0   \n",
-       "226902        ...                                0.000            0.0   \n",
-       "337259        ...                                2.197            1.0   \n",
+       "190592        ...                             0.000000            0.0   \n",
+       "191185        ...                             0.000000            0.0   \n",
+       "191276        ...                             0.000000            0.0   \n",
+       "192239        ...                             0.000000            0.0   \n",
+       "193643        ...                             0.000000            0.0   \n",
        "...           ...                                  ...            ...   \n",
-       "2628704       ...                                2.398            3.0   \n",
-       "2678969       ...                                2.080            3.0   \n",
-       "2704338       ...                                0.000            0.0   \n",
-       "2718585       ...                                0.000            0.0   \n",
-       "2744529       ...                                0.000            2.0   \n",
+       "2753390       ...                             2.708984            3.0   \n",
+       "2754817       ...                             2.996094            3.0   \n",
+       "2756049       ...                             2.484375            3.0   \n",
+       "2758936       ...                             2.564453            2.0   \n",
+       "2759425       ...                             2.996094            1.0   \n",
        "\n",
        "              num_part_max3  num_univ_max3  num_nonwork_max3  \\\n",
        "household_id                                                   \n",
-       "189758                  0.0            2.0               0.0   \n",
-       "201016                  0.0            2.0               0.0   \n",
-       "213291                  0.0            2.0               0.0   \n",
-       "226902                  0.0            2.0               0.0   \n",
-       "337259                  0.0            0.0               1.0   \n",
+       "190592                  0.0            0.0               2.0   \n",
+       "191185                  0.0            0.0               2.0   \n",
+       "191276                  0.0            0.0               2.0   \n",
+       "192239                  0.0            0.0               1.0   \n",
+       "193643                  0.0            0.0               1.0   \n",
        "...                     ...            ...               ...   \n",
-       "2628704                 0.0            0.0               0.0   \n",
-       "2678969                 1.0            0.0               3.0   \n",
-       "2704338                 0.0            0.0               0.0   \n",
-       "2718585                 1.0            0.0               0.0   \n",
-       "2744529                 0.0            0.0               0.0   \n",
+       "2753390                 0.0            0.0               0.0   \n",
+       "2754817                 0.0            0.0               2.0   \n",
+       "2756049                 0.0            2.0               0.0   \n",
+       "2758936                 1.0            0.0               0.0   \n",
+       "2759425                 2.0            1.0               0.0   \n",
        "\n",
        "              num_preschool_max3  num_school_max3  num_driving_max3  \\\n",
        "household_id                                                          \n",
-       "189758                       0.0              0.0               0.0   \n",
-       "201016                       0.0              0.0               0.0   \n",
-       "213291                       0.0              0.0               0.0   \n",
-       "226902                       0.0              0.0               0.0   \n",
-       "337259                       1.0              0.0               0.0   \n",
+       "190592                       0.0              0.0               0.0   \n",
+       "191185                       0.0              0.0               0.0   \n",
+       "191276                       0.0              0.0               0.0   \n",
+       "192239                       0.0              0.0               0.0   \n",
+       "193643                       0.0              0.0               0.0   \n",
        "...                          ...              ...               ...   \n",
-       "2628704                      2.0              0.0               0.0   \n",
-       "2678969                      1.0              0.0               0.0   \n",
-       "2704338                      0.0              0.0               0.0   \n",
-       "2718585                      0.0              0.0               0.0   \n",
-       "2744529                      0.0              0.0               0.0   \n",
+       "2753390                      2.0              0.0               0.0   \n",
+       "2754817                      2.0              0.0               0.0   \n",
+       "2756049                      0.0              1.0               0.0   \n",
+       "2758936                      0.0              3.0               0.0   \n",
+       "2759425                      1.0              0.0               0.0   \n",
        "\n",
        "              more_cars_than_workers  override_choice_code  \n",
        "household_id                                                \n",
-       "189758                         False                     1  \n",
-       "201016                         False                     1  \n",
-       "213291                          True                     1  \n",
-       "226902                         False                     1  \n",
-       "337259                         False                     3  \n",
+       "190592                          True                     1  \n",
+       "191185                          True                     1  \n",
+       "191276                          True                     1  \n",
+       "192239                          True                     1  \n",
+       "193643                          True                     1  \n",
        "...                              ...                   ...  \n",
-       "2628704                        False                     3  \n",
-       "2678969                        False                     1  \n",
-       "2704338                         True                     1  \n",
-       "2718585                        False                     1  \n",
-       "2744529                        False                     1  \n",
+       "2753390                         True                     3  \n",
+       "2754817                        False                     3  \n",
+       "2756049                         True                     3  \n",
+       "2758936                        False                     3  \n",
+       "2759425                        False                     3  \n",
        "\n",
-       "[91 rows x 87 columns]"
+       "[1277 rows x 87 columns]"
       ]
      },
      "execution_count": 6,
@@ -1233,17 +1295,10 @@
    "execution_count": 7,
    "metadata": {},
    "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "req_data does not request avail_ca or avail_co but it is set and being provided\n"
-     ]
-    },
     {
      "data": {
       "text/html": [
-       "<h3>Iteration 033 [Optimization terminated successfully] </h3>"
+       "<h3>Iteration 095 [Optimization terminated successfully] </h3>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -1255,7 +1310,7 @@
     {
      "data": {
       "text/html": [
-       "<p>Best LL = -9.786597596036862e-07</p>"
+       "<p>Best LL = -263.2609116263491</p>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -1286,493 +1341,475 @@
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>value</th>\n",
+       "      <th>best</th>\n",
        "      <th>initvalue</th>\n",
-       "      <th>nullvalue</th>\n",
        "      <th>minimum</th>\n",
        "      <th>maximum</th>\n",
+       "      <th>nullvalue</th>\n",
        "      <th>holdfast</th>\n",
-       "      <th>note</th>\n",
-       "      <th>best</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>param_name</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>coef_asc_children</th>\n",
-       "      <td>121.627746</td>\n",
+       "      <td>6.744041</td>\n",
+       "      <td>6.744041</td>\n",
        "      <td>5.3517</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>121.627746</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_asc_mixed</th>\n",
-       "      <td>-88.249613</td>\n",
+       "      <td>6.886657</td>\n",
+       "      <td>6.886657</td>\n",
        "      <td>5.6290</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-88.249613</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_household_has_more_cars_than_workers_adults</th>\n",
-       "      <td>-40.894264</td>\n",
+       "      <td>3.138920</td>\n",
+       "      <td>3.138920</td>\n",
        "      <td>1.3860</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-40.894264</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_household_has_more_cars_than_workers_mixed</th>\n",
-       "      <td>153.815203</td>\n",
+       "      <td>0.384250</td>\n",
+       "      <td>0.384250</td>\n",
        "      <td>0.7510</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>153.815203</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_household_in_suburban_area_adults</th>\n",
-       "      <td>0.510500</td>\n",
+       "      <td>-1.123570</td>\n",
+       "      <td>-1.123570</td>\n",
        "      <td>0.5105</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.510500</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_household_in_suburban_area_mixed</th>\n",
-       "      <td>0.128300</td>\n",
+       "      <td>0.258299</td>\n",
+       "      <td>0.258299</td>\n",
        "      <td>0.1283</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.128300</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_household_in_urban_area</th>\n",
-       "      <td>-21.823334</td>\n",
+       "      <td>-0.441828</td>\n",
+       "      <td>-0.441828</td>\n",
        "      <td>0.5741</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-21.823334</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_log_max_overlap_of_adults_time_windows</th>\n",
-       "      <td>-36.285976</td>\n",
+       "      <td>1.288269</td>\n",
+       "      <td>1.288269</td>\n",
        "      <td>1.1920</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-36.285976</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_log_max_overlap_of_childrens_time_windows</th>\n",
-       "      <td>283.696667</td>\n",
+       "      <td>1.783892</td>\n",
+       "      <td>1.783892</td>\n",
        "      <td>1.8410</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>283.696667</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_log_max_overlap_of_time_windows</th>\n",
-       "      <td>196.728573</td>\n",
+       "      <td>1.505521</td>\n",
+       "      <td>1.505521</td>\n",
        "      <td>1.9580</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>196.728573</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_low_income_households_adults</th>\n",
-       "      <td>-16.894954</td>\n",
+       "      <td>2.520875</td>\n",
+       "      <td>2.520875</td>\n",
        "      <td>1.2480</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-16.894954</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_low_income_households_mixed</th>\n",
-       "      <td>-3.143593</td>\n",
+       "      <td>0.683195</td>\n",
+       "      <td>0.683195</td>\n",
        "      <td>0.5755</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-3.143593</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_medium_income_households</th>\n",
-       "      <td>-161.727385</td>\n",
+       "      <td>1.853225</td>\n",
+       "      <td>1.853225</td>\n",
        "      <td>0.8369</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-161.727385</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_number_of_children_too_young_for_school_children</th>\n",
-       "      <td>-110.048280</td>\n",
+       "      <td>0.661222</td>\n",
+       "      <td>0.661222</td>\n",
        "      <td>0.7306</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-110.048280</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_number_of_children_too_young_for_school_mixed</th>\n",
-       "      <td>9.539326</td>\n",
+       "      <td>1.065525</td>\n",
+       "      <td>1.065525</td>\n",
        "      <td>0.7906</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>9.539326</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_number_of_driving_age_children_children</th>\n",
-       "      <td>-172.311937</td>\n",
+       "      <td>0.646806</td>\n",
+       "      <td>0.646806</td>\n",
        "      <td>-0.2667</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-172.311937</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_number_of_driving_age_children_mixed</th>\n",
-       "      <td>184.761407</td>\n",
+       "      <td>0.494992</td>\n",
+       "      <td>0.494992</td>\n",
        "      <td>-0.9399</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>184.761407</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_number_of_full_time_workers_adults</th>\n",
-       "      <td>185.490311</td>\n",
+       "      <td>1.638383</td>\n",
+       "      <td>1.638383</td>\n",
        "      <td>1.0240</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>185.490311</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_number_of_full_time_workers_mixed</th>\n",
-       "      <td>50.943193</td>\n",
+       "      <td>0.106573</td>\n",
+       "      <td>0.106573</td>\n",
        "      <td>0.3624</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>50.943193</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_number_of_non_workers_adults</th>\n",
-       "      <td>40.041010</td>\n",
+       "      <td>0.344889</td>\n",
+       "      <td>0.344889</td>\n",
        "      <td>0.6263</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>40.041010</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_number_of_non_workers_mixed</th>\n",
-       "      <td>-96.438666</td>\n",
+       "      <td>-0.067851</td>\n",
+       "      <td>-0.067851</td>\n",
        "      <td>-0.3724</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-96.438666</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_number_of_part_time_workers_adults</th>\n",
-       "      <td>47.088158</td>\n",
+       "      <td>0.094715</td>\n",
+       "      <td>0.094715</td>\n",
        "      <td>0.5412</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>47.088158</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_number_of_part_time_workers_mixed</th>\n",
-       "      <td>58.958712</td>\n",
+       "      <td>0.182067</td>\n",
+       "      <td>0.182067</td>\n",
        "      <td>0.3164</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>58.958712</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_number_of_pre_driving_age_children_children</th>\n",
-       "      <td>12.678858</td>\n",
+       "      <td>0.256545</td>\n",
+       "      <td>0.256545</td>\n",
        "      <td>0.7306</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>12.678858</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_number_of_pre_driving_age_children_mixed</th>\n",
-       "      <td>158.960267</td>\n",
+       "      <td>0.311384</td>\n",
+       "      <td>0.311384</td>\n",
        "      <td>0.3532</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>158.960267</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_number_of_university_students</th>\n",
-       "      <td>-5.007830</td>\n",
+       "      <td>0.067485</td>\n",
+       "      <td>0.067485</td>\n",
        "      <td>0.8245</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-5.007830</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_tour_purpose_is_discretionary_adults</th>\n",
        "      <td>0.764800</td>\n",
+       "      <td>0.764800</td>\n",
        "      <td>0.7648</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.764800</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_tour_purpose_is_discretionary_children</th>\n",
        "      <td>0.510100</td>\n",
+       "      <td>0.510100</td>\n",
        "      <td>0.5101</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.510100</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_tour_purpose_is_eating_out_children</th>\n",
        "      <td>-0.967800</td>\n",
+       "      <td>-0.967800</td>\n",
        "      <td>-0.9678</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.967800</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_tour_purpose_is_eating_out_mixed</th>\n",
        "      <td>-0.802700</td>\n",
+       "      <td>-0.802700</td>\n",
        "      <td>-0.8027</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.802700</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_unavailable</th>\n",
        "      <td>-999.000000</td>\n",
+       "      <td>-999.000000</td>\n",
        "      <td>-999.0000</td>\n",
+       "      <td>-999.0</td>\n",
+       "      <td>-999.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>1</td>\n",
-       "      <td></td>\n",
-       "      <td>-999.000000</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "                                                         value  initvalue  \\\n",
-       "coef_asc_children                                   121.627746     5.3517   \n",
-       "coef_asc_mixed                                      -88.249613     5.6290   \n",
-       "coef_household_has_more_cars_than_workers_adults    -40.894264     1.3860   \n",
-       "coef_household_has_more_cars_than_workers_mixed     153.815203     0.7510   \n",
-       "coef_household_in_suburban_area_adults                0.510500     0.5105   \n",
-       "coef_household_in_suburban_area_mixed                 0.128300     0.1283   \n",
-       "coef_household_in_urban_area                        -21.823334     0.5741   \n",
-       "coef_log_max_overlap_of_adults_time_windows         -36.285976     1.1920   \n",
-       "coef_log_max_overlap_of_childrens_time_windows      283.696667     1.8410   \n",
-       "coef_log_max_overlap_of_time_windows                196.728573     1.9580   \n",
-       "coef_low_income_households_adults                   -16.894954     1.2480   \n",
-       "coef_low_income_households_mixed                     -3.143593     0.5755   \n",
-       "coef_medium_income_households                      -161.727385     0.8369   \n",
-       "coef_number_of_children_too_young_for_school_ch... -110.048280     0.7306   \n",
-       "coef_number_of_children_too_young_for_school_mixed    9.539326     0.7906   \n",
-       "coef_number_of_driving_age_children_children       -172.311937    -0.2667   \n",
-       "coef_number_of_driving_age_children_mixed           184.761407    -0.9399   \n",
-       "coef_number_of_full_time_workers_adults             185.490311     1.0240   \n",
-       "coef_number_of_full_time_workers_mixed               50.943193     0.3624   \n",
-       "coef_number_of_non_workers_adults                    40.041010     0.6263   \n",
-       "coef_number_of_non_workers_mixed                    -96.438666    -0.3724   \n",
-       "coef_number_of_part_time_workers_adults              47.088158     0.5412   \n",
-       "coef_number_of_part_time_workers_mixed               58.958712     0.3164   \n",
-       "coef_number_of_pre_driving_age_children_children     12.678858     0.7306   \n",
-       "coef_number_of_pre_driving_age_children_mixed       158.960267     0.3532   \n",
-       "coef_number_of_university_students                   -5.007830     0.8245   \n",
-       "coef_tour_purpose_is_discretionary_adults             0.764800     0.7648   \n",
-       "coef_tour_purpose_is_discretionary_children           0.510100     0.5101   \n",
-       "coef_tour_purpose_is_eating_out_children             -0.967800    -0.9678   \n",
-       "coef_tour_purpose_is_eating_out_mixed                -0.802700    -0.8027   \n",
-       "coef_unavailable                                   -999.000000  -999.0000   \n",
+       "                                                         value        best  \\\n",
+       "param_name                                                                   \n",
+       "coef_asc_children                                     6.744041    6.744041   \n",
+       "coef_asc_mixed                                        6.886657    6.886657   \n",
+       "coef_household_has_more_cars_than_workers_adults      3.138920    3.138920   \n",
+       "coef_household_has_more_cars_than_workers_mixed       0.384250    0.384250   \n",
+       "coef_household_in_suburban_area_adults               -1.123570   -1.123570   \n",
+       "coef_household_in_suburban_area_mixed                 0.258299    0.258299   \n",
+       "coef_household_in_urban_area                         -0.441828   -0.441828   \n",
+       "coef_log_max_overlap_of_adults_time_windows           1.288269    1.288269   \n",
+       "coef_log_max_overlap_of_childrens_time_windows        1.783892    1.783892   \n",
+       "coef_log_max_overlap_of_time_windows                  1.505521    1.505521   \n",
+       "coef_low_income_households_adults                     2.520875    2.520875   \n",
+       "coef_low_income_households_mixed                      0.683195    0.683195   \n",
+       "coef_medium_income_households                         1.853225    1.853225   \n",
+       "coef_number_of_children_too_young_for_school_ch...    0.661222    0.661222   \n",
+       "coef_number_of_children_too_young_for_school_mixed    1.065525    1.065525   \n",
+       "coef_number_of_driving_age_children_children          0.646806    0.646806   \n",
+       "coef_number_of_driving_age_children_mixed             0.494992    0.494992   \n",
+       "coef_number_of_full_time_workers_adults               1.638383    1.638383   \n",
+       "coef_number_of_full_time_workers_mixed                0.106573    0.106573   \n",
+       "coef_number_of_non_workers_adults                     0.344889    0.344889   \n",
+       "coef_number_of_non_workers_mixed                     -0.067851   -0.067851   \n",
+       "coef_number_of_part_time_workers_adults               0.094715    0.094715   \n",
+       "coef_number_of_part_time_workers_mixed                0.182067    0.182067   \n",
+       "coef_number_of_pre_driving_age_children_children      0.256545    0.256545   \n",
+       "coef_number_of_pre_driving_age_children_mixed         0.311384    0.311384   \n",
+       "coef_number_of_university_students                    0.067485    0.067485   \n",
+       "coef_tour_purpose_is_discretionary_adults             0.764800    0.764800   \n",
+       "coef_tour_purpose_is_discretionary_children           0.510100    0.510100   \n",
+       "coef_tour_purpose_is_eating_out_children             -0.967800   -0.967800   \n",
+       "coef_tour_purpose_is_eating_out_mixed                -0.802700   -0.802700   \n",
+       "coef_unavailable                                   -999.000000 -999.000000   \n",
        "\n",
-       "                                                    nullvalue  minimum  \\\n",
-       "coef_asc_children                                         0.0      NaN   \n",
-       "coef_asc_mixed                                            0.0      NaN   \n",
-       "coef_household_has_more_cars_than_workers_adults          0.0      NaN   \n",
-       "coef_household_has_more_cars_than_workers_mixed           0.0      NaN   \n",
-       "coef_household_in_suburban_area_adults                    0.0      NaN   \n",
-       "coef_household_in_suburban_area_mixed                     0.0      NaN   \n",
-       "coef_household_in_urban_area                              0.0      NaN   \n",
-       "coef_log_max_overlap_of_adults_time_windows               0.0      NaN   \n",
-       "coef_log_max_overlap_of_childrens_time_windows            0.0      NaN   \n",
-       "coef_log_max_overlap_of_time_windows                      0.0      NaN   \n",
-       "coef_low_income_households_adults                         0.0      NaN   \n",
-       "coef_low_income_households_mixed                          0.0      NaN   \n",
-       "coef_medium_income_households                             0.0      NaN   \n",
-       "coef_number_of_children_too_young_for_school_ch...        0.0      NaN   \n",
-       "coef_number_of_children_too_young_for_school_mixed        0.0      NaN   \n",
-       "coef_number_of_driving_age_children_children              0.0      NaN   \n",
-       "coef_number_of_driving_age_children_mixed                 0.0      NaN   \n",
-       "coef_number_of_full_time_workers_adults                   0.0      NaN   \n",
-       "coef_number_of_full_time_workers_mixed                    0.0      NaN   \n",
-       "coef_number_of_non_workers_adults                         0.0      NaN   \n",
-       "coef_number_of_non_workers_mixed                          0.0      NaN   \n",
-       "coef_number_of_part_time_workers_adults                   0.0      NaN   \n",
-       "coef_number_of_part_time_workers_mixed                    0.0      NaN   \n",
-       "coef_number_of_pre_driving_age_children_children          0.0      NaN   \n",
-       "coef_number_of_pre_driving_age_children_mixed             0.0      NaN   \n",
-       "coef_number_of_university_students                        0.0      NaN   \n",
-       "coef_tour_purpose_is_discretionary_adults                 0.0      NaN   \n",
-       "coef_tour_purpose_is_discretionary_children               0.0      NaN   \n",
-       "coef_tour_purpose_is_eating_out_children                  0.0      NaN   \n",
-       "coef_tour_purpose_is_eating_out_mixed                     0.0      NaN   \n",
-       "coef_unavailable                                          0.0      NaN   \n",
+       "                                                    initvalue  minimum  \\\n",
+       "param_name                                                               \n",
+       "coef_asc_children                                      5.3517    -50.0   \n",
+       "coef_asc_mixed                                         5.6290    -50.0   \n",
+       "coef_household_has_more_cars_than_workers_adults       1.3860    -50.0   \n",
+       "coef_household_has_more_cars_than_workers_mixed        0.7510    -50.0   \n",
+       "coef_household_in_suburban_area_adults                 0.5105    -50.0   \n",
+       "coef_household_in_suburban_area_mixed                  0.1283    -50.0   \n",
+       "coef_household_in_urban_area                           0.5741    -50.0   \n",
+       "coef_log_max_overlap_of_adults_time_windows            1.1920    -50.0   \n",
+       "coef_log_max_overlap_of_childrens_time_windows         1.8410    -50.0   \n",
+       "coef_log_max_overlap_of_time_windows                   1.9580    -50.0   \n",
+       "coef_low_income_households_adults                      1.2480    -50.0   \n",
+       "coef_low_income_households_mixed                       0.5755    -50.0   \n",
+       "coef_medium_income_households                          0.8369    -50.0   \n",
+       "coef_number_of_children_too_young_for_school_ch...     0.7306    -50.0   \n",
+       "coef_number_of_children_too_young_for_school_mixed     0.7906    -50.0   \n",
+       "coef_number_of_driving_age_children_children          -0.2667    -50.0   \n",
+       "coef_number_of_driving_age_children_mixed             -0.9399    -50.0   \n",
+       "coef_number_of_full_time_workers_adults                1.0240    -50.0   \n",
+       "coef_number_of_full_time_workers_mixed                 0.3624    -50.0   \n",
+       "coef_number_of_non_workers_adults                      0.6263    -50.0   \n",
+       "coef_number_of_non_workers_mixed                      -0.3724    -50.0   \n",
+       "coef_number_of_part_time_workers_adults                0.5412    -50.0   \n",
+       "coef_number_of_part_time_workers_mixed                 0.3164    -50.0   \n",
+       "coef_number_of_pre_driving_age_children_children       0.7306    -50.0   \n",
+       "coef_number_of_pre_driving_age_children_mixed          0.3532    -50.0   \n",
+       "coef_number_of_university_students                     0.8245    -50.0   \n",
+       "coef_tour_purpose_is_discretionary_adults              0.7648    -50.0   \n",
+       "coef_tour_purpose_is_discretionary_children            0.5101    -50.0   \n",
+       "coef_tour_purpose_is_eating_out_children              -0.9678    -50.0   \n",
+       "coef_tour_purpose_is_eating_out_mixed                 -0.8027    -50.0   \n",
+       "coef_unavailable                                    -999.0000   -999.0   \n",
        "\n",
-       "                                                    maximum  holdfast note  \\\n",
-       "coef_asc_children                                       NaN         0        \n",
-       "coef_asc_mixed                                          NaN         0        \n",
-       "coef_household_has_more_cars_than_workers_adults        NaN         0        \n",
-       "coef_household_has_more_cars_than_workers_mixed         NaN         0        \n",
-       "coef_household_in_suburban_area_adults                  NaN         0        \n",
-       "coef_household_in_suburban_area_mixed                   NaN         0        \n",
-       "coef_household_in_urban_area                            NaN         0        \n",
-       "coef_log_max_overlap_of_adults_time_windows             NaN         0        \n",
-       "coef_log_max_overlap_of_childrens_time_windows          NaN         0        \n",
-       "coef_log_max_overlap_of_time_windows                    NaN         0        \n",
-       "coef_low_income_households_adults                       NaN         0        \n",
-       "coef_low_income_households_mixed                        NaN         0        \n",
-       "coef_medium_income_households                           NaN         0        \n",
-       "coef_number_of_children_too_young_for_school_ch...      NaN         0        \n",
-       "coef_number_of_children_too_young_for_school_mixed      NaN         0        \n",
-       "coef_number_of_driving_age_children_children            NaN         0        \n",
-       "coef_number_of_driving_age_children_mixed               NaN         0        \n",
-       "coef_number_of_full_time_workers_adults                 NaN         0        \n",
-       "coef_number_of_full_time_workers_mixed                  NaN         0        \n",
-       "coef_number_of_non_workers_adults                       NaN         0        \n",
-       "coef_number_of_non_workers_mixed                        NaN         0        \n",
-       "coef_number_of_part_time_workers_adults                 NaN         0        \n",
-       "coef_number_of_part_time_workers_mixed                  NaN         0        \n",
-       "coef_number_of_pre_driving_age_children_children        NaN         0        \n",
-       "coef_number_of_pre_driving_age_children_mixed           NaN         0        \n",
-       "coef_number_of_university_students                      NaN         0        \n",
-       "coef_tour_purpose_is_discretionary_adults               NaN         0        \n",
-       "coef_tour_purpose_is_discretionary_children             NaN         0        \n",
-       "coef_tour_purpose_is_eating_out_children                NaN         0        \n",
-       "coef_tour_purpose_is_eating_out_mixed                   NaN         0        \n",
-       "coef_unavailable                                        NaN         1        \n",
+       "                                                    maximum  nullvalue  \\\n",
+       "param_name                                                               \n",
+       "coef_asc_children                                      50.0        0.0   \n",
+       "coef_asc_mixed                                         50.0        0.0   \n",
+       "coef_household_has_more_cars_than_workers_adults       50.0        0.0   \n",
+       "coef_household_has_more_cars_than_workers_mixed        50.0        0.0   \n",
+       "coef_household_in_suburban_area_adults                 50.0        0.0   \n",
+       "coef_household_in_suburban_area_mixed                  50.0        0.0   \n",
+       "coef_household_in_urban_area                           50.0        0.0   \n",
+       "coef_log_max_overlap_of_adults_time_windows            50.0        0.0   \n",
+       "coef_log_max_overlap_of_childrens_time_windows         50.0        0.0   \n",
+       "coef_log_max_overlap_of_time_windows                   50.0        0.0   \n",
+       "coef_low_income_households_adults                      50.0        0.0   \n",
+       "coef_low_income_households_mixed                       50.0        0.0   \n",
+       "coef_medium_income_households                          50.0        0.0   \n",
+       "coef_number_of_children_too_young_for_school_ch...     50.0        0.0   \n",
+       "coef_number_of_children_too_young_for_school_mixed     50.0        0.0   \n",
+       "coef_number_of_driving_age_children_children           50.0        0.0   \n",
+       "coef_number_of_driving_age_children_mixed              50.0        0.0   \n",
+       "coef_number_of_full_time_workers_adults                50.0        0.0   \n",
+       "coef_number_of_full_time_workers_mixed                 50.0        0.0   \n",
+       "coef_number_of_non_workers_adults                      50.0        0.0   \n",
+       "coef_number_of_non_workers_mixed                       50.0        0.0   \n",
+       "coef_number_of_part_time_workers_adults                50.0        0.0   \n",
+       "coef_number_of_part_time_workers_mixed                 50.0        0.0   \n",
+       "coef_number_of_pre_driving_age_children_children       50.0        0.0   \n",
+       "coef_number_of_pre_driving_age_children_mixed          50.0        0.0   \n",
+       "coef_number_of_university_students                     50.0        0.0   \n",
+       "coef_tour_purpose_is_discretionary_adults              50.0        0.0   \n",
+       "coef_tour_purpose_is_discretionary_children            50.0        0.0   \n",
+       "coef_tour_purpose_is_eating_out_children               50.0        0.0   \n",
+       "coef_tour_purpose_is_eating_out_mixed                  50.0        0.0   \n",
+       "coef_unavailable                                     -999.0        0.0   \n",
        "\n",
-       "                                                          best  \n",
-       "coef_asc_children                                   121.627746  \n",
-       "coef_asc_mixed                                      -88.249613  \n",
-       "coef_household_has_more_cars_than_workers_adults    -40.894264  \n",
-       "coef_household_has_more_cars_than_workers_mixed     153.815203  \n",
-       "coef_household_in_suburban_area_adults                0.510500  \n",
-       "coef_household_in_suburban_area_mixed                 0.128300  \n",
-       "coef_household_in_urban_area                        -21.823334  \n",
-       "coef_log_max_overlap_of_adults_time_windows         -36.285976  \n",
-       "coef_log_max_overlap_of_childrens_time_windows      283.696667  \n",
-       "coef_log_max_overlap_of_time_windows                196.728573  \n",
-       "coef_low_income_households_adults                   -16.894954  \n",
-       "coef_low_income_households_mixed                     -3.143593  \n",
-       "coef_medium_income_households                      -161.727385  \n",
-       "coef_number_of_children_too_young_for_school_ch... -110.048280  \n",
-       "coef_number_of_children_too_young_for_school_mixed    9.539326  \n",
-       "coef_number_of_driving_age_children_children       -172.311937  \n",
-       "coef_number_of_driving_age_children_mixed           184.761407  \n",
-       "coef_number_of_full_time_workers_adults             185.490311  \n",
-       "coef_number_of_full_time_workers_mixed               50.943193  \n",
-       "coef_number_of_non_workers_adults                    40.041010  \n",
-       "coef_number_of_non_workers_mixed                    -96.438666  \n",
-       "coef_number_of_part_time_workers_adults              47.088158  \n",
-       "coef_number_of_part_time_workers_mixed               58.958712  \n",
-       "coef_number_of_pre_driving_age_children_children     12.678858  \n",
-       "coef_number_of_pre_driving_age_children_mixed       158.960267  \n",
-       "coef_number_of_university_students                   -5.007830  \n",
-       "coef_tour_purpose_is_discretionary_adults             0.764800  \n",
-       "coef_tour_purpose_is_discretionary_children           0.510100  \n",
-       "coef_tour_purpose_is_eating_out_children             -0.967800  \n",
-       "coef_tour_purpose_is_eating_out_mixed                -0.802700  \n",
-       "coef_unavailable                                   -999.000000  "
+       "                                                    holdfast  \n",
+       "param_name                                                    \n",
+       "coef_asc_children                                          0  \n",
+       "coef_asc_mixed                                             0  \n",
+       "coef_household_has_more_cars_than_workers_adults           0  \n",
+       "coef_household_has_more_cars_than_workers_mixed            0  \n",
+       "coef_household_in_suburban_area_adults                     0  \n",
+       "coef_household_in_suburban_area_mixed                      0  \n",
+       "coef_household_in_urban_area                               0  \n",
+       "coef_log_max_overlap_of_adults_time_windows                0  \n",
+       "coef_log_max_overlap_of_childrens_time_windows             0  \n",
+       "coef_log_max_overlap_of_time_windows                       0  \n",
+       "coef_low_income_households_adults                          0  \n",
+       "coef_low_income_households_mixed                           0  \n",
+       "coef_medium_income_households                              0  \n",
+       "coef_number_of_children_too_young_for_school_ch...         0  \n",
+       "coef_number_of_children_too_young_for_school_mixed         0  \n",
+       "coef_number_of_driving_age_children_children               0  \n",
+       "coef_number_of_driving_age_children_mixed                  0  \n",
+       "coef_number_of_full_time_workers_adults                    0  \n",
+       "coef_number_of_full_time_workers_mixed                     0  \n",
+       "coef_number_of_non_workers_adults                          0  \n",
+       "coef_number_of_non_workers_mixed                           0  \n",
+       "coef_number_of_part_time_workers_adults                    0  \n",
+       "coef_number_of_part_time_workers_mixed                     0  \n",
+       "coef_number_of_pre_driving_age_children_children           0  \n",
+       "coef_number_of_pre_driving_age_children_mixed              0  \n",
+       "coef_number_of_university_students                         0  \n",
+       "coef_tour_purpose_is_discretionary_adults                  0  \n",
+       "coef_tour_purpose_is_discretionary_children                0  \n",
+       "coef_tour_purpose_is_eating_out_children                   0  \n",
+       "coef_tour_purpose_is_eating_out_mixed                      0  \n",
+       "coef_unavailable                                           1  "
       ]
      },
      "metadata": {},
@@ -1782,12 +1819,8 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "<ipython-input-7-12921b4967da>:1: PossibleOverspecification: WARNING: Model is possibly over-specified (hessian is nearly singular).\n",
-      "  model.estimate(method='SLSQP')\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 0.0 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "<ipython-input-7-12921b4967da>:1: RuntimeWarning: invalid value encountered in sqrt\n",
-      "  model.estimate(method='SLSQP')\n"
+      "/Users/jpn/Git/est-mode/larch/src/larch/model/jaxmodel.py:1156: PossibleOverspecification: Model is possibly over-specified (hessian is nearly singular).\n",
+      "  self.calculate_parameter_covariance()\n"
      ]
     },
     {
@@ -1803,107 +1836,107 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>coef_asc_children</th>\n",
-       "      <td>121.627746</td>\n",
+       "      <td>6.744041</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_asc_mixed</th>\n",
-       "      <td>-88.249613</td>\n",
+       "      <td>6.886657</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_household_has_more_cars_than_workers_adults</th>\n",
-       "      <td>-40.894264</td>\n",
+       "      <td>3.138920</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_household_has_more_cars_than_workers_mixed</th>\n",
-       "      <td>153.815203</td>\n",
+       "      <td>0.384250</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_household_in_suburban_area_adults</th>\n",
-       "      <td>0.510500</td>\n",
+       "      <td>-1.123570</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_household_in_suburban_area_mixed</th>\n",
-       "      <td>0.128300</td>\n",
+       "      <td>0.258299</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_household_in_urban_area</th>\n",
-       "      <td>-21.823334</td>\n",
+       "      <td>-0.441828</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_log_max_overlap_of_adults_time_windows</th>\n",
-       "      <td>-36.285976</td>\n",
+       "      <td>1.288269</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_log_max_overlap_of_childrens_time_windows</th>\n",
-       "      <td>283.696667</td>\n",
+       "      <td>1.783892</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_log_max_overlap_of_time_windows</th>\n",
-       "      <td>196.728573</td>\n",
+       "      <td>1.505521</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_low_income_households_adults</th>\n",
-       "      <td>-16.894954</td>\n",
+       "      <td>2.520875</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_low_income_households_mixed</th>\n",
-       "      <td>-3.143593</td>\n",
+       "      <td>0.683195</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_medium_income_households</th>\n",
-       "      <td>-161.727385</td>\n",
+       "      <td>1.853225</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_number_of_children_too_young_for_school_children</th>\n",
-       "      <td>-110.048280</td>\n",
+       "      <td>0.661222</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_number_of_children_too_young_for_school_mixed</th>\n",
-       "      <td>9.539326</td>\n",
+       "      <td>1.065525</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_number_of_driving_age_children_children</th>\n",
-       "      <td>-172.311937</td>\n",
+       "      <td>0.646806</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_number_of_driving_age_children_mixed</th>\n",
-       "      <td>184.761407</td>\n",
+       "      <td>0.494992</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_number_of_full_time_workers_adults</th>\n",
-       "      <td>185.490311</td>\n",
+       "      <td>1.638383</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_number_of_full_time_workers_mixed</th>\n",
-       "      <td>50.943193</td>\n",
+       "      <td>0.106573</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_number_of_non_workers_adults</th>\n",
-       "      <td>40.041010</td>\n",
+       "      <td>0.344889</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_number_of_non_workers_mixed</th>\n",
-       "      <td>-96.438666</td>\n",
+       "      <td>-0.067851</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_number_of_part_time_workers_adults</th>\n",
-       "      <td>47.088158</td>\n",
+       "      <td>0.094715</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_number_of_part_time_workers_mixed</th>\n",
-       "      <td>58.958712</td>\n",
+       "      <td>0.182067</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_number_of_pre_driving_age_children_children</th>\n",
-       "      <td>12.678858</td>\n",
+       "      <td>0.256545</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_number_of_pre_driving_age_children_mixed</th>\n",
-       "      <td>158.960267</td>\n",
+       "      <td>0.311384</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_number_of_university_students</th>\n",
-       "      <td>-5.007830</td>\n",
+       "      <td>0.067485</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_tour_purpose_is_discretionary_adults</th>\n",
@@ -1926,7 +1959,7 @@
        "      <td>-999.000000</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
-       "</table></td></tr><tr><td>loglike</td><td style=\"text-align:left;\">-9.786597596036862e-07</td></tr><tr><td>d_loglike</td><td style=\"text-align:left;\"><table border=\"1\" class=\"dataframe\">\n",
+       "</table></td></tr><tr><td>logloss</td><td style=\"text-align:left;\">0.2061557647817926</td></tr><tr><td>d_logloss</td><td style=\"text-align:left;\"><table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
@@ -1936,107 +1969,107 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>coef_asc_children</th>\n",
-       "      <td>-1.199240e-06</td>\n",
+       "      <td>4.680292e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_asc_mixed</th>\n",
-       "      <td>1.199240e-06</td>\n",
+       "      <td>1.506794e-04</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_household_has_more_cars_than_workers_adults</th>\n",
-       "      <td>-7.697895e-122</td>\n",
+       "      <td>-1.303235e-04</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_household_has_more_cars_than_workers_mixed</th>\n",
-       "      <td>2.677106e-09</td>\n",
+       "      <td>4.087211e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_household_in_suburban_area_adults</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>-2.788428e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_household_in_suburban_area_mixed</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>-2.733559e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_household_in_urban_area</th>\n",
-       "      <td>-1.311061e-38</td>\n",
+       "      <td>-1.695981e-04</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_log_max_overlap_of_adults_time_windows</th>\n",
-       "      <td>-2.551704e-38</td>\n",
+       "      <td>7.673766e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_log_max_overlap_of_childrens_time_windows</th>\n",
-       "      <td>-2.523891e-06</td>\n",
+       "      <td>3.533351e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_log_max_overlap_of_time_windows</th>\n",
-       "      <td>2.726540e-06</td>\n",
+       "      <td>2.703275e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_low_income_households_adults</th>\n",
-       "      <td>-4.843014e-79</td>\n",
+       "      <td>-1.364236e-04</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_low_income_households_mixed</th>\n",
-       "      <td>4.440892e-16</td>\n",
+       "      <td>5.443801e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_medium_income_households</th>\n",
-       "      <td>-1.620456e-77</td>\n",
+       "      <td>-7.972989e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_number_of_children_too_young_for_school_children</th>\n",
-       "      <td>8.759917e-08</td>\n",
+       "      <td>-1.415851e-04</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_number_of_children_too_young_for_school_mixed</th>\n",
-       "      <td>-8.759917e-08</td>\n",
+       "      <td>-1.265584e-04</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_number_of_driving_age_children_children</th>\n",
-       "      <td>-2.272077e-16</td>\n",
+       "      <td>-7.515067e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_number_of_driving_age_children_mixed</th>\n",
-       "      <td>4.440892e-16</td>\n",
+       "      <td>-7.904237e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_number_of_full_time_workers_adults</th>\n",
-       "      <td>-3.933184e-38</td>\n",
+       "      <td>1.573128e-04</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_number_of_full_time_workers_mixed</th>\n",
-       "      <td>2.196009e-06</td>\n",
+       "      <td>4.624742e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_number_of_non_workers_adults</th>\n",
-       "      <td>-4.909798e-77</td>\n",
+       "      <td>-2.862258e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_number_of_non_workers_mixed</th>\n",
-       "      <td>2.677106e-09</td>\n",
+       "      <td>-1.424617e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_number_of_part_time_workers_adults</th>\n",
-       "      <td>-1.620456e-77</td>\n",
+       "      <td>-2.202661e-04</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_number_of_part_time_workers_mixed</th>\n",
-       "      <td>-8.759917e-08</td>\n",
+       "      <td>2.445794e-07</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_number_of_pre_driving_age_children_children</th>\n",
-       "      <td>-2.486079e-06</td>\n",
+       "      <td>-1.084978e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_number_of_pre_driving_age_children_mixed</th>\n",
-       "      <td>2.486079e-06</td>\n",
+       "      <td>3.508229e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_number_of_university_students</th>\n",
-       "      <td>-2.474369e-317</td>\n",
+       "      <td>-5.764209e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_tour_purpose_is_discretionary_adults</th>\n",
@@ -2059,85 +2092,85 @@
        "      <td>0.000000e+00</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
-       "</table></td></tr><tr><td>nit</td><td style=\"text-align:left;\">33</td></tr><tr><td>nfev</td><td style=\"text-align:left;\">39</td></tr><tr><td>njev</td><td style=\"text-align:left;\">33</td></tr><tr><td>status</td><td style=\"text-align:left;\">0</td></tr><tr><td>message</td><td style=\"text-align:left;\">'Optimization terminated successfully'</td></tr><tr><td>success</td><td style=\"text-align:left;\">True</td></tr><tr><td>elapsed_time</td><td style=\"text-align:left;\">0:00:00.266490</td></tr><tr><td>method</td><td style=\"text-align:left;\">'SLSQP'</td></tr><tr><td>n_cases</td><td style=\"text-align:left;\">91</td></tr><tr><td>iteration_number</td><td style=\"text-align:left;\">33</td></tr><tr><td>logloss</td><td style=\"text-align:left;\">1.075450285278776e-08</td></tr></table></div>"
+       "</table></td></tr><tr><td>nit</td><td style=\"text-align:left;\">95</td></tr><tr><td>nfev</td><td style=\"text-align:left;\">95</td></tr><tr><td>njev</td><td style=\"text-align:left;\">95</td></tr><tr><td>status</td><td style=\"text-align:left;\">0</td></tr><tr><td>message</td><td style=\"text-align:left;\">'Optimization terminated successfully'</td></tr><tr><td>success</td><td style=\"text-align:left;\">True</td></tr><tr><td>elapsed_time</td><td style=\"text-align:left;\">0:00:00.247365</td></tr><tr><td>method</td><td style=\"text-align:left;\">'SLSQP'</td></tr><tr><td>n_cases</td><td style=\"text-align:left;\">1277</td></tr><tr><td>iteration_number</td><td style=\"text-align:left;\">95</td></tr><tr><td>loglike</td><td style=\"text-align:left;\">-263.2609116263491</td></tr></table></div>"
       ],
       "text/plain": [
-       "┣                x: coef_asc_children                                        121.627746\n",
-       "┃                   coef_asc_mixed                                           -88.249613\n",
-       "┃                   coef_household_has_more_cars_than_workers_adults         -40.894264\n",
-       "┃                   coef_household_has_more_cars_than_workers_mixed          153.815203\n",
-       "┃                   coef_household_in_suburban_area_adults                     0.510500\n",
-       "┃                   coef_household_in_suburban_area_mixed                      0.128300\n",
-       "┃                   coef_household_in_urban_area                             -21.823334\n",
-       "┃                   coef_log_max_overlap_of_adults_time_windows              -36.285976\n",
-       "┃                   coef_log_max_overlap_of_childrens_time_windows           283.696667\n",
-       "┃                   coef_log_max_overlap_of_time_windows                     196.728573\n",
-       "┃                   coef_low_income_households_adults                        -16.894954\n",
-       "┃                   coef_low_income_households_mixed                          -3.143593\n",
-       "┃                   coef_medium_income_households                           -161.727385\n",
-       "┃                   coef_number_of_children_too_young_for_school_children   -110.048280\n",
-       "┃                   coef_number_of_children_too_young_for_school_mixed         9.539326\n",
-       "┃                   coef_number_of_driving_age_children_children            -172.311937\n",
-       "┃                   coef_number_of_driving_age_children_mixed                184.761407\n",
-       "┃                   coef_number_of_full_time_workers_adults                  185.490311\n",
-       "┃                   coef_number_of_full_time_workers_mixed                    50.943193\n",
-       "┃                   coef_number_of_non_workers_adults                         40.041010\n",
-       "┃                   coef_number_of_non_workers_mixed                         -96.438666\n",
-       "┃                   coef_number_of_part_time_workers_adults                   47.088158\n",
-       "┃                   coef_number_of_part_time_workers_mixed                    58.958712\n",
-       "┃                   coef_number_of_pre_driving_age_children_children          12.678858\n",
-       "┃                   coef_number_of_pre_driving_age_children_mixed            158.960267\n",
-       "┃                   coef_number_of_university_students                        -5.007830\n",
+       "┣                x: coef_asc_children                                          6.744041\n",
+       "┃                   coef_asc_mixed                                             6.886657\n",
+       "┃                   coef_household_has_more_cars_than_workers_adults           3.138920\n",
+       "┃                   coef_household_has_more_cars_than_workers_mixed            0.384250\n",
+       "┃                   coef_household_in_suburban_area_adults                    -1.123570\n",
+       "┃                   coef_household_in_suburban_area_mixed                      0.258299\n",
+       "┃                   coef_household_in_urban_area                              -0.441828\n",
+       "┃                   coef_log_max_overlap_of_adults_time_windows                1.288269\n",
+       "┃                   coef_log_max_overlap_of_childrens_time_windows             1.783892\n",
+       "┃                   coef_log_max_overlap_of_time_windows                       1.505521\n",
+       "┃                   coef_low_income_households_adults                          2.520875\n",
+       "┃                   coef_low_income_households_mixed                           0.683195\n",
+       "┃                   coef_medium_income_households                              1.853225\n",
+       "┃                   coef_number_of_children_too_young_for_school_children      0.661222\n",
+       "┃                   coef_number_of_children_too_young_for_school_mixed         1.065525\n",
+       "┃                   coef_number_of_driving_age_children_children               0.646806\n",
+       "┃                   coef_number_of_driving_age_children_mixed                  0.494992\n",
+       "┃                   coef_number_of_full_time_workers_adults                    1.638383\n",
+       "┃                   coef_number_of_full_time_workers_mixed                     0.106573\n",
+       "┃                   coef_number_of_non_workers_adults                          0.344889\n",
+       "┃                   coef_number_of_non_workers_mixed                          -0.067851\n",
+       "┃                   coef_number_of_part_time_workers_adults                    0.094715\n",
+       "┃                   coef_number_of_part_time_workers_mixed                     0.182067\n",
+       "┃                   coef_number_of_pre_driving_age_children_children           0.256545\n",
+       "┃                   coef_number_of_pre_driving_age_children_mixed              0.311384\n",
+       "┃                   coef_number_of_university_students                         0.067485\n",
        "┃                   coef_tour_purpose_is_discretionary_adults                  0.764800\n",
        "┃                   coef_tour_purpose_is_discretionary_children                0.510100\n",
        "┃                   coef_tour_purpose_is_eating_out_children                  -0.967800\n",
        "┃                   coef_tour_purpose_is_eating_out_mixed                     -0.802700\n",
        "┃                   coef_unavailable                                        -999.000000\n",
        "┃                   dtype: float64\n",
-       "┣          loglike: -9.786597596036862e-07\n",
-       "┣        d_loglike: coef_asc_children                                        -1.199240e-06\n",
-       "┃                   coef_asc_mixed                                            1.199240e-06\n",
-       "┃                   coef_household_has_more_cars_than_workers_adults        -7.697895e-122\n",
-       "┃                   coef_household_has_more_cars_than_workers_mixed           2.677106e-09\n",
-       "┃                   coef_household_in_suburban_area_adults                    0.000000e+00\n",
-       "┃                   coef_household_in_suburban_area_mixed                     0.000000e+00\n",
-       "┃                   coef_household_in_urban_area                             -1.311061e-38\n",
-       "┃                   coef_log_max_overlap_of_adults_time_windows              -2.551704e-38\n",
-       "┃                   coef_log_max_overlap_of_childrens_time_windows           -2.523891e-06\n",
-       "┃                   coef_log_max_overlap_of_time_windows                      2.726540e-06\n",
-       "┃                   coef_low_income_households_adults                        -4.843014e-79\n",
-       "┃                   coef_low_income_households_mixed                          4.440892e-16\n",
-       "┃                   coef_medium_income_households                            -1.620456e-77\n",
-       "┃                   coef_number_of_children_too_young_for_school_children     8.759917e-08\n",
-       "┃                   coef_number_of_children_too_young_for_school_mixed       -8.759917e-08\n",
-       "┃                   coef_number_of_driving_age_children_children             -2.272077e-16\n",
-       "┃                   coef_number_of_driving_age_children_mixed                 4.440892e-16\n",
-       "┃                   coef_number_of_full_time_workers_adults                  -3.933184e-38\n",
-       "┃                   coef_number_of_full_time_workers_mixed                    2.196009e-06\n",
-       "┃                   coef_number_of_non_workers_adults                        -4.909798e-77\n",
-       "┃                   coef_number_of_non_workers_mixed                          2.677106e-09\n",
-       "┃                   coef_number_of_part_time_workers_adults                  -1.620456e-77\n",
-       "┃                   coef_number_of_part_time_workers_mixed                   -8.759917e-08\n",
-       "┃                   coef_number_of_pre_driving_age_children_children         -2.486079e-06\n",
-       "┃                   coef_number_of_pre_driving_age_children_mixed             2.486079e-06\n",
-       "┃                   coef_number_of_university_students                      -2.474369e-317\n",
-       "┃                   coef_tour_purpose_is_discretionary_adults                 0.000000e+00\n",
-       "┃                   coef_tour_purpose_is_discretionary_children               0.000000e+00\n",
-       "┃                   coef_tour_purpose_is_eating_out_children                  0.000000e+00\n",
-       "┃                   coef_tour_purpose_is_eating_out_mixed                     0.000000e+00\n",
-       "┃                   coef_unavailable                                          0.000000e+00\n",
+       "┣          logloss: 0.2061557647817926\n",
+       "┣        d_logloss: coef_asc_children                                        4.680292e-05\n",
+       "┃                   coef_asc_mixed                                           1.506794e-04\n",
+       "┃                   coef_household_has_more_cars_than_workers_adults        -1.303235e-04\n",
+       "┃                   coef_household_has_more_cars_than_workers_mixed          4.087211e-05\n",
+       "┃                   coef_household_in_suburban_area_adults                  -2.788428e-05\n",
+       "┃                   coef_household_in_suburban_area_mixed                   -2.733559e-05\n",
+       "┃                   coef_household_in_urban_area                            -1.695981e-04\n",
+       "┃                   coef_log_max_overlap_of_adults_time_windows              7.673766e-05\n",
+       "┃                   coef_log_max_overlap_of_childrens_time_windows           3.533351e-05\n",
+       "┃                   coef_log_max_overlap_of_time_windows                     2.703275e-05\n",
+       "┃                   coef_low_income_households_adults                       -1.364236e-04\n",
+       "┃                   coef_low_income_households_mixed                         5.443801e-05\n",
+       "┃                   coef_medium_income_households                           -7.972989e-05\n",
+       "┃                   coef_number_of_children_too_young_for_school_children   -1.415851e-04\n",
+       "┃                   coef_number_of_children_too_young_for_school_mixed      -1.265584e-04\n",
+       "┃                   coef_number_of_driving_age_children_children            -7.515067e-05\n",
+       "┃                   coef_number_of_driving_age_children_mixed               -7.904237e-05\n",
+       "┃                   coef_number_of_full_time_workers_adults                  1.573128e-04\n",
+       "┃                   coef_number_of_full_time_workers_mixed                   4.624742e-05\n",
+       "┃                   coef_number_of_non_workers_adults                       -2.862258e-05\n",
+       "┃                   coef_number_of_non_workers_mixed                        -1.424617e-05\n",
+       "┃                   coef_number_of_part_time_workers_adults                 -2.202661e-04\n",
+       "┃                   coef_number_of_part_time_workers_mixed                   2.445794e-07\n",
+       "┃                   coef_number_of_pre_driving_age_children_children        -1.084978e-05\n",
+       "┃                   coef_number_of_pre_driving_age_children_mixed            3.508229e-05\n",
+       "┃                   coef_number_of_university_students                      -5.764209e-05\n",
+       "┃                   coef_tour_purpose_is_discretionary_adults                0.000000e+00\n",
+       "┃                   coef_tour_purpose_is_discretionary_children              0.000000e+00\n",
+       "┃                   coef_tour_purpose_is_eating_out_children                 0.000000e+00\n",
+       "┃                   coef_tour_purpose_is_eating_out_mixed                    0.000000e+00\n",
+       "┃                   coef_unavailable                                         0.000000e+00\n",
        "┃                   dtype: float64\n",
-       "┣              nit: 33\n",
-       "┣             nfev: 39\n",
-       "┣             njev: 33\n",
+       "┣              nit: 95\n",
+       "┣             nfev: 95\n",
+       "┣             njev: 95\n",
        "┣           status: 0\n",
        "┣          message: 'Optimization terminated successfully'\n",
        "┣          success: True\n",
-       "┣     elapsed_time: datetime.timedelta(microseconds=266490)\n",
+       "┣     elapsed_time: datetime.timedelta(microseconds=247365)\n",
        "┣           method: 'SLSQP'\n",
-       "┣          n_cases: 91\n",
-       "┣ iteration_number: 33\n",
-       "┣          logloss: 1.075450285278776e-08"
+       "┣          n_cases: 1277\n",
+       "┣ iteration_number: 95\n",
+       "┣          loglike: -263.2609116263491"
       ]
      },
      "execution_count": 7,
@@ -2172,330 +2205,325 @@
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-       "            font-family: monospace;\n",
-       "        }</style><table id=\"T_f65b5_\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >Value</th>        <th class=\"col_heading level0 col1\" >Std Err</th>        <th class=\"col_heading level0 col2\" >t Stat</th>        <th class=\"col_heading level0 col3\" >Signif</th>        <th class=\"col_heading level0 col4\" >Like Ratio</th>        <th class=\"col_heading level0 col5\" >Null Value</th>        <th class=\"col_heading level0 col6\" >Constrained</th>    </tr></thead><tbody>\n",
-       "                <tr>\n",
-       "                        <th id=\"T_f65b5_level0_row0\" class=\"row_heading level0 row0\" >coef_asc_children</th>\n",
-       "                        <td id=\"T_f65b5_row0_col0\" class=\"data row0 col0\" > 122.</td>\n",
-       "                        <td id=\"T_f65b5_row0_col1\" class=\"data row0 col1\" > NA</td>\n",
-       "                        <td id=\"T_f65b5_row0_col2\" class=\"data row0 col2\" > NA</td>\n",
-       "                        <td id=\"T_f65b5_row0_col3\" class=\"data row0 col3\" >[***]</td>\n",
-       "                        <td id=\"T_f65b5_row0_col4\" class=\"data row0 col4\" > 306.42</td>\n",
-       "                        <td id=\"T_f65b5_row0_col5\" class=\"data row0 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f65b5_row0_col6\" class=\"data row0 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f65b5_level0_row1\" class=\"row_heading level0 row1\" >coef_asc_mixed</th>\n",
-       "                        <td id=\"T_f65b5_row1_col0\" class=\"data row1 col0\" >-88.2</td>\n",
-       "                        <td id=\"T_f65b5_row1_col1\" class=\"data row1 col1\" > 2.20e+04</td>\n",
-       "                        <td id=\"T_f65b5_row1_col2\" class=\"data row1 col2\" >-0.00</td>\n",
-       "                        <td id=\"T_f65b5_row1_col3\" class=\"data row1 col3\" ></td>\n",
-       "                        <td id=\"T_f65b5_row1_col4\" class=\"data row1 col4\" > NA</td>\n",
-       "                        <td id=\"T_f65b5_row1_col5\" class=\"data row1 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f65b5_row1_col6\" class=\"data row1 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f65b5_level0_row2\" class=\"row_heading level0 row2\" >coef_household_has_more_cars_than_workers_adults</th>\n",
-       "                        <td id=\"T_f65b5_row2_col0\" class=\"data row2 col0\" >-40.9</td>\n",
-       "                        <td id=\"T_f65b5_row2_col1\" class=\"data row2 col1\" > NA</td>\n",
-       "                        <td id=\"T_f65b5_row2_col2\" class=\"data row2 col2\" > NA</td>\n",
-       "                        <td id=\"T_f65b5_row2_col3\" class=\"data row2 col3\" >[]</td>\n",
-       "                        <td id=\"T_f65b5_row2_col4\" class=\"data row2 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_f65b5_row2_col5\" class=\"data row2 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f65b5_row2_col6\" class=\"data row2 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f65b5_level0_row3\" class=\"row_heading level0 row3\" >coef_household_has_more_cars_than_workers_mixed</th>\n",
-       "                        <td id=\"T_f65b5_row3_col0\" class=\"data row3 col0\" > 154.</td>\n",
-       "                        <td id=\"T_f65b5_row3_col1\" class=\"data row3 col1\" > 4.67e+04</td>\n",
-       "                        <td id=\"T_f65b5_row3_col2\" class=\"data row3 col2\" > 0.00</td>\n",
-       "                        <td id=\"T_f65b5_row3_col3\" class=\"data row3 col3\" ></td>\n",
-       "                        <td id=\"T_f65b5_row3_col4\" class=\"data row3 col4\" > NA</td>\n",
-       "                        <td id=\"T_f65b5_row3_col5\" class=\"data row3 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f65b5_row3_col6\" class=\"data row3 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f65b5_level0_row4\" class=\"row_heading level0 row4\" >coef_household_in_suburban_area_adults</th>\n",
-       "                        <td id=\"T_f65b5_row4_col0\" class=\"data row4 col0\" > 0.511</td>\n",
-       "                        <td id=\"T_f65b5_row4_col1\" class=\"data row4 col1\" > NA</td>\n",
-       "                        <td id=\"T_f65b5_row4_col2\" class=\"data row4 col2\" > NA</td>\n",
-       "                        <td id=\"T_f65b5_row4_col3\" class=\"data row4 col3\" >[]</td>\n",
-       "                        <td id=\"T_f65b5_row4_col4\" class=\"data row4 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_f65b5_row4_col5\" class=\"data row4 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f65b5_row4_col6\" class=\"data row4 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f65b5_level0_row5\" class=\"row_heading level0 row5\" >coef_household_in_suburban_area_mixed</th>\n",
-       "                        <td id=\"T_f65b5_row5_col0\" class=\"data row5 col0\" > 0.128</td>\n",
-       "                        <td id=\"T_f65b5_row5_col1\" class=\"data row5 col1\" > NA</td>\n",
-       "                        <td id=\"T_f65b5_row5_col2\" class=\"data row5 col2\" > NA</td>\n",
-       "                        <td id=\"T_f65b5_row5_col3\" class=\"data row5 col3\" >[]</td>\n",
-       "                        <td id=\"T_f65b5_row5_col4\" class=\"data row5 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_f65b5_row5_col5\" class=\"data row5 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f65b5_row5_col6\" class=\"data row5 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f65b5_level0_row6\" class=\"row_heading level0 row6\" >coef_household_in_urban_area</th>\n",
-       "                        <td id=\"T_f65b5_row6_col0\" class=\"data row6 col0\" >-21.8</td>\n",
-       "                        <td id=\"T_f65b5_row6_col1\" class=\"data row6 col1\" > NA</td>\n",
-       "                        <td id=\"T_f65b5_row6_col2\" class=\"data row6 col2\" > NA</td>\n",
-       "                        <td id=\"T_f65b5_row6_col3\" class=\"data row6 col3\" >[]</td>\n",
-       "                        <td id=\"T_f65b5_row6_col4\" class=\"data row6 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_f65b5_row6_col5\" class=\"data row6 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f65b5_row6_col6\" class=\"data row6 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f65b5_level0_row7\" class=\"row_heading level0 row7\" >coef_log_max_overlap_of_adults_time_windows</th>\n",
-       "                        <td id=\"T_f65b5_row7_col0\" class=\"data row7 col0\" >-36.3</td>\n",
-       "                        <td id=\"T_f65b5_row7_col1\" class=\"data row7 col1\" > NA</td>\n",
-       "                        <td id=\"T_f65b5_row7_col2\" class=\"data row7 col2\" > NA</td>\n",
-       "                        <td id=\"T_f65b5_row7_col3\" class=\"data row7 col3\" >[]</td>\n",
-       "                        <td id=\"T_f65b5_row7_col4\" class=\"data row7 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_f65b5_row7_col5\" class=\"data row7 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f65b5_row7_col6\" class=\"data row7 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f65b5_level0_row8\" class=\"row_heading level0 row8\" >coef_log_max_overlap_of_childrens_time_windows</th>\n",
-       "                        <td id=\"T_f65b5_row8_col0\" class=\"data row8 col0\" > 284.</td>\n",
-       "                        <td id=\"T_f65b5_row8_col1\" class=\"data row8 col1\" > NA</td>\n",
-       "                        <td id=\"T_f65b5_row8_col2\" class=\"data row8 col2\" > NA</td>\n",
-       "                        <td id=\"T_f65b5_row8_col3\" class=\"data row8 col3\" >[***]</td>\n",
-       "                        <td id=\"T_f65b5_row8_col4\" class=\"data row8 col4\" > BIG</td>\n",
-       "                        <td id=\"T_f65b5_row8_col5\" class=\"data row8 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f65b5_row8_col6\" class=\"data row8 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f65b5_level0_row9\" class=\"row_heading level0 row9\" >coef_log_max_overlap_of_time_windows</th>\n",
-       "                        <td id=\"T_f65b5_row9_col0\" class=\"data row9 col0\" > 197.</td>\n",
-       "                        <td id=\"T_f65b5_row9_col1\" class=\"data row9 col1\" > 1.02e+04</td>\n",
-       "                        <td id=\"T_f65b5_row9_col2\" class=\"data row9 col2\" > 0.02</td>\n",
-       "                        <td id=\"T_f65b5_row9_col3\" class=\"data row9 col3\" ></td>\n",
-       "                        <td id=\"T_f65b5_row9_col4\" class=\"data row9 col4\" > NA</td>\n",
-       "                        <td id=\"T_f65b5_row9_col5\" class=\"data row9 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f65b5_row9_col6\" class=\"data row9 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f65b5_level0_row10\" class=\"row_heading level0 row10\" >coef_low_income_households_adults</th>\n",
-       "                        <td id=\"T_f65b5_row10_col0\" class=\"data row10 col0\" >-16.9</td>\n",
-       "                        <td id=\"T_f65b5_row10_col1\" class=\"data row10 col1\" > NA</td>\n",
-       "                        <td id=\"T_f65b5_row10_col2\" class=\"data row10 col2\" > NA</td>\n",
-       "                        <td id=\"T_f65b5_row10_col3\" class=\"data row10 col3\" >[]</td>\n",
-       "                        <td id=\"T_f65b5_row10_col4\" class=\"data row10 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_f65b5_row10_col5\" class=\"data row10 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f65b5_row10_col6\" class=\"data row10 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f65b5_level0_row11\" class=\"row_heading level0 row11\" >coef_low_income_households_mixed</th>\n",
-       "                        <td id=\"T_f65b5_row11_col0\" class=\"data row11 col0\" >-3.14</td>\n",
-       "                        <td id=\"T_f65b5_row11_col1\" class=\"data row11 col1\" > NA</td>\n",
-       "                        <td id=\"T_f65b5_row11_col2\" class=\"data row11 col2\" > NA</td>\n",
-       "                        <td id=\"T_f65b5_row11_col3\" class=\"data row11 col3\" >[]</td>\n",
-       "                        <td id=\"T_f65b5_row11_col4\" class=\"data row11 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_f65b5_row11_col5\" class=\"data row11 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f65b5_row11_col6\" class=\"data row11 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f65b5_level0_row12\" class=\"row_heading level0 row12\" >coef_medium_income_households</th>\n",
-       "                        <td id=\"T_f65b5_row12_col0\" class=\"data row12 col0\" >-162.</td>\n",
-       "                        <td id=\"T_f65b5_row12_col1\" class=\"data row12 col1\" > NA</td>\n",
-       "                        <td id=\"T_f65b5_row12_col2\" class=\"data row12 col2\" > NA</td>\n",
-       "                        <td id=\"T_f65b5_row12_col3\" class=\"data row12 col3\" >[]</td>\n",
-       "                        <td id=\"T_f65b5_row12_col4\" class=\"data row12 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_f65b5_row12_col5\" class=\"data row12 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f65b5_row12_col6\" class=\"data row12 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f65b5_level0_row13\" class=\"row_heading level0 row13\" >coef_number_of_children_too_young_for_school_children</th>\n",
-       "                        <td id=\"T_f65b5_row13_col0\" class=\"data row13 col0\" >-110.</td>\n",
-       "                        <td id=\"T_f65b5_row13_col1\" class=\"data row13 col1\" > 9.62e+03</td>\n",
-       "                        <td id=\"T_f65b5_row13_col2\" class=\"data row13 col2\" >-0.01</td>\n",
-       "                        <td id=\"T_f65b5_row13_col3\" class=\"data row13 col3\" ></td>\n",
-       "                        <td id=\"T_f65b5_row13_col4\" class=\"data row13 col4\" > NA</td>\n",
-       "                        <td id=\"T_f65b5_row13_col5\" class=\"data row13 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f65b5_row13_col6\" class=\"data row13 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f65b5_level0_row14\" class=\"row_heading level0 row14\" >coef_number_of_children_too_young_for_school_mixed</th>\n",
-       "                        <td id=\"T_f65b5_row14_col0\" class=\"data row14 col0\" > 9.54</td>\n",
-       "                        <td id=\"T_f65b5_row14_col1\" class=\"data row14 col1\" > 4.19e+03</td>\n",
-       "                        <td id=\"T_f65b5_row14_col2\" class=\"data row14 col2\" > 0.00</td>\n",
-       "                        <td id=\"T_f65b5_row14_col3\" class=\"data row14 col3\" ></td>\n",
-       "                        <td id=\"T_f65b5_row14_col4\" class=\"data row14 col4\" > NA</td>\n",
-       "                        <td id=\"T_f65b5_row14_col5\" class=\"data row14 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f65b5_row14_col6\" class=\"data row14 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f65b5_level0_row15\" class=\"row_heading level0 row15\" >coef_number_of_driving_age_children_children</th>\n",
-       "                        <td id=\"T_f65b5_row15_col0\" class=\"data row15 col0\" >-172.</td>\n",
-       "                        <td id=\"T_f65b5_row15_col1\" class=\"data row15 col1\" > 1.21e+05</td>\n",
-       "                        <td id=\"T_f65b5_row15_col2\" class=\"data row15 col2\" >-0.00</td>\n",
-       "                        <td id=\"T_f65b5_row15_col3\" class=\"data row15 col3\" ></td>\n",
-       "                        <td id=\"T_f65b5_row15_col4\" class=\"data row15 col4\" > NA</td>\n",
-       "                        <td id=\"T_f65b5_row15_col5\" class=\"data row15 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f65b5_row15_col6\" class=\"data row15 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f65b5_level0_row16\" class=\"row_heading level0 row16\" >coef_number_of_driving_age_children_mixed</th>\n",
-       "                        <td id=\"T_f65b5_row16_col0\" class=\"data row16 col0\" > 185.</td>\n",
-       "                        <td id=\"T_f65b5_row16_col1\" class=\"data row16 col1\" > NA</td>\n",
-       "                        <td id=\"T_f65b5_row16_col2\" class=\"data row16 col2\" > NA</td>\n",
-       "                        <td id=\"T_f65b5_row16_col3\" class=\"data row16 col3\" >[***]</td>\n",
-       "                        <td id=\"T_f65b5_row16_col4\" class=\"data row16 col4\" > 293.31</td>\n",
-       "                        <td id=\"T_f65b5_row16_col5\" class=\"data row16 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f65b5_row16_col6\" class=\"data row16 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f65b5_level0_row17\" class=\"row_heading level0 row17\" >coef_number_of_full_time_workers_adults</th>\n",
-       "                        <td id=\"T_f65b5_row17_col0\" class=\"data row17 col0\" > 185.</td>\n",
-       "                        <td id=\"T_f65b5_row17_col1\" class=\"data row17 col1\" > NA</td>\n",
-       "                        <td id=\"T_f65b5_row17_col2\" class=\"data row17 col2\" > NA</td>\n",
-       "                        <td id=\"T_f65b5_row17_col3\" class=\"data row17 col3\" >[***]</td>\n",
-       "                        <td id=\"T_f65b5_row17_col4\" class=\"data row17 col4\" > 216.30</td>\n",
-       "                        <td id=\"T_f65b5_row17_col5\" class=\"data row17 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f65b5_row17_col6\" class=\"data row17 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f65b5_level0_row18\" class=\"row_heading level0 row18\" >coef_number_of_full_time_workers_mixed</th>\n",
-       "                        <td id=\"T_f65b5_row18_col0\" class=\"data row18 col0\" > 50.9</td>\n",
-       "                        <td id=\"T_f65b5_row18_col1\" class=\"data row18 col1\" > 3.72e+03</td>\n",
-       "                        <td id=\"T_f65b5_row18_col2\" class=\"data row18 col2\" > 0.01</td>\n",
-       "                        <td id=\"T_f65b5_row18_col3\" class=\"data row18 col3\" ></td>\n",
-       "                        <td id=\"T_f65b5_row18_col4\" class=\"data row18 col4\" > NA</td>\n",
-       "                        <td id=\"T_f65b5_row18_col5\" class=\"data row18 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f65b5_row18_col6\" class=\"data row18 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f65b5_level0_row19\" class=\"row_heading level0 row19\" >coef_number_of_non_workers_adults</th>\n",
-       "                        <td id=\"T_f65b5_row19_col0\" class=\"data row19 col0\" > 40.0</td>\n",
-       "                        <td id=\"T_f65b5_row19_col1\" class=\"data row19 col1\" > NA</td>\n",
-       "                        <td id=\"T_f65b5_row19_col2\" class=\"data row19 col2\" > NA</td>\n",
-       "                        <td id=\"T_f65b5_row19_col3\" class=\"data row19 col3\" >[]</td>\n",
-       "                        <td id=\"T_f65b5_row19_col4\" class=\"data row19 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_f65b5_row19_col5\" class=\"data row19 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f65b5_row19_col6\" class=\"data row19 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f65b5_level0_row20\" class=\"row_heading level0 row20\" >coef_number_of_non_workers_mixed</th>\n",
-       "                        <td id=\"T_f65b5_row20_col0\" class=\"data row20 col0\" >-96.4</td>\n",
-       "                        <td id=\"T_f65b5_row20_col1\" class=\"data row20 col1\" > 2.02e+05</td>\n",
-       "                        <td id=\"T_f65b5_row20_col2\" class=\"data row20 col2\" >-0.00</td>\n",
-       "                        <td id=\"T_f65b5_row20_col3\" class=\"data row20 col3\" ></td>\n",
-       "                        <td id=\"T_f65b5_row20_col4\" class=\"data row20 col4\" > NA</td>\n",
-       "                        <td id=\"T_f65b5_row20_col5\" class=\"data row20 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f65b5_row20_col6\" class=\"data row20 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f65b5_level0_row21\" class=\"row_heading level0 row21\" >coef_number_of_part_time_workers_adults</th>\n",
-       "                        <td id=\"T_f65b5_row21_col0\" class=\"data row21 col0\" > 47.1</td>\n",
-       "                        <td id=\"T_f65b5_row21_col1\" class=\"data row21 col1\" > NA</td>\n",
-       "                        <td id=\"T_f65b5_row21_col2\" class=\"data row21 col2\" > NA</td>\n",
-       "                        <td id=\"T_f65b5_row21_col3\" class=\"data row21 col3\" >[]</td>\n",
-       "                        <td id=\"T_f65b5_row21_col4\" class=\"data row21 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_f65b5_row21_col5\" class=\"data row21 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f65b5_row21_col6\" class=\"data row21 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f65b5_level0_row22\" class=\"row_heading level0 row22\" >coef_number_of_part_time_workers_mixed</th>\n",
-       "                        <td id=\"T_f65b5_row22_col0\" class=\"data row22 col0\" > 59.0</td>\n",
-       "                        <td id=\"T_f65b5_row22_col1\" class=\"data row22 col1\" > 4.19e+03</td>\n",
-       "                        <td id=\"T_f65b5_row22_col2\" class=\"data row22 col2\" > 0.01</td>\n",
-       "                        <td id=\"T_f65b5_row22_col3\" class=\"data row22 col3\" ></td>\n",
-       "                        <td id=\"T_f65b5_row22_col4\" class=\"data row22 col4\" > NA</td>\n",
-       "                        <td id=\"T_f65b5_row22_col5\" class=\"data row22 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f65b5_row22_col6\" class=\"data row22 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f65b5_level0_row23\" class=\"row_heading level0 row23\" >coef_number_of_pre_driving_age_children_children</th>\n",
-       "                        <td id=\"T_f65b5_row23_col0\" class=\"data row23 col0\" > 12.7</td>\n",
-       "                        <td id=\"T_f65b5_row23_col1\" class=\"data row23 col1\" > 1.41e+04</td>\n",
-       "                        <td id=\"T_f65b5_row23_col2\" class=\"data row23 col2\" > 0.00</td>\n",
-       "                        <td id=\"T_f65b5_row23_col3\" class=\"data row23 col3\" ></td>\n",
-       "                        <td id=\"T_f65b5_row23_col4\" class=\"data row23 col4\" > NA</td>\n",
-       "                        <td id=\"T_f65b5_row23_col5\" class=\"data row23 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f65b5_row23_col6\" class=\"data row23 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f65b5_level0_row24\" class=\"row_heading level0 row24\" >coef_number_of_pre_driving_age_children_mixed</th>\n",
-       "                        <td id=\"T_f65b5_row24_col0\" class=\"data row24 col0\" > 159.</td>\n",
-       "                        <td id=\"T_f65b5_row24_col1\" class=\"data row24 col1\" > 2.22e+04</td>\n",
-       "                        <td id=\"T_f65b5_row24_col2\" class=\"data row24 col2\" > 0.01</td>\n",
-       "                        <td id=\"T_f65b5_row24_col3\" class=\"data row24 col3\" ></td>\n",
-       "                        <td id=\"T_f65b5_row24_col4\" class=\"data row24 col4\" > NA</td>\n",
-       "                        <td id=\"T_f65b5_row24_col5\" class=\"data row24 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f65b5_row24_col6\" class=\"data row24 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f65b5_level0_row25\" class=\"row_heading level0 row25\" >coef_number_of_university_students</th>\n",
-       "                        <td id=\"T_f65b5_row25_col0\" class=\"data row25 col0\" >-5.01</td>\n",
-       "                        <td id=\"T_f65b5_row25_col1\" class=\"data row25 col1\" > 0.00</td>\n",
-       "                        <td id=\"T_f65b5_row25_col2\" class=\"data row25 col2\" > NA</td>\n",
-       "                        <td id=\"T_f65b5_row25_col3\" class=\"data row25 col3\" >[]</td>\n",
-       "                        <td id=\"T_f65b5_row25_col4\" class=\"data row25 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_f65b5_row25_col5\" class=\"data row25 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f65b5_row25_col6\" class=\"data row25 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f65b5_level0_row26\" class=\"row_heading level0 row26\" >coef_tour_purpose_is_discretionary_adults</th>\n",
-       "                        <td id=\"T_f65b5_row26_col0\" class=\"data row26 col0\" > 0.765</td>\n",
-       "                        <td id=\"T_f65b5_row26_col1\" class=\"data row26 col1\" > 0.00</td>\n",
-       "                        <td id=\"T_f65b5_row26_col2\" class=\"data row26 col2\" > NA</td>\n",
-       "                        <td id=\"T_f65b5_row26_col3\" class=\"data row26 col3\" >[]</td>\n",
-       "                        <td id=\"T_f65b5_row26_col4\" class=\"data row26 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_f65b5_row26_col5\" class=\"data row26 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f65b5_row26_col6\" class=\"data row26 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f65b5_level0_row27\" class=\"row_heading level0 row27\" >coef_tour_purpose_is_discretionary_children</th>\n",
-       "                        <td id=\"T_f65b5_row27_col0\" class=\"data row27 col0\" > 0.510</td>\n",
-       "                        <td id=\"T_f65b5_row27_col1\" class=\"data row27 col1\" > 0.00</td>\n",
-       "                        <td id=\"T_f65b5_row27_col2\" class=\"data row27 col2\" > NA</td>\n",
-       "                        <td id=\"T_f65b5_row27_col3\" class=\"data row27 col3\" >[]</td>\n",
-       "                        <td id=\"T_f65b5_row27_col4\" class=\"data row27 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_f65b5_row27_col5\" class=\"data row27 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f65b5_row27_col6\" class=\"data row27 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f65b5_level0_row28\" class=\"row_heading level0 row28\" >coef_tour_purpose_is_eating_out_children</th>\n",
-       "                        <td id=\"T_f65b5_row28_col0\" class=\"data row28 col0\" >-0.968</td>\n",
-       "                        <td id=\"T_f65b5_row28_col1\" class=\"data row28 col1\" > 0.00</td>\n",
-       "                        <td id=\"T_f65b5_row28_col2\" class=\"data row28 col2\" > NA</td>\n",
-       "                        <td id=\"T_f65b5_row28_col3\" class=\"data row28 col3\" >[]</td>\n",
-       "                        <td id=\"T_f65b5_row28_col4\" class=\"data row28 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_f65b5_row28_col5\" class=\"data row28 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f65b5_row28_col6\" class=\"data row28 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f65b5_level0_row29\" class=\"row_heading level0 row29\" >coef_tour_purpose_is_eating_out_mixed</th>\n",
-       "                        <td id=\"T_f65b5_row29_col0\" class=\"data row29 col0\" >-0.803</td>\n",
-       "                        <td id=\"T_f65b5_row29_col1\" class=\"data row29 col1\" > 0.00</td>\n",
-       "                        <td id=\"T_f65b5_row29_col2\" class=\"data row29 col2\" > NA</td>\n",
-       "                        <td id=\"T_f65b5_row29_col3\" class=\"data row29 col3\" >[]</td>\n",
-       "                        <td id=\"T_f65b5_row29_col4\" class=\"data row29 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_f65b5_row29_col5\" class=\"data row29 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f65b5_row29_col6\" class=\"data row29 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f65b5_level0_row30\" class=\"row_heading level0 row30\" >coef_unavailable</th>\n",
-       "                        <td id=\"T_f65b5_row30_col0\" class=\"data row30 col0\" >-999.</td>\n",
-       "                        <td id=\"T_f65b5_row30_col1\" class=\"data row30 col1\" > NA</td>\n",
-       "                        <td id=\"T_f65b5_row30_col2\" class=\"data row30 col2\" > NA</td>\n",
-       "                        <td id=\"T_f65b5_row30_col3\" class=\"data row30 col3\" ></td>\n",
-       "                        <td id=\"T_f65b5_row30_col4\" class=\"data row30 col4\" > NA</td>\n",
-       "                        <td id=\"T_f65b5_row30_col5\" class=\"data row30 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f65b5_row30_col6\" class=\"data row30 col6\" >fixed value</td>\n",
-       "            </tr>\n",
-       "    </tbody></table>"
+       "<style type=\"text/css\">\n",
+       "#T_d2ad5 th {\n",
+       "  vertical-align: top;\n",
+       "  text-align: left;\n",
+       "}\n",
+       "#T_d2ad5 td {\n",
+       "  vertical-align: top;\n",
+       "  text-align: left;\n",
+       "}\n",
+       "#T_d2ad5_row0_col0, #T_d2ad5_row0_col1, #T_d2ad5_row0_col2, #T_d2ad5_row0_col3, #T_d2ad5_row0_col4, #T_d2ad5_row1_col0, #T_d2ad5_row1_col1, #T_d2ad5_row1_col2, #T_d2ad5_row1_col3, #T_d2ad5_row1_col4, #T_d2ad5_row2_col0, #T_d2ad5_row2_col1, #T_d2ad5_row2_col2, #T_d2ad5_row2_col3, #T_d2ad5_row2_col4, #T_d2ad5_row3_col0, #T_d2ad5_row3_col1, #T_d2ad5_row3_col2, #T_d2ad5_row3_col3, #T_d2ad5_row3_col4, #T_d2ad5_row4_col0, #T_d2ad5_row4_col1, #T_d2ad5_row4_col2, #T_d2ad5_row4_col3, #T_d2ad5_row4_col4, #T_d2ad5_row5_col0, #T_d2ad5_row5_col1, #T_d2ad5_row5_col2, #T_d2ad5_row5_col3, #T_d2ad5_row5_col4, #T_d2ad5_row6_col0, #T_d2ad5_row6_col1, #T_d2ad5_row6_col2, #T_d2ad5_row6_col3, #T_d2ad5_row6_col4, #T_d2ad5_row7_col0, #T_d2ad5_row7_col1, #T_d2ad5_row7_col2, #T_d2ad5_row7_col3, #T_d2ad5_row7_col4, #T_d2ad5_row8_col0, #T_d2ad5_row8_col1, #T_d2ad5_row8_col2, #T_d2ad5_row8_col3, #T_d2ad5_row8_col4, #T_d2ad5_row9_col0, #T_d2ad5_row9_col1, #T_d2ad5_row9_col2, #T_d2ad5_row9_col3, #T_d2ad5_row9_col4, #T_d2ad5_row10_col0, #T_d2ad5_row10_col1, #T_d2ad5_row10_col2, #T_d2ad5_row10_col3, #T_d2ad5_row10_col4, #T_d2ad5_row11_col0, #T_d2ad5_row11_col1, #T_d2ad5_row11_col2, #T_d2ad5_row11_col3, #T_d2ad5_row11_col4, #T_d2ad5_row12_col0, #T_d2ad5_row12_col1, #T_d2ad5_row12_col2, #T_d2ad5_row12_col3, #T_d2ad5_row12_col4, #T_d2ad5_row13_col0, #T_d2ad5_row13_col1, #T_d2ad5_row13_col2, #T_d2ad5_row13_col3, #T_d2ad5_row13_col4, #T_d2ad5_row14_col0, #T_d2ad5_row14_col1, #T_d2ad5_row14_col2, #T_d2ad5_row14_col3, #T_d2ad5_row14_col4, #T_d2ad5_row15_col0, #T_d2ad5_row15_col1, #T_d2ad5_row15_col2, #T_d2ad5_row15_col3, #T_d2ad5_row15_col4, #T_d2ad5_row16_col0, #T_d2ad5_row16_col1, #T_d2ad5_row16_col2, #T_d2ad5_row16_col3, #T_d2ad5_row16_col4, #T_d2ad5_row17_col0, #T_d2ad5_row17_col1, #T_d2ad5_row17_col2, #T_d2ad5_row17_col3, #T_d2ad5_row17_col4, #T_d2ad5_row18_col0, #T_d2ad5_row18_col1, #T_d2ad5_row18_col2, #T_d2ad5_row18_col3, #T_d2ad5_row18_col4, #T_d2ad5_row19_col0, #T_d2ad5_row19_col1, #T_d2ad5_row19_col2, #T_d2ad5_row19_col3, #T_d2ad5_row19_col4, #T_d2ad5_row20_col0, #T_d2ad5_row20_col1, #T_d2ad5_row20_col2, #T_d2ad5_row20_col3, #T_d2ad5_row20_col4, #T_d2ad5_row21_col0, #T_d2ad5_row21_col1, #T_d2ad5_row21_col2, #T_d2ad5_row21_col3, #T_d2ad5_row21_col4, #T_d2ad5_row22_col0, #T_d2ad5_row22_col1, #T_d2ad5_row22_col2, #T_d2ad5_row22_col3, #T_d2ad5_row22_col4, #T_d2ad5_row23_col0, #T_d2ad5_row23_col1, #T_d2ad5_row23_col2, #T_d2ad5_row23_col3, #T_d2ad5_row23_col4, #T_d2ad5_row24_col0, #T_d2ad5_row24_col1, #T_d2ad5_row24_col2, #T_d2ad5_row24_col3, #T_d2ad5_row24_col4, #T_d2ad5_row25_col0, #T_d2ad5_row25_col1, #T_d2ad5_row25_col2, #T_d2ad5_row25_col3, #T_d2ad5_row25_col4, #T_d2ad5_row26_col0, #T_d2ad5_row26_col1, #T_d2ad5_row26_col2, #T_d2ad5_row26_col3, #T_d2ad5_row26_col4, #T_d2ad5_row27_col0, #T_d2ad5_row27_col1, #T_d2ad5_row27_col2, #T_d2ad5_row27_col3, #T_d2ad5_row27_col4, #T_d2ad5_row28_col0, #T_d2ad5_row28_col1, #T_d2ad5_row28_col2, #T_d2ad5_row28_col3, #T_d2ad5_row28_col4, #T_d2ad5_row29_col0, #T_d2ad5_row29_col1, #T_d2ad5_row29_col2, #T_d2ad5_row29_col3, #T_d2ad5_row29_col4, #T_d2ad5_row30_col0, #T_d2ad5_row30_col1, #T_d2ad5_row30_col2, #T_d2ad5_row30_col3, #T_d2ad5_row30_col4 {\n",
+       "  font-family: monospace;\n",
+       "}\n",
+       "</style>\n",
+       "<table id=\"T_d2ad5\">\n",
+       "  <thead>\n",
+       "    <tr>\n",
+       "      <th class=\"blank level0\" >&nbsp;</th>\n",
+       "      <th id=\"T_d2ad5_level0_col0\" class=\"col_heading level0 col0\" >Value</th>\n",
+       "      <th id=\"T_d2ad5_level0_col1\" class=\"col_heading level0 col1\" >Std Err</th>\n",
+       "      <th id=\"T_d2ad5_level0_col2\" class=\"col_heading level0 col2\" >t Stat</th>\n",
+       "      <th id=\"T_d2ad5_level0_col3\" class=\"col_heading level0 col3\" >Signif</th>\n",
+       "      <th id=\"T_d2ad5_level0_col4\" class=\"col_heading level0 col4\" >Null Value</th>\n",
+       "      <th id=\"T_d2ad5_level0_col5\" class=\"col_heading level0 col5\" >Constrained</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th class=\"index_name level0\" >Parameter</th>\n",
+       "      <th class=\"blank col0\" >&nbsp;</th>\n",
+       "      <th class=\"blank col1\" >&nbsp;</th>\n",
+       "      <th class=\"blank col2\" >&nbsp;</th>\n",
+       "      <th class=\"blank col3\" >&nbsp;</th>\n",
+       "      <th class=\"blank col4\" >&nbsp;</th>\n",
+       "      <th class=\"blank col5\" >&nbsp;</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th id=\"T_d2ad5_level0_row0\" class=\"row_heading level0 row0\" >coef_asc_children</th>\n",
+       "      <td id=\"T_d2ad5_row0_col0\" class=\"data row0 col0\" > 6.74</td>\n",
+       "      <td id=\"T_d2ad5_row0_col1\" class=\"data row0 col1\" > NA</td>\n",
+       "      <td id=\"T_d2ad5_row0_col2\" class=\"data row0 col2\" > NA</td>\n",
+       "      <td id=\"T_d2ad5_row0_col3\" class=\"data row0 col3\" ></td>\n",
+       "      <td id=\"T_d2ad5_row0_col4\" class=\"data row0 col4\" > 0.00</td>\n",
+       "      <td id=\"T_d2ad5_row0_col5\" class=\"data row0 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_d2ad5_level0_row1\" class=\"row_heading level0 row1\" >coef_asc_mixed</th>\n",
+       "      <td id=\"T_d2ad5_row1_col0\" class=\"data row1 col0\" > 6.89</td>\n",
+       "      <td id=\"T_d2ad5_row1_col1\" class=\"data row1 col1\" > NA</td>\n",
+       "      <td id=\"T_d2ad5_row1_col2\" class=\"data row1 col2\" > NA</td>\n",
+       "      <td id=\"T_d2ad5_row1_col3\" class=\"data row1 col3\" ></td>\n",
+       "      <td id=\"T_d2ad5_row1_col4\" class=\"data row1 col4\" > 0.00</td>\n",
+       "      <td id=\"T_d2ad5_row1_col5\" class=\"data row1 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_d2ad5_level0_row2\" class=\"row_heading level0 row2\" >coef_household_has_more_cars_than_workers_adults</th>\n",
+       "      <td id=\"T_d2ad5_row2_col0\" class=\"data row2 col0\" > 3.14</td>\n",
+       "      <td id=\"T_d2ad5_row2_col1\" class=\"data row2 col1\" > 1.19</td>\n",
+       "      <td id=\"T_d2ad5_row2_col2\" class=\"data row2 col2\" > 2.64</td>\n",
+       "      <td id=\"T_d2ad5_row2_col3\" class=\"data row2 col3\" >**</td>\n",
+       "      <td id=\"T_d2ad5_row2_col4\" class=\"data row2 col4\" > 0.00</td>\n",
+       "      <td id=\"T_d2ad5_row2_col5\" class=\"data row2 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_d2ad5_level0_row3\" class=\"row_heading level0 row3\" >coef_household_has_more_cars_than_workers_mixed</th>\n",
+       "      <td id=\"T_d2ad5_row3_col0\" class=\"data row3 col0\" > 0.384</td>\n",
+       "      <td id=\"T_d2ad5_row3_col1\" class=\"data row3 col1\" > 0.275</td>\n",
+       "      <td id=\"T_d2ad5_row3_col2\" class=\"data row3 col2\" > 1.40</td>\n",
+       "      <td id=\"T_d2ad5_row3_col3\" class=\"data row3 col3\" ></td>\n",
+       "      <td id=\"T_d2ad5_row3_col4\" class=\"data row3 col4\" > 0.00</td>\n",
+       "      <td id=\"T_d2ad5_row3_col5\" class=\"data row3 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_d2ad5_level0_row4\" class=\"row_heading level0 row4\" >coef_household_in_suburban_area_adults</th>\n",
+       "      <td id=\"T_d2ad5_row4_col0\" class=\"data row4 col0\" >-1.12</td>\n",
+       "      <td id=\"T_d2ad5_row4_col1\" class=\"data row4 col1\" > NA</td>\n",
+       "      <td id=\"T_d2ad5_row4_col2\" class=\"data row4 col2\" > NA</td>\n",
+       "      <td id=\"T_d2ad5_row4_col3\" class=\"data row4 col3\" ></td>\n",
+       "      <td id=\"T_d2ad5_row4_col4\" class=\"data row4 col4\" > 0.00</td>\n",
+       "      <td id=\"T_d2ad5_row4_col5\" class=\"data row4 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_d2ad5_level0_row5\" class=\"row_heading level0 row5\" >coef_household_in_suburban_area_mixed</th>\n",
+       "      <td id=\"T_d2ad5_row5_col0\" class=\"data row5 col0\" > 0.258</td>\n",
+       "      <td id=\"T_d2ad5_row5_col1\" class=\"data row5 col1\" > 0.272</td>\n",
+       "      <td id=\"T_d2ad5_row5_col2\" class=\"data row5 col2\" > 0.95</td>\n",
+       "      <td id=\"T_d2ad5_row5_col3\" class=\"data row5 col3\" ></td>\n",
+       "      <td id=\"T_d2ad5_row5_col4\" class=\"data row5 col4\" > 0.00</td>\n",
+       "      <td id=\"T_d2ad5_row5_col5\" class=\"data row5 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_d2ad5_level0_row6\" class=\"row_heading level0 row6\" >coef_household_in_urban_area</th>\n",
+       "      <td id=\"T_d2ad5_row6_col0\" class=\"data row6 col0\" >-0.442</td>\n",
+       "      <td id=\"T_d2ad5_row6_col1\" class=\"data row6 col1\" > NA</td>\n",
+       "      <td id=\"T_d2ad5_row6_col2\" class=\"data row6 col2\" > NA</td>\n",
+       "      <td id=\"T_d2ad5_row6_col3\" class=\"data row6 col3\" ></td>\n",
+       "      <td id=\"T_d2ad5_row6_col4\" class=\"data row6 col4\" > 0.00</td>\n",
+       "      <td id=\"T_d2ad5_row6_col5\" class=\"data row6 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_d2ad5_level0_row7\" class=\"row_heading level0 row7\" >coef_log_max_overlap_of_adults_time_windows</th>\n",
+       "      <td id=\"T_d2ad5_row7_col0\" class=\"data row7 col0\" > 1.29</td>\n",
+       "      <td id=\"T_d2ad5_row7_col1\" class=\"data row7 col1\" > 0.921</td>\n",
+       "      <td id=\"T_d2ad5_row7_col2\" class=\"data row7 col2\" > 1.40</td>\n",
+       "      <td id=\"T_d2ad5_row7_col3\" class=\"data row7 col3\" ></td>\n",
+       "      <td id=\"T_d2ad5_row7_col4\" class=\"data row7 col4\" > 0.00</td>\n",
+       "      <td id=\"T_d2ad5_row7_col5\" class=\"data row7 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_d2ad5_level0_row8\" class=\"row_heading level0 row8\" >coef_log_max_overlap_of_childrens_time_windows</th>\n",
+       "      <td id=\"T_d2ad5_row8_col0\" class=\"data row8 col0\" > 1.78</td>\n",
+       "      <td id=\"T_d2ad5_row8_col1\" class=\"data row8 col1\" > 0.379</td>\n",
+       "      <td id=\"T_d2ad5_row8_col2\" class=\"data row8 col2\" > 4.71</td>\n",
+       "      <td id=\"T_d2ad5_row8_col3\" class=\"data row8 col3\" >***</td>\n",
+       "      <td id=\"T_d2ad5_row8_col4\" class=\"data row8 col4\" > 0.00</td>\n",
+       "      <td id=\"T_d2ad5_row8_col5\" class=\"data row8 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_d2ad5_level0_row9\" class=\"row_heading level0 row9\" >coef_log_max_overlap_of_time_windows</th>\n",
+       "      <td id=\"T_d2ad5_row9_col0\" class=\"data row9 col0\" > 1.51</td>\n",
+       "      <td id=\"T_d2ad5_row9_col1\" class=\"data row9 col1\" > 0.376</td>\n",
+       "      <td id=\"T_d2ad5_row9_col2\" class=\"data row9 col2\" > 4.00</td>\n",
+       "      <td id=\"T_d2ad5_row9_col3\" class=\"data row9 col3\" >***</td>\n",
+       "      <td id=\"T_d2ad5_row9_col4\" class=\"data row9 col4\" > 0.00</td>\n",
+       "      <td id=\"T_d2ad5_row9_col5\" class=\"data row9 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_d2ad5_level0_row10\" class=\"row_heading level0 row10\" >coef_low_income_households_adults</th>\n",
+       "      <td id=\"T_d2ad5_row10_col0\" class=\"data row10 col0\" > 2.52</td>\n",
+       "      <td id=\"T_d2ad5_row10_col1\" class=\"data row10 col1\" > 1.01</td>\n",
+       "      <td id=\"T_d2ad5_row10_col2\" class=\"data row10 col2\" > 2.48</td>\n",
+       "      <td id=\"T_d2ad5_row10_col3\" class=\"data row10 col3\" >*</td>\n",
+       "      <td id=\"T_d2ad5_row10_col4\" class=\"data row10 col4\" > 0.00</td>\n",
+       "      <td id=\"T_d2ad5_row10_col5\" class=\"data row10 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_d2ad5_level0_row11\" class=\"row_heading level0 row11\" >coef_low_income_households_mixed</th>\n",
+       "      <td id=\"T_d2ad5_row11_col0\" class=\"data row11 col0\" > 0.683</td>\n",
+       "      <td id=\"T_d2ad5_row11_col1\" class=\"data row11 col1\" > 0.345</td>\n",
+       "      <td id=\"T_d2ad5_row11_col2\" class=\"data row11 col2\" > 1.98</td>\n",
+       "      <td id=\"T_d2ad5_row11_col3\" class=\"data row11 col3\" >*</td>\n",
+       "      <td id=\"T_d2ad5_row11_col4\" class=\"data row11 col4\" > 0.00</td>\n",
+       "      <td id=\"T_d2ad5_row11_col5\" class=\"data row11 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_d2ad5_level0_row12\" class=\"row_heading level0 row12\" >coef_medium_income_households</th>\n",
+       "      <td id=\"T_d2ad5_row12_col0\" class=\"data row12 col0\" > 1.85</td>\n",
+       "      <td id=\"T_d2ad5_row12_col1\" class=\"data row12 col1\" > 0.782</td>\n",
+       "      <td id=\"T_d2ad5_row12_col2\" class=\"data row12 col2\" > 2.37</td>\n",
+       "      <td id=\"T_d2ad5_row12_col3\" class=\"data row12 col3\" >*</td>\n",
+       "      <td id=\"T_d2ad5_row12_col4\" class=\"data row12 col4\" > 0.00</td>\n",
+       "      <td id=\"T_d2ad5_row12_col5\" class=\"data row12 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_d2ad5_level0_row13\" class=\"row_heading level0 row13\" >coef_number_of_children_too_young_for_school_children</th>\n",
+       "      <td id=\"T_d2ad5_row13_col0\" class=\"data row13 col0\" > 0.661</td>\n",
+       "      <td id=\"T_d2ad5_row13_col1\" class=\"data row13 col1\" > 0.684</td>\n",
+       "      <td id=\"T_d2ad5_row13_col2\" class=\"data row13 col2\" > 0.97</td>\n",
+       "      <td id=\"T_d2ad5_row13_col3\" class=\"data row13 col3\" ></td>\n",
+       "      <td id=\"T_d2ad5_row13_col4\" class=\"data row13 col4\" > 0.00</td>\n",
+       "      <td id=\"T_d2ad5_row13_col5\" class=\"data row13 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_d2ad5_level0_row14\" class=\"row_heading level0 row14\" >coef_number_of_children_too_young_for_school_mixed</th>\n",
+       "      <td id=\"T_d2ad5_row14_col0\" class=\"data row14 col0\" > 1.07</td>\n",
+       "      <td id=\"T_d2ad5_row14_col1\" class=\"data row14 col1\" > 0.653</td>\n",
+       "      <td id=\"T_d2ad5_row14_col2\" class=\"data row14 col2\" > 1.63</td>\n",
+       "      <td id=\"T_d2ad5_row14_col3\" class=\"data row14 col3\" ></td>\n",
+       "      <td id=\"T_d2ad5_row14_col4\" class=\"data row14 col4\" > 0.00</td>\n",
+       "      <td id=\"T_d2ad5_row14_col5\" class=\"data row14 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_d2ad5_level0_row15\" class=\"row_heading level0 row15\" >coef_number_of_driving_age_children_children</th>\n",
+       "      <td id=\"T_d2ad5_row15_col0\" class=\"data row15 col0\" > 0.647</td>\n",
+       "      <td id=\"T_d2ad5_row15_col1\" class=\"data row15 col1\" > 0.901</td>\n",
+       "      <td id=\"T_d2ad5_row15_col2\" class=\"data row15 col2\" > 0.72</td>\n",
+       "      <td id=\"T_d2ad5_row15_col3\" class=\"data row15 col3\" ></td>\n",
+       "      <td id=\"T_d2ad5_row15_col4\" class=\"data row15 col4\" > 0.00</td>\n",
+       "      <td id=\"T_d2ad5_row15_col5\" class=\"data row15 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_d2ad5_level0_row16\" class=\"row_heading level0 row16\" >coef_number_of_driving_age_children_mixed</th>\n",
+       "      <td id=\"T_d2ad5_row16_col0\" class=\"data row16 col0\" > 0.495</td>\n",
+       "      <td id=\"T_d2ad5_row16_col1\" class=\"data row16 col1\" > 0.870</td>\n",
+       "      <td id=\"T_d2ad5_row16_col2\" class=\"data row16 col2\" > 0.57</td>\n",
+       "      <td id=\"T_d2ad5_row16_col3\" class=\"data row16 col3\" ></td>\n",
+       "      <td id=\"T_d2ad5_row16_col4\" class=\"data row16 col4\" > 0.00</td>\n",
+       "      <td id=\"T_d2ad5_row16_col5\" class=\"data row16 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_d2ad5_level0_row17\" class=\"row_heading level0 row17\" >coef_number_of_full_time_workers_adults</th>\n",
+       "      <td id=\"T_d2ad5_row17_col0\" class=\"data row17 col0\" > 1.64</td>\n",
+       "      <td id=\"T_d2ad5_row17_col1\" class=\"data row17 col1\" > 0.455</td>\n",
+       "      <td id=\"T_d2ad5_row17_col2\" class=\"data row17 col2\" > 3.60</td>\n",
+       "      <td id=\"T_d2ad5_row17_col3\" class=\"data row17 col3\" >***</td>\n",
+       "      <td id=\"T_d2ad5_row17_col4\" class=\"data row17 col4\" > 0.00</td>\n",
+       "      <td id=\"T_d2ad5_row17_col5\" class=\"data row17 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_d2ad5_level0_row18\" class=\"row_heading level0 row18\" >coef_number_of_full_time_workers_mixed</th>\n",
+       "      <td id=\"T_d2ad5_row18_col0\" class=\"data row18 col0\" > 0.107</td>\n",
+       "      <td id=\"T_d2ad5_row18_col1\" class=\"data row18 col1\" > 0.175</td>\n",
+       "      <td id=\"T_d2ad5_row18_col2\" class=\"data row18 col2\" > 0.61</td>\n",
+       "      <td id=\"T_d2ad5_row18_col3\" class=\"data row18 col3\" ></td>\n",
+       "      <td id=\"T_d2ad5_row18_col4\" class=\"data row18 col4\" > 0.00</td>\n",
+       "      <td id=\"T_d2ad5_row18_col5\" class=\"data row18 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_d2ad5_level0_row19\" class=\"row_heading level0 row19\" >coef_number_of_non_workers_adults</th>\n",
+       "      <td id=\"T_d2ad5_row19_col0\" class=\"data row19 col0\" > 0.345</td>\n",
+       "      <td id=\"T_d2ad5_row19_col1\" class=\"data row19 col1\" > 0.455</td>\n",
+       "      <td id=\"T_d2ad5_row19_col2\" class=\"data row19 col2\" > 0.76</td>\n",
+       "      <td id=\"T_d2ad5_row19_col3\" class=\"data row19 col3\" ></td>\n",
+       "      <td id=\"T_d2ad5_row19_col4\" class=\"data row19 col4\" > 0.00</td>\n",
+       "      <td id=\"T_d2ad5_row19_col5\" class=\"data row19 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_d2ad5_level0_row20\" class=\"row_heading level0 row20\" >coef_number_of_non_workers_mixed</th>\n",
+       "      <td id=\"T_d2ad5_row20_col0\" class=\"data row20 col0\" >-0.0679</td>\n",
+       "      <td id=\"T_d2ad5_row20_col1\" class=\"data row20 col1\" > 0.175</td>\n",
+       "      <td id=\"T_d2ad5_row20_col2\" class=\"data row20 col2\" >-0.39</td>\n",
+       "      <td id=\"T_d2ad5_row20_col3\" class=\"data row20 col3\" ></td>\n",
+       "      <td id=\"T_d2ad5_row20_col4\" class=\"data row20 col4\" > 0.00</td>\n",
+       "      <td id=\"T_d2ad5_row20_col5\" class=\"data row20 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_d2ad5_level0_row21\" class=\"row_heading level0 row21\" >coef_number_of_part_time_workers_adults</th>\n",
+       "      <td id=\"T_d2ad5_row21_col0\" class=\"data row21 col0\" > 0.0947</td>\n",
+       "      <td id=\"T_d2ad5_row21_col1\" class=\"data row21 col1\" > 0.789</td>\n",
+       "      <td id=\"T_d2ad5_row21_col2\" class=\"data row21 col2\" > 0.12</td>\n",
+       "      <td id=\"T_d2ad5_row21_col3\" class=\"data row21 col3\" ></td>\n",
+       "      <td id=\"T_d2ad5_row21_col4\" class=\"data row21 col4\" > 0.00</td>\n",
+       "      <td id=\"T_d2ad5_row21_col5\" class=\"data row21 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_d2ad5_level0_row22\" class=\"row_heading level0 row22\" >coef_number_of_part_time_workers_mixed</th>\n",
+       "      <td id=\"T_d2ad5_row22_col0\" class=\"data row22 col0\" > 0.182</td>\n",
+       "      <td id=\"T_d2ad5_row22_col1\" class=\"data row22 col1\" > 0.227</td>\n",
+       "      <td id=\"T_d2ad5_row22_col2\" class=\"data row22 col2\" > 0.80</td>\n",
+       "      <td id=\"T_d2ad5_row22_col3\" class=\"data row22 col3\" ></td>\n",
+       "      <td id=\"T_d2ad5_row22_col4\" class=\"data row22 col4\" > 0.00</td>\n",
+       "      <td id=\"T_d2ad5_row22_col5\" class=\"data row22 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_d2ad5_level0_row23\" class=\"row_heading level0 row23\" >coef_number_of_pre_driving_age_children_children</th>\n",
+       "      <td id=\"T_d2ad5_row23_col0\" class=\"data row23 col0\" > 0.257</td>\n",
+       "      <td id=\"T_d2ad5_row23_col1\" class=\"data row23 col1\" > 0.503</td>\n",
+       "      <td id=\"T_d2ad5_row23_col2\" class=\"data row23 col2\" > 0.51</td>\n",
+       "      <td id=\"T_d2ad5_row23_col3\" class=\"data row23 col3\" ></td>\n",
+       "      <td id=\"T_d2ad5_row23_col4\" class=\"data row23 col4\" > 0.00</td>\n",
+       "      <td id=\"T_d2ad5_row23_col5\" class=\"data row23 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_d2ad5_level0_row24\" class=\"row_heading level0 row24\" >coef_number_of_pre_driving_age_children_mixed</th>\n",
+       "      <td id=\"T_d2ad5_row24_col0\" class=\"data row24 col0\" > 0.311</td>\n",
+       "      <td id=\"T_d2ad5_row24_col1\" class=\"data row24 col1\" > 0.475</td>\n",
+       "      <td id=\"T_d2ad5_row24_col2\" class=\"data row24 col2\" > 0.66</td>\n",
+       "      <td id=\"T_d2ad5_row24_col3\" class=\"data row24 col3\" ></td>\n",
+       "      <td id=\"T_d2ad5_row24_col4\" class=\"data row24 col4\" > 0.00</td>\n",
+       "      <td id=\"T_d2ad5_row24_col5\" class=\"data row24 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_d2ad5_level0_row25\" class=\"row_heading level0 row25\" >coef_number_of_university_students</th>\n",
+       "      <td id=\"T_d2ad5_row25_col0\" class=\"data row25 col0\" > 0.0675</td>\n",
+       "      <td id=\"T_d2ad5_row25_col1\" class=\"data row25 col1\" > 0.499</td>\n",
+       "      <td id=\"T_d2ad5_row25_col2\" class=\"data row25 col2\" > 0.14</td>\n",
+       "      <td id=\"T_d2ad5_row25_col3\" class=\"data row25 col3\" ></td>\n",
+       "      <td id=\"T_d2ad5_row25_col4\" class=\"data row25 col4\" > 0.00</td>\n",
+       "      <td id=\"T_d2ad5_row25_col5\" class=\"data row25 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_d2ad5_level0_row26\" class=\"row_heading level0 row26\" >coef_tour_purpose_is_discretionary_adults</th>\n",
+       "      <td id=\"T_d2ad5_row26_col0\" class=\"data row26 col0\" > 0.765</td>\n",
+       "      <td id=\"T_d2ad5_row26_col1\" class=\"data row26 col1\" > 0.00</td>\n",
+       "      <td id=\"T_d2ad5_row26_col2\" class=\"data row26 col2\" > NA</td>\n",
+       "      <td id=\"T_d2ad5_row26_col3\" class=\"data row26 col3\" ></td>\n",
+       "      <td id=\"T_d2ad5_row26_col4\" class=\"data row26 col4\" > 0.00</td>\n",
+       "      <td id=\"T_d2ad5_row26_col5\" class=\"data row26 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_d2ad5_level0_row27\" class=\"row_heading level0 row27\" >coef_tour_purpose_is_discretionary_children</th>\n",
+       "      <td id=\"T_d2ad5_row27_col0\" class=\"data row27 col0\" > 0.510</td>\n",
+       "      <td id=\"T_d2ad5_row27_col1\" class=\"data row27 col1\" > 0.00</td>\n",
+       "      <td id=\"T_d2ad5_row27_col2\" class=\"data row27 col2\" > NA</td>\n",
+       "      <td id=\"T_d2ad5_row27_col3\" class=\"data row27 col3\" ></td>\n",
+       "      <td id=\"T_d2ad5_row27_col4\" class=\"data row27 col4\" > 0.00</td>\n",
+       "      <td id=\"T_d2ad5_row27_col5\" class=\"data row27 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_d2ad5_level0_row28\" class=\"row_heading level0 row28\" >coef_tour_purpose_is_eating_out_children</th>\n",
+       "      <td id=\"T_d2ad5_row28_col0\" class=\"data row28 col0\" >-0.968</td>\n",
+       "      <td id=\"T_d2ad5_row28_col1\" class=\"data row28 col1\" > 0.00</td>\n",
+       "      <td id=\"T_d2ad5_row28_col2\" class=\"data row28 col2\" > NA</td>\n",
+       "      <td id=\"T_d2ad5_row28_col3\" class=\"data row28 col3\" ></td>\n",
+       "      <td id=\"T_d2ad5_row28_col4\" class=\"data row28 col4\" > 0.00</td>\n",
+       "      <td id=\"T_d2ad5_row28_col5\" class=\"data row28 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_d2ad5_level0_row29\" class=\"row_heading level0 row29\" >coef_tour_purpose_is_eating_out_mixed</th>\n",
+       "      <td id=\"T_d2ad5_row29_col0\" class=\"data row29 col0\" >-0.803</td>\n",
+       "      <td id=\"T_d2ad5_row29_col1\" class=\"data row29 col1\" > 0.00</td>\n",
+       "      <td id=\"T_d2ad5_row29_col2\" class=\"data row29 col2\" > NA</td>\n",
+       "      <td id=\"T_d2ad5_row29_col3\" class=\"data row29 col3\" ></td>\n",
+       "      <td id=\"T_d2ad5_row29_col4\" class=\"data row29 col4\" > 0.00</td>\n",
+       "      <td id=\"T_d2ad5_row29_col5\" class=\"data row29 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_d2ad5_level0_row30\" class=\"row_heading level0 row30\" >coef_unavailable</th>\n",
+       "      <td id=\"T_d2ad5_row30_col0\" class=\"data row30 col0\" >-999.</td>\n",
+       "      <td id=\"T_d2ad5_row30_col1\" class=\"data row30 col1\" > 0.00</td>\n",
+       "      <td id=\"T_d2ad5_row30_col2\" class=\"data row30 col2\" > NA</td>\n",
+       "      <td id=\"T_d2ad5_row30_col3\" class=\"data row30 col3\" ></td>\n",
+       "      <td id=\"T_d2ad5_row30_col4\" class=\"data row30 col4\" > 0.00</td>\n",
+       "      <td id=\"T_d2ad5_row30_col5\" class=\"data row30 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n"
       ],
       "text/plain": [
-       "<pandas.io.formats.style.Styler at 0x7feda07bfc40>"
+       "<pandas.io.formats.style.Styler at 0x1760ff490>"
       ]
      },
      "execution_count": 8,
@@ -2542,18 +2570,7 @@
    "cell_type": "code",
    "execution_count": 10,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<larch.util.excel.ExcelWriter at 0x7fed101d38e0>"
-      ]
-     },
-     "execution_count": 10,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "model.to_xlsx(\n",
     "    result_dir/f\"{modelname}_model_estimation.xlsx\", \n",
@@ -2611,13 +2628,13 @@
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>coef_asc_children</td>\n",
-       "      <td>121.627746</td>\n",
+       "      <td>6.744041</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>coef_asc_mixed</td>\n",
-       "      <td>-88.249613</td>\n",
+       "      <td>6.886657</td>\n",
        "      <td>fF</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -2647,145 +2664,145 @@
        "    <tr>\n",
        "      <th>7</th>\n",
        "      <td>coef_number_of_full_time_workers_adults</td>\n",
-       "      <td>185.490311</td>\n",
+       "      <td>1.638383</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>8</th>\n",
        "      <td>coef_number_of_full_time_workers_mixed</td>\n",
-       "      <td>50.943193</td>\n",
+       "      <td>0.106573</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>9</th>\n",
        "      <td>coef_number_of_part_time_workers_adults</td>\n",
-       "      <td>47.088158</td>\n",
+       "      <td>0.094715</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>10</th>\n",
        "      <td>coef_number_of_part_time_workers_mixed</td>\n",
-       "      <td>58.958712</td>\n",
+       "      <td>0.182067</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>11</th>\n",
        "      <td>coef_number_of_university_students</td>\n",
-       "      <td>-5.007830</td>\n",
+       "      <td>0.067485</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>12</th>\n",
        "      <td>coef_number_of_non_workers_adults</td>\n",
-       "      <td>40.041010</td>\n",
+       "      <td>0.344889</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>13</th>\n",
        "      <td>coef_number_of_non_workers_mixed</td>\n",
-       "      <td>-96.438666</td>\n",
+       "      <td>-0.067851</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>14</th>\n",
        "      <td>coef_number_of_children_too_young_for_school_c...</td>\n",
-       "      <td>-110.048280</td>\n",
+       "      <td>0.661222</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>15</th>\n",
        "      <td>coef_number_of_children_too_young_for_school_m...</td>\n",
-       "      <td>9.539326</td>\n",
+       "      <td>1.065525</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>16</th>\n",
        "      <td>coef_number_of_pre_driving_age_children_children</td>\n",
-       "      <td>12.678858</td>\n",
+       "      <td>0.256545</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>17</th>\n",
        "      <td>coef_number_of_pre_driving_age_children_mixed</td>\n",
-       "      <td>158.960267</td>\n",
+       "      <td>0.311384</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>18</th>\n",
        "      <td>coef_number_of_driving_age_children_children</td>\n",
-       "      <td>-172.311937</td>\n",
+       "      <td>0.646806</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>19</th>\n",
        "      <td>coef_number_of_driving_age_children_mixed</td>\n",
-       "      <td>184.761407</td>\n",
+       "      <td>0.494992</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>20</th>\n",
        "      <td>coef_low_income_households_adults</td>\n",
-       "      <td>-16.894954</td>\n",
+       "      <td>2.520875</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>21</th>\n",
        "      <td>coef_low_income_households_mixed</td>\n",
-       "      <td>-3.143593</td>\n",
+       "      <td>0.683195</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>22</th>\n",
        "      <td>coef_medium_income_households</td>\n",
-       "      <td>-161.727385</td>\n",
+       "      <td>1.853225</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>23</th>\n",
        "      <td>coef_household_has_more_cars_than_workers_adults</td>\n",
-       "      <td>-40.894264</td>\n",
+       "      <td>3.138920</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>24</th>\n",
        "      <td>coef_household_has_more_cars_than_workers_mixed</td>\n",
-       "      <td>153.815203</td>\n",
+       "      <td>0.384250</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>25</th>\n",
        "      <td>coef_household_in_urban_area</td>\n",
-       "      <td>-21.823334</td>\n",
+       "      <td>-0.441828</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>26</th>\n",
        "      <td>coef_household_in_suburban_area_adults</td>\n",
-       "      <td>0.510500</td>\n",
+       "      <td>-1.123570</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>27</th>\n",
        "      <td>coef_household_in_suburban_area_mixed</td>\n",
-       "      <td>0.128300</td>\n",
+       "      <td>0.258299</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>28</th>\n",
        "      <td>coef_log_max_overlap_of_adults_time_windows</td>\n",
-       "      <td>-36.285976</td>\n",
+       "      <td>1.288269</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>29</th>\n",
        "      <td>coef_log_max_overlap_of_childrens_time_windows</td>\n",
-       "      <td>283.696667</td>\n",
+       "      <td>1.783892</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>30</th>\n",
        "      <td>coef_log_max_overlap_of_time_windows</td>\n",
-       "      <td>196.728573</td>\n",
+       "      <td>1.505521</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
@@ -2795,36 +2812,36 @@
       "text/plain": [
        "                                     coefficient_name       value constrain\n",
        "0                                    coef_unavailable -999.000000         T\n",
-       "1                                   coef_asc_children  121.627746         F\n",
-       "2                                      coef_asc_mixed  -88.249613        fF\n",
+       "1                                   coef_asc_children    6.744041         F\n",
+       "2                                      coef_asc_mixed    6.886657        fF\n",
        "3            coef_tour_purpose_is_eating_out_children   -0.967800         F\n",
        "4               coef_tour_purpose_is_eating_out_mixed   -0.802700         F\n",
        "5           coef_tour_purpose_is_discretionary_adults    0.764800         F\n",
        "6         coef_tour_purpose_is_discretionary_children    0.510100         F\n",
-       "7             coef_number_of_full_time_workers_adults  185.490311         F\n",
-       "8              coef_number_of_full_time_workers_mixed   50.943193         F\n",
-       "9             coef_number_of_part_time_workers_adults   47.088158         F\n",
-       "10             coef_number_of_part_time_workers_mixed   58.958712         F\n",
-       "11                 coef_number_of_university_students   -5.007830         F\n",
-       "12                  coef_number_of_non_workers_adults   40.041010         F\n",
-       "13                   coef_number_of_non_workers_mixed  -96.438666         F\n",
-       "14  coef_number_of_children_too_young_for_school_c... -110.048280         F\n",
-       "15  coef_number_of_children_too_young_for_school_m...    9.539326         F\n",
-       "16   coef_number_of_pre_driving_age_children_children   12.678858         F\n",
-       "17      coef_number_of_pre_driving_age_children_mixed  158.960267         F\n",
-       "18       coef_number_of_driving_age_children_children -172.311937         F\n",
-       "19          coef_number_of_driving_age_children_mixed  184.761407         F\n",
-       "20                  coef_low_income_households_adults  -16.894954         F\n",
-       "21                   coef_low_income_households_mixed   -3.143593         F\n",
-       "22                      coef_medium_income_households -161.727385         F\n",
-       "23   coef_household_has_more_cars_than_workers_adults  -40.894264         F\n",
-       "24    coef_household_has_more_cars_than_workers_mixed  153.815203         F\n",
-       "25                       coef_household_in_urban_area  -21.823334         F\n",
-       "26             coef_household_in_suburban_area_adults    0.510500         F\n",
-       "27              coef_household_in_suburban_area_mixed    0.128300         F\n",
-       "28        coef_log_max_overlap_of_adults_time_windows  -36.285976         F\n",
-       "29     coef_log_max_overlap_of_childrens_time_windows  283.696667         F\n",
-       "30               coef_log_max_overlap_of_time_windows  196.728573         F"
+       "7             coef_number_of_full_time_workers_adults    1.638383         F\n",
+       "8              coef_number_of_full_time_workers_mixed    0.106573         F\n",
+       "9             coef_number_of_part_time_workers_adults    0.094715         F\n",
+       "10             coef_number_of_part_time_workers_mixed    0.182067         F\n",
+       "11                 coef_number_of_university_students    0.067485         F\n",
+       "12                  coef_number_of_non_workers_adults    0.344889         F\n",
+       "13                   coef_number_of_non_workers_mixed   -0.067851         F\n",
+       "14  coef_number_of_children_too_young_for_school_c...    0.661222         F\n",
+       "15  coef_number_of_children_too_young_for_school_m...    1.065525         F\n",
+       "16   coef_number_of_pre_driving_age_children_children    0.256545         F\n",
+       "17      coef_number_of_pre_driving_age_children_mixed    0.311384         F\n",
+       "18       coef_number_of_driving_age_children_children    0.646806         F\n",
+       "19          coef_number_of_driving_age_children_mixed    0.494992         F\n",
+       "20                  coef_low_income_households_adults    2.520875         F\n",
+       "21                   coef_low_income_households_mixed    0.683195         F\n",
+       "22                      coef_medium_income_households    1.853225         F\n",
+       "23   coef_household_has_more_cars_than_workers_adults    3.138920         F\n",
+       "24    coef_household_has_more_cars_than_workers_mixed    0.384250         F\n",
+       "25                       coef_household_in_urban_area   -0.441828         F\n",
+       "26             coef_household_in_suburban_area_adults   -1.123570         F\n",
+       "27              coef_household_in_suburban_area_mixed    0.258299         F\n",
+       "28        coef_log_max_overlap_of_adults_time_windows    1.288269         F\n",
+       "29     coef_log_max_overlap_of_childrens_time_windows    1.783892         F\n",
+       "30               coef_log_max_overlap_of_time_windows    1.505521         F"
       ]
      },
      "execution_count": 11,
@@ -2844,7 +2861,7 @@
    "toc_visible": true
   },
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "ESTER",
    "language": "python",
    "name": "python3"
   },
@@ -2858,7 +2875,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.8.6"
+   "version": "3.10.15"
   },
   "toc": {
    "base_numbering": 1,
diff --git a/activitysim/examples/example_estimation/notebooks/12_joint_tour_participation.ipynb b/activitysim/examples/example_estimation/notebooks/12_joint_tour_participation.ipynb
index 22eb78efae..6aa4c7d142 100644
--- a/activitysim/examples/example_estimation/notebooks/12_joint_tour_participation.ipynb
+++ b/activitysim/examples/example_estimation/notebooks/12_joint_tour_participation.ipynb
@@ -34,27 +34,75 @@
     "id": "s53VwlPwtNnr",
     "outputId": "d1208b7a-c1f2-4b0b-c439-bf312fe12be0"
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "JAX not found. Some functionality will be unavailable.\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "{'larch': '6.0.32',\n",
+       " 'sharrow': '2.13.0',\n",
+       " 'numpy': '1.26.4',\n",
+       " 'pandas': '1.5.3',\n",
+       " 'xarray': '2024.3.0',\n",
+       " 'numba': '0.60.0'}"
+      ]
+     },
+     "execution_count": 1,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "import os\n",
-    "import larch  # !conda install larch -c conda-forge # for estimation\n",
-    "import pandas as pd"
+    "import larch as lx\n",
+    "import pandas as pd\n",
+    "\n",
+    "lx.versions()"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "We'll work in our `test` directory, where ActivitySim has saved the estimation data bundles."
+    "For this demo, we will assume that you have already run ActivitySim in estimation\n",
+    "mode, and saved the required estimation data bundles (EDB's) to disk.  See\n",
+    "the [first notebook](./01_estimation_mode.ipynb) for details.  The following module\n",
+    "will run a script to set everything up if the example data is not already available."
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 2,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "EDB directory already populated.\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "PosixPath('test-estimation-data/activitysim-prototype-mtc-extended')"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "os.chdir('test')"
+    "from est_mode_setup import prepare\n",
+    "\n",
+    "prepare()"
    ]
   },
   {
@@ -68,12 +116,27 @@
    "cell_type": "code",
    "execution_count": 3,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "loading from output-est-mode/estimation_data_bundle/joint_tour_participation/joint_tour_participation_coefficients.csv\n",
+      "loading spec from output-est-mode/estimation_data_bundle/joint_tour_participation/joint_tour_participation_SPEC.csv\n",
+      "loading from output-est-mode/estimation_data_bundle/joint_tour_participation/joint_tour_participation_values_combined.parquet\n"
+     ]
+    }
+   ],
    "source": [
     "modelname = \"joint_tour_participation\"\n",
     "\n",
     "from activitysim.estimation.larch import component_model\n",
-    "model, data = component_model(modelname, return_data=True)"
+    "\n",
+    "model, data = component_model(\n",
+    "    modelname,\n",
+    "    edb_directory=f\"output-est-mode/estimation_data_bundle/{modelname}/\",\n",
+    "    return_data=True,\n",
+    ")"
    ]
   },
   {
@@ -794,14 +857,14 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>778529801</th>\n",
+       "      <th>785368601</th>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
@@ -812,20 +875,20 @@
        "      <td>True</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
+       "      <td>True</td>\n",
        "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
+       "      <td>True</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>778529802</th>\n",
+       "      <th>785368602</th>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
@@ -836,20 +899,20 @@
        "      <td>True</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
+       "      <td>True</td>\n",
        "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
+       "      <td>True</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>870845401</th>\n",
+       "      <th>790231801</th>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
@@ -860,20 +923,20 @@
        "      <td>True</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
+       "      <td>True</td>\n",
        "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
+       "      <td>True</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>870845402</th>\n",
+       "      <th>790231802</th>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
@@ -884,20 +947,20 @@
        "      <td>True</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
+       "      <td>True</td>\n",
        "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
+       "      <td>True</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>971500601</th>\n",
+       "      <th>790977601</th>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
@@ -910,7 +973,7 @@
        "      <td>False</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
-       "      <td>False</td>\n",
+       "      <td>True</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -938,10 +1001,9 @@
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>29881474102</th>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.0</td>\n",
+       "      <th>30524624502</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
        "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
@@ -949,25 +1011,26 @@
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>...</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
-       "      <td>True</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
+       "      <td>True</td>\n",
        "      <td>False</td>\n",
        "      <td>True</td>\n",
        "      <td>False</td>\n",
-       "      <td>1</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>30181098001</th>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0.0</td>\n",
+       "      <th>30524624503</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
@@ -977,21 +1040,21 @@
        "      <td>False</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
-       "      <td>True</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
+       "      <td>True</td>\n",
        "      <td>False</td>\n",
        "      <td>True</td>\n",
        "      <td>False</td>\n",
-       "      <td>2</td>\n",
+       "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>30181098002</th>\n",
+       "      <th>30524624504</th>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
@@ -1001,22 +1064,22 @@
        "      <td>False</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
-       "      <td>True</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
+       "      <td>True</td>\n",
        "      <td>False</td>\n",
        "      <td>True</td>\n",
        "      <td>False</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>30181098003</th>\n",
+       "      <th>30524624505</th>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
@@ -1025,16 +1088,16 @@
        "      <td>False</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
-       "      <td>True</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
+       "      <td>True</td>\n",
        "      <td>False</td>\n",
        "      <td>True</td>\n",
        "      <td>False</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>30181098004</th>\n",
+       "      <th>30524624506</th>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0.0</td>\n",
@@ -1044,14 +1107,14 @@
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>...</td>\n",
+       "      <td>True</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
-       "      <td>True</td>\n",
-       "      <td>False</td>\n",
        "      <td>False</td>\n",
+       "      <td>True</td>\n",
        "      <td>False</td>\n",
        "      <td>True</td>\n",
        "      <td>False</td>\n",
@@ -1059,193 +1122,193 @@
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>304 rows × 226 columns</p>\n",
+       "<p>4500 rows × 226 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
        "                model_choice  override_choice  \\\n",
        "participant_id                                  \n",
-       "778529801                  0                0   \n",
-       "778529802                  0                0   \n",
-       "870845401                  0                0   \n",
-       "870845402                  0                0   \n",
-       "971500601                  0                0   \n",
+       "785368601                  0                0   \n",
+       "785368602                  0                0   \n",
+       "790231801                  0                0   \n",
+       "790231802                  0                0   \n",
+       "790977601                  0                0   \n",
        "...                      ...              ...   \n",
-       "29881474102                0                0   \n",
-       "30181098001                1                1   \n",
-       "30181098002                0                0   \n",
-       "30181098003                0                0   \n",
-       "30181098004                0                0   \n",
+       "30524624502                1                1   \n",
+       "30524624503                0                0   \n",
+       "30524624504                0                0   \n",
+       "30524624505                0                0   \n",
+       "30524624506                0                0   \n",
        "\n",
        "                util_full_time_worker_mixed_party  \\\n",
        "participant_id                                      \n",
-       "778529801                                     0.0   \n",
-       "778529802                                     0.0   \n",
-       "870845401                                     0.0   \n",
-       "870845402                                     0.0   \n",
-       "971500601                                     0.0   \n",
+       "785368601                                     0.0   \n",
+       "785368602                                     0.0   \n",
+       "790231801                                     0.0   \n",
+       "790231802                                     0.0   \n",
+       "790977601                                     0.0   \n",
        "...                                           ...   \n",
-       "29881474102                                   0.0   \n",
-       "30181098001                                   0.0   \n",
-       "30181098002                                   0.0   \n",
-       "30181098003                                   0.0   \n",
-       "30181098004                                   0.0   \n",
+       "30524624502                                   1.0   \n",
+       "30524624503                                   0.0   \n",
+       "30524624504                                   0.0   \n",
+       "30524624505                                   0.0   \n",
+       "30524624506                                   0.0   \n",
        "\n",
        "                util_part_time_worker_adults_only_party  \\\n",
        "participant_id                                            \n",
-       "778529801                                           0.0   \n",
-       "778529802                                           0.0   \n",
-       "870845401                                           0.0   \n",
-       "870845402                                           0.0   \n",
-       "971500601                                           0.0   \n",
+       "785368601                                           0.0   \n",
+       "785368602                                           0.0   \n",
+       "790231801                                           0.0   \n",
+       "790231802                                           0.0   \n",
+       "790977601                                           0.0   \n",
        "...                                                 ...   \n",
-       "29881474102                                         1.0   \n",
-       "30181098001                                         0.0   \n",
-       "30181098002                                         0.0   \n",
-       "30181098003                                         0.0   \n",
-       "30181098004                                         0.0   \n",
+       "30524624502                                         0.0   \n",
+       "30524624503                                         0.0   \n",
+       "30524624504                                         0.0   \n",
+       "30524624505                                         0.0   \n",
+       "30524624506                                         0.0   \n",
        "\n",
        "                util_part_time_worker_mixed_party  \\\n",
        "participant_id                                      \n",
-       "778529801                                     0.0   \n",
-       "778529802                                     0.0   \n",
-       "870845401                                     0.0   \n",
-       "870845402                                     0.0   \n",
-       "971500601                                     0.0   \n",
+       "785368601                                     0.0   \n",
+       "785368602                                     0.0   \n",
+       "790231801                                     0.0   \n",
+       "790231802                                     0.0   \n",
+       "790977601                                     0.0   \n",
        "...                                           ...   \n",
-       "29881474102                                   0.0   \n",
-       "30181098001                                   0.0   \n",
-       "30181098002                                   0.0   \n",
-       "30181098003                                   0.0   \n",
-       "30181098004                                   0.0   \n",
+       "30524624502                                   0.0   \n",
+       "30524624503                                   1.0   \n",
+       "30524624504                                   1.0   \n",
+       "30524624505                                   0.0   \n",
+       "30524624506                                   0.0   \n",
        "\n",
        "                util_university_student_mixed_party  \\\n",
        "participant_id                                        \n",
-       "778529801                                       0.0   \n",
-       "778529802                                       0.0   \n",
-       "870845401                                       0.0   \n",
-       "870845402                                       0.0   \n",
-       "971500601                                       0.0   \n",
+       "785368601                                       0.0   \n",
+       "785368602                                       0.0   \n",
+       "790231801                                       0.0   \n",
+       "790231802                                       0.0   \n",
+       "790977601                                       0.0   \n",
        "...                                             ...   \n",
-       "29881474102                                     0.0   \n",
-       "30181098001                                     0.0   \n",
-       "30181098002                                     0.0   \n",
-       "30181098003                                     0.0   \n",
-       "30181098004                                     0.0   \n",
+       "30524624502                                     0.0   \n",
+       "30524624503                                     0.0   \n",
+       "30524624504                                     0.0   \n",
+       "30524624505                                     1.0   \n",
+       "30524624506                                     0.0   \n",
        "\n",
        "                util_non_worker_adults_only_party  \\\n",
        "participant_id                                      \n",
-       "778529801                                     0.0   \n",
-       "778529802                                     0.0   \n",
-       "870845401                                     0.0   \n",
-       "870845402                                     0.0   \n",
-       "971500601                                     0.0   \n",
+       "785368601                                     1.0   \n",
+       "785368602                                     1.0   \n",
+       "790231801                                     1.0   \n",
+       "790231802                                     1.0   \n",
+       "790977601                                     1.0   \n",
        "...                                           ...   \n",
-       "29881474102                                   0.0   \n",
-       "30181098001                                   0.0   \n",
-       "30181098002                                   0.0   \n",
-       "30181098003                                   0.0   \n",
-       "30181098004                                   0.0   \n",
+       "30524624502                                   0.0   \n",
+       "30524624503                                   0.0   \n",
+       "30524624504                                   0.0   \n",
+       "30524624505                                   0.0   \n",
+       "30524624506                                   0.0   \n",
        "\n",
        "                util_non_worker_mixed_party  \\\n",
        "participant_id                                \n",
-       "778529801                               0.0   \n",
-       "778529802                               0.0   \n",
-       "870845401                               0.0   \n",
-       "870845402                               0.0   \n",
-       "971500601                               0.0   \n",
+       "785368601                               0.0   \n",
+       "785368602                               0.0   \n",
+       "790231801                               0.0   \n",
+       "790231802                               0.0   \n",
+       "790977601                               0.0   \n",
        "...                                     ...   \n",
-       "29881474102                             0.0   \n",
-       "30181098001                             0.0   \n",
-       "30181098002                             0.0   \n",
-       "30181098003                             0.0   \n",
-       "30181098004                             0.0   \n",
+       "30524624502                             0.0   \n",
+       "30524624503                             0.0   \n",
+       "30524624504                             0.0   \n",
+       "30524624505                             0.0   \n",
+       "30524624506                             0.0   \n",
        "\n",
        "                util_child_too_young_for_school_children_only_party  \\\n",
        "participant_id                                                        \n",
-       "778529801                                                     0.0     \n",
-       "778529802                                                     0.0     \n",
-       "870845401                                                     0.0     \n",
-       "870845402                                                     0.0     \n",
-       "971500601                                                     0.0     \n",
+       "785368601                                                     0.0     \n",
+       "785368602                                                     0.0     \n",
+       "790231801                                                     0.0     \n",
+       "790231802                                                     0.0     \n",
+       "790977601                                                     0.0     \n",
        "...                                                           ...     \n",
-       "29881474102                                                   0.0     \n",
-       "30181098001                                                   0.0     \n",
-       "30181098002                                                   0.0     \n",
-       "30181098003                                                   0.0     \n",
-       "30181098004                                                   0.0     \n",
+       "30524624502                                                   0.0     \n",
+       "30524624503                                                   0.0     \n",
+       "30524624504                                                   0.0     \n",
+       "30524624505                                                   0.0     \n",
+       "30524624506                                                   0.0     \n",
        "\n",
        "                util_child_too_young_for_school_mixed_party  ...  \\\n",
        "participant_id                                               ...   \n",
-       "778529801                                               0.0  ...   \n",
-       "778529802                                               0.0  ...   \n",
-       "870845401                                               0.0  ...   \n",
-       "870845402                                               0.0  ...   \n",
-       "971500601                                               0.0  ...   \n",
+       "785368601                                               0.0  ...   \n",
+       "785368602                                               0.0  ...   \n",
+       "790231801                                               0.0  ...   \n",
+       "790231802                                               0.0  ...   \n",
+       "790977601                                               0.0  ...   \n",
        "...                                                     ...  ...   \n",
-       "29881474102                                             0.0  ...   \n",
-       "30181098001                                             0.0  ...   \n",
-       "30181098002                                             0.0  ...   \n",
-       "30181098003                                             0.0  ...   \n",
-       "30181098004                                             0.0  ...   \n",
+       "30524624502                                             0.0  ...   \n",
+       "30524624503                                             0.0  ...   \n",
+       "30524624504                                             0.0  ...   \n",
+       "30524624505                                             0.0  ...   \n",
+       "30524624506                                             1.0  ...   \n",
        "\n",
        "                person_is_preschool  tour_type_is_eat  tour_type_is_disc  \\\n",
        "participant_id                                                             \n",
-       "778529801                     False             False              False   \n",
-       "778529802                     False             False              False   \n",
-       "870845401                     False             False              False   \n",
-       "870845402                     False             False              False   \n",
-       "971500601                     False             False              False   \n",
+       "785368601                     False             False              False   \n",
+       "785368602                     False             False              False   \n",
+       "790231801                     False             False              False   \n",
+       "790231802                     False             False              False   \n",
+       "790977601                     False             False              False   \n",
        "...                             ...               ...                ...   \n",
-       "29881474102                   False             False              False   \n",
-       "30181098001                   False             False              False   \n",
-       "30181098002                   False             False              False   \n",
-       "30181098003                   False             False              False   \n",
-       "30181098004                   False             False              False   \n",
+       "30524624502                   False             False              False   \n",
+       "30524624503                   False             False              False   \n",
+       "30524624504                   False             False              False   \n",
+       "30524624505                   False             False              False   \n",
+       "30524624506                    True             False              False   \n",
        "\n",
        "                tour_composition_is_adults  tour_composition_is_children  \\\n",
        "participant_id                                                             \n",
-       "778529801                             True                         False   \n",
-       "778529802                             True                         False   \n",
-       "870845401                             True                         False   \n",
-       "870845402                             True                         False   \n",
-       "971500601                             True                         False   \n",
+       "785368601                             True                         False   \n",
+       "785368602                             True                         False   \n",
+       "790231801                             True                         False   \n",
+       "790231802                             True                         False   \n",
+       "790977601                             True                         False   \n",
        "...                                    ...                           ...   \n",
-       "29881474102                           True                         False   \n",
-       "30181098001                           True                         False   \n",
-       "30181098002                           True                         False   \n",
-       "30181098003                           True                         False   \n",
-       "30181098004                           True                         False   \n",
+       "30524624502                          False                         False   \n",
+       "30524624503                          False                         False   \n",
+       "30524624504                          False                         False   \n",
+       "30524624505                          False                         False   \n",
+       "30524624506                          False                         False   \n",
        "\n",
        "                tour_composition_is_mixed  home_is_suburban  high_income  \\\n",
        "participant_id                                                             \n",
-       "778529801                           False             False        False   \n",
-       "778529802                           False             False        False   \n",
-       "870845401                           False             False        False   \n",
-       "870845402                           False             False        False   \n",
-       "971500601                           False             False        False   \n",
+       "785368601                           False              True        False   \n",
+       "785368602                           False              True        False   \n",
+       "790231801                           False              True        False   \n",
+       "790231802                           False              True        False   \n",
+       "790977601                           False             False        False   \n",
        "...                                   ...               ...          ...   \n",
-       "29881474102                         False             False         True   \n",
-       "30181098001                         False             False         True   \n",
-       "30181098002                         False             False         True   \n",
-       "30181098003                         False             False         True   \n",
-       "30181098004                         False             False         True   \n",
+       "30524624502                          True             False         True   \n",
+       "30524624503                          True             False         True   \n",
+       "30524624504                          True             False         True   \n",
+       "30524624505                          True             False         True   \n",
+       "30524624506                          True             False         True   \n",
        "\n",
        "                more_cars_than_workers  override_choice_code  \n",
        "participant_id                                                \n",
-       "778529801                        False                     1  \n",
-       "778529802                        False                     1  \n",
-       "870845401                        False                     1  \n",
-       "870845402                        False                     1  \n",
-       "971500601                        False                     1  \n",
+       "785368601                         True                     1  \n",
+       "785368602                         True                     1  \n",
+       "790231801                         True                     1  \n",
+       "790231802                         True                     1  \n",
+       "790977601                         True                     1  \n",
        "...                                ...                   ...  \n",
-       "29881474102                      False                     1  \n",
-       "30181098001                      False                     2  \n",
-       "30181098002                      False                     1  \n",
-       "30181098003                      False                     1  \n",
-       "30181098004                      False                     1  \n",
+       "30524624502                      False                     2  \n",
+       "30524624503                      False                     1  \n",
+       "30524624504                      False                     1  \n",
+       "30524624505                      False                     1  \n",
+       "30524624506                      False                     1  \n",
        "\n",
-       "[304 rows x 226 columns]"
+       "[4500 rows x 226 columns]"
       ]
      },
      "execution_count": 6,
@@ -1271,17 +1334,10 @@
    "execution_count": 7,
    "metadata": {},
    "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "req_data does not request avail_ca or avail_co but it is set and being provided\n"
-     ]
-    },
     {
      "data": {
       "text/html": [
-       "<h3>Iteration 112 [Optimization terminated successfully] </h3>"
+       "<h3>Iteration 080 [Optimization terminated successfully] </h3>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -1293,7 +1349,7 @@
     {
      "data": {
       "text/html": [
-       "<p>Best LL = -61.383086448632596</p>"
+       "<p>Best LL = -1240.495238444391</p>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -1324,913 +1380,867 @@
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>value</th>\n",
+       "      <th>best</th>\n",
        "      <th>initvalue</th>\n",
-       "      <th>nullvalue</th>\n",
        "      <th>minimum</th>\n",
        "      <th>maximum</th>\n",
+       "      <th>nullvalue</th>\n",
        "      <th>holdfast</th>\n",
-       "      <th>note</th>\n",
-       "      <th>best</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>param_name</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>coef_adult_log_of_max_window_overlap_with_a_child_mixed</th>\n",
-       "      <td>4.595737</td>\n",
+       "      <td>2.125116</td>\n",
+       "      <td>2.125116</td>\n",
        "      <td>2.18900</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>4.595737</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_adult_log_of_max_window_overlap_with_an_adult_adult_only_party</th>\n",
-       "      <td>1.692145</td>\n",
+       "      <td>1.280678</td>\n",
+       "      <td>1.280678</td>\n",
        "      <td>0.84360</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>1.692145</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_adult_more_automobiles_than_workers_adult_only_party</th>\n",
-       "      <td>0.311671</td>\n",
+       "      <td>0.121220</td>\n",
+       "      <td>0.121220</td>\n",
        "      <td>-0.21330</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.311671</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_adult_more_automobiles_than_workers_mixed_party</th>\n",
-       "      <td>-1.827740</td>\n",
+       "      <td>-0.591966</td>\n",
+       "      <td>-0.591966</td>\n",
        "      <td>-0.60310</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-1.827740</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_adult_number_of_joint_tours_adult_only</th>\n",
-       "      <td>-2.134054</td>\n",
+       "      <td>-0.794091</td>\n",
+       "      <td>-0.794091</td>\n",
        "      <td>-0.32420</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-2.134054</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_adult_number_of_joint_tours_mixed</th>\n",
-       "      <td>-28.572220</td>\n",
+       "      <td>-1.417451</td>\n",
+       "      <td>-1.417451</td>\n",
        "      <td>-0.35840</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-28.572220</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_adult_number_of_other_adults_in_the_household_adults_only_party</th>\n",
        "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.00000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>1</td>\n",
-       "      <td></td>\n",
-       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_adult_number_of_other_adults_in_the_household_mixed_party</th>\n",
        "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.00000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>1</td>\n",
-       "      <td></td>\n",
-       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_child_log_of_max_window_overlap_with_a_child_child</th>\n",
-       "      <td>1.275585</td>\n",
+       "      <td>1.296000</td>\n",
+       "      <td>1.296000</td>\n",
        "      <td>1.29600</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>1.275585</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_child_log_of_max_window_overlap_with_an_adult_mixed</th>\n",
-       "      <td>1.539267</td>\n",
+       "      <td>1.538000</td>\n",
+       "      <td>1.538000</td>\n",
        "      <td>1.53800</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>1.539267</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_child_more_automobiles_than_workers_child_only_party</th>\n",
-       "      <td>-0.394683</td>\n",
+       "      <td>-0.421400</td>\n",
+       "      <td>-0.421400</td>\n",
        "      <td>-0.42140</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.394683</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_child_more_automobiles_than_workers_mixed_party</th>\n",
-       "      <td>-1.551914</td>\n",
+       "      <td>-0.366466</td>\n",
+       "      <td>-0.366466</td>\n",
        "      <td>-0.37760</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-1.551914</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_child_number_of_joint_tours_child_only</th>\n",
-       "      <td>4.977604</td>\n",
+       "      <td>0.866122</td>\n",
+       "      <td>0.866122</td>\n",
        "      <td>0.10470</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>4.977604</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_child_number_of_joint_tours_mixed</th>\n",
-       "      <td>17.894892</td>\n",
+       "      <td>-0.261747</td>\n",
+       "      <td>-0.261747</td>\n",
        "      <td>-0.50890</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>17.894892</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_child_number_of_other_children_in_the_household_child_only_party</th>\n",
        "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.00000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>1</td>\n",
-       "      <td></td>\n",
-       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_child_number_of_other_children_in_the_household_mixed</th>\n",
        "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.00000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>1</td>\n",
-       "      <td></td>\n",
-       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_child_too_young_for_school_children_only_party</th>\n",
-       "      <td>-2.785631</td>\n",
+       "      <td>-1.149596</td>\n",
+       "      <td>-1.149596</td>\n",
        "      <td>-2.78600</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-2.785631</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_child_too_young_for_school_mixed_party</th>\n",
-       "      <td>2.069934</td>\n",
+       "      <td>0.197836</td>\n",
+       "      <td>0.197836</td>\n",
        "      <td>-1.89300</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>2.069934</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_child_too_young_for_school_specific_to_discretionary_joint_tours</th>\n",
-       "      <td>0.128371</td>\n",
+       "      <td>0.128400</td>\n",
+       "      <td>0.128400</td>\n",
        "      <td>0.12840</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.128371</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_child_too_young_for_school_specific_to_eating_out_joint_tours</th>\n",
-       "      <td>0.658655</td>\n",
+       "      <td>0.658900</td>\n",
+       "      <td>0.658900</td>\n",
        "      <td>0.65890</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.658655</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_driving_age_student_children_only_party</th>\n",
-       "      <td>-1.822000</td>\n",
+       "      <td>-2.120496</td>\n",
+       "      <td>-2.120496</td>\n",
        "      <td>-1.82200</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-1.822000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_driving_age_student_mixed_party</th>\n",
-       "      <td>-28.998969</td>\n",
+       "      <td>0.322986</td>\n",
+       "      <td>0.322986</td>\n",
        "      <td>-1.35300</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-28.998969</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_driving_age_student_specific_to_discretionary_joint_tours</th>\n",
        "      <td>-0.667500</td>\n",
+       "      <td>-0.667500</td>\n",
        "      <td>-0.66750</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.667500</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_driving_age_student_specific_to_eating_out_joint_tours</th>\n",
        "      <td>2.344000</td>\n",
+       "      <td>2.344000</td>\n",
        "      <td>2.34400</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>2.344000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_dummy_for_high_income_for_adult_in_adult_party</th>\n",
-       "      <td>0.131783</td>\n",
+       "      <td>-0.068202</td>\n",
+       "      <td>-0.068202</td>\n",
        "      <td>-0.16820</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.131783</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_dummy_for_high_income_for_adult_in_mixed_party</th>\n",
-       "      <td>-0.378918</td>\n",
+       "      <td>0.112930</td>\n",
+       "      <td>0.112930</td>\n",
        "      <td>-0.02613</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.378918</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_dummy_for_high_income_for_child_in_children_party</th>\n",
-       "      <td>-0.561900</td>\n",
+       "      <td>-0.211892</td>\n",
+       "      <td>-0.211892</td>\n",
        "      <td>-0.56190</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.561900</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_dummy_for_high_income_for_child_in_mixed_party</th>\n",
-       "      <td>-0.513571</td>\n",
+       "      <td>-0.013740</td>\n",
+       "      <td>-0.013740</td>\n",
        "      <td>-0.15280</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.513571</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_full_time_worker_mixed_party</th>\n",
-       "      <td>-957.202749</td>\n",
+       "      <td>-3.527365</td>\n",
+       "      <td>-3.527365</td>\n",
        "      <td>-3.56600</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-957.202749</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_full_time_worker_mixed_party_not</th>\n",
        "      <td>0.500000</td>\n",
+       "      <td>0.500000</td>\n",
        "      <td>0.50000</td>\n",
+       "      <td>0.5</td>\n",
+       "      <td>0.5</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>1</td>\n",
-       "      <td></td>\n",
-       "      <td>0.500000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_full_time_worker_specific_to_discretionary_joint_tours</th>\n",
        "      <td>0.439200</td>\n",
+       "      <td>0.439200</td>\n",
        "      <td>0.43920</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.439200</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_full_time_worker_specific_to_discretionary_joint_tours_not</th>\n",
        "      <td>0.500000</td>\n",
+       "      <td>0.500000</td>\n",
        "      <td>0.50000</td>\n",
+       "      <td>0.5</td>\n",
+       "      <td>0.5</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>1</td>\n",
-       "      <td></td>\n",
-       "      <td>0.500000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_full_time_worker_specific_to_eating_out_joint_tours</th>\n",
        "      <td>0.715700</td>\n",
+       "      <td>0.715700</td>\n",
        "      <td>0.71570</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.715700</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_full_time_worker_specific_to_eating_out_joint_tours_not</th>\n",
        "      <td>0.500000</td>\n",
+       "      <td>0.500000</td>\n",
        "      <td>0.50000</td>\n",
+       "      <td>0.5</td>\n",
+       "      <td>0.5</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>1</td>\n",
-       "      <td></td>\n",
-       "      <td>0.500000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_household_in_suburban_area_adult_adult_only_party</th>\n",
        "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.00000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>1</td>\n",
-       "      <td></td>\n",
-       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_household_in_suburban_area_adult_mixed_party</th>\n",
-       "      <td>-0.060070</td>\n",
+       "      <td>1.239881</td>\n",
+       "      <td>1.239881</td>\n",
        "      <td>-0.06007</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.060070</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_household_in_suburban_area_child_child_only_party</th>\n",
        "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.00000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>1</td>\n",
-       "      <td></td>\n",
-       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_household_in_suburban_area_child_mixed_party</th>\n",
        "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.00000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>1</td>\n",
-       "      <td></td>\n",
-       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_household_in_urban_area_adult_adult_only_party</th>\n",
        "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.00000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>1</td>\n",
-       "      <td></td>\n",
-       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_household_in_urban_area_adult_mixed_party</th>\n",
-       "      <td>978.504490</td>\n",
+       "      <td>1.204039</td>\n",
+       "      <td>1.204039</td>\n",
        "      <td>-0.13700</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>978.504490</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_household_in_urban_area_child_child_only_party</th>\n",
-       "      <td>6.082784</td>\n",
+       "      <td>-0.145369</td>\n",
+       "      <td>-0.145369</td>\n",
        "      <td>1.21000</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>6.082784</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_household_in_urban_area_child_mixed_party</th>\n",
-       "      <td>-19.290030</td>\n",
+       "      <td>-0.138857</td>\n",
+       "      <td>-0.138857</td>\n",
        "      <td>0.62650</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-19.290030</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_non_worker_adults_only_party</th>\n",
-       "      <td>-4.080384</td>\n",
+       "      <td>-3.161945</td>\n",
+       "      <td>-3.161945</td>\n",
        "      <td>-3.16400</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-4.080384</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_non_worker_mixed_party</th>\n",
-       "      <td>-125.288137</td>\n",
+       "      <td>1.059162</td>\n",
+       "      <td>1.059162</td>\n",
        "      <td>0.71520</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-125.288137</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_non_worker_specific_to_discretionary_joint_tours</th>\n",
        "      <td>-0.183500</td>\n",
+       "      <td>-0.183500</td>\n",
        "      <td>-0.18350</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.183500</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_non_worker_specific_to_eating_out_joint_tours</th>\n",
        "      <td>0.161700</td>\n",
+       "      <td>0.161700</td>\n",
        "      <td>0.16170</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.161700</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_part_time_worker_adults_only_party</th>\n",
-       "      <td>-3.248302</td>\n",
+       "      <td>-3.631928</td>\n",
+       "      <td>-3.631928</td>\n",
        "      <td>-3.56600</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-3.248302</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_part_time_worker_adults_only_party_not</th>\n",
        "      <td>0.500000</td>\n",
+       "      <td>0.500000</td>\n",
        "      <td>0.50000</td>\n",
+       "      <td>0.5</td>\n",
+       "      <td>0.5</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>1</td>\n",
-       "      <td></td>\n",
-       "      <td>0.500000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_part_time_worker_mixed_party</th>\n",
-       "      <td>2254.660944</td>\n",
+       "      <td>-0.447984</td>\n",
+       "      <td>-0.447984</td>\n",
        "      <td>-0.36550</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>2254.660944</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_part_time_worker_specific_to_discretionary_joint_tours</th>\n",
        "      <td>0.285000</td>\n",
+       "      <td>0.285000</td>\n",
        "      <td>0.28500</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.285000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_part_time_worker_specific_to_eating_out_joint_tours</th>\n",
        "      <td>2.188000</td>\n",
+       "      <td>2.188000</td>\n",
        "      <td>2.18800</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>2.188000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_pre_driving_age_student_children_only_party</th>\n",
-       "      <td>4.151085</td>\n",
+       "      <td>0.991812</td>\n",
+       "      <td>0.991812</td>\n",
        "      <td>-0.72170</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>4.151085</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_pre_driving_age_student_mixed_party</th>\n",
-       "      <td>2.007228</td>\n",
+       "      <td>-0.073175</td>\n",
+       "      <td>-0.073175</td>\n",
        "      <td>-1.75200</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>2.007228</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_pre_driving_age_student_specific_to_discretionary_joint_tours</th>\n",
        "      <td>0.662600</td>\n",
+       "      <td>0.662600</td>\n",
        "      <td>0.66260</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.662600</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_pre_driving_age_student_specific_to_eating_out_joint_tours</th>\n",
        "      <td>1.391000</td>\n",
+       "      <td>1.391000</td>\n",
        "      <td>1.39100</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>1.391000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_unavailable</th>\n",
        "      <td>-999.000000</td>\n",
+       "      <td>-999.000000</td>\n",
        "      <td>-999.00000</td>\n",
+       "      <td>-999.0</td>\n",
+       "      <td>-999.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>1</td>\n",
-       "      <td></td>\n",
-       "      <td>-999.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_university_student_mixed_party</th>\n",
-       "      <td>-958.612314</td>\n",
+       "      <td>-2.902637</td>\n",
+       "      <td>-2.902637</td>\n",
        "      <td>-3.04100</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-958.612314</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_university_student_specific_to_discretionary_joint_tours</th>\n",
        "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.00000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>1</td>\n",
-       "      <td></td>\n",
-       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_university_student_specific_to_eating_out_joint_tours</th>\n",
        "      <td>-0.820000</td>\n",
+       "      <td>-0.820000</td>\n",
        "      <td>-0.82000</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.820000</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "                                                          value  initvalue  \\\n",
-       "coef_adult_log_of_max_window_overlap_with_a_chi...     4.595737    2.18900   \n",
-       "coef_adult_log_of_max_window_overlap_with_an_ad...     1.692145    0.84360   \n",
-       "coef_adult_more_automobiles_than_workers_adult_...     0.311671   -0.21330   \n",
-       "coef_adult_more_automobiles_than_workers_mixed_...    -1.827740   -0.60310   \n",
-       "coef_adult_number_of_joint_tours_adult_only           -2.134054   -0.32420   \n",
-       "coef_adult_number_of_joint_tours_mixed               -28.572220   -0.35840   \n",
-       "coef_adult_number_of_other_adults_in_the_househ...     0.000000    0.00000   \n",
-       "coef_adult_number_of_other_adults_in_the_househ...     0.000000    0.00000   \n",
-       "coef_child_log_of_max_window_overlap_with_a_chi...     1.275585    1.29600   \n",
-       "coef_child_log_of_max_window_overlap_with_an_ad...     1.539267    1.53800   \n",
-       "coef_child_more_automobiles_than_workers_child_...    -0.394683   -0.42140   \n",
-       "coef_child_more_automobiles_than_workers_mixed_...    -1.551914   -0.37760   \n",
-       "coef_child_number_of_joint_tours_child_only            4.977604    0.10470   \n",
-       "coef_child_number_of_joint_tours_mixed                17.894892   -0.50890   \n",
-       "coef_child_number_of_other_children_in_the_hous...     0.000000    0.00000   \n",
-       "coef_child_number_of_other_children_in_the_hous...     0.000000    0.00000   \n",
-       "coef_child_too_young_for_school_children_only_p...    -2.785631   -2.78600   \n",
-       "coef_child_too_young_for_school_mixed_party            2.069934   -1.89300   \n",
-       "coef_child_too_young_for_school_specific_to_dis...     0.128371    0.12840   \n",
-       "coef_child_too_young_for_school_specific_to_eat...     0.658655    0.65890   \n",
-       "coef_driving_age_student_children_only_party          -1.822000   -1.82200   \n",
-       "coef_driving_age_student_mixed_party                 -28.998969   -1.35300   \n",
-       "coef_driving_age_student_specific_to_discretion...    -0.667500   -0.66750   \n",
-       "coef_driving_age_student_specific_to_eating_out...     2.344000    2.34400   \n",
-       "coef_dummy_for_high_income_for_adult_in_adult_p...     0.131783   -0.16820   \n",
-       "coef_dummy_for_high_income_for_adult_in_mixed_p...    -0.378918   -0.02613   \n",
-       "coef_dummy_for_high_income_for_child_in_childre...    -0.561900   -0.56190   \n",
-       "coef_dummy_for_high_income_for_child_in_mixed_p...    -0.513571   -0.15280   \n",
-       "coef_full_time_worker_mixed_party                   -957.202749   -3.56600   \n",
-       "coef_full_time_worker_mixed_party_not                  0.500000    0.50000   \n",
-       "coef_full_time_worker_specific_to_discretionary...     0.439200    0.43920   \n",
-       "coef_full_time_worker_specific_to_discretionary...     0.500000    0.50000   \n",
-       "coef_full_time_worker_specific_to_eating_out_jo...     0.715700    0.71570   \n",
-       "coef_full_time_worker_specific_to_eating_out_jo...     0.500000    0.50000   \n",
-       "coef_household_in_suburban_area_adult_adult_onl...     0.000000    0.00000   \n",
-       "coef_household_in_suburban_area_adult_mixed_party     -0.060070   -0.06007   \n",
-       "coef_household_in_suburban_area_child_child_onl...     0.000000    0.00000   \n",
-       "coef_household_in_suburban_area_child_mixed_party      0.000000    0.00000   \n",
-       "coef_household_in_urban_area_adult_adult_only_p...     0.000000    0.00000   \n",
-       "coef_household_in_urban_area_adult_mixed_party       978.504490   -0.13700   \n",
-       "coef_household_in_urban_area_child_child_only_p...     6.082784    1.21000   \n",
-       "coef_household_in_urban_area_child_mixed_party       -19.290030    0.62650   \n",
-       "coef_non_worker_adults_only_party                     -4.080384   -3.16400   \n",
-       "coef_non_worker_mixed_party                         -125.288137    0.71520   \n",
-       "coef_non_worker_specific_to_discretionary_joint...    -0.183500   -0.18350   \n",
-       "coef_non_worker_specific_to_eating_out_joint_tours     0.161700    0.16170   \n",
-       "coef_part_time_worker_adults_only_party               -3.248302   -3.56600   \n",
-       "coef_part_time_worker_adults_only_party_not            0.500000    0.50000   \n",
-       "coef_part_time_worker_mixed_party                   2254.660944   -0.36550   \n",
-       "coef_part_time_worker_specific_to_discretionary...     0.285000    0.28500   \n",
-       "coef_part_time_worker_specific_to_eating_out_jo...     2.188000    2.18800   \n",
-       "coef_pre_driving_age_student_children_only_party       4.151085   -0.72170   \n",
-       "coef_pre_driving_age_student_mixed_party               2.007228   -1.75200   \n",
-       "coef_pre_driving_age_student_specific_to_discre...     0.662600    0.66260   \n",
-       "coef_pre_driving_age_student_specific_to_eating...     1.391000    1.39100   \n",
-       "coef_unavailable                                    -999.000000 -999.00000   \n",
-       "coef_university_student_mixed_party                 -958.612314   -3.04100   \n",
-       "coef_university_student_specific_to_discretiona...     0.000000    0.00000   \n",
-       "coef_university_student_specific_to_eating_out_...    -0.820000   -0.82000   \n",
+       "                                                         value        best  \\\n",
+       "param_name                                                                   \n",
+       "coef_adult_log_of_max_window_overlap_with_a_chi...    2.125116    2.125116   \n",
+       "coef_adult_log_of_max_window_overlap_with_an_ad...    1.280678    1.280678   \n",
+       "coef_adult_more_automobiles_than_workers_adult_...    0.121220    0.121220   \n",
+       "coef_adult_more_automobiles_than_workers_mixed_...   -0.591966   -0.591966   \n",
+       "coef_adult_number_of_joint_tours_adult_only          -0.794091   -0.794091   \n",
+       "coef_adult_number_of_joint_tours_mixed               -1.417451   -1.417451   \n",
+       "coef_adult_number_of_other_adults_in_the_househ...    0.000000    0.000000   \n",
+       "coef_adult_number_of_other_adults_in_the_househ...    0.000000    0.000000   \n",
+       "coef_child_log_of_max_window_overlap_with_a_chi...    1.296000    1.296000   \n",
+       "coef_child_log_of_max_window_overlap_with_an_ad...    1.538000    1.538000   \n",
+       "coef_child_more_automobiles_than_workers_child_...   -0.421400   -0.421400   \n",
+       "coef_child_more_automobiles_than_workers_mixed_...   -0.366466   -0.366466   \n",
+       "coef_child_number_of_joint_tours_child_only           0.866122    0.866122   \n",
+       "coef_child_number_of_joint_tours_mixed               -0.261747   -0.261747   \n",
+       "coef_child_number_of_other_children_in_the_hous...    0.000000    0.000000   \n",
+       "coef_child_number_of_other_children_in_the_hous...    0.000000    0.000000   \n",
+       "coef_child_too_young_for_school_children_only_p...   -1.149596   -1.149596   \n",
+       "coef_child_too_young_for_school_mixed_party           0.197836    0.197836   \n",
+       "coef_child_too_young_for_school_specific_to_dis...    0.128400    0.128400   \n",
+       "coef_child_too_young_for_school_specific_to_eat...    0.658900    0.658900   \n",
+       "coef_driving_age_student_children_only_party         -2.120496   -2.120496   \n",
+       "coef_driving_age_student_mixed_party                  0.322986    0.322986   \n",
+       "coef_driving_age_student_specific_to_discretion...   -0.667500   -0.667500   \n",
+       "coef_driving_age_student_specific_to_eating_out...    2.344000    2.344000   \n",
+       "coef_dummy_for_high_income_for_adult_in_adult_p...   -0.068202   -0.068202   \n",
+       "coef_dummy_for_high_income_for_adult_in_mixed_p...    0.112930    0.112930   \n",
+       "coef_dummy_for_high_income_for_child_in_childre...   -0.211892   -0.211892   \n",
+       "coef_dummy_for_high_income_for_child_in_mixed_p...   -0.013740   -0.013740   \n",
+       "coef_full_time_worker_mixed_party                    -3.527365   -3.527365   \n",
+       "coef_full_time_worker_mixed_party_not                 0.500000    0.500000   \n",
+       "coef_full_time_worker_specific_to_discretionary...    0.439200    0.439200   \n",
+       "coef_full_time_worker_specific_to_discretionary...    0.500000    0.500000   \n",
+       "coef_full_time_worker_specific_to_eating_out_jo...    0.715700    0.715700   \n",
+       "coef_full_time_worker_specific_to_eating_out_jo...    0.500000    0.500000   \n",
+       "coef_household_in_suburban_area_adult_adult_onl...    0.000000    0.000000   \n",
+       "coef_household_in_suburban_area_adult_mixed_party     1.239881    1.239881   \n",
+       "coef_household_in_suburban_area_child_child_onl...    0.000000    0.000000   \n",
+       "coef_household_in_suburban_area_child_mixed_party     0.000000    0.000000   \n",
+       "coef_household_in_urban_area_adult_adult_only_p...    0.000000    0.000000   \n",
+       "coef_household_in_urban_area_adult_mixed_party        1.204039    1.204039   \n",
+       "coef_household_in_urban_area_child_child_only_p...   -0.145369   -0.145369   \n",
+       "coef_household_in_urban_area_child_mixed_party       -0.138857   -0.138857   \n",
+       "coef_non_worker_adults_only_party                    -3.161945   -3.161945   \n",
+       "coef_non_worker_mixed_party                           1.059162    1.059162   \n",
+       "coef_non_worker_specific_to_discretionary_joint...   -0.183500   -0.183500   \n",
+       "coef_non_worker_specific_to_eating_out_joint_tours    0.161700    0.161700   \n",
+       "coef_part_time_worker_adults_only_party              -3.631928   -3.631928   \n",
+       "coef_part_time_worker_adults_only_party_not           0.500000    0.500000   \n",
+       "coef_part_time_worker_mixed_party                    -0.447984   -0.447984   \n",
+       "coef_part_time_worker_specific_to_discretionary...    0.285000    0.285000   \n",
+       "coef_part_time_worker_specific_to_eating_out_jo...    2.188000    2.188000   \n",
+       "coef_pre_driving_age_student_children_only_party      0.991812    0.991812   \n",
+       "coef_pre_driving_age_student_mixed_party             -0.073175   -0.073175   \n",
+       "coef_pre_driving_age_student_specific_to_discre...    0.662600    0.662600   \n",
+       "coef_pre_driving_age_student_specific_to_eating...    1.391000    1.391000   \n",
+       "coef_unavailable                                   -999.000000 -999.000000   \n",
+       "coef_university_student_mixed_party                  -2.902637   -2.902637   \n",
+       "coef_university_student_specific_to_discretiona...    0.000000    0.000000   \n",
+       "coef_university_student_specific_to_eating_out_...   -0.820000   -0.820000   \n",
        "\n",
-       "                                                    nullvalue  minimum  \\\n",
-       "coef_adult_log_of_max_window_overlap_with_a_chi...        0.0      NaN   \n",
-       "coef_adult_log_of_max_window_overlap_with_an_ad...        0.0      NaN   \n",
-       "coef_adult_more_automobiles_than_workers_adult_...        0.0      NaN   \n",
-       "coef_adult_more_automobiles_than_workers_mixed_...        0.0      NaN   \n",
-       "coef_adult_number_of_joint_tours_adult_only               0.0      NaN   \n",
-       "coef_adult_number_of_joint_tours_mixed                    0.0      NaN   \n",
-       "coef_adult_number_of_other_adults_in_the_househ...        0.0      NaN   \n",
-       "coef_adult_number_of_other_adults_in_the_househ...        0.0      NaN   \n",
-       "coef_child_log_of_max_window_overlap_with_a_chi...        0.0      NaN   \n",
-       "coef_child_log_of_max_window_overlap_with_an_ad...        0.0      NaN   \n",
-       "coef_child_more_automobiles_than_workers_child_...        0.0      NaN   \n",
-       "coef_child_more_automobiles_than_workers_mixed_...        0.0      NaN   \n",
-       "coef_child_number_of_joint_tours_child_only               0.0      NaN   \n",
-       "coef_child_number_of_joint_tours_mixed                    0.0      NaN   \n",
-       "coef_child_number_of_other_children_in_the_hous...        0.0      NaN   \n",
-       "coef_child_number_of_other_children_in_the_hous...        0.0      NaN   \n",
-       "coef_child_too_young_for_school_children_only_p...        0.0      NaN   \n",
-       "coef_child_too_young_for_school_mixed_party               0.0      NaN   \n",
-       "coef_child_too_young_for_school_specific_to_dis...        0.0      NaN   \n",
-       "coef_child_too_young_for_school_specific_to_eat...        0.0      NaN   \n",
-       "coef_driving_age_student_children_only_party              0.0      NaN   \n",
-       "coef_driving_age_student_mixed_party                      0.0      NaN   \n",
-       "coef_driving_age_student_specific_to_discretion...        0.0      NaN   \n",
-       "coef_driving_age_student_specific_to_eating_out...        0.0      NaN   \n",
-       "coef_dummy_for_high_income_for_adult_in_adult_p...        0.0      NaN   \n",
-       "coef_dummy_for_high_income_for_adult_in_mixed_p...        0.0      NaN   \n",
-       "coef_dummy_for_high_income_for_child_in_childre...        0.0      NaN   \n",
-       "coef_dummy_for_high_income_for_child_in_mixed_p...        0.0      NaN   \n",
-       "coef_full_time_worker_mixed_party                         0.0      NaN   \n",
-       "coef_full_time_worker_mixed_party_not                     0.0      NaN   \n",
-       "coef_full_time_worker_specific_to_discretionary...        0.0      NaN   \n",
-       "coef_full_time_worker_specific_to_discretionary...        0.0      NaN   \n",
-       "coef_full_time_worker_specific_to_eating_out_jo...        0.0      NaN   \n",
-       "coef_full_time_worker_specific_to_eating_out_jo...        0.0      NaN   \n",
-       "coef_household_in_suburban_area_adult_adult_onl...        0.0      NaN   \n",
-       "coef_household_in_suburban_area_adult_mixed_party         0.0      NaN   \n",
-       "coef_household_in_suburban_area_child_child_onl...        0.0      NaN   \n",
-       "coef_household_in_suburban_area_child_mixed_party         0.0      NaN   \n",
-       "coef_household_in_urban_area_adult_adult_only_p...        0.0      NaN   \n",
-       "coef_household_in_urban_area_adult_mixed_party            0.0      NaN   \n",
-       "coef_household_in_urban_area_child_child_only_p...        0.0      NaN   \n",
-       "coef_household_in_urban_area_child_mixed_party            0.0      NaN   \n",
-       "coef_non_worker_adults_only_party                         0.0      NaN   \n",
-       "coef_non_worker_mixed_party                               0.0      NaN   \n",
-       "coef_non_worker_specific_to_discretionary_joint...        0.0      NaN   \n",
-       "coef_non_worker_specific_to_eating_out_joint_tours        0.0      NaN   \n",
-       "coef_part_time_worker_adults_only_party                   0.0      NaN   \n",
-       "coef_part_time_worker_adults_only_party_not               0.0      NaN   \n",
-       "coef_part_time_worker_mixed_party                         0.0      NaN   \n",
-       "coef_part_time_worker_specific_to_discretionary...        0.0      NaN   \n",
-       "coef_part_time_worker_specific_to_eating_out_jo...        0.0      NaN   \n",
-       "coef_pre_driving_age_student_children_only_party          0.0      NaN   \n",
-       "coef_pre_driving_age_student_mixed_party                  0.0      NaN   \n",
-       "coef_pre_driving_age_student_specific_to_discre...        0.0      NaN   \n",
-       "coef_pre_driving_age_student_specific_to_eating...        0.0      NaN   \n",
-       "coef_unavailable                                          0.0      NaN   \n",
-       "coef_university_student_mixed_party                       0.0      NaN   \n",
-       "coef_university_student_specific_to_discretiona...        0.0      NaN   \n",
-       "coef_university_student_specific_to_eating_out_...        0.0      NaN   \n",
+       "                                                    initvalue  minimum  \\\n",
+       "param_name                                                               \n",
+       "coef_adult_log_of_max_window_overlap_with_a_chi...    2.18900    -50.0   \n",
+       "coef_adult_log_of_max_window_overlap_with_an_ad...    0.84360    -50.0   \n",
+       "coef_adult_more_automobiles_than_workers_adult_...   -0.21330    -50.0   \n",
+       "coef_adult_more_automobiles_than_workers_mixed_...   -0.60310    -50.0   \n",
+       "coef_adult_number_of_joint_tours_adult_only          -0.32420    -50.0   \n",
+       "coef_adult_number_of_joint_tours_mixed               -0.35840    -50.0   \n",
+       "coef_adult_number_of_other_adults_in_the_househ...    0.00000      0.0   \n",
+       "coef_adult_number_of_other_adults_in_the_househ...    0.00000      0.0   \n",
+       "coef_child_log_of_max_window_overlap_with_a_chi...    1.29600    -50.0   \n",
+       "coef_child_log_of_max_window_overlap_with_an_ad...    1.53800    -50.0   \n",
+       "coef_child_more_automobiles_than_workers_child_...   -0.42140    -50.0   \n",
+       "coef_child_more_automobiles_than_workers_mixed_...   -0.37760    -50.0   \n",
+       "coef_child_number_of_joint_tours_child_only           0.10470    -50.0   \n",
+       "coef_child_number_of_joint_tours_mixed               -0.50890    -50.0   \n",
+       "coef_child_number_of_other_children_in_the_hous...    0.00000      0.0   \n",
+       "coef_child_number_of_other_children_in_the_hous...    0.00000      0.0   \n",
+       "coef_child_too_young_for_school_children_only_p...   -2.78600    -50.0   \n",
+       "coef_child_too_young_for_school_mixed_party          -1.89300    -50.0   \n",
+       "coef_child_too_young_for_school_specific_to_dis...    0.12840    -50.0   \n",
+       "coef_child_too_young_for_school_specific_to_eat...    0.65890    -50.0   \n",
+       "coef_driving_age_student_children_only_party         -1.82200    -50.0   \n",
+       "coef_driving_age_student_mixed_party                 -1.35300    -50.0   \n",
+       "coef_driving_age_student_specific_to_discretion...   -0.66750    -50.0   \n",
+       "coef_driving_age_student_specific_to_eating_out...    2.34400    -50.0   \n",
+       "coef_dummy_for_high_income_for_adult_in_adult_p...   -0.16820    -50.0   \n",
+       "coef_dummy_for_high_income_for_adult_in_mixed_p...   -0.02613    -50.0   \n",
+       "coef_dummy_for_high_income_for_child_in_childre...   -0.56190    -50.0   \n",
+       "coef_dummy_for_high_income_for_child_in_mixed_p...   -0.15280    -50.0   \n",
+       "coef_full_time_worker_mixed_party                    -3.56600    -50.0   \n",
+       "coef_full_time_worker_mixed_party_not                 0.50000      0.5   \n",
+       "coef_full_time_worker_specific_to_discretionary...    0.43920    -50.0   \n",
+       "coef_full_time_worker_specific_to_discretionary...    0.50000      0.5   \n",
+       "coef_full_time_worker_specific_to_eating_out_jo...    0.71570    -50.0   \n",
+       "coef_full_time_worker_specific_to_eating_out_jo...    0.50000      0.5   \n",
+       "coef_household_in_suburban_area_adult_adult_onl...    0.00000      0.0   \n",
+       "coef_household_in_suburban_area_adult_mixed_party    -0.06007    -50.0   \n",
+       "coef_household_in_suburban_area_child_child_onl...    0.00000      0.0   \n",
+       "coef_household_in_suburban_area_child_mixed_party     0.00000      0.0   \n",
+       "coef_household_in_urban_area_adult_adult_only_p...    0.00000      0.0   \n",
+       "coef_household_in_urban_area_adult_mixed_party       -0.13700    -50.0   \n",
+       "coef_household_in_urban_area_child_child_only_p...    1.21000    -50.0   \n",
+       "coef_household_in_urban_area_child_mixed_party        0.62650    -50.0   \n",
+       "coef_non_worker_adults_only_party                    -3.16400    -50.0   \n",
+       "coef_non_worker_mixed_party                           0.71520    -50.0   \n",
+       "coef_non_worker_specific_to_discretionary_joint...   -0.18350    -50.0   \n",
+       "coef_non_worker_specific_to_eating_out_joint_tours    0.16170    -50.0   \n",
+       "coef_part_time_worker_adults_only_party              -3.56600    -50.0   \n",
+       "coef_part_time_worker_adults_only_party_not           0.50000      0.5   \n",
+       "coef_part_time_worker_mixed_party                    -0.36550    -50.0   \n",
+       "coef_part_time_worker_specific_to_discretionary...    0.28500    -50.0   \n",
+       "coef_part_time_worker_specific_to_eating_out_jo...    2.18800    -50.0   \n",
+       "coef_pre_driving_age_student_children_only_party     -0.72170    -50.0   \n",
+       "coef_pre_driving_age_student_mixed_party             -1.75200    -50.0   \n",
+       "coef_pre_driving_age_student_specific_to_discre...    0.66260    -50.0   \n",
+       "coef_pre_driving_age_student_specific_to_eating...    1.39100    -50.0   \n",
+       "coef_unavailable                                   -999.00000   -999.0   \n",
+       "coef_university_student_mixed_party                  -3.04100    -50.0   \n",
+       "coef_university_student_specific_to_discretiona...    0.00000      0.0   \n",
+       "coef_university_student_specific_to_eating_out_...   -0.82000    -50.0   \n",
        "\n",
-       "                                                    maximum  holdfast note  \\\n",
-       "coef_adult_log_of_max_window_overlap_with_a_chi...      NaN         0        \n",
-       "coef_adult_log_of_max_window_overlap_with_an_ad...      NaN         0        \n",
-       "coef_adult_more_automobiles_than_workers_adult_...      NaN         0        \n",
-       "coef_adult_more_automobiles_than_workers_mixed_...      NaN         0        \n",
-       "coef_adult_number_of_joint_tours_adult_only             NaN         0        \n",
-       "coef_adult_number_of_joint_tours_mixed                  NaN         0        \n",
-       "coef_adult_number_of_other_adults_in_the_househ...      NaN         1        \n",
-       "coef_adult_number_of_other_adults_in_the_househ...      NaN         1        \n",
-       "coef_child_log_of_max_window_overlap_with_a_chi...      NaN         0        \n",
-       "coef_child_log_of_max_window_overlap_with_an_ad...      NaN         0        \n",
-       "coef_child_more_automobiles_than_workers_child_...      NaN         0        \n",
-       "coef_child_more_automobiles_than_workers_mixed_...      NaN         0        \n",
-       "coef_child_number_of_joint_tours_child_only             NaN         0        \n",
-       "coef_child_number_of_joint_tours_mixed                  NaN         0        \n",
-       "coef_child_number_of_other_children_in_the_hous...      NaN         1        \n",
-       "coef_child_number_of_other_children_in_the_hous...      NaN         1        \n",
-       "coef_child_too_young_for_school_children_only_p...      NaN         0        \n",
-       "coef_child_too_young_for_school_mixed_party             NaN         0        \n",
-       "coef_child_too_young_for_school_specific_to_dis...      NaN         0        \n",
-       "coef_child_too_young_for_school_specific_to_eat...      NaN         0        \n",
-       "coef_driving_age_student_children_only_party            NaN         0        \n",
-       "coef_driving_age_student_mixed_party                    NaN         0        \n",
-       "coef_driving_age_student_specific_to_discretion...      NaN         0        \n",
-       "coef_driving_age_student_specific_to_eating_out...      NaN         0        \n",
-       "coef_dummy_for_high_income_for_adult_in_adult_p...      NaN         0        \n",
-       "coef_dummy_for_high_income_for_adult_in_mixed_p...      NaN         0        \n",
-       "coef_dummy_for_high_income_for_child_in_childre...      NaN         0        \n",
-       "coef_dummy_for_high_income_for_child_in_mixed_p...      NaN         0        \n",
-       "coef_full_time_worker_mixed_party                       NaN         0        \n",
-       "coef_full_time_worker_mixed_party_not                   NaN         1        \n",
-       "coef_full_time_worker_specific_to_discretionary...      NaN         0        \n",
-       "coef_full_time_worker_specific_to_discretionary...      NaN         1        \n",
-       "coef_full_time_worker_specific_to_eating_out_jo...      NaN         0        \n",
-       "coef_full_time_worker_specific_to_eating_out_jo...      NaN         1        \n",
-       "coef_household_in_suburban_area_adult_adult_onl...      NaN         1        \n",
-       "coef_household_in_suburban_area_adult_mixed_party       NaN         0        \n",
-       "coef_household_in_suburban_area_child_child_onl...      NaN         1        \n",
-       "coef_household_in_suburban_area_child_mixed_party       NaN         1        \n",
-       "coef_household_in_urban_area_adult_adult_only_p...      NaN         1        \n",
-       "coef_household_in_urban_area_adult_mixed_party          NaN         0        \n",
-       "coef_household_in_urban_area_child_child_only_p...      NaN         0        \n",
-       "coef_household_in_urban_area_child_mixed_party          NaN         0        \n",
-       "coef_non_worker_adults_only_party                       NaN         0        \n",
-       "coef_non_worker_mixed_party                             NaN         0        \n",
-       "coef_non_worker_specific_to_discretionary_joint...      NaN         0        \n",
-       "coef_non_worker_specific_to_eating_out_joint_tours      NaN         0        \n",
-       "coef_part_time_worker_adults_only_party                 NaN         0        \n",
-       "coef_part_time_worker_adults_only_party_not             NaN         1        \n",
-       "coef_part_time_worker_mixed_party                       NaN         0        \n",
-       "coef_part_time_worker_specific_to_discretionary...      NaN         0        \n",
-       "coef_part_time_worker_specific_to_eating_out_jo...      NaN         0        \n",
-       "coef_pre_driving_age_student_children_only_party        NaN         0        \n",
-       "coef_pre_driving_age_student_mixed_party                NaN         0        \n",
-       "coef_pre_driving_age_student_specific_to_discre...      NaN         0        \n",
-       "coef_pre_driving_age_student_specific_to_eating...      NaN         0        \n",
-       "coef_unavailable                                        NaN         1        \n",
-       "coef_university_student_mixed_party                     NaN         0        \n",
-       "coef_university_student_specific_to_discretiona...      NaN         1        \n",
-       "coef_university_student_specific_to_eating_out_...      NaN         0        \n",
+       "                                                    maximum  nullvalue  \\\n",
+       "param_name                                                               \n",
+       "coef_adult_log_of_max_window_overlap_with_a_chi...     50.0        0.0   \n",
+       "coef_adult_log_of_max_window_overlap_with_an_ad...     50.0        0.0   \n",
+       "coef_adult_more_automobiles_than_workers_adult_...     50.0        0.0   \n",
+       "coef_adult_more_automobiles_than_workers_mixed_...     50.0        0.0   \n",
+       "coef_adult_number_of_joint_tours_adult_only            50.0        0.0   \n",
+       "coef_adult_number_of_joint_tours_mixed                 50.0        0.0   \n",
+       "coef_adult_number_of_other_adults_in_the_househ...      0.0        0.0   \n",
+       "coef_adult_number_of_other_adults_in_the_househ...      0.0        0.0   \n",
+       "coef_child_log_of_max_window_overlap_with_a_chi...     50.0        0.0   \n",
+       "coef_child_log_of_max_window_overlap_with_an_ad...     50.0        0.0   \n",
+       "coef_child_more_automobiles_than_workers_child_...     50.0        0.0   \n",
+       "coef_child_more_automobiles_than_workers_mixed_...     50.0        0.0   \n",
+       "coef_child_number_of_joint_tours_child_only            50.0        0.0   \n",
+       "coef_child_number_of_joint_tours_mixed                 50.0        0.0   \n",
+       "coef_child_number_of_other_children_in_the_hous...      0.0        0.0   \n",
+       "coef_child_number_of_other_children_in_the_hous...      0.0        0.0   \n",
+       "coef_child_too_young_for_school_children_only_p...     50.0        0.0   \n",
+       "coef_child_too_young_for_school_mixed_party            50.0        0.0   \n",
+       "coef_child_too_young_for_school_specific_to_dis...     50.0        0.0   \n",
+       "coef_child_too_young_for_school_specific_to_eat...     50.0        0.0   \n",
+       "coef_driving_age_student_children_only_party           50.0        0.0   \n",
+       "coef_driving_age_student_mixed_party                   50.0        0.0   \n",
+       "coef_driving_age_student_specific_to_discretion...     50.0        0.0   \n",
+       "coef_driving_age_student_specific_to_eating_out...     50.0        0.0   \n",
+       "coef_dummy_for_high_income_for_adult_in_adult_p...     50.0        0.0   \n",
+       "coef_dummy_for_high_income_for_adult_in_mixed_p...     50.0        0.0   \n",
+       "coef_dummy_for_high_income_for_child_in_childre...     50.0        0.0   \n",
+       "coef_dummy_for_high_income_for_child_in_mixed_p...     50.0        0.0   \n",
+       "coef_full_time_worker_mixed_party                      50.0        0.0   \n",
+       "coef_full_time_worker_mixed_party_not                   0.5        0.0   \n",
+       "coef_full_time_worker_specific_to_discretionary...     50.0        0.0   \n",
+       "coef_full_time_worker_specific_to_discretionary...      0.5        0.0   \n",
+       "coef_full_time_worker_specific_to_eating_out_jo...     50.0        0.0   \n",
+       "coef_full_time_worker_specific_to_eating_out_jo...      0.5        0.0   \n",
+       "coef_household_in_suburban_area_adult_adult_onl...      0.0        0.0   \n",
+       "coef_household_in_suburban_area_adult_mixed_party      50.0        0.0   \n",
+       "coef_household_in_suburban_area_child_child_onl...      0.0        0.0   \n",
+       "coef_household_in_suburban_area_child_mixed_party       0.0        0.0   \n",
+       "coef_household_in_urban_area_adult_adult_only_p...      0.0        0.0   \n",
+       "coef_household_in_urban_area_adult_mixed_party         50.0        0.0   \n",
+       "coef_household_in_urban_area_child_child_only_p...     50.0        0.0   \n",
+       "coef_household_in_urban_area_child_mixed_party         50.0        0.0   \n",
+       "coef_non_worker_adults_only_party                      50.0        0.0   \n",
+       "coef_non_worker_mixed_party                            50.0        0.0   \n",
+       "coef_non_worker_specific_to_discretionary_joint...     50.0        0.0   \n",
+       "coef_non_worker_specific_to_eating_out_joint_tours     50.0        0.0   \n",
+       "coef_part_time_worker_adults_only_party                50.0        0.0   \n",
+       "coef_part_time_worker_adults_only_party_not             0.5        0.0   \n",
+       "coef_part_time_worker_mixed_party                      50.0        0.0   \n",
+       "coef_part_time_worker_specific_to_discretionary...     50.0        0.0   \n",
+       "coef_part_time_worker_specific_to_eating_out_jo...     50.0        0.0   \n",
+       "coef_pre_driving_age_student_children_only_party       50.0        0.0   \n",
+       "coef_pre_driving_age_student_mixed_party               50.0        0.0   \n",
+       "coef_pre_driving_age_student_specific_to_discre...     50.0        0.0   \n",
+       "coef_pre_driving_age_student_specific_to_eating...     50.0        0.0   \n",
+       "coef_unavailable                                     -999.0        0.0   \n",
+       "coef_university_student_mixed_party                    50.0        0.0   \n",
+       "coef_university_student_specific_to_discretiona...      0.0        0.0   \n",
+       "coef_university_student_specific_to_eating_out_...     50.0        0.0   \n",
        "\n",
-       "                                                           best  \n",
-       "coef_adult_log_of_max_window_overlap_with_a_chi...     4.595737  \n",
-       "coef_adult_log_of_max_window_overlap_with_an_ad...     1.692145  \n",
-       "coef_adult_more_automobiles_than_workers_adult_...     0.311671  \n",
-       "coef_adult_more_automobiles_than_workers_mixed_...    -1.827740  \n",
-       "coef_adult_number_of_joint_tours_adult_only           -2.134054  \n",
-       "coef_adult_number_of_joint_tours_mixed               -28.572220  \n",
-       "coef_adult_number_of_other_adults_in_the_househ...     0.000000  \n",
-       "coef_adult_number_of_other_adults_in_the_househ...     0.000000  \n",
-       "coef_child_log_of_max_window_overlap_with_a_chi...     1.275585  \n",
-       "coef_child_log_of_max_window_overlap_with_an_ad...     1.539267  \n",
-       "coef_child_more_automobiles_than_workers_child_...    -0.394683  \n",
-       "coef_child_more_automobiles_than_workers_mixed_...    -1.551914  \n",
-       "coef_child_number_of_joint_tours_child_only            4.977604  \n",
-       "coef_child_number_of_joint_tours_mixed                17.894892  \n",
-       "coef_child_number_of_other_children_in_the_hous...     0.000000  \n",
-       "coef_child_number_of_other_children_in_the_hous...     0.000000  \n",
-       "coef_child_too_young_for_school_children_only_p...    -2.785631  \n",
-       "coef_child_too_young_for_school_mixed_party            2.069934  \n",
-       "coef_child_too_young_for_school_specific_to_dis...     0.128371  \n",
-       "coef_child_too_young_for_school_specific_to_eat...     0.658655  \n",
-       "coef_driving_age_student_children_only_party          -1.822000  \n",
-       "coef_driving_age_student_mixed_party                 -28.998969  \n",
-       "coef_driving_age_student_specific_to_discretion...    -0.667500  \n",
-       "coef_driving_age_student_specific_to_eating_out...     2.344000  \n",
-       "coef_dummy_for_high_income_for_adult_in_adult_p...     0.131783  \n",
-       "coef_dummy_for_high_income_for_adult_in_mixed_p...    -0.378918  \n",
-       "coef_dummy_for_high_income_for_child_in_childre...    -0.561900  \n",
-       "coef_dummy_for_high_income_for_child_in_mixed_p...    -0.513571  \n",
-       "coef_full_time_worker_mixed_party                   -957.202749  \n",
-       "coef_full_time_worker_mixed_party_not                  0.500000  \n",
-       "coef_full_time_worker_specific_to_discretionary...     0.439200  \n",
-       "coef_full_time_worker_specific_to_discretionary...     0.500000  \n",
-       "coef_full_time_worker_specific_to_eating_out_jo...     0.715700  \n",
-       "coef_full_time_worker_specific_to_eating_out_jo...     0.500000  \n",
-       "coef_household_in_suburban_area_adult_adult_onl...     0.000000  \n",
-       "coef_household_in_suburban_area_adult_mixed_party     -0.060070  \n",
-       "coef_household_in_suburban_area_child_child_onl...     0.000000  \n",
-       "coef_household_in_suburban_area_child_mixed_party      0.000000  \n",
-       "coef_household_in_urban_area_adult_adult_only_p...     0.000000  \n",
-       "coef_household_in_urban_area_adult_mixed_party       978.504490  \n",
-       "coef_household_in_urban_area_child_child_only_p...     6.082784  \n",
-       "coef_household_in_urban_area_child_mixed_party       -19.290030  \n",
-       "coef_non_worker_adults_only_party                     -4.080384  \n",
-       "coef_non_worker_mixed_party                         -125.288137  \n",
-       "coef_non_worker_specific_to_discretionary_joint...    -0.183500  \n",
-       "coef_non_worker_specific_to_eating_out_joint_tours     0.161700  \n",
-       "coef_part_time_worker_adults_only_party               -3.248302  \n",
-       "coef_part_time_worker_adults_only_party_not            0.500000  \n",
-       "coef_part_time_worker_mixed_party                   2254.660944  \n",
-       "coef_part_time_worker_specific_to_discretionary...     0.285000  \n",
-       "coef_part_time_worker_specific_to_eating_out_jo...     2.188000  \n",
-       "coef_pre_driving_age_student_children_only_party       4.151085  \n",
-       "coef_pre_driving_age_student_mixed_party               2.007228  \n",
-       "coef_pre_driving_age_student_specific_to_discre...     0.662600  \n",
-       "coef_pre_driving_age_student_specific_to_eating...     1.391000  \n",
-       "coef_unavailable                                    -999.000000  \n",
-       "coef_university_student_mixed_party                 -958.612314  \n",
-       "coef_university_student_specific_to_discretiona...     0.000000  \n",
-       "coef_university_student_specific_to_eating_out_...    -0.820000  "
+       "                                                    holdfast  \n",
+       "param_name                                                    \n",
+       "coef_adult_log_of_max_window_overlap_with_a_chi...         0  \n",
+       "coef_adult_log_of_max_window_overlap_with_an_ad...         0  \n",
+       "coef_adult_more_automobiles_than_workers_adult_...         0  \n",
+       "coef_adult_more_automobiles_than_workers_mixed_...         0  \n",
+       "coef_adult_number_of_joint_tours_adult_only                0  \n",
+       "coef_adult_number_of_joint_tours_mixed                     0  \n",
+       "coef_adult_number_of_other_adults_in_the_househ...         1  \n",
+       "coef_adult_number_of_other_adults_in_the_househ...         1  \n",
+       "coef_child_log_of_max_window_overlap_with_a_chi...         0  \n",
+       "coef_child_log_of_max_window_overlap_with_an_ad...         0  \n",
+       "coef_child_more_automobiles_than_workers_child_...         0  \n",
+       "coef_child_more_automobiles_than_workers_mixed_...         0  \n",
+       "coef_child_number_of_joint_tours_child_only                0  \n",
+       "coef_child_number_of_joint_tours_mixed                     0  \n",
+       "coef_child_number_of_other_children_in_the_hous...         1  \n",
+       "coef_child_number_of_other_children_in_the_hous...         1  \n",
+       "coef_child_too_young_for_school_children_only_p...         0  \n",
+       "coef_child_too_young_for_school_mixed_party                0  \n",
+       "coef_child_too_young_for_school_specific_to_dis...         0  \n",
+       "coef_child_too_young_for_school_specific_to_eat...         0  \n",
+       "coef_driving_age_student_children_only_party               0  \n",
+       "coef_driving_age_student_mixed_party                       0  \n",
+       "coef_driving_age_student_specific_to_discretion...         0  \n",
+       "coef_driving_age_student_specific_to_eating_out...         0  \n",
+       "coef_dummy_for_high_income_for_adult_in_adult_p...         0  \n",
+       "coef_dummy_for_high_income_for_adult_in_mixed_p...         0  \n",
+       "coef_dummy_for_high_income_for_child_in_childre...         0  \n",
+       "coef_dummy_for_high_income_for_child_in_mixed_p...         0  \n",
+       "coef_full_time_worker_mixed_party                          0  \n",
+       "coef_full_time_worker_mixed_party_not                      1  \n",
+       "coef_full_time_worker_specific_to_discretionary...         0  \n",
+       "coef_full_time_worker_specific_to_discretionary...         1  \n",
+       "coef_full_time_worker_specific_to_eating_out_jo...         0  \n",
+       "coef_full_time_worker_specific_to_eating_out_jo...         1  \n",
+       "coef_household_in_suburban_area_adult_adult_onl...         1  \n",
+       "coef_household_in_suburban_area_adult_mixed_party          0  \n",
+       "coef_household_in_suburban_area_child_child_onl...         1  \n",
+       "coef_household_in_suburban_area_child_mixed_party          1  \n",
+       "coef_household_in_urban_area_adult_adult_only_p...         1  \n",
+       "coef_household_in_urban_area_adult_mixed_party             0  \n",
+       "coef_household_in_urban_area_child_child_only_p...         0  \n",
+       "coef_household_in_urban_area_child_mixed_party             0  \n",
+       "coef_non_worker_adults_only_party                          0  \n",
+       "coef_non_worker_mixed_party                                0  \n",
+       "coef_non_worker_specific_to_discretionary_joint...         0  \n",
+       "coef_non_worker_specific_to_eating_out_joint_tours         0  \n",
+       "coef_part_time_worker_adults_only_party                    0  \n",
+       "coef_part_time_worker_adults_only_party_not                1  \n",
+       "coef_part_time_worker_mixed_party                          0  \n",
+       "coef_part_time_worker_specific_to_discretionary...         0  \n",
+       "coef_part_time_worker_specific_to_eating_out_jo...         0  \n",
+       "coef_pre_driving_age_student_children_only_party           0  \n",
+       "coef_pre_driving_age_student_mixed_party                   0  \n",
+       "coef_pre_driving_age_student_specific_to_discre...         0  \n",
+       "coef_pre_driving_age_student_specific_to_eating...         0  \n",
+       "coef_unavailable                                           1  \n",
+       "coef_university_student_mixed_party                        0  \n",
+       "coef_university_student_specific_to_discretiona...         1  \n",
+       "coef_university_student_specific_to_eating_out_...         0  "
       ]
      },
      "metadata": {},
@@ -2240,16 +2250,8 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 0.0 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 0.0 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "<ipython-input-7-5091d419e17b>:1: PossibleOverspecification: WARNING: Model is possibly over-specified (hessian is nearly singular).\n",
-      "  model.estimate()\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 0.0 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "<ipython-input-7-5091d419e17b>:1: RuntimeWarning: invalid value encountered in sqrt\n",
-      "  model.estimate()\n"
+      "/Users/jpn/Git/est-mode/larch/src/larch/model/jaxmodel.py:1156: PossibleOverspecification: Model is possibly over-specified (hessian is nearly singular).\n",
+      "  self.calculate_parameter_covariance()\n"
      ]
     },
     {
@@ -2265,242 +2267,242 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>coef_adult_log_of_max_window_overlap_with_a_child_mixed</th>\n",
-       "      <td>4.595737e+00</td>\n",
+       "      <td>2.125116</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_adult_log_of_max_window_overlap_with_an_adult_adult_only_party</th>\n",
-       "      <td>1.692145e+00</td>\n",
+       "      <td>1.280678</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_adult_more_automobiles_than_workers_adult_only_party</th>\n",
-       "      <td>3.116710e-01</td>\n",
+       "      <td>0.121220</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_adult_more_automobiles_than_workers_mixed_party</th>\n",
-       "      <td>-1.827740e+00</td>\n",
+       "      <td>-0.591966</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_adult_number_of_joint_tours_adult_only</th>\n",
-       "      <td>-2.134054e+00</td>\n",
+       "      <td>-0.794091</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_adult_number_of_joint_tours_mixed</th>\n",
-       "      <td>-2.857222e+01</td>\n",
+       "      <td>-1.417451</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_adult_number_of_other_adults_in_the_household_adults_only_party</th>\n",
-       "      <td>-1.648956e-17</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_adult_number_of_other_adults_in_the_household_mixed_party</th>\n",
-       "      <td>7.224396e-18</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_child_log_of_max_window_overlap_with_a_child_child</th>\n",
-       "      <td>1.275585e+00</td>\n",
+       "      <td>1.296000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_child_log_of_max_window_overlap_with_an_adult_mixed</th>\n",
-       "      <td>1.539267e+00</td>\n",
+       "      <td>1.538000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_child_more_automobiles_than_workers_child_only_party</th>\n",
-       "      <td>-3.946825e-01</td>\n",
+       "      <td>-0.421400</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_child_more_automobiles_than_workers_mixed_party</th>\n",
-       "      <td>-1.551914e+00</td>\n",
+       "      <td>-0.366466</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_child_number_of_joint_tours_child_only</th>\n",
-       "      <td>4.977604e+00</td>\n",
+       "      <td>0.866122</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_child_number_of_joint_tours_mixed</th>\n",
-       "      <td>1.789489e+01</td>\n",
+       "      <td>-0.261747</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_child_number_of_other_children_in_the_household_child_only_party</th>\n",
-       "      <td>-2.228152e-18</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_child_number_of_other_children_in_the_household_mixed</th>\n",
-       "      <td>-3.324715e-17</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_child_too_young_for_school_children_only_party</th>\n",
-       "      <td>-2.785631e+00</td>\n",
+       "      <td>-1.149596</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_child_too_young_for_school_mixed_party</th>\n",
-       "      <td>2.069934e+00</td>\n",
+       "      <td>0.197836</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_child_too_young_for_school_specific_to_discretionary_joint_tours</th>\n",
-       "      <td>1.283705e-01</td>\n",
+       "      <td>0.128400</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_child_too_young_for_school_specific_to_eating_out_joint_tours</th>\n",
-       "      <td>6.586549e-01</td>\n",
+       "      <td>0.658900</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_driving_age_student_children_only_party</th>\n",
-       "      <td>-1.822000e+00</td>\n",
+       "      <td>-2.120496</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_driving_age_student_mixed_party</th>\n",
-       "      <td>-2.899897e+01</td>\n",
+       "      <td>0.322986</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_driving_age_student_specific_to_discretionary_joint_tours</th>\n",
-       "      <td>-6.675000e-01</td>\n",
+       "      <td>-0.667500</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_driving_age_student_specific_to_eating_out_joint_tours</th>\n",
-       "      <td>2.344000e+00</td>\n",
+       "      <td>2.344000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_dummy_for_high_income_for_adult_in_adult_party</th>\n",
-       "      <td>1.317830e-01</td>\n",
+       "      <td>-0.068202</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_dummy_for_high_income_for_adult_in_mixed_party</th>\n",
-       "      <td>-3.789182e-01</td>\n",
+       "      <td>0.112930</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_dummy_for_high_income_for_child_in_children_party</th>\n",
-       "      <td>-5.619000e-01</td>\n",
+       "      <td>-0.211892</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_dummy_for_high_income_for_child_in_mixed_party</th>\n",
-       "      <td>-5.135707e-01</td>\n",
+       "      <td>-0.013740</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_full_time_worker_mixed_party</th>\n",
-       "      <td>-9.572027e+02</td>\n",
+       "      <td>-3.527365</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_full_time_worker_mixed_party_not</th>\n",
-       "      <td>5.000000e-01</td>\n",
+       "      <td>0.500000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_full_time_worker_specific_to_discretionary_joint_tours</th>\n",
-       "      <td>4.392000e-01</td>\n",
+       "      <td>0.439200</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_full_time_worker_specific_to_discretionary_joint_tours_not</th>\n",
-       "      <td>5.000000e-01</td>\n",
+       "      <td>0.500000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_full_time_worker_specific_to_eating_out_joint_tours</th>\n",
-       "      <td>7.157000e-01</td>\n",
+       "      <td>0.715700</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_full_time_worker_specific_to_eating_out_joint_tours_not</th>\n",
-       "      <td>5.000000e-01</td>\n",
+       "      <td>0.500000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_household_in_suburban_area_adult_adult_only_party</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_household_in_suburban_area_adult_mixed_party</th>\n",
-       "      <td>-6.007000e-02</td>\n",
+       "      <td>1.239881</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_household_in_suburban_area_child_child_only_party</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_household_in_suburban_area_child_mixed_party</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_household_in_urban_area_adult_adult_only_party</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_household_in_urban_area_adult_mixed_party</th>\n",
-       "      <td>9.785045e+02</td>\n",
+       "      <td>1.204039</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_household_in_urban_area_child_child_only_party</th>\n",
-       "      <td>6.082784e+00</td>\n",
+       "      <td>-0.145369</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_household_in_urban_area_child_mixed_party</th>\n",
-       "      <td>-1.929003e+01</td>\n",
+       "      <td>-0.138857</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_non_worker_adults_only_party</th>\n",
-       "      <td>-4.080384e+00</td>\n",
+       "      <td>-3.161945</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_non_worker_mixed_party</th>\n",
-       "      <td>-1.252881e+02</td>\n",
+       "      <td>1.059162</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_non_worker_specific_to_discretionary_joint_tours</th>\n",
-       "      <td>-1.835000e-01</td>\n",
+       "      <td>-0.183500</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_non_worker_specific_to_eating_out_joint_tours</th>\n",
-       "      <td>1.617000e-01</td>\n",
+       "      <td>0.161700</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_part_time_worker_adults_only_party</th>\n",
-       "      <td>-3.248302e+00</td>\n",
+       "      <td>-3.631928</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_part_time_worker_adults_only_party_not</th>\n",
-       "      <td>5.000000e-01</td>\n",
+       "      <td>0.500000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_part_time_worker_mixed_party</th>\n",
-       "      <td>2.254661e+03</td>\n",
+       "      <td>-0.447984</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_part_time_worker_specific_to_discretionary_joint_tours</th>\n",
-       "      <td>2.850000e-01</td>\n",
+       "      <td>0.285000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_part_time_worker_specific_to_eating_out_joint_tours</th>\n",
-       "      <td>2.188000e+00</td>\n",
+       "      <td>2.188000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_pre_driving_age_student_children_only_party</th>\n",
-       "      <td>4.151085e+00</td>\n",
+       "      <td>0.991812</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_pre_driving_age_student_mixed_party</th>\n",
-       "      <td>2.007228e+00</td>\n",
+       "      <td>-0.073175</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_pre_driving_age_student_specific_to_discretionary_joint_tours</th>\n",
-       "      <td>6.626000e-01</td>\n",
+       "      <td>0.662600</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_pre_driving_age_student_specific_to_eating_out_joint_tours</th>\n",
-       "      <td>1.391000e+00</td>\n",
+       "      <td>1.391000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_unavailable</th>\n",
-       "      <td>-9.990000e+02</td>\n",
+       "      <td>-999.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_university_student_mixed_party</th>\n",
-       "      <td>-9.586123e+02</td>\n",
+       "      <td>-2.902637</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_university_student_specific_to_discretionary_joint_tours</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_university_student_specific_to_eating_out_joint_tours</th>\n",
-       "      <td>-8.200000e-01</td>\n",
+       "      <td>-0.820000</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
-       "</table></td></tr><tr><td>loglike</td><td style=\"text-align:left;\">-61.383086448632596</td></tr><tr><td>d_loglike</td><td style=\"text-align:left;\"><table border=\"1\" class=\"dataframe\">\n",
+       "</table></td></tr><tr><td>logloss</td><td style=\"text-align:left;\">0.275665608543198</td></tr><tr><td>d_logloss</td><td style=\"text-align:left;\"><table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
@@ -2510,376 +2512,376 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>coef_adult_log_of_max_window_overlap_with_a_child_mixed</th>\n",
-       "      <td>-4.096171e-04</td>\n",
+       "      <td>0.000012</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_adult_log_of_max_window_overlap_with_an_adult_adult_only_party</th>\n",
-       "      <td>2.436129e-05</td>\n",
+       "      <td>0.000013</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_adult_more_automobiles_than_workers_adult_only_party</th>\n",
-       "      <td>5.345149e-05</td>\n",
+       "      <td>-0.000165</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_adult_more_automobiles_than_workers_mixed_party</th>\n",
-       "      <td>1.722466e-04</td>\n",
+       "      <td>-0.000051</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_adult_number_of_joint_tours_adult_only</th>\n",
-       "      <td>1.769263e-04</td>\n",
+       "      <td>-0.000006</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_adult_number_of_joint_tours_mixed</th>\n",
-       "      <td>3.181344e-04</td>\n",
+       "      <td>-0.000088</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_adult_number_of_other_adults_in_the_household_adults_only_party</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_adult_number_of_other_adults_in_the_household_mixed_party</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_child_log_of_max_window_overlap_with_a_child_child</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_child_log_of_max_window_overlap_with_an_adult_mixed</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_child_more_automobiles_than_workers_child_only_party</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_child_more_automobiles_than_workers_mixed_party</th>\n",
-       "      <td>1.722466e-04</td>\n",
+       "      <td>-0.000051</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_child_number_of_joint_tours_child_only</th>\n",
-       "      <td>7.427872e-07</td>\n",
+       "      <td>-0.000119</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_child_number_of_joint_tours_mixed</th>\n",
-       "      <td>-7.098060e-05</td>\n",
+       "      <td>-0.000047</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_child_number_of_other_children_in_the_household_child_only_party</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_child_number_of_other_children_in_the_household_mixed</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_child_too_young_for_school_children_only_party</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000066</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_child_too_young_for_school_mixed_party</th>\n",
-       "      <td>-4.267128e-05</td>\n",
+       "      <td>0.000136</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_child_too_young_for_school_specific_to_discretionary_joint_tours</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_child_too_young_for_school_specific_to_eating_out_joint_tours</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_driving_age_student_children_only_party</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000265</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_driving_age_student_mixed_party</th>\n",
-       "      <td>-7.460379e-06</td>\n",
+       "      <td>-0.000060</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_driving_age_student_specific_to_discretionary_joint_tours</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_driving_age_student_specific_to_eating_out_joint_tours</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_dummy_for_high_income_for_adult_in_adult_party</th>\n",
-       "      <td>-2.777090e-04</td>\n",
+       "      <td>0.000017</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_dummy_for_high_income_for_adult_in_mixed_party</th>\n",
-       "      <td>7.481814e-05</td>\n",
+       "      <td>0.000026</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_dummy_for_high_income_for_child_in_children_party</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000114</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_dummy_for_high_income_for_child_in_mixed_party</th>\n",
-       "      <td>7.481814e-05</td>\n",
+       "      <td>0.000026</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_full_time_worker_mixed_party</th>\n",
-       "      <td>1.834492e-05</td>\n",
+       "      <td>-0.000152</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_full_time_worker_mixed_party_not</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_full_time_worker_specific_to_discretionary_joint_tours</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_full_time_worker_specific_to_discretionary_joint_tours_not</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_full_time_worker_specific_to_eating_out_joint_tours</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_full_time_worker_specific_to_eating_out_joint_tours_not</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_household_in_suburban_area_adult_adult_only_party</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_household_in_suburban_area_adult_mixed_party</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000250</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_household_in_suburban_area_child_child_only_party</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_household_in_suburban_area_child_mixed_party</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_household_in_urban_area_adult_adult_only_party</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_household_in_urban_area_adult_mixed_party</th>\n",
-       "      <td>3.181344e-04</td>\n",
+       "      <td>-0.000179</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_household_in_urban_area_child_child_only_party</th>\n",
-       "      <td>7.427872e-07</td>\n",
+       "      <td>0.000131</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_household_in_urban_area_child_mixed_party</th>\n",
-       "      <td>-6.353745e-05</td>\n",
+       "      <td>-0.000081</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_non_worker_adults_only_party</th>\n",
-       "      <td>3.691375e-04</td>\n",
+       "      <td>0.000062</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_non_worker_mixed_party</th>\n",
-       "      <td>-1.839038e-70</td>\n",
+       "      <td>0.000002</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_non_worker_specific_to_discretionary_joint_tours</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_non_worker_specific_to_eating_out_joint_tours</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_part_time_worker_adults_only_party</th>\n",
-       "      <td>5.695694e-05</td>\n",
+       "      <td>0.000239</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_part_time_worker_adults_only_party_not</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_part_time_worker_mixed_party</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>-0.000099</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_part_time_worker_specific_to_discretionary_joint_tours</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_part_time_worker_specific_to_eating_out_joint_tours</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_pre_driving_age_student_children_only_party</th>\n",
-       "      <td>7.427872e-07</td>\n",
+       "      <td>-0.000108</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_pre_driving_age_student_mixed_party</th>\n",
-       "      <td>-1.340579e-05</td>\n",
+       "      <td>-0.000009</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_pre_driving_age_student_specific_to_discretionary_joint_tours</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_pre_driving_age_student_specific_to_eating_out_joint_tours</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_unavailable</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_university_student_mixed_party</th>\n",
-       "      <td>2.997895e-04</td>\n",
+       "      <td>0.000080</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_university_student_specific_to_discretionary_joint_tours</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_university_student_specific_to_eating_out_joint_tours</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
-       "</table></td></tr><tr><td>nit</td><td style=\"text-align:left;\">13</td></tr><tr><td>nfev</td><td style=\"text-align:left;\">22</td></tr><tr><td>njev</td><td style=\"text-align:left;\">13</td></tr><tr><td>status</td><td style=\"text-align:left;\">0</td></tr><tr><td>message</td><td style=\"text-align:left;\">'Optimization terminated successfully'</td></tr><tr><td>success</td><td style=\"text-align:left;\">True</td></tr><tr><td>elapsed_time</td><td style=\"text-align:left;\">0:00:00.868469</td></tr><tr><td>method</td><td style=\"text-align:left;\">'bhhh|slsqp'</td></tr><tr><td>n_cases</td><td style=\"text-align:left;\">304</td></tr><tr><td>iteration_number</td><td style=\"text-align:left;\">112</td></tr><tr><td>logloss</td><td style=\"text-align:left;\">0.2019180475283967</td></tr></table></div>"
+       "</table></td></tr><tr><td>nit</td><td style=\"text-align:left;\">80</td></tr><tr><td>nfev</td><td style=\"text-align:left;\">81</td></tr><tr><td>njev</td><td style=\"text-align:left;\">80</td></tr><tr><td>status</td><td style=\"text-align:left;\">0</td></tr><tr><td>message</td><td style=\"text-align:left;\">'Optimization terminated successfully'</td></tr><tr><td>success</td><td style=\"text-align:left;\">True</td></tr><tr><td>elapsed_time</td><td style=\"text-align:left;\">0:00:00.325635</td></tr><tr><td>method</td><td style=\"text-align:left;\">'slsqp'</td></tr><tr><td>n_cases</td><td style=\"text-align:left;\">4500</td></tr><tr><td>iteration_number</td><td style=\"text-align:left;\">80</td></tr><tr><td>loglike</td><td style=\"text-align:left;\">-1240.495238444391</td></tr></table></div>"
       ],
       "text/plain": [
-       "┣                x: coef_adult_log_of_max_window_overlap_with_a_child_mixed                  4.595737e+00\n",
-       "┃                   coef_adult_log_of_max_window_overlap_with_an_adult_adult_only_party      1.692145e+00\n",
-       "┃                   coef_adult_more_automobiles_than_workers_adult_only_party                3.116710e-01\n",
-       "┃                   coef_adult_more_automobiles_than_workers_mixed_party                    -1.827740e+00\n",
-       "┃                   coef_adult_number_of_joint_tours_adult_only                             -2.134054e+00\n",
-       "┃                   coef_adult_number_of_joint_tours_mixed                                  -2.857222e+01\n",
-       "┃                   coef_adult_number_of_other_adults_in_the_household_adults_only_party    -1.648956e-17\n",
-       "┃                   coef_adult_number_of_other_adults_in_the_household_mixed_party           7.224396e-18\n",
-       "┃                   coef_child_log_of_max_window_overlap_with_a_child_child                  1.275585e+00\n",
-       "┃                   coef_child_log_of_max_window_overlap_with_an_adult_mixed                 1.539267e+00\n",
-       "┃                   coef_child_more_automobiles_than_workers_child_only_party               -3.946825e-01\n",
-       "┃                   coef_child_more_automobiles_than_workers_mixed_party                    -1.551914e+00\n",
-       "┃                   coef_child_number_of_joint_tours_child_only                              4.977604e+00\n",
-       "┃                   coef_child_number_of_joint_tours_mixed                                   1.789489e+01\n",
-       "┃                   coef_child_number_of_other_children_in_the_household_child_only_party   -2.228152e-18\n",
-       "┃                   coef_child_number_of_other_children_in_the_household_mixed              -3.324715e-17\n",
-       "┃                   coef_child_too_young_for_school_children_only_party                     -2.785631e+00\n",
-       "┃                   coef_child_too_young_for_school_mixed_party                              2.069934e+00\n",
-       "┃                   coef_child_too_young_for_school_specific_to_discretionary_joint_tours    1.283705e-01\n",
-       "┃                   coef_child_too_young_for_school_specific_to_eating_out_joint_tours       6.586549e-01\n",
-       "┃                   coef_driving_age_student_children_only_party                            -1.822000e+00\n",
-       "┃                   coef_driving_age_student_mixed_party                                    -2.899897e+01\n",
-       "┃                   coef_driving_age_student_specific_to_discretionary_joint_tours          -6.675000e-01\n",
-       "┃                   coef_driving_age_student_specific_to_eating_out_joint_tours              2.344000e+00\n",
-       "┃                   coef_dummy_for_high_income_for_adult_in_adult_party                      1.317830e-01\n",
-       "┃                   coef_dummy_for_high_income_for_adult_in_mixed_party                     -3.789182e-01\n",
-       "┃                   coef_dummy_for_high_income_for_child_in_children_party                  -5.619000e-01\n",
-       "┃                   coef_dummy_for_high_income_for_child_in_mixed_party                     -5.135707e-01\n",
-       "┃                   coef_full_time_worker_mixed_party                                       -9.572027e+02\n",
-       "┃                   coef_full_time_worker_mixed_party_not                                    5.000000e-01\n",
-       "┃                   coef_full_time_worker_specific_to_discretionary_joint_tours              4.392000e-01\n",
-       "┃                   coef_full_time_worker_specific_to_discretionary_joint_tours_not          5.000000e-01\n",
-       "┃                   coef_full_time_worker_specific_to_eating_out_joint_tours                 7.157000e-01\n",
-       "┃                   coef_full_time_worker_specific_to_eating_out_joint_tours_not             5.000000e-01\n",
-       "┃                   coef_household_in_suburban_area_adult_adult_only_party                   0.000000e+00\n",
-       "┃                   coef_household_in_suburban_area_adult_mixed_party                       -6.007000e-02\n",
-       "┃                   coef_household_in_suburban_area_child_child_only_party                   0.000000e+00\n",
-       "┃                   coef_household_in_suburban_area_child_mixed_party                        0.000000e+00\n",
-       "┃                   coef_household_in_urban_area_adult_adult_only_party                      0.000000e+00\n",
-       "┃                   coef_household_in_urban_area_adult_mixed_party                           9.785045e+02\n",
-       "┃                   coef_household_in_urban_area_child_child_only_party                      6.082784e+00\n",
-       "┃                   coef_household_in_urban_area_child_mixed_party                          -1.929003e+01\n",
-       "┃                   coef_non_worker_adults_only_party                                       -4.080384e+00\n",
-       "┃                   coef_non_worker_mixed_party                                             -1.252881e+02\n",
-       "┃                   coef_non_worker_specific_to_discretionary_joint_tours                   -1.835000e-01\n",
-       "┃                   coef_non_worker_specific_to_eating_out_joint_tours                       1.617000e-01\n",
-       "┃                   coef_part_time_worker_adults_only_party                                 -3.248302e+00\n",
-       "┃                   coef_part_time_worker_adults_only_party_not                              5.000000e-01\n",
-       "┃                   coef_part_time_worker_mixed_party                                        2.254661e+03\n",
-       "┃                   coef_part_time_worker_specific_to_discretionary_joint_tours              2.850000e-01\n",
-       "┃                   coef_part_time_worker_specific_to_eating_out_joint_tours                 2.188000e+00\n",
-       "┃                   coef_pre_driving_age_student_children_only_party                         4.151085e+00\n",
-       "┃                   coef_pre_driving_age_student_mixed_party                                 2.007228e+00\n",
-       "┃                   coef_pre_driving_age_student_specific_to_discretionary_joint_tours       6.626000e-01\n",
-       "┃                   coef_pre_driving_age_student_specific_to_eating_out_joint_tours          1.391000e+00\n",
-       "┃                   coef_unavailable                                                        -9.990000e+02\n",
-       "┃                   coef_university_student_mixed_party                                     -9.586123e+02\n",
-       "┃                   coef_university_student_specific_to_discretionary_joint_tours            0.000000e+00\n",
-       "┃                   coef_university_student_specific_to_eating_out_joint_tours              -8.200000e-01\n",
+       "┣                x: coef_adult_log_of_max_window_overlap_with_a_child_mixed                    2.125116\n",
+       "┃                   coef_adult_log_of_max_window_overlap_with_an_adult_adult_only_party        1.280678\n",
+       "┃                   coef_adult_more_automobiles_than_workers_adult_only_party                  0.121220\n",
+       "┃                   coef_adult_more_automobiles_than_workers_mixed_party                      -0.591966\n",
+       "┃                   coef_adult_number_of_joint_tours_adult_only                               -0.794091\n",
+       "┃                   coef_adult_number_of_joint_tours_mixed                                    -1.417451\n",
+       "┃                   coef_adult_number_of_other_adults_in_the_household_adults_only_party       0.000000\n",
+       "┃                   coef_adult_number_of_other_adults_in_the_household_mixed_party             0.000000\n",
+       "┃                   coef_child_log_of_max_window_overlap_with_a_child_child                    1.296000\n",
+       "┃                   coef_child_log_of_max_window_overlap_with_an_adult_mixed                   1.538000\n",
+       "┃                   coef_child_more_automobiles_than_workers_child_only_party                 -0.421400\n",
+       "┃                   coef_child_more_automobiles_than_workers_mixed_party                      -0.366466\n",
+       "┃                   coef_child_number_of_joint_tours_child_only                                0.866122\n",
+       "┃                   coef_child_number_of_joint_tours_mixed                                    -0.261747\n",
+       "┃                   coef_child_number_of_other_children_in_the_household_child_only_party      0.000000\n",
+       "┃                   coef_child_number_of_other_children_in_the_household_mixed                 0.000000\n",
+       "┃                   coef_child_too_young_for_school_children_only_party                       -1.149596\n",
+       "┃                   coef_child_too_young_for_school_mixed_party                                0.197836\n",
+       "┃                   coef_child_too_young_for_school_specific_to_discretionary_joint_tours      0.128400\n",
+       "┃                   coef_child_too_young_for_school_specific_to_eating_out_joint_tours         0.658900\n",
+       "┃                   coef_driving_age_student_children_only_party                              -2.120496\n",
+       "┃                   coef_driving_age_student_mixed_party                                       0.322986\n",
+       "┃                   coef_driving_age_student_specific_to_discretionary_joint_tours            -0.667500\n",
+       "┃                   coef_driving_age_student_specific_to_eating_out_joint_tours                2.344000\n",
+       "┃                   coef_dummy_for_high_income_for_adult_in_adult_party                       -0.068202\n",
+       "┃                   coef_dummy_for_high_income_for_adult_in_mixed_party                        0.112930\n",
+       "┃                   coef_dummy_for_high_income_for_child_in_children_party                    -0.211892\n",
+       "┃                   coef_dummy_for_high_income_for_child_in_mixed_party                       -0.013740\n",
+       "┃                   coef_full_time_worker_mixed_party                                         -3.527365\n",
+       "┃                   coef_full_time_worker_mixed_party_not                                      0.500000\n",
+       "┃                   coef_full_time_worker_specific_to_discretionary_joint_tours                0.439200\n",
+       "┃                   coef_full_time_worker_specific_to_discretionary_joint_tours_not            0.500000\n",
+       "┃                   coef_full_time_worker_specific_to_eating_out_joint_tours                   0.715700\n",
+       "┃                   coef_full_time_worker_specific_to_eating_out_joint_tours_not               0.500000\n",
+       "┃                   coef_household_in_suburban_area_adult_adult_only_party                     0.000000\n",
+       "┃                   coef_household_in_suburban_area_adult_mixed_party                          1.239881\n",
+       "┃                   coef_household_in_suburban_area_child_child_only_party                     0.000000\n",
+       "┃                   coef_household_in_suburban_area_child_mixed_party                          0.000000\n",
+       "┃                   coef_household_in_urban_area_adult_adult_only_party                        0.000000\n",
+       "┃                   coef_household_in_urban_area_adult_mixed_party                             1.204039\n",
+       "┃                   coef_household_in_urban_area_child_child_only_party                       -0.145369\n",
+       "┃                   coef_household_in_urban_area_child_mixed_party                            -0.138857\n",
+       "┃                   coef_non_worker_adults_only_party                                         -3.161945\n",
+       "┃                   coef_non_worker_mixed_party                                                1.059162\n",
+       "┃                   coef_non_worker_specific_to_discretionary_joint_tours                     -0.183500\n",
+       "┃                   coef_non_worker_specific_to_eating_out_joint_tours                         0.161700\n",
+       "┃                   coef_part_time_worker_adults_only_party                                   -3.631928\n",
+       "┃                   coef_part_time_worker_adults_only_party_not                                0.500000\n",
+       "┃                   coef_part_time_worker_mixed_party                                         -0.447984\n",
+       "┃                   coef_part_time_worker_specific_to_discretionary_joint_tours                0.285000\n",
+       "┃                   coef_part_time_worker_specific_to_eating_out_joint_tours                   2.188000\n",
+       "┃                   coef_pre_driving_age_student_children_only_party                           0.991812\n",
+       "┃                   coef_pre_driving_age_student_mixed_party                                  -0.073175\n",
+       "┃                   coef_pre_driving_age_student_specific_to_discretionary_joint_tours         0.662600\n",
+       "┃                   coef_pre_driving_age_student_specific_to_eating_out_joint_tours            1.391000\n",
+       "┃                   coef_unavailable                                                        -999.000000\n",
+       "┃                   coef_university_student_mixed_party                                       -2.902637\n",
+       "┃                   coef_university_student_specific_to_discretionary_joint_tours              0.000000\n",
+       "┃                   coef_university_student_specific_to_eating_out_joint_tours                -0.820000\n",
        "┃                   dtype: float64\n",
-       "┣          loglike: -61.383086448632596\n",
-       "┣        d_loglike: coef_adult_log_of_max_window_overlap_with_a_child_mixed                 -4.096171e-04\n",
-       "┃                   coef_adult_log_of_max_window_overlap_with_an_adult_adult_only_party      2.436129e-05\n",
-       "┃                   coef_adult_more_automobiles_than_workers_adult_only_party                5.345149e-05\n",
-       "┃                   coef_adult_more_automobiles_than_workers_mixed_party                     1.722466e-04\n",
-       "┃                   coef_adult_number_of_joint_tours_adult_only                              1.769263e-04\n",
-       "┃                   coef_adult_number_of_joint_tours_mixed                                   3.181344e-04\n",
-       "┃                   coef_adult_number_of_other_adults_in_the_household_adults_only_party     0.000000e+00\n",
-       "┃                   coef_adult_number_of_other_adults_in_the_household_mixed_party           0.000000e+00\n",
-       "┃                   coef_child_log_of_max_window_overlap_with_a_child_child                  0.000000e+00\n",
-       "┃                   coef_child_log_of_max_window_overlap_with_an_adult_mixed                 0.000000e+00\n",
-       "┃                   coef_child_more_automobiles_than_workers_child_only_party                0.000000e+00\n",
-       "┃                   coef_child_more_automobiles_than_workers_mixed_party                     1.722466e-04\n",
-       "┃                   coef_child_number_of_joint_tours_child_only                              7.427872e-07\n",
-       "┃                   coef_child_number_of_joint_tours_mixed                                  -7.098060e-05\n",
-       "┃                   coef_child_number_of_other_children_in_the_household_child_only_party    0.000000e+00\n",
-       "┃                   coef_child_number_of_other_children_in_the_household_mixed               0.000000e+00\n",
-       "┃                   coef_child_too_young_for_school_children_only_party                      0.000000e+00\n",
-       "┃                   coef_child_too_young_for_school_mixed_party                             -4.267128e-05\n",
-       "┃                   coef_child_too_young_for_school_specific_to_discretionary_joint_tours    0.000000e+00\n",
-       "┃                   coef_child_too_young_for_school_specific_to_eating_out_joint_tours       0.000000e+00\n",
-       "┃                   coef_driving_age_student_children_only_party                             0.000000e+00\n",
-       "┃                   coef_driving_age_student_mixed_party                                    -7.460379e-06\n",
-       "┃                   coef_driving_age_student_specific_to_discretionary_joint_tours           0.000000e+00\n",
-       "┃                   coef_driving_age_student_specific_to_eating_out_joint_tours              0.000000e+00\n",
-       "┃                   coef_dummy_for_high_income_for_adult_in_adult_party                     -2.777090e-04\n",
-       "┃                   coef_dummy_for_high_income_for_adult_in_mixed_party                      7.481814e-05\n",
-       "┃                   coef_dummy_for_high_income_for_child_in_children_party                   0.000000e+00\n",
-       "┃                   coef_dummy_for_high_income_for_child_in_mixed_party                      7.481814e-05\n",
-       "┃                   coef_full_time_worker_mixed_party                                        1.834492e-05\n",
-       "┃                   coef_full_time_worker_mixed_party_not                                    0.000000e+00\n",
-       "┃                   coef_full_time_worker_specific_to_discretionary_joint_tours              0.000000e+00\n",
-       "┃                   coef_full_time_worker_specific_to_discretionary_joint_tours_not          0.000000e+00\n",
-       "┃                   coef_full_time_worker_specific_to_eating_out_joint_tours                 0.000000e+00\n",
-       "┃                   coef_full_time_worker_specific_to_eating_out_joint_tours_not             0.000000e+00\n",
-       "┃                   coef_household_in_suburban_area_adult_adult_only_party                   0.000000e+00\n",
-       "┃                   coef_household_in_suburban_area_adult_mixed_party                        0.000000e+00\n",
-       "┃                   coef_household_in_suburban_area_child_child_only_party                   0.000000e+00\n",
-       "┃                   coef_household_in_suburban_area_child_mixed_party                        0.000000e+00\n",
-       "┃                   coef_household_in_urban_area_adult_adult_only_party                      0.000000e+00\n",
-       "┃                   coef_household_in_urban_area_adult_mixed_party                           3.181344e-04\n",
-       "┃                   coef_household_in_urban_area_child_child_only_party                      7.427872e-07\n",
-       "┃                   coef_household_in_urban_area_child_mixed_party                          -6.353745e-05\n",
-       "┃                   coef_non_worker_adults_only_party                                        3.691375e-04\n",
-       "┃                   coef_non_worker_mixed_party                                             -1.839038e-70\n",
-       "┃                   coef_non_worker_specific_to_discretionary_joint_tours                    0.000000e+00\n",
-       "┃                   coef_non_worker_specific_to_eating_out_joint_tours                       0.000000e+00\n",
-       "┃                   coef_part_time_worker_adults_only_party                                  5.695694e-05\n",
-       "┃                   coef_part_time_worker_adults_only_party_not                              0.000000e+00\n",
-       "┃                   coef_part_time_worker_mixed_party                                        0.000000e+00\n",
-       "┃                   coef_part_time_worker_specific_to_discretionary_joint_tours              0.000000e+00\n",
-       "┃                   coef_part_time_worker_specific_to_eating_out_joint_tours                 0.000000e+00\n",
-       "┃                   coef_pre_driving_age_student_children_only_party                         7.427872e-07\n",
-       "┃                   coef_pre_driving_age_student_mixed_party                                -1.340579e-05\n",
-       "┃                   coef_pre_driving_age_student_specific_to_discretionary_joint_tours       0.000000e+00\n",
-       "┃                   coef_pre_driving_age_student_specific_to_eating_out_joint_tours          0.000000e+00\n",
-       "┃                   coef_unavailable                                                         0.000000e+00\n",
-       "┃                   coef_university_student_mixed_party                                      2.997895e-04\n",
-       "┃                   coef_university_student_specific_to_discretionary_joint_tours            0.000000e+00\n",
-       "┃                   coef_university_student_specific_to_eating_out_joint_tours               0.000000e+00\n",
+       "┣          logloss: 0.275665608543198\n",
+       "┣        d_logloss: coef_adult_log_of_max_window_overlap_with_a_child_mixed                  0.000012\n",
+       "┃                   coef_adult_log_of_max_window_overlap_with_an_adult_adult_only_party      0.000013\n",
+       "┃                   coef_adult_more_automobiles_than_workers_adult_only_party               -0.000165\n",
+       "┃                   coef_adult_more_automobiles_than_workers_mixed_party                    -0.000051\n",
+       "┃                   coef_adult_number_of_joint_tours_adult_only                             -0.000006\n",
+       "┃                   coef_adult_number_of_joint_tours_mixed                                  -0.000088\n",
+       "┃                   coef_adult_number_of_other_adults_in_the_household_adults_only_party     0.000000\n",
+       "┃                   coef_adult_number_of_other_adults_in_the_household_mixed_party           0.000000\n",
+       "┃                   coef_child_log_of_max_window_overlap_with_a_child_child                  0.000000\n",
+       "┃                   coef_child_log_of_max_window_overlap_with_an_adult_mixed                 0.000000\n",
+       "┃                   coef_child_more_automobiles_than_workers_child_only_party                0.000000\n",
+       "┃                   coef_child_more_automobiles_than_workers_mixed_party                    -0.000051\n",
+       "┃                   coef_child_number_of_joint_tours_child_only                             -0.000119\n",
+       "┃                   coef_child_number_of_joint_tours_mixed                                  -0.000047\n",
+       "┃                   coef_child_number_of_other_children_in_the_household_child_only_party    0.000000\n",
+       "┃                   coef_child_number_of_other_children_in_the_household_mixed               0.000000\n",
+       "┃                   coef_child_too_young_for_school_children_only_party                      0.000066\n",
+       "┃                   coef_child_too_young_for_school_mixed_party                              0.000136\n",
+       "┃                   coef_child_too_young_for_school_specific_to_discretionary_joint_tours    0.000000\n",
+       "┃                   coef_child_too_young_for_school_specific_to_eating_out_joint_tours       0.000000\n",
+       "┃                   coef_driving_age_student_children_only_party                             0.000265\n",
+       "┃                   coef_driving_age_student_mixed_party                                    -0.000060\n",
+       "┃                   coef_driving_age_student_specific_to_discretionary_joint_tours           0.000000\n",
+       "┃                   coef_driving_age_student_specific_to_eating_out_joint_tours              0.000000\n",
+       "┃                   coef_dummy_for_high_income_for_adult_in_adult_party                      0.000017\n",
+       "┃                   coef_dummy_for_high_income_for_adult_in_mixed_party                      0.000026\n",
+       "┃                   coef_dummy_for_high_income_for_child_in_children_party                   0.000114\n",
+       "┃                   coef_dummy_for_high_income_for_child_in_mixed_party                      0.000026\n",
+       "┃                   coef_full_time_worker_mixed_party                                       -0.000152\n",
+       "┃                   coef_full_time_worker_mixed_party_not                                    0.000000\n",
+       "┃                   coef_full_time_worker_specific_to_discretionary_joint_tours              0.000000\n",
+       "┃                   coef_full_time_worker_specific_to_discretionary_joint_tours_not          0.000000\n",
+       "┃                   coef_full_time_worker_specific_to_eating_out_joint_tours                 0.000000\n",
+       "┃                   coef_full_time_worker_specific_to_eating_out_joint_tours_not             0.000000\n",
+       "┃                   coef_household_in_suburban_area_adult_adult_only_party                   0.000000\n",
+       "┃                   coef_household_in_suburban_area_adult_mixed_party                        0.000250\n",
+       "┃                   coef_household_in_suburban_area_child_child_only_party                   0.000000\n",
+       "┃                   coef_household_in_suburban_area_child_mixed_party                        0.000000\n",
+       "┃                   coef_household_in_urban_area_adult_adult_only_party                      0.000000\n",
+       "┃                   coef_household_in_urban_area_adult_mixed_party                          -0.000179\n",
+       "┃                   coef_household_in_urban_area_child_child_only_party                      0.000131\n",
+       "┃                   coef_household_in_urban_area_child_mixed_party                          -0.000081\n",
+       "┃                   coef_non_worker_adults_only_party                                        0.000062\n",
+       "┃                   coef_non_worker_mixed_party                                              0.000002\n",
+       "┃                   coef_non_worker_specific_to_discretionary_joint_tours                    0.000000\n",
+       "┃                   coef_non_worker_specific_to_eating_out_joint_tours                       0.000000\n",
+       "┃                   coef_part_time_worker_adults_only_party                                  0.000239\n",
+       "┃                   coef_part_time_worker_adults_only_party_not                              0.000000\n",
+       "┃                   coef_part_time_worker_mixed_party                                       -0.000099\n",
+       "┃                   coef_part_time_worker_specific_to_discretionary_joint_tours              0.000000\n",
+       "┃                   coef_part_time_worker_specific_to_eating_out_joint_tours                 0.000000\n",
+       "┃                   coef_pre_driving_age_student_children_only_party                        -0.000108\n",
+       "┃                   coef_pre_driving_age_student_mixed_party                                -0.000009\n",
+       "┃                   coef_pre_driving_age_student_specific_to_discretionary_joint_tours       0.000000\n",
+       "┃                   coef_pre_driving_age_student_specific_to_eating_out_joint_tours          0.000000\n",
+       "┃                   coef_unavailable                                                         0.000000\n",
+       "┃                   coef_university_student_mixed_party                                      0.000080\n",
+       "┃                   coef_university_student_specific_to_discretionary_joint_tours            0.000000\n",
+       "┃                   coef_university_student_specific_to_eating_out_joint_tours               0.000000\n",
        "┃                   dtype: float64\n",
-       "┣              nit: 13\n",
-       "┣             nfev: 22\n",
-       "┣             njev: 13\n",
+       "┣              nit: 80\n",
+       "┣             nfev: 81\n",
+       "┣             njev: 80\n",
        "┣           status: 0\n",
        "┣          message: 'Optimization terminated successfully'\n",
        "┣          success: True\n",
-       "┣     elapsed_time: datetime.timedelta(microseconds=868469)\n",
-       "┣           method: 'bhhh|slsqp'\n",
-       "┣          n_cases: 304\n",
-       "┣ iteration_number: 112\n",
-       "┣          logloss: 0.2019180475283967"
+       "┣     elapsed_time: datetime.timedelta(microseconds=325635)\n",
+       "┣           method: 'slsqp'\n",
+       "┣          n_cases: 4500\n",
+       "┣ iteration_number: 80\n",
+       "┣          loglike: -1240.495238444391"
       ]
      },
      "execution_count": 7,
@@ -2926,30 +2928,30 @@
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>participate</td>\n",
-       "      <td>228.0</td>\n",
-       "      <td>304.0</td>\n",
+       "      <td>3317</td>\n",
+       "      <td>4500</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>not_participate</td>\n",
-       "      <td>76.0</td>\n",
-       "      <td>304.0</td>\n",
+       "      <td>1183</td>\n",
+       "      <td>4500</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>&lt; Total All Alternatives &gt;</th>\n",
        "      <td></td>\n",
-       "      <td>304.0</td>\n",
-       "      <td></td>\n",
+       "      <td>4500</td>\n",
+       "      <td>&lt;NA&gt;</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "                                       name  chosen available\n",
-       "1                               participate   228.0     304.0\n",
-       "2                           not_participate    76.0     304.0\n",
-       "< Total All Alternatives >                    304.0          "
+       "                                       name  chosen  available\n",
+       "1                               participate    3317       4500\n",
+       "2                           not_participate    1183       4500\n",
+       "< Total All Alternatives >                     4500       <NA>"
       ]
      },
      "execution_count": 8,
@@ -2958,7 +2960,7 @@
     }
    ],
    "source": [
-    "model.dataframes.choice_avail_summary()"
+    "model.choice_avail_summary()"
    ]
   },
   {
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-       "            font-family: monospace;\n",
-       "        }</style><table id=\"T_f4ff9_\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >Value</th>        <th class=\"col_heading level0 col1\" >Std Err</th>        <th class=\"col_heading level0 col2\" >t Stat</th>        <th class=\"col_heading level0 col3\" >Signif</th>        <th class=\"col_heading level0 col4\" >Like Ratio</th>        <th class=\"col_heading level0 col5\" >Null Value</th>        <th class=\"col_heading level0 col6\" >Constrained</th>    </tr></thead><tbody>\n",
-       "                <tr>\n",
-       "                        <th id=\"T_f4ff9_level0_row0\" class=\"row_heading level0 row0\" >coef_adult_log_of_max_window_overlap_with_a_child_mixed</th>\n",
-       "                        <td id=\"T_f4ff9_row0_col0\" class=\"data row0 col0\" > 4.60</td>\n",
-       "                        <td id=\"T_f4ff9_row0_col1\" class=\"data row0 col1\" > 1.53</td>\n",
-       "                        <td id=\"T_f4ff9_row0_col2\" class=\"data row0 col2\" > 3.00</td>\n",
-       "                        <td id=\"T_f4ff9_row0_col3\" class=\"data row0 col3\" >**</td>\n",
-       "                        <td id=\"T_f4ff9_row0_col4\" class=\"data row0 col4\" > NA</td>\n",
-       "                        <td id=\"T_f4ff9_row0_col5\" class=\"data row0 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f4ff9_row0_col6\" class=\"data row0 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f4ff9_level0_row1\" class=\"row_heading level0 row1\" >coef_adult_log_of_max_window_overlap_with_an_adult_adult_only_party</th>\n",
-       "                        <td id=\"T_f4ff9_row1_col0\" class=\"data row1 col0\" > 1.69</td>\n",
-       "                        <td id=\"T_f4ff9_row1_col1\" class=\"data row1 col1\" > 0.833</td>\n",
-       "                        <td id=\"T_f4ff9_row1_col2\" class=\"data row1 col2\" > 2.03</td>\n",
-       "                        <td id=\"T_f4ff9_row1_col3\" class=\"data row1 col3\" >*</td>\n",
-       "                        <td id=\"T_f4ff9_row1_col4\" class=\"data row1 col4\" > NA</td>\n",
-       "                        <td id=\"T_f4ff9_row1_col5\" class=\"data row1 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f4ff9_row1_col6\" class=\"data row1 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f4ff9_level0_row2\" class=\"row_heading level0 row2\" >coef_adult_more_automobiles_than_workers_adult_only_party</th>\n",
-       "                        <td id=\"T_f4ff9_row2_col0\" class=\"data row2 col0\" > 0.312</td>\n",
-       "                        <td id=\"T_f4ff9_row2_col1\" class=\"data row2 col1\" > 1.08</td>\n",
-       "                        <td id=\"T_f4ff9_row2_col2\" class=\"data row2 col2\" > 0.29</td>\n",
-       "                        <td id=\"T_f4ff9_row2_col3\" class=\"data row2 col3\" ></td>\n",
-       "                        <td id=\"T_f4ff9_row2_col4\" class=\"data row2 col4\" > NA</td>\n",
-       "                        <td id=\"T_f4ff9_row2_col5\" class=\"data row2 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f4ff9_row2_col6\" class=\"data row2 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f4ff9_level0_row3\" class=\"row_heading level0 row3\" >coef_adult_more_automobiles_than_workers_mixed_party</th>\n",
-       "                        <td id=\"T_f4ff9_row3_col0\" class=\"data row3 col0\" >-1.83</td>\n",
-       "                        <td id=\"T_f4ff9_row3_col1\" class=\"data row3 col1\" > 0.672</td>\n",
-       "                        <td id=\"T_f4ff9_row3_col2\" class=\"data row3 col2\" >-2.72</td>\n",
-       "                        <td id=\"T_f4ff9_row3_col3\" class=\"data row3 col3\" >**</td>\n",
-       "                        <td id=\"T_f4ff9_row3_col4\" class=\"data row3 col4\" > NA</td>\n",
-       "                        <td id=\"T_f4ff9_row3_col5\" class=\"data row3 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f4ff9_row3_col6\" class=\"data row3 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f4ff9_level0_row4\" class=\"row_heading level0 row4\" >coef_adult_number_of_joint_tours_adult_only</th>\n",
-       "                        <td id=\"T_f4ff9_row4_col0\" class=\"data row4 col0\" >-2.13</td>\n",
-       "                        <td id=\"T_f4ff9_row4_col1\" class=\"data row4 col1\" > 2.00</td>\n",
-       "                        <td id=\"T_f4ff9_row4_col2\" class=\"data row4 col2\" >-1.07</td>\n",
-       "                        <td id=\"T_f4ff9_row4_col3\" class=\"data row4 col3\" ></td>\n",
-       "                        <td id=\"T_f4ff9_row4_col4\" class=\"data row4 col4\" > NA</td>\n",
-       "                        <td id=\"T_f4ff9_row4_col5\" class=\"data row4 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f4ff9_row4_col6\" class=\"data row4 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f4ff9_level0_row5\" class=\"row_heading level0 row5\" >coef_adult_number_of_joint_tours_mixed</th>\n",
-       "                        <td id=\"T_f4ff9_row5_col0\" class=\"data row5 col0\" >-28.6</td>\n",
-       "                        <td id=\"T_f4ff9_row5_col1\" class=\"data row5 col1\" > NA</td>\n",
-       "                        <td id=\"T_f4ff9_row5_col2\" class=\"data row5 col2\" > NA</td>\n",
-       "                        <td id=\"T_f4ff9_row5_col3\" class=\"data row5 col3\" >[***]</td>\n",
-       "                        <td id=\"T_f4ff9_row5_col4\" class=\"data row5 col4\" > 499.96</td>\n",
-       "                        <td id=\"T_f4ff9_row5_col5\" class=\"data row5 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f4ff9_row5_col6\" class=\"data row5 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f4ff9_level0_row6\" class=\"row_heading level0 row6\" >coef_adult_number_of_other_adults_in_the_household_adults_only_party</th>\n",
-       "                        <td id=\"T_f4ff9_row6_col0\" class=\"data row6 col0\" > 0.00</td>\n",
-       "                        <td id=\"T_f4ff9_row6_col1\" class=\"data row6 col1\" > NA</td>\n",
-       "                        <td id=\"T_f4ff9_row6_col2\" class=\"data row6 col2\" > NA</td>\n",
-       "                        <td id=\"T_f4ff9_row6_col3\" class=\"data row6 col3\" ></td>\n",
-       "                        <td id=\"T_f4ff9_row6_col4\" class=\"data row6 col4\" > NA</td>\n",
-       "                        <td id=\"T_f4ff9_row6_col5\" class=\"data row6 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f4ff9_row6_col6\" class=\"data row6 col6\" >fixed value</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f4ff9_level0_row7\" class=\"row_heading level0 row7\" >coef_adult_number_of_other_adults_in_the_household_mixed_party</th>\n",
-       "                        <td id=\"T_f4ff9_row7_col0\" class=\"data row7 col0\" > 0.00</td>\n",
-       "                        <td id=\"T_f4ff9_row7_col1\" class=\"data row7 col1\" > NA</td>\n",
-       "                        <td id=\"T_f4ff9_row7_col2\" class=\"data row7 col2\" > NA</td>\n",
-       "                        <td id=\"T_f4ff9_row7_col3\" class=\"data row7 col3\" ></td>\n",
-       "                        <td id=\"T_f4ff9_row7_col4\" class=\"data row7 col4\" > NA</td>\n",
-       "                        <td id=\"T_f4ff9_row7_col5\" class=\"data row7 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f4ff9_row7_col6\" class=\"data row7 col6\" >fixed value</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f4ff9_level0_row8\" class=\"row_heading level0 row8\" >coef_child_log_of_max_window_overlap_with_a_child_child</th>\n",
-       "                        <td id=\"T_f4ff9_row8_col0\" class=\"data row8 col0\" > 1.28</td>\n",
-       "                        <td id=\"T_f4ff9_row8_col1\" class=\"data row8 col1\" > 0.00450</td>\n",
-       "                        <td id=\"T_f4ff9_row8_col2\" class=\"data row8 col2\" > 283.43</td>\n",
-       "                        <td id=\"T_f4ff9_row8_col3\" class=\"data row8 col3\" >***</td>\n",
-       "                        <td id=\"T_f4ff9_row8_col4\" class=\"data row8 col4\" > NA</td>\n",
-       "                        <td id=\"T_f4ff9_row8_col5\" class=\"data row8 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f4ff9_row8_col6\" class=\"data row8 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f4ff9_level0_row9\" class=\"row_heading level0 row9\" >coef_child_log_of_max_window_overlap_with_an_adult_mixed</th>\n",
-       "                        <td id=\"T_f4ff9_row9_col0\" class=\"data row9 col0\" > 1.54</td>\n",
-       "                        <td id=\"T_f4ff9_row9_col1\" class=\"data row9 col1\" > 0.00635</td>\n",
-       "                        <td id=\"T_f4ff9_row9_col2\" class=\"data row9 col2\" > 242.24</td>\n",
-       "                        <td id=\"T_f4ff9_row9_col3\" class=\"data row9 col3\" >***</td>\n",
-       "                        <td id=\"T_f4ff9_row9_col4\" class=\"data row9 col4\" > NA</td>\n",
-       "                        <td id=\"T_f4ff9_row9_col5\" class=\"data row9 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f4ff9_row9_col6\" class=\"data row9 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f4ff9_level0_row10\" class=\"row_heading level0 row10\" >coef_child_more_automobiles_than_workers_child_only_party</th>\n",
-       "                        <td id=\"T_f4ff9_row10_col0\" class=\"data row10 col0\" >-0.395</td>\n",
-       "                        <td id=\"T_f4ff9_row10_col1\" class=\"data row10 col1\" > 0.0443</td>\n",
-       "                        <td id=\"T_f4ff9_row10_col2\" class=\"data row10 col2\" >-8.91</td>\n",
-       "                        <td id=\"T_f4ff9_row10_col3\" class=\"data row10 col3\" >***</td>\n",
-       "                        <td id=\"T_f4ff9_row10_col4\" class=\"data row10 col4\" > NA</td>\n",
-       "                        <td id=\"T_f4ff9_row10_col5\" class=\"data row10 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f4ff9_row10_col6\" class=\"data row10 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f4ff9_level0_row11\" class=\"row_heading level0 row11\" >coef_child_more_automobiles_than_workers_mixed_party</th>\n",
-       "                        <td id=\"T_f4ff9_row11_col0\" class=\"data row11 col0\" >-1.55</td>\n",
-       "                        <td id=\"T_f4ff9_row11_col1\" class=\"data row11 col1\" > 0.672</td>\n",
-       "                        <td id=\"T_f4ff9_row11_col2\" class=\"data row11 col2\" >-2.31</td>\n",
-       "                        <td id=\"T_f4ff9_row11_col3\" class=\"data row11 col3\" >*</td>\n",
-       "                        <td id=\"T_f4ff9_row11_col4\" class=\"data row11 col4\" > NA</td>\n",
-       "                        <td id=\"T_f4ff9_row11_col5\" class=\"data row11 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f4ff9_row11_col6\" class=\"data row11 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f4ff9_level0_row12\" class=\"row_heading level0 row12\" >coef_child_number_of_joint_tours_child_only</th>\n",
-       "                        <td id=\"T_f4ff9_row12_col0\" class=\"data row12 col0\" > 4.98</td>\n",
-       "                        <td id=\"T_f4ff9_row12_col1\" class=\"data row12 col1\" > 388.</td>\n",
-       "                        <td id=\"T_f4ff9_row12_col2\" class=\"data row12 col2\" > 0.01</td>\n",
-       "                        <td id=\"T_f4ff9_row12_col3\" class=\"data row12 col3\" ></td>\n",
-       "                        <td id=\"T_f4ff9_row12_col4\" class=\"data row12 col4\" > NA</td>\n",
-       "                        <td id=\"T_f4ff9_row12_col5\" class=\"data row12 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f4ff9_row12_col6\" class=\"data row12 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f4ff9_level0_row13\" class=\"row_heading level0 row13\" >coef_child_number_of_joint_tours_mixed</th>\n",
-       "                        <td id=\"T_f4ff9_row13_col0\" class=\"data row13 col0\" > 17.9</td>\n",
-       "                        <td id=\"T_f4ff9_row13_col1\" class=\"data row13 col1\" > 3.48e+03</td>\n",
-       "                        <td id=\"T_f4ff9_row13_col2\" class=\"data row13 col2\" > 0.01</td>\n",
-       "                        <td id=\"T_f4ff9_row13_col3\" class=\"data row13 col3\" ></td>\n",
-       "                        <td id=\"T_f4ff9_row13_col4\" class=\"data row13 col4\" > NA</td>\n",
-       "                        <td id=\"T_f4ff9_row13_col5\" class=\"data row13 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f4ff9_row13_col6\" class=\"data row13 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f4ff9_level0_row14\" class=\"row_heading level0 row14\" >coef_child_number_of_other_children_in_the_household_child_only_party</th>\n",
-       "                        <td id=\"T_f4ff9_row14_col0\" class=\"data row14 col0\" > 0.00</td>\n",
-       "                        <td id=\"T_f4ff9_row14_col1\" class=\"data row14 col1\" > NA</td>\n",
-       "                        <td id=\"T_f4ff9_row14_col2\" class=\"data row14 col2\" > NA</td>\n",
-       "                        <td id=\"T_f4ff9_row14_col3\" class=\"data row14 col3\" ></td>\n",
-       "                        <td id=\"T_f4ff9_row14_col4\" class=\"data row14 col4\" > NA</td>\n",
-       "                        <td id=\"T_f4ff9_row14_col5\" class=\"data row14 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f4ff9_row14_col6\" class=\"data row14 col6\" >fixed value</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f4ff9_level0_row15\" class=\"row_heading level0 row15\" >coef_child_number_of_other_children_in_the_household_mixed</th>\n",
-       "                        <td id=\"T_f4ff9_row15_col0\" class=\"data row15 col0\" > 0.00</td>\n",
-       "                        <td id=\"T_f4ff9_row15_col1\" class=\"data row15 col1\" > NA</td>\n",
-       "                        <td id=\"T_f4ff9_row15_col2\" class=\"data row15 col2\" > NA</td>\n",
-       "                        <td id=\"T_f4ff9_row15_col3\" class=\"data row15 col3\" ></td>\n",
-       "                        <td id=\"T_f4ff9_row15_col4\" class=\"data row15 col4\" > NA</td>\n",
-       "                        <td id=\"T_f4ff9_row15_col5\" class=\"data row15 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f4ff9_row15_col6\" class=\"data row15 col6\" >fixed value</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f4ff9_level0_row16\" class=\"row_heading level0 row16\" >coef_child_too_young_for_school_children_only_party</th>\n",
-       "                        <td id=\"T_f4ff9_row16_col0\" class=\"data row16 col0\" >-2.79</td>\n",
-       "                        <td id=\"T_f4ff9_row16_col1\" class=\"data row16 col1\" > 0.000873</td>\n",
-       "                        <td id=\"T_f4ff9_row16_col2\" class=\"data row16 col2\" >-BIG</td>\n",
-       "                        <td id=\"T_f4ff9_row16_col3\" class=\"data row16 col3\" >***</td>\n",
-       "                        <td id=\"T_f4ff9_row16_col4\" class=\"data row16 col4\" > NA</td>\n",
-       "                        <td id=\"T_f4ff9_row16_col5\" class=\"data row16 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f4ff9_row16_col6\" class=\"data row16 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f4ff9_level0_row17\" class=\"row_heading level0 row17\" >coef_child_too_young_for_school_mixed_party</th>\n",
-       "                        <td id=\"T_f4ff9_row17_col0\" class=\"data row17 col0\" > 2.07</td>\n",
-       "                        <td id=\"T_f4ff9_row17_col1\" class=\"data row17 col1\" > 1.97e+04</td>\n",
-       "                        <td id=\"T_f4ff9_row17_col2\" class=\"data row17 col2\" > 0.00</td>\n",
-       "                        <td id=\"T_f4ff9_row17_col3\" class=\"data row17 col3\" ></td>\n",
-       "                        <td id=\"T_f4ff9_row17_col4\" class=\"data row17 col4\" > NA</td>\n",
-       "                        <td id=\"T_f4ff9_row17_col5\" class=\"data row17 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f4ff9_row17_col6\" class=\"data row17 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f4ff9_level0_row18\" class=\"row_heading level0 row18\" >coef_child_too_young_for_school_specific_to_discretionary_joint_tours</th>\n",
-       "                        <td id=\"T_f4ff9_row18_col0\" class=\"data row18 col0\" > 0.128</td>\n",
-       "                        <td id=\"T_f4ff9_row18_col1\" class=\"data row18 col1\" > 0.000270</td>\n",
-       "                        <td id=\"T_f4ff9_row18_col2\" class=\"data row18 col2\" > 475.53</td>\n",
-       "                        <td id=\"T_f4ff9_row18_col3\" class=\"data row18 col3\" >***</td>\n",
-       "                        <td id=\"T_f4ff9_row18_col4\" class=\"data row18 col4\" > NA</td>\n",
-       "                        <td id=\"T_f4ff9_row18_col5\" class=\"data row18 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f4ff9_row18_col6\" class=\"data row18 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f4ff9_level0_row19\" class=\"row_heading level0 row19\" >coef_child_too_young_for_school_specific_to_eating_out_joint_tours</th>\n",
-       "                        <td id=\"T_f4ff9_row19_col0\" class=\"data row19 col0\" > 0.659</td>\n",
-       "                        <td id=\"T_f4ff9_row19_col1\" class=\"data row19 col1\" > 3.84e-10</td>\n",
-       "                        <td id=\"T_f4ff9_row19_col2\" class=\"data row19 col2\" > BIG</td>\n",
-       "                        <td id=\"T_f4ff9_row19_col3\" class=\"data row19 col3\" >***</td>\n",
-       "                        <td id=\"T_f4ff9_row19_col4\" class=\"data row19 col4\" > NA</td>\n",
-       "                        <td id=\"T_f4ff9_row19_col5\" class=\"data row19 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f4ff9_row19_col6\" class=\"data row19 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f4ff9_level0_row20\" class=\"row_heading level0 row20\" >coef_driving_age_student_children_only_party</th>\n",
-       "                        <td id=\"T_f4ff9_row20_col0\" class=\"data row20 col0\" >-1.82</td>\n",
-       "                        <td id=\"T_f4ff9_row20_col1\" class=\"data row20 col1\" > 1.84e-10</td>\n",
-       "                        <td id=\"T_f4ff9_row20_col2\" class=\"data row20 col2\" >-BIG</td>\n",
-       "                        <td id=\"T_f4ff9_row20_col3\" class=\"data row20 col3\" >***</td>\n",
-       "                        <td id=\"T_f4ff9_row20_col4\" class=\"data row20 col4\" > NA</td>\n",
-       "                        <td id=\"T_f4ff9_row20_col5\" class=\"data row20 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f4ff9_row20_col6\" class=\"data row20 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f4ff9_level0_row21\" class=\"row_heading level0 row21\" >coef_driving_age_student_mixed_party</th>\n",
-       "                        <td id=\"T_f4ff9_row21_col0\" class=\"data row21 col0\" >-29.0</td>\n",
-       "                        <td id=\"T_f4ff9_row21_col1\" class=\"data row21 col1\" > 2.06e+04</td>\n",
-       "                        <td id=\"T_f4ff9_row21_col2\" class=\"data row21 col2\" >-0.00</td>\n",
-       "                        <td id=\"T_f4ff9_row21_col3\" class=\"data row21 col3\" ></td>\n",
-       "                        <td id=\"T_f4ff9_row21_col4\" class=\"data row21 col4\" > NA</td>\n",
-       "                        <td id=\"T_f4ff9_row21_col5\" class=\"data row21 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f4ff9_row21_col6\" class=\"data row21 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f4ff9_level0_row22\" class=\"row_heading level0 row22\" >coef_driving_age_student_specific_to_discretionary_joint_tours</th>\n",
-       "                        <td id=\"T_f4ff9_row22_col0\" class=\"data row22 col0\" >-0.667</td>\n",
-       "                        <td id=\"T_f4ff9_row22_col1\" class=\"data row22 col1\" > 5.70e-13</td>\n",
-       "                        <td id=\"T_f4ff9_row22_col2\" class=\"data row22 col2\" >-BIG</td>\n",
-       "                        <td id=\"T_f4ff9_row22_col3\" class=\"data row22 col3\" >***</td>\n",
-       "                        <td id=\"T_f4ff9_row22_col4\" class=\"data row22 col4\" > NA</td>\n",
-       "                        <td id=\"T_f4ff9_row22_col5\" class=\"data row22 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f4ff9_row22_col6\" class=\"data row22 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f4ff9_level0_row23\" class=\"row_heading level0 row23\" >coef_driving_age_student_specific_to_eating_out_joint_tours</th>\n",
-       "                        <td id=\"T_f4ff9_row23_col0\" class=\"data row23 col0\" > 2.34</td>\n",
-       "                        <td id=\"T_f4ff9_row23_col1\" class=\"data row23 col1\" > 0.00</td>\n",
-       "                        <td id=\"T_f4ff9_row23_col2\" class=\"data row23 col2\" > NA</td>\n",
-       "                        <td id=\"T_f4ff9_row23_col3\" class=\"data row23 col3\" >[]</td>\n",
-       "                        <td id=\"T_f4ff9_row23_col4\" class=\"data row23 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_f4ff9_row23_col5\" class=\"data row23 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f4ff9_row23_col6\" class=\"data row23 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f4ff9_level0_row24\" class=\"row_heading level0 row24\" >coef_dummy_for_high_income_for_adult_in_adult_party</th>\n",
-       "                        <td id=\"T_f4ff9_row24_col0\" class=\"data row24 col0\" > 0.132</td>\n",
-       "                        <td id=\"T_f4ff9_row24_col1\" class=\"data row24 col1\" > 0.897</td>\n",
-       "                        <td id=\"T_f4ff9_row24_col2\" class=\"data row24 col2\" > 0.15</td>\n",
-       "                        <td id=\"T_f4ff9_row24_col3\" class=\"data row24 col3\" ></td>\n",
-       "                        <td id=\"T_f4ff9_row24_col4\" class=\"data row24 col4\" > NA</td>\n",
-       "                        <td id=\"T_f4ff9_row24_col5\" class=\"data row24 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f4ff9_row24_col6\" class=\"data row24 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f4ff9_level0_row25\" class=\"row_heading level0 row25\" >coef_dummy_for_high_income_for_adult_in_mixed_party</th>\n",
-       "                        <td id=\"T_f4ff9_row25_col0\" class=\"data row25 col0\" >-0.379</td>\n",
-       "                        <td id=\"T_f4ff9_row25_col1\" class=\"data row25 col1\" > 0.321</td>\n",
-       "                        <td id=\"T_f4ff9_row25_col2\" class=\"data row25 col2\" >-1.18</td>\n",
-       "                        <td id=\"T_f4ff9_row25_col3\" class=\"data row25 col3\" ></td>\n",
-       "                        <td id=\"T_f4ff9_row25_col4\" class=\"data row25 col4\" > NA</td>\n",
-       "                        <td id=\"T_f4ff9_row25_col5\" class=\"data row25 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f4ff9_row25_col6\" class=\"data row25 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f4ff9_level0_row26\" class=\"row_heading level0 row26\" >coef_dummy_for_high_income_for_child_in_children_party</th>\n",
-       "                        <td id=\"T_f4ff9_row26_col0\" class=\"data row26 col0\" >-0.562</td>\n",
-       "                        <td id=\"T_f4ff9_row26_col1\" class=\"data row26 col1\" > 0.00</td>\n",
-       "                        <td id=\"T_f4ff9_row26_col2\" class=\"data row26 col2\" > NA</td>\n",
-       "                        <td id=\"T_f4ff9_row26_col3\" class=\"data row26 col3\" >[]</td>\n",
-       "                        <td id=\"T_f4ff9_row26_col4\" class=\"data row26 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_f4ff9_row26_col5\" class=\"data row26 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f4ff9_row26_col6\" class=\"data row26 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f4ff9_level0_row27\" class=\"row_heading level0 row27\" >coef_dummy_for_high_income_for_child_in_mixed_party</th>\n",
-       "                        <td id=\"T_f4ff9_row27_col0\" class=\"data row27 col0\" >-0.514</td>\n",
-       "                        <td id=\"T_f4ff9_row27_col1\" class=\"data row27 col1\" > 0.321</td>\n",
-       "                        <td id=\"T_f4ff9_row27_col2\" class=\"data row27 col2\" >-1.60</td>\n",
-       "                        <td id=\"T_f4ff9_row27_col3\" class=\"data row27 col3\" ></td>\n",
-       "                        <td id=\"T_f4ff9_row27_col4\" class=\"data row27 col4\" > NA</td>\n",
-       "                        <td id=\"T_f4ff9_row27_col5\" class=\"data row27 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f4ff9_row27_col6\" class=\"data row27 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f4ff9_level0_row28\" class=\"row_heading level0 row28\" >coef_full_time_worker_mixed_party</th>\n",
-       "                        <td id=\"T_f4ff9_row28_col0\" class=\"data row28 col0\" >-957.</td>\n",
-       "                        <td id=\"T_f4ff9_row28_col1\" class=\"data row28 col1\" > NA</td>\n",
-       "                        <td id=\"T_f4ff9_row28_col2\" class=\"data row28 col2\" > NA</td>\n",
-       "                        <td id=\"T_f4ff9_row28_col3\" class=\"data row28 col3\" >[***]</td>\n",
-       "                        <td id=\"T_f4ff9_row28_col4\" class=\"data row28 col4\" > NA</td>\n",
-       "                        <td id=\"T_f4ff9_row28_col5\" class=\"data row28 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f4ff9_row28_col6\" class=\"data row28 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f4ff9_level0_row29\" class=\"row_heading level0 row29\" >coef_full_time_worker_mixed_party_not</th>\n",
-       "                        <td id=\"T_f4ff9_row29_col0\" class=\"data row29 col0\" > 0.500</td>\n",
-       "                        <td id=\"T_f4ff9_row29_col1\" class=\"data row29 col1\" > NA</td>\n",
-       "                        <td id=\"T_f4ff9_row29_col2\" class=\"data row29 col2\" > NA</td>\n",
-       "                        <td id=\"T_f4ff9_row29_col3\" class=\"data row29 col3\" ></td>\n",
-       "                        <td id=\"T_f4ff9_row29_col4\" class=\"data row29 col4\" > NA</td>\n",
-       "                        <td id=\"T_f4ff9_row29_col5\" class=\"data row29 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f4ff9_row29_col6\" class=\"data row29 col6\" >fixed value</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f4ff9_level0_row30\" class=\"row_heading level0 row30\" >coef_full_time_worker_specific_to_discretionary_joint_tours</th>\n",
-       "                        <td id=\"T_f4ff9_row30_col0\" class=\"data row30 col0\" > 0.439</td>\n",
-       "                        <td id=\"T_f4ff9_row30_col1\" class=\"data row30 col1\" > 0.00</td>\n",
-       "                        <td id=\"T_f4ff9_row30_col2\" class=\"data row30 col2\" > NA</td>\n",
-       "                        <td id=\"T_f4ff9_row30_col3\" class=\"data row30 col3\" >[]</td>\n",
-       "                        <td id=\"T_f4ff9_row30_col4\" class=\"data row30 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_f4ff9_row30_col5\" class=\"data row30 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f4ff9_row30_col6\" class=\"data row30 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f4ff9_level0_row31\" class=\"row_heading level0 row31\" >coef_full_time_worker_specific_to_discretionary_joint_tours_not</th>\n",
-       "                        <td id=\"T_f4ff9_row31_col0\" class=\"data row31 col0\" > 0.500</td>\n",
-       "                        <td id=\"T_f4ff9_row31_col1\" class=\"data row31 col1\" > NA</td>\n",
-       "                        <td id=\"T_f4ff9_row31_col2\" class=\"data row31 col2\" > NA</td>\n",
-       "                        <td id=\"T_f4ff9_row31_col3\" class=\"data row31 col3\" ></td>\n",
-       "                        <td id=\"T_f4ff9_row31_col4\" class=\"data row31 col4\" > NA</td>\n",
-       "                        <td id=\"T_f4ff9_row31_col5\" class=\"data row31 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f4ff9_row31_col6\" class=\"data row31 col6\" >fixed value</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f4ff9_level0_row32\" class=\"row_heading level0 row32\" >coef_full_time_worker_specific_to_eating_out_joint_tours</th>\n",
-       "                        <td id=\"T_f4ff9_row32_col0\" class=\"data row32 col0\" > 0.716</td>\n",
-       "                        <td id=\"T_f4ff9_row32_col1\" class=\"data row32 col1\" > 0.00</td>\n",
-       "                        <td id=\"T_f4ff9_row32_col2\" class=\"data row32 col2\" > NA</td>\n",
-       "                        <td id=\"T_f4ff9_row32_col3\" class=\"data row32 col3\" >[]</td>\n",
-       "                        <td id=\"T_f4ff9_row32_col4\" class=\"data row32 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_f4ff9_row32_col5\" class=\"data row32 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f4ff9_row32_col6\" class=\"data row32 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f4ff9_level0_row33\" class=\"row_heading level0 row33\" >coef_full_time_worker_specific_to_eating_out_joint_tours_not</th>\n",
-       "                        <td id=\"T_f4ff9_row33_col0\" class=\"data row33 col0\" > 0.500</td>\n",
-       "                        <td id=\"T_f4ff9_row33_col1\" class=\"data row33 col1\" > NA</td>\n",
-       "                        <td id=\"T_f4ff9_row33_col2\" class=\"data row33 col2\" > NA</td>\n",
-       "                        <td id=\"T_f4ff9_row33_col3\" class=\"data row33 col3\" ></td>\n",
-       "                        <td id=\"T_f4ff9_row33_col4\" class=\"data row33 col4\" > NA</td>\n",
-       "                        <td id=\"T_f4ff9_row33_col5\" class=\"data row33 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f4ff9_row33_col6\" class=\"data row33 col6\" >fixed value</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f4ff9_level0_row34\" class=\"row_heading level0 row34\" >coef_household_in_suburban_area_adult_adult_only_party</th>\n",
-       "                        <td id=\"T_f4ff9_row34_col0\" class=\"data row34 col0\" > 0.00</td>\n",
-       "                        <td id=\"T_f4ff9_row34_col1\" class=\"data row34 col1\" > NA</td>\n",
-       "                        <td id=\"T_f4ff9_row34_col2\" class=\"data row34 col2\" > NA</td>\n",
-       "                        <td id=\"T_f4ff9_row34_col3\" class=\"data row34 col3\" ></td>\n",
-       "                        <td id=\"T_f4ff9_row34_col4\" class=\"data row34 col4\" > NA</td>\n",
-       "                        <td id=\"T_f4ff9_row34_col5\" class=\"data row34 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f4ff9_row34_col6\" class=\"data row34 col6\" >fixed value</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f4ff9_level0_row35\" class=\"row_heading level0 row35\" >coef_household_in_suburban_area_adult_mixed_party</th>\n",
-       "                        <td id=\"T_f4ff9_row35_col0\" class=\"data row35 col0\" >-0.0601</td>\n",
-       "                        <td id=\"T_f4ff9_row35_col1\" class=\"data row35 col1\" > 0.00</td>\n",
-       "                        <td id=\"T_f4ff9_row35_col2\" class=\"data row35 col2\" > NA</td>\n",
-       "                        <td id=\"T_f4ff9_row35_col3\" class=\"data row35 col3\" >[]</td>\n",
-       "                        <td id=\"T_f4ff9_row35_col4\" class=\"data row35 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_f4ff9_row35_col5\" class=\"data row35 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f4ff9_row35_col6\" class=\"data row35 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f4ff9_level0_row36\" class=\"row_heading level0 row36\" >coef_household_in_suburban_area_child_child_only_party</th>\n",
-       "                        <td id=\"T_f4ff9_row36_col0\" class=\"data row36 col0\" > 0.00</td>\n",
-       "                        <td id=\"T_f4ff9_row36_col1\" class=\"data row36 col1\" > NA</td>\n",
-       "                        <td id=\"T_f4ff9_row36_col2\" class=\"data row36 col2\" > NA</td>\n",
-       "                        <td id=\"T_f4ff9_row36_col3\" class=\"data row36 col3\" ></td>\n",
-       "                        <td id=\"T_f4ff9_row36_col4\" class=\"data row36 col4\" > NA</td>\n",
-       "                        <td id=\"T_f4ff9_row36_col5\" class=\"data row36 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f4ff9_row36_col6\" class=\"data row36 col6\" >fixed value</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f4ff9_level0_row37\" class=\"row_heading level0 row37\" >coef_household_in_suburban_area_child_mixed_party</th>\n",
-       "                        <td id=\"T_f4ff9_row37_col0\" class=\"data row37 col0\" > 0.00</td>\n",
-       "                        <td id=\"T_f4ff9_row37_col1\" class=\"data row37 col1\" > NA</td>\n",
-       "                        <td id=\"T_f4ff9_row37_col2\" class=\"data row37 col2\" > NA</td>\n",
-       "                        <td id=\"T_f4ff9_row37_col3\" class=\"data row37 col3\" ></td>\n",
-       "                        <td id=\"T_f4ff9_row37_col4\" class=\"data row37 col4\" > NA</td>\n",
-       "                        <td id=\"T_f4ff9_row37_col5\" class=\"data row37 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f4ff9_row37_col6\" class=\"data row37 col6\" >fixed value</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f4ff9_level0_row38\" class=\"row_heading level0 row38\" >coef_household_in_urban_area_adult_adult_only_party</th>\n",
-       "                        <td id=\"T_f4ff9_row38_col0\" class=\"data row38 col0\" > 0.00</td>\n",
-       "                        <td id=\"T_f4ff9_row38_col1\" class=\"data row38 col1\" > NA</td>\n",
-       "                        <td id=\"T_f4ff9_row38_col2\" class=\"data row38 col2\" > NA</td>\n",
-       "                        <td id=\"T_f4ff9_row38_col3\" class=\"data row38 col3\" ></td>\n",
-       "                        <td id=\"T_f4ff9_row38_col4\" class=\"data row38 col4\" > NA</td>\n",
-       "                        <td id=\"T_f4ff9_row38_col5\" class=\"data row38 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f4ff9_row38_col6\" class=\"data row38 col6\" >fixed value</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f4ff9_level0_row39\" class=\"row_heading level0 row39\" >coef_household_in_urban_area_adult_mixed_party</th>\n",
-       "                        <td id=\"T_f4ff9_row39_col0\" class=\"data row39 col0\" > 979.</td>\n",
-       "                        <td id=\"T_f4ff9_row39_col1\" class=\"data row39 col1\" > 3.97e+03</td>\n",
-       "                        <td id=\"T_f4ff9_row39_col2\" class=\"data row39 col2\" > 0.25</td>\n",
-       "                        <td id=\"T_f4ff9_row39_col3\" class=\"data row39 col3\" ></td>\n",
-       "                        <td id=\"T_f4ff9_row39_col4\" class=\"data row39 col4\" > NA</td>\n",
-       "                        <td id=\"T_f4ff9_row39_col5\" class=\"data row39 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f4ff9_row39_col6\" class=\"data row39 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f4ff9_level0_row40\" class=\"row_heading level0 row40\" >coef_household_in_urban_area_child_child_only_party</th>\n",
-       "                        <td id=\"T_f4ff9_row40_col0\" class=\"data row40 col0\" > 6.08</td>\n",
-       "                        <td id=\"T_f4ff9_row40_col1\" class=\"data row40 col1\" > 388.</td>\n",
-       "                        <td id=\"T_f4ff9_row40_col2\" class=\"data row40 col2\" > 0.02</td>\n",
-       "                        <td id=\"T_f4ff9_row40_col3\" class=\"data row40 col3\" ></td>\n",
-       "                        <td id=\"T_f4ff9_row40_col4\" class=\"data row40 col4\" > NA</td>\n",
-       "                        <td id=\"T_f4ff9_row40_col5\" class=\"data row40 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f4ff9_row40_col6\" class=\"data row40 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f4ff9_level0_row41\" class=\"row_heading level0 row41\" >coef_household_in_urban_area_child_mixed_party</th>\n",
-       "                        <td id=\"T_f4ff9_row41_col0\" class=\"data row41 col0\" >-19.3</td>\n",
-       "                        <td id=\"T_f4ff9_row41_col1\" class=\"data row41 col1\" > 1.94e+04</td>\n",
-       "                        <td id=\"T_f4ff9_row41_col2\" class=\"data row41 col2\" >-0.00</td>\n",
-       "                        <td id=\"T_f4ff9_row41_col3\" class=\"data row41 col3\" ></td>\n",
-       "                        <td id=\"T_f4ff9_row41_col4\" class=\"data row41 col4\" > NA</td>\n",
-       "                        <td id=\"T_f4ff9_row41_col5\" class=\"data row41 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f4ff9_row41_col6\" class=\"data row41 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f4ff9_level0_row42\" class=\"row_heading level0 row42\" >coef_non_worker_adults_only_party</th>\n",
-       "                        <td id=\"T_f4ff9_row42_col0\" class=\"data row42 col0\" >-4.08</td>\n",
-       "                        <td id=\"T_f4ff9_row42_col1\" class=\"data row42 col1\" > 1.45</td>\n",
-       "                        <td id=\"T_f4ff9_row42_col2\" class=\"data row42 col2\" >-2.81</td>\n",
-       "                        <td id=\"T_f4ff9_row42_col3\" class=\"data row42 col3\" >**</td>\n",
-       "                        <td id=\"T_f4ff9_row42_col4\" class=\"data row42 col4\" > NA</td>\n",
-       "                        <td id=\"T_f4ff9_row42_col5\" class=\"data row42 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f4ff9_row42_col6\" class=\"data row42 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f4ff9_level0_row43\" class=\"row_heading level0 row43\" >coef_non_worker_mixed_party</th>\n",
-       "                        <td id=\"T_f4ff9_row43_col0\" class=\"data row43 col0\" >-125.</td>\n",
-       "                        <td id=\"T_f4ff9_row43_col1\" class=\"data row43 col1\" > 0.00</td>\n",
-       "                        <td id=\"T_f4ff9_row43_col2\" class=\"data row43 col2\" > NA</td>\n",
-       "                        <td id=\"T_f4ff9_row43_col3\" class=\"data row43 col3\" >[]</td>\n",
-       "                        <td id=\"T_f4ff9_row43_col4\" class=\"data row43 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_f4ff9_row43_col5\" class=\"data row43 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f4ff9_row43_col6\" class=\"data row43 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f4ff9_level0_row44\" class=\"row_heading level0 row44\" >coef_non_worker_specific_to_discretionary_joint_tours</th>\n",
-       "                        <td id=\"T_f4ff9_row44_col0\" class=\"data row44 col0\" >-0.183</td>\n",
-       "                        <td id=\"T_f4ff9_row44_col1\" class=\"data row44 col1\" > 0.00</td>\n",
-       "                        <td id=\"T_f4ff9_row44_col2\" class=\"data row44 col2\" > NA</td>\n",
-       "                        <td id=\"T_f4ff9_row44_col3\" class=\"data row44 col3\" >[]</td>\n",
-       "                        <td id=\"T_f4ff9_row44_col4\" class=\"data row44 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_f4ff9_row44_col5\" class=\"data row44 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f4ff9_row44_col6\" class=\"data row44 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f4ff9_level0_row45\" class=\"row_heading level0 row45\" >coef_non_worker_specific_to_eating_out_joint_tours</th>\n",
-       "                        <td id=\"T_f4ff9_row45_col0\" class=\"data row45 col0\" > 0.162</td>\n",
-       "                        <td id=\"T_f4ff9_row45_col1\" class=\"data row45 col1\" > 0.00</td>\n",
-       "                        <td id=\"T_f4ff9_row45_col2\" class=\"data row45 col2\" > NA</td>\n",
-       "                        <td id=\"T_f4ff9_row45_col3\" class=\"data row45 col3\" >[]</td>\n",
-       "                        <td id=\"T_f4ff9_row45_col4\" class=\"data row45 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_f4ff9_row45_col5\" class=\"data row45 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f4ff9_row45_col6\" class=\"data row45 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f4ff9_level0_row46\" class=\"row_heading level0 row46\" >coef_part_time_worker_adults_only_party</th>\n",
-       "                        <td id=\"T_f4ff9_row46_col0\" class=\"data row46 col0\" >-3.25</td>\n",
-       "                        <td id=\"T_f4ff9_row46_col1\" class=\"data row46 col1\" > 1.03</td>\n",
-       "                        <td id=\"T_f4ff9_row46_col2\" class=\"data row46 col2\" >-3.14</td>\n",
-       "                        <td id=\"T_f4ff9_row46_col3\" class=\"data row46 col3\" >**</td>\n",
-       "                        <td id=\"T_f4ff9_row46_col4\" class=\"data row46 col4\" > NA</td>\n",
-       "                        <td id=\"T_f4ff9_row46_col5\" class=\"data row46 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f4ff9_row46_col6\" class=\"data row46 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f4ff9_level0_row47\" class=\"row_heading level0 row47\" >coef_part_time_worker_adults_only_party_not</th>\n",
-       "                        <td id=\"T_f4ff9_row47_col0\" class=\"data row47 col0\" > 0.500</td>\n",
-       "                        <td id=\"T_f4ff9_row47_col1\" class=\"data row47 col1\" > NA</td>\n",
-       "                        <td id=\"T_f4ff9_row47_col2\" class=\"data row47 col2\" > NA</td>\n",
-       "                        <td id=\"T_f4ff9_row47_col3\" class=\"data row47 col3\" ></td>\n",
-       "                        <td id=\"T_f4ff9_row47_col4\" class=\"data row47 col4\" > NA</td>\n",
-       "                        <td id=\"T_f4ff9_row47_col5\" class=\"data row47 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f4ff9_row47_col6\" class=\"data row47 col6\" >fixed value</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f4ff9_level0_row48\" class=\"row_heading level0 row48\" >coef_part_time_worker_mixed_party</th>\n",
-       "                        <td id=\"T_f4ff9_row48_col0\" class=\"data row48 col0\" > 2.25e+03</td>\n",
-       "                        <td id=\"T_f4ff9_row48_col1\" class=\"data row48 col1\" > 0.00</td>\n",
-       "                        <td id=\"T_f4ff9_row48_col2\" class=\"data row48 col2\" > NA</td>\n",
-       "                        <td id=\"T_f4ff9_row48_col3\" class=\"data row48 col3\" >[]</td>\n",
-       "                        <td id=\"T_f4ff9_row48_col4\" class=\"data row48 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_f4ff9_row48_col5\" class=\"data row48 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f4ff9_row48_col6\" class=\"data row48 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f4ff9_level0_row49\" class=\"row_heading level0 row49\" >coef_part_time_worker_specific_to_discretionary_joint_tours</th>\n",
-       "                        <td id=\"T_f4ff9_row49_col0\" class=\"data row49 col0\" > 0.285</td>\n",
-       "                        <td id=\"T_f4ff9_row49_col1\" class=\"data row49 col1\" > 0.00</td>\n",
-       "                        <td id=\"T_f4ff9_row49_col2\" class=\"data row49 col2\" > NA</td>\n",
-       "                        <td id=\"T_f4ff9_row49_col3\" class=\"data row49 col3\" >[]</td>\n",
-       "                        <td id=\"T_f4ff9_row49_col4\" class=\"data row49 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_f4ff9_row49_col5\" class=\"data row49 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f4ff9_row49_col6\" class=\"data row49 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f4ff9_level0_row50\" class=\"row_heading level0 row50\" >coef_part_time_worker_specific_to_eating_out_joint_tours</th>\n",
-       "                        <td id=\"T_f4ff9_row50_col0\" class=\"data row50 col0\" > 2.19</td>\n",
-       "                        <td id=\"T_f4ff9_row50_col1\" class=\"data row50 col1\" > 0.00</td>\n",
-       "                        <td id=\"T_f4ff9_row50_col2\" class=\"data row50 col2\" > NA</td>\n",
-       "                        <td id=\"T_f4ff9_row50_col3\" class=\"data row50 col3\" >[]</td>\n",
-       "                        <td id=\"T_f4ff9_row50_col4\" class=\"data row50 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_f4ff9_row50_col5\" class=\"data row50 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f4ff9_row50_col6\" class=\"data row50 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f4ff9_level0_row51\" class=\"row_heading level0 row51\" >coef_pre_driving_age_student_children_only_party</th>\n",
-       "                        <td id=\"T_f4ff9_row51_col0\" class=\"data row51 col0\" > 4.15</td>\n",
-       "                        <td id=\"T_f4ff9_row51_col1\" class=\"data row51 col1\" > 388.</td>\n",
-       "                        <td id=\"T_f4ff9_row51_col2\" class=\"data row51 col2\" > 0.01</td>\n",
-       "                        <td id=\"T_f4ff9_row51_col3\" class=\"data row51 col3\" ></td>\n",
-       "                        <td id=\"T_f4ff9_row51_col4\" class=\"data row51 col4\" > NA</td>\n",
-       "                        <td id=\"T_f4ff9_row51_col5\" class=\"data row51 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f4ff9_row51_col6\" class=\"data row51 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f4ff9_level0_row52\" class=\"row_heading level0 row52\" >coef_pre_driving_age_student_mixed_party</th>\n",
-       "                        <td id=\"T_f4ff9_row52_col0\" class=\"data row52 col0\" > 2.01</td>\n",
-       "                        <td id=\"T_f4ff9_row52_col1\" class=\"data row52 col1\" > 1.97e+04</td>\n",
-       "                        <td id=\"T_f4ff9_row52_col2\" class=\"data row52 col2\" > 0.00</td>\n",
-       "                        <td id=\"T_f4ff9_row52_col3\" class=\"data row52 col3\" ></td>\n",
-       "                        <td id=\"T_f4ff9_row52_col4\" class=\"data row52 col4\" > NA</td>\n",
-       "                        <td id=\"T_f4ff9_row52_col5\" class=\"data row52 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f4ff9_row52_col6\" class=\"data row52 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f4ff9_level0_row53\" class=\"row_heading level0 row53\" >coef_pre_driving_age_student_specific_to_discretionary_joint_tours</th>\n",
-       "                        <td id=\"T_f4ff9_row53_col0\" class=\"data row53 col0\" > 0.663</td>\n",
-       "                        <td id=\"T_f4ff9_row53_col1\" class=\"data row53 col1\" > 0.00</td>\n",
-       "                        <td id=\"T_f4ff9_row53_col2\" class=\"data row53 col2\" > NA</td>\n",
-       "                        <td id=\"T_f4ff9_row53_col3\" class=\"data row53 col3\" >[]</td>\n",
-       "                        <td id=\"T_f4ff9_row53_col4\" class=\"data row53 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_f4ff9_row53_col5\" class=\"data row53 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f4ff9_row53_col6\" class=\"data row53 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f4ff9_level0_row54\" class=\"row_heading level0 row54\" >coef_pre_driving_age_student_specific_to_eating_out_joint_tours</th>\n",
-       "                        <td id=\"T_f4ff9_row54_col0\" class=\"data row54 col0\" > 1.39</td>\n",
-       "                        <td id=\"T_f4ff9_row54_col1\" class=\"data row54 col1\" > 0.00</td>\n",
-       "                        <td id=\"T_f4ff9_row54_col2\" class=\"data row54 col2\" > NA</td>\n",
-       "                        <td id=\"T_f4ff9_row54_col3\" class=\"data row54 col3\" >[]</td>\n",
-       "                        <td id=\"T_f4ff9_row54_col4\" class=\"data row54 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_f4ff9_row54_col5\" class=\"data row54 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f4ff9_row54_col6\" class=\"data row54 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f4ff9_level0_row55\" class=\"row_heading level0 row55\" >coef_unavailable</th>\n",
-       "                        <td id=\"T_f4ff9_row55_col0\" class=\"data row55 col0\" >-999.</td>\n",
-       "                        <td id=\"T_f4ff9_row55_col1\" class=\"data row55 col1\" > NA</td>\n",
-       "                        <td id=\"T_f4ff9_row55_col2\" class=\"data row55 col2\" > NA</td>\n",
-       "                        <td id=\"T_f4ff9_row55_col3\" class=\"data row55 col3\" ></td>\n",
-       "                        <td id=\"T_f4ff9_row55_col4\" class=\"data row55 col4\" > NA</td>\n",
-       "                        <td id=\"T_f4ff9_row55_col5\" class=\"data row55 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f4ff9_row55_col6\" class=\"data row55 col6\" >fixed value</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f4ff9_level0_row56\" class=\"row_heading level0 row56\" >coef_university_student_mixed_party</th>\n",
-       "                        <td id=\"T_f4ff9_row56_col0\" class=\"data row56 col0\" >-959.</td>\n",
-       "                        <td id=\"T_f4ff9_row56_col1\" class=\"data row56 col1\" > NA</td>\n",
-       "                        <td id=\"T_f4ff9_row56_col2\" class=\"data row56 col2\" > NA</td>\n",
-       "                        <td id=\"T_f4ff9_row56_col3\" class=\"data row56 col3\" >[***]</td>\n",
-       "                        <td id=\"T_f4ff9_row56_col4\" class=\"data row56 col4\" > NA</td>\n",
-       "                        <td id=\"T_f4ff9_row56_col5\" class=\"data row56 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f4ff9_row56_col6\" class=\"data row56 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f4ff9_level0_row57\" class=\"row_heading level0 row57\" >coef_university_student_specific_to_discretionary_joint_tours</th>\n",
-       "                        <td id=\"T_f4ff9_row57_col0\" class=\"data row57 col0\" > 0.00</td>\n",
-       "                        <td id=\"T_f4ff9_row57_col1\" class=\"data row57 col1\" > NA</td>\n",
-       "                        <td id=\"T_f4ff9_row57_col2\" class=\"data row57 col2\" > NA</td>\n",
-       "                        <td id=\"T_f4ff9_row57_col3\" class=\"data row57 col3\" ></td>\n",
-       "                        <td id=\"T_f4ff9_row57_col4\" class=\"data row57 col4\" > NA</td>\n",
-       "                        <td id=\"T_f4ff9_row57_col5\" class=\"data row57 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f4ff9_row57_col6\" class=\"data row57 col6\" >fixed value</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f4ff9_level0_row58\" class=\"row_heading level0 row58\" >coef_university_student_specific_to_eating_out_joint_tours</th>\n",
-       "                        <td id=\"T_f4ff9_row58_col0\" class=\"data row58 col0\" >-0.820</td>\n",
-       "                        <td id=\"T_f4ff9_row58_col1\" class=\"data row58 col1\" > 0.00</td>\n",
-       "                        <td id=\"T_f4ff9_row58_col2\" class=\"data row58 col2\" > NA</td>\n",
-       "                        <td id=\"T_f4ff9_row58_col3\" class=\"data row58 col3\" >[]</td>\n",
-       "                        <td id=\"T_f4ff9_row58_col4\" class=\"data row58 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_f4ff9_row58_col5\" class=\"data row58 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_f4ff9_row58_col6\" class=\"data row58 col6\" ></td>\n",
-       "            </tr>\n",
-       "    </tbody></table>"
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+       "  vertical-align: top;\n",
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+       "}\n",
+       "</style>\n",
+       "<table id=\"T_2008e\">\n",
+       "  <thead>\n",
+       "    <tr>\n",
+       "      <th class=\"blank level0\" >&nbsp;</th>\n",
+       "      <th id=\"T_2008e_level0_col0\" class=\"col_heading level0 col0\" >Value</th>\n",
+       "      <th id=\"T_2008e_level0_col1\" class=\"col_heading level0 col1\" >Std Err</th>\n",
+       "      <th id=\"T_2008e_level0_col2\" class=\"col_heading level0 col2\" >t Stat</th>\n",
+       "      <th id=\"T_2008e_level0_col3\" class=\"col_heading level0 col3\" >Signif</th>\n",
+       "      <th id=\"T_2008e_level0_col4\" class=\"col_heading level0 col4\" >Null Value</th>\n",
+       "      <th id=\"T_2008e_level0_col5\" class=\"col_heading level0 col5\" >Constrained</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th class=\"index_name level0\" >Parameter</th>\n",
+       "      <th class=\"blank col0\" >&nbsp;</th>\n",
+       "      <th class=\"blank col1\" >&nbsp;</th>\n",
+       "      <th class=\"blank col2\" >&nbsp;</th>\n",
+       "      <th class=\"blank col3\" >&nbsp;</th>\n",
+       "      <th class=\"blank col4\" >&nbsp;</th>\n",
+       "      <th class=\"blank col5\" >&nbsp;</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2008e_level0_row0\" class=\"row_heading level0 row0\" >coef_adult_log_of_max_window_overlap_with_a_child_mixed</th>\n",
+       "      <td id=\"T_2008e_row0_col0\" class=\"data row0 col0\" > 2.13</td>\n",
+       "      <td id=\"T_2008e_row0_col1\" class=\"data row0 col1\" > 0.234</td>\n",
+       "      <td id=\"T_2008e_row0_col2\" class=\"data row0 col2\" > 9.09</td>\n",
+       "      <td id=\"T_2008e_row0_col3\" class=\"data row0 col3\" >***</td>\n",
+       "      <td id=\"T_2008e_row0_col4\" class=\"data row0 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2008e_row0_col5\" class=\"data row0 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2008e_level0_row1\" class=\"row_heading level0 row1\" >coef_adult_log_of_max_window_overlap_with_an_adult_adult_only_party</th>\n",
+       "      <td id=\"T_2008e_row1_col0\" class=\"data row1 col0\" > 1.28</td>\n",
+       "      <td id=\"T_2008e_row1_col1\" class=\"data row1 col1\" > 0.229</td>\n",
+       "      <td id=\"T_2008e_row1_col2\" class=\"data row1 col2\" > 5.59</td>\n",
+       "      <td id=\"T_2008e_row1_col3\" class=\"data row1 col3\" >***</td>\n",
+       "      <td id=\"T_2008e_row1_col4\" class=\"data row1 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2008e_row1_col5\" class=\"data row1 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2008e_level0_row2\" class=\"row_heading level0 row2\" >coef_adult_more_automobiles_than_workers_adult_only_party</th>\n",
+       "      <td id=\"T_2008e_row2_col0\" class=\"data row2 col0\" > 0.121</td>\n",
+       "      <td id=\"T_2008e_row2_col1\" class=\"data row2 col1\" > 0.233</td>\n",
+       "      <td id=\"T_2008e_row2_col2\" class=\"data row2 col2\" > 0.52</td>\n",
+       "      <td id=\"T_2008e_row2_col3\" class=\"data row2 col3\" ></td>\n",
+       "      <td id=\"T_2008e_row2_col4\" class=\"data row2 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2008e_row2_col5\" class=\"data row2 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2008e_level0_row3\" class=\"row_heading level0 row3\" >coef_adult_more_automobiles_than_workers_mixed_party</th>\n",
+       "      <td id=\"T_2008e_row3_col0\" class=\"data row3 col0\" >-0.592</td>\n",
+       "      <td id=\"T_2008e_row3_col1\" class=\"data row3 col1\" > 0.0889</td>\n",
+       "      <td id=\"T_2008e_row3_col2\" class=\"data row3 col2\" >-6.66</td>\n",
+       "      <td id=\"T_2008e_row3_col3\" class=\"data row3 col3\" >***</td>\n",
+       "      <td id=\"T_2008e_row3_col4\" class=\"data row3 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2008e_row3_col5\" class=\"data row3 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2008e_level0_row4\" class=\"row_heading level0 row4\" >coef_adult_number_of_joint_tours_adult_only</th>\n",
+       "      <td id=\"T_2008e_row4_col0\" class=\"data row4 col0\" >-0.794</td>\n",
+       "      <td id=\"T_2008e_row4_col1\" class=\"data row4 col1\" > 0.488</td>\n",
+       "      <td id=\"T_2008e_row4_col2\" class=\"data row4 col2\" >-1.63</td>\n",
+       "      <td id=\"T_2008e_row4_col3\" class=\"data row4 col3\" ></td>\n",
+       "      <td id=\"T_2008e_row4_col4\" class=\"data row4 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2008e_row4_col5\" class=\"data row4 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2008e_level0_row5\" class=\"row_heading level0 row5\" >coef_adult_number_of_joint_tours_mixed</th>\n",
+       "      <td id=\"T_2008e_row5_col0\" class=\"data row5 col0\" >-1.42</td>\n",
+       "      <td id=\"T_2008e_row5_col1\" class=\"data row5 col1\" > 0.525</td>\n",
+       "      <td id=\"T_2008e_row5_col2\" class=\"data row5 col2\" >-2.70</td>\n",
+       "      <td id=\"T_2008e_row5_col3\" class=\"data row5 col3\" >**</td>\n",
+       "      <td id=\"T_2008e_row5_col4\" class=\"data row5 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2008e_row5_col5\" class=\"data row5 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2008e_level0_row6\" class=\"row_heading level0 row6\" >coef_adult_number_of_other_adults_in_the_household_adults_only_party</th>\n",
+       "      <td id=\"T_2008e_row6_col0\" class=\"data row6 col0\" > 0.00</td>\n",
+       "      <td id=\"T_2008e_row6_col1\" class=\"data row6 col1\" > 0.00</td>\n",
+       "      <td id=\"T_2008e_row6_col2\" class=\"data row6 col2\" > NA</td>\n",
+       "      <td id=\"T_2008e_row6_col3\" class=\"data row6 col3\" ></td>\n",
+       "      <td id=\"T_2008e_row6_col4\" class=\"data row6 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2008e_row6_col5\" class=\"data row6 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2008e_level0_row7\" class=\"row_heading level0 row7\" >coef_adult_number_of_other_adults_in_the_household_mixed_party</th>\n",
+       "      <td id=\"T_2008e_row7_col0\" class=\"data row7 col0\" > 0.00</td>\n",
+       "      <td id=\"T_2008e_row7_col1\" class=\"data row7 col1\" > 0.00</td>\n",
+       "      <td id=\"T_2008e_row7_col2\" class=\"data row7 col2\" > NA</td>\n",
+       "      <td id=\"T_2008e_row7_col3\" class=\"data row7 col3\" ></td>\n",
+       "      <td id=\"T_2008e_row7_col4\" class=\"data row7 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2008e_row7_col5\" class=\"data row7 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2008e_level0_row8\" class=\"row_heading level0 row8\" >coef_child_log_of_max_window_overlap_with_a_child_child</th>\n",
+       "      <td id=\"T_2008e_row8_col0\" class=\"data row8 col0\" > 1.30</td>\n",
+       "      <td id=\"T_2008e_row8_col1\" class=\"data row8 col1\" > NA</td>\n",
+       "      <td id=\"T_2008e_row8_col2\" class=\"data row8 col2\" > NA</td>\n",
+       "      <td id=\"T_2008e_row8_col3\" class=\"data row8 col3\" ></td>\n",
+       "      <td id=\"T_2008e_row8_col4\" class=\"data row8 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2008e_row8_col5\" class=\"data row8 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2008e_level0_row9\" class=\"row_heading level0 row9\" >coef_child_log_of_max_window_overlap_with_an_adult_mixed</th>\n",
+       "      <td id=\"T_2008e_row9_col0\" class=\"data row9 col0\" > 1.54</td>\n",
+       "      <td id=\"T_2008e_row9_col1\" class=\"data row9 col1\" > NA</td>\n",
+       "      <td id=\"T_2008e_row9_col2\" class=\"data row9 col2\" > NA</td>\n",
+       "      <td id=\"T_2008e_row9_col3\" class=\"data row9 col3\" ></td>\n",
+       "      <td id=\"T_2008e_row9_col4\" class=\"data row9 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2008e_row9_col5\" class=\"data row9 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2008e_level0_row10\" class=\"row_heading level0 row10\" >coef_child_more_automobiles_than_workers_child_only_party</th>\n",
+       "      <td id=\"T_2008e_row10_col0\" class=\"data row10 col0\" >-0.421</td>\n",
+       "      <td id=\"T_2008e_row10_col1\" class=\"data row10 col1\" > 6.40e-14</td>\n",
+       "      <td id=\"T_2008e_row10_col2\" class=\"data row10 col2\" >-BIG</td>\n",
+       "      <td id=\"T_2008e_row10_col3\" class=\"data row10 col3\" >***</td>\n",
+       "      <td id=\"T_2008e_row10_col4\" class=\"data row10 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2008e_row10_col5\" class=\"data row10 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2008e_level0_row11\" class=\"row_heading level0 row11\" >coef_child_more_automobiles_than_workers_mixed_party</th>\n",
+       "      <td id=\"T_2008e_row11_col0\" class=\"data row11 col0\" >-0.366</td>\n",
+       "      <td id=\"T_2008e_row11_col1\" class=\"data row11 col1\" > 0.0889</td>\n",
+       "      <td id=\"T_2008e_row11_col2\" class=\"data row11 col2\" >-4.12</td>\n",
+       "      <td id=\"T_2008e_row11_col3\" class=\"data row11 col3\" >***</td>\n",
+       "      <td id=\"T_2008e_row11_col4\" class=\"data row11 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2008e_row11_col5\" class=\"data row11 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2008e_level0_row12\" class=\"row_heading level0 row12\" >coef_child_number_of_joint_tours_child_only</th>\n",
+       "      <td id=\"T_2008e_row12_col0\" class=\"data row12 col0\" > 0.866</td>\n",
+       "      <td id=\"T_2008e_row12_col1\" class=\"data row12 col1\" > 1.10</td>\n",
+       "      <td id=\"T_2008e_row12_col2\" class=\"data row12 col2\" > 0.79</td>\n",
+       "      <td id=\"T_2008e_row12_col3\" class=\"data row12 col3\" ></td>\n",
+       "      <td id=\"T_2008e_row12_col4\" class=\"data row12 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2008e_row12_col5\" class=\"data row12 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2008e_level0_row13\" class=\"row_heading level0 row13\" >coef_child_number_of_joint_tours_mixed</th>\n",
+       "      <td id=\"T_2008e_row13_col0\" class=\"data row13 col0\" >-0.262</td>\n",
+       "      <td id=\"T_2008e_row13_col1\" class=\"data row13 col1\" > 0.497</td>\n",
+       "      <td id=\"T_2008e_row13_col2\" class=\"data row13 col2\" >-0.53</td>\n",
+       "      <td id=\"T_2008e_row13_col3\" class=\"data row13 col3\" ></td>\n",
+       "      <td id=\"T_2008e_row13_col4\" class=\"data row13 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2008e_row13_col5\" class=\"data row13 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2008e_level0_row14\" class=\"row_heading level0 row14\" >coef_child_number_of_other_children_in_the_household_child_only_party</th>\n",
+       "      <td id=\"T_2008e_row14_col0\" class=\"data row14 col0\" > 0.00</td>\n",
+       "      <td id=\"T_2008e_row14_col1\" class=\"data row14 col1\" > 0.00</td>\n",
+       "      <td id=\"T_2008e_row14_col2\" class=\"data row14 col2\" > NA</td>\n",
+       "      <td id=\"T_2008e_row14_col3\" class=\"data row14 col3\" ></td>\n",
+       "      <td id=\"T_2008e_row14_col4\" class=\"data row14 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2008e_row14_col5\" class=\"data row14 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2008e_level0_row15\" class=\"row_heading level0 row15\" >coef_child_number_of_other_children_in_the_household_mixed</th>\n",
+       "      <td id=\"T_2008e_row15_col0\" class=\"data row15 col0\" > 0.00</td>\n",
+       "      <td id=\"T_2008e_row15_col1\" class=\"data row15 col1\" > 0.00</td>\n",
+       "      <td id=\"T_2008e_row15_col2\" class=\"data row15 col2\" > NA</td>\n",
+       "      <td id=\"T_2008e_row15_col3\" class=\"data row15 col3\" ></td>\n",
+       "      <td id=\"T_2008e_row15_col4\" class=\"data row15 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2008e_row15_col5\" class=\"data row15 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2008e_level0_row16\" class=\"row_heading level0 row16\" >coef_child_too_young_for_school_children_only_party</th>\n",
+       "      <td id=\"T_2008e_row16_col0\" class=\"data row16 col0\" >-1.15</td>\n",
+       "      <td id=\"T_2008e_row16_col1\" class=\"data row16 col1\" > 1.19</td>\n",
+       "      <td id=\"T_2008e_row16_col2\" class=\"data row16 col2\" >-0.97</td>\n",
+       "      <td id=\"T_2008e_row16_col3\" class=\"data row16 col3\" ></td>\n",
+       "      <td id=\"T_2008e_row16_col4\" class=\"data row16 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2008e_row16_col5\" class=\"data row16 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2008e_level0_row17\" class=\"row_heading level0 row17\" >coef_child_too_young_for_school_mixed_party</th>\n",
+       "      <td id=\"T_2008e_row17_col0\" class=\"data row17 col0\" > 0.198</td>\n",
+       "      <td id=\"T_2008e_row17_col1\" class=\"data row17 col1\" > 0.525</td>\n",
+       "      <td id=\"T_2008e_row17_col2\" class=\"data row17 col2\" > 0.38</td>\n",
+       "      <td id=\"T_2008e_row17_col3\" class=\"data row17 col3\" ></td>\n",
+       "      <td id=\"T_2008e_row17_col4\" class=\"data row17 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2008e_row17_col5\" class=\"data row17 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2008e_level0_row18\" class=\"row_heading level0 row18\" >coef_child_too_young_for_school_specific_to_discretionary_joint_tours</th>\n",
+       "      <td id=\"T_2008e_row18_col0\" class=\"data row18 col0\" > 0.128</td>\n",
+       "      <td id=\"T_2008e_row18_col1\" class=\"data row18 col1\" > NA</td>\n",
+       "      <td id=\"T_2008e_row18_col2\" class=\"data row18 col2\" > NA</td>\n",
+       "      <td id=\"T_2008e_row18_col3\" class=\"data row18 col3\" ></td>\n",
+       "      <td id=\"T_2008e_row18_col4\" class=\"data row18 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2008e_row18_col5\" class=\"data row18 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2008e_level0_row19\" class=\"row_heading level0 row19\" >coef_child_too_young_for_school_specific_to_eating_out_joint_tours</th>\n",
+       "      <td id=\"T_2008e_row19_col0\" class=\"data row19 col0\" > 0.659</td>\n",
+       "      <td id=\"T_2008e_row19_col1\" class=\"data row19 col1\" > 1.08e-14</td>\n",
+       "      <td id=\"T_2008e_row19_col2\" class=\"data row19 col2\" > BIG</td>\n",
+       "      <td id=\"T_2008e_row19_col3\" class=\"data row19 col3\" >***</td>\n",
+       "      <td id=\"T_2008e_row19_col4\" class=\"data row19 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2008e_row19_col5\" class=\"data row19 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2008e_level0_row20\" class=\"row_heading level0 row20\" >coef_driving_age_student_children_only_party</th>\n",
+       "      <td id=\"T_2008e_row20_col0\" class=\"data row20 col0\" >-2.12</td>\n",
+       "      <td id=\"T_2008e_row20_col1\" class=\"data row20 col1\" > 1.40</td>\n",
+       "      <td id=\"T_2008e_row20_col2\" class=\"data row20 col2\" >-1.51</td>\n",
+       "      <td id=\"T_2008e_row20_col3\" class=\"data row20 col3\" ></td>\n",
+       "      <td id=\"T_2008e_row20_col4\" class=\"data row20 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2008e_row20_col5\" class=\"data row20 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2008e_level0_row21\" class=\"row_heading level0 row21\" >coef_driving_age_student_mixed_party</th>\n",
+       "      <td id=\"T_2008e_row21_col0\" class=\"data row21 col0\" > 0.323</td>\n",
+       "      <td id=\"T_2008e_row21_col1\" class=\"data row21 col1\" > 0.613</td>\n",
+       "      <td id=\"T_2008e_row21_col2\" class=\"data row21 col2\" > 0.53</td>\n",
+       "      <td id=\"T_2008e_row21_col3\" class=\"data row21 col3\" ></td>\n",
+       "      <td id=\"T_2008e_row21_col4\" class=\"data row21 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2008e_row21_col5\" class=\"data row21 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2008e_level0_row22\" class=\"row_heading level0 row22\" >coef_driving_age_student_specific_to_discretionary_joint_tours</th>\n",
+       "      <td id=\"T_2008e_row22_col0\" class=\"data row22 col0\" >-0.668</td>\n",
+       "      <td id=\"T_2008e_row22_col1\" class=\"data row22 col1\" > 4.92e-15</td>\n",
+       "      <td id=\"T_2008e_row22_col2\" class=\"data row22 col2\" >-BIG</td>\n",
+       "      <td id=\"T_2008e_row22_col3\" class=\"data row22 col3\" >***</td>\n",
+       "      <td id=\"T_2008e_row22_col4\" class=\"data row22 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2008e_row22_col5\" class=\"data row22 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2008e_level0_row23\" class=\"row_heading level0 row23\" >coef_driving_age_student_specific_to_eating_out_joint_tours</th>\n",
+       "      <td id=\"T_2008e_row23_col0\" class=\"data row23 col0\" > 2.34</td>\n",
+       "      <td id=\"T_2008e_row23_col1\" class=\"data row23 col1\" > NA</td>\n",
+       "      <td id=\"T_2008e_row23_col2\" class=\"data row23 col2\" > NA</td>\n",
+       "      <td id=\"T_2008e_row23_col3\" class=\"data row23 col3\" ></td>\n",
+       "      <td id=\"T_2008e_row23_col4\" class=\"data row23 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2008e_row23_col5\" class=\"data row23 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2008e_level0_row24\" class=\"row_heading level0 row24\" >coef_dummy_for_high_income_for_adult_in_adult_party</th>\n",
+       "      <td id=\"T_2008e_row24_col0\" class=\"data row24 col0\" >-0.0682</td>\n",
+       "      <td id=\"T_2008e_row24_col1\" class=\"data row24 col1\" > 0.231</td>\n",
+       "      <td id=\"T_2008e_row24_col2\" class=\"data row24 col2\" >-0.29</td>\n",
+       "      <td id=\"T_2008e_row24_col3\" class=\"data row24 col3\" ></td>\n",
+       "      <td id=\"T_2008e_row24_col4\" class=\"data row24 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2008e_row24_col5\" class=\"data row24 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2008e_level0_row25\" class=\"row_heading level0 row25\" >coef_dummy_for_high_income_for_adult_in_mixed_party</th>\n",
+       "      <td id=\"T_2008e_row25_col0\" class=\"data row25 col0\" > 0.113</td>\n",
+       "      <td id=\"T_2008e_row25_col1\" class=\"data row25 col1\" > 0.0599</td>\n",
+       "      <td id=\"T_2008e_row25_col2\" class=\"data row25 col2\" > 1.89</td>\n",
+       "      <td id=\"T_2008e_row25_col3\" class=\"data row25 col3\" ></td>\n",
+       "      <td id=\"T_2008e_row25_col4\" class=\"data row25 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2008e_row25_col5\" class=\"data row25 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2008e_level0_row26\" class=\"row_heading level0 row26\" >coef_dummy_for_high_income_for_child_in_children_party</th>\n",
+       "      <td id=\"T_2008e_row26_col0\" class=\"data row26 col0\" >-0.212</td>\n",
+       "      <td id=\"T_2008e_row26_col1\" class=\"data row26 col1\" > 0.453</td>\n",
+       "      <td id=\"T_2008e_row26_col2\" class=\"data row26 col2\" >-0.47</td>\n",
+       "      <td id=\"T_2008e_row26_col3\" class=\"data row26 col3\" ></td>\n",
+       "      <td id=\"T_2008e_row26_col4\" class=\"data row26 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2008e_row26_col5\" class=\"data row26 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2008e_level0_row27\" class=\"row_heading level0 row27\" >coef_dummy_for_high_income_for_child_in_mixed_party</th>\n",
+       "      <td id=\"T_2008e_row27_col0\" class=\"data row27 col0\" >-0.0137</td>\n",
+       "      <td id=\"T_2008e_row27_col1\" class=\"data row27 col1\" > 0.0599</td>\n",
+       "      <td id=\"T_2008e_row27_col2\" class=\"data row27 col2\" >-0.23</td>\n",
+       "      <td id=\"T_2008e_row27_col3\" class=\"data row27 col3\" ></td>\n",
+       "      <td id=\"T_2008e_row27_col4\" class=\"data row27 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2008e_row27_col5\" class=\"data row27 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2008e_level0_row28\" class=\"row_heading level0 row28\" >coef_full_time_worker_mixed_party</th>\n",
+       "      <td id=\"T_2008e_row28_col0\" class=\"data row28 col0\" >-3.53</td>\n",
+       "      <td id=\"T_2008e_row28_col1\" class=\"data row28 col1\" > 0.837</td>\n",
+       "      <td id=\"T_2008e_row28_col2\" class=\"data row28 col2\" >-4.21</td>\n",
+       "      <td id=\"T_2008e_row28_col3\" class=\"data row28 col3\" >***</td>\n",
+       "      <td id=\"T_2008e_row28_col4\" class=\"data row28 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2008e_row28_col5\" class=\"data row28 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2008e_level0_row29\" class=\"row_heading level0 row29\" >coef_full_time_worker_mixed_party_not</th>\n",
+       "      <td id=\"T_2008e_row29_col0\" class=\"data row29 col0\" > 0.500</td>\n",
+       "      <td id=\"T_2008e_row29_col1\" class=\"data row29 col1\" > 0.00</td>\n",
+       "      <td id=\"T_2008e_row29_col2\" class=\"data row29 col2\" > NA</td>\n",
+       "      <td id=\"T_2008e_row29_col3\" class=\"data row29 col3\" ></td>\n",
+       "      <td id=\"T_2008e_row29_col4\" class=\"data row29 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2008e_row29_col5\" class=\"data row29 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2008e_level0_row30\" class=\"row_heading level0 row30\" >coef_full_time_worker_specific_to_discretionary_joint_tours</th>\n",
+       "      <td id=\"T_2008e_row30_col0\" class=\"data row30 col0\" > 0.439</td>\n",
+       "      <td id=\"T_2008e_row30_col1\" class=\"data row30 col1\" > 7.59e-16</td>\n",
+       "      <td id=\"T_2008e_row30_col2\" class=\"data row30 col2\" > BIG</td>\n",
+       "      <td id=\"T_2008e_row30_col3\" class=\"data row30 col3\" >***</td>\n",
+       "      <td id=\"T_2008e_row30_col4\" class=\"data row30 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2008e_row30_col5\" class=\"data row30 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2008e_level0_row31\" class=\"row_heading level0 row31\" >coef_full_time_worker_specific_to_discretionary_joint_tours_not</th>\n",
+       "      <td id=\"T_2008e_row31_col0\" class=\"data row31 col0\" > 0.500</td>\n",
+       "      <td id=\"T_2008e_row31_col1\" class=\"data row31 col1\" > 0.00</td>\n",
+       "      <td id=\"T_2008e_row31_col2\" class=\"data row31 col2\" > NA</td>\n",
+       "      <td id=\"T_2008e_row31_col3\" class=\"data row31 col3\" ></td>\n",
+       "      <td id=\"T_2008e_row31_col4\" class=\"data row31 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2008e_row31_col5\" class=\"data row31 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2008e_level0_row32\" class=\"row_heading level0 row32\" >coef_full_time_worker_specific_to_eating_out_joint_tours</th>\n",
+       "      <td id=\"T_2008e_row32_col0\" class=\"data row32 col0\" > 0.716</td>\n",
+       "      <td id=\"T_2008e_row32_col1\" class=\"data row32 col1\" > 1.68e-16</td>\n",
+       "      <td id=\"T_2008e_row32_col2\" class=\"data row32 col2\" > BIG</td>\n",
+       "      <td id=\"T_2008e_row32_col3\" class=\"data row32 col3\" >***</td>\n",
+       "      <td id=\"T_2008e_row32_col4\" class=\"data row32 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2008e_row32_col5\" class=\"data row32 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2008e_level0_row33\" class=\"row_heading level0 row33\" >coef_full_time_worker_specific_to_eating_out_joint_tours_not</th>\n",
+       "      <td id=\"T_2008e_row33_col0\" class=\"data row33 col0\" > 0.500</td>\n",
+       "      <td id=\"T_2008e_row33_col1\" class=\"data row33 col1\" > 0.00</td>\n",
+       "      <td id=\"T_2008e_row33_col2\" class=\"data row33 col2\" > NA</td>\n",
+       "      <td id=\"T_2008e_row33_col3\" class=\"data row33 col3\" ></td>\n",
+       "      <td id=\"T_2008e_row33_col4\" class=\"data row33 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2008e_row33_col5\" class=\"data row33 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2008e_level0_row34\" class=\"row_heading level0 row34\" >coef_household_in_suburban_area_adult_adult_only_party</th>\n",
+       "      <td id=\"T_2008e_row34_col0\" class=\"data row34 col0\" > 0.00</td>\n",
+       "      <td id=\"T_2008e_row34_col1\" class=\"data row34 col1\" > 0.00</td>\n",
+       "      <td id=\"T_2008e_row34_col2\" class=\"data row34 col2\" > NA</td>\n",
+       "      <td id=\"T_2008e_row34_col3\" class=\"data row34 col3\" ></td>\n",
+       "      <td id=\"T_2008e_row34_col4\" class=\"data row34 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2008e_row34_col5\" class=\"data row34 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2008e_level0_row35\" class=\"row_heading level0 row35\" >coef_household_in_suburban_area_adult_mixed_party</th>\n",
+       "      <td id=\"T_2008e_row35_col0\" class=\"data row35 col0\" > 1.24</td>\n",
+       "      <td id=\"T_2008e_row35_col1\" class=\"data row35 col1\" > 1.10</td>\n",
+       "      <td id=\"T_2008e_row35_col2\" class=\"data row35 col2\" > 1.13</td>\n",
+       "      <td id=\"T_2008e_row35_col3\" class=\"data row35 col3\" ></td>\n",
+       "      <td id=\"T_2008e_row35_col4\" class=\"data row35 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2008e_row35_col5\" class=\"data row35 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2008e_level0_row36\" class=\"row_heading level0 row36\" >coef_household_in_suburban_area_child_child_only_party</th>\n",
+       "      <td id=\"T_2008e_row36_col0\" class=\"data row36 col0\" > 0.00</td>\n",
+       "      <td id=\"T_2008e_row36_col1\" class=\"data row36 col1\" > 0.00</td>\n",
+       "      <td id=\"T_2008e_row36_col2\" class=\"data row36 col2\" > NA</td>\n",
+       "      <td id=\"T_2008e_row36_col3\" class=\"data row36 col3\" ></td>\n",
+       "      <td id=\"T_2008e_row36_col4\" class=\"data row36 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2008e_row36_col5\" class=\"data row36 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2008e_level0_row37\" class=\"row_heading level0 row37\" >coef_household_in_suburban_area_child_mixed_party</th>\n",
+       "      <td id=\"T_2008e_row37_col0\" class=\"data row37 col0\" > 0.00</td>\n",
+       "      <td id=\"T_2008e_row37_col1\" class=\"data row37 col1\" > 0.00</td>\n",
+       "      <td id=\"T_2008e_row37_col2\" class=\"data row37 col2\" > NA</td>\n",
+       "      <td id=\"T_2008e_row37_col3\" class=\"data row37 col3\" ></td>\n",
+       "      <td id=\"T_2008e_row37_col4\" class=\"data row37 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2008e_row37_col5\" class=\"data row37 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2008e_level0_row38\" class=\"row_heading level0 row38\" >coef_household_in_urban_area_adult_adult_only_party</th>\n",
+       "      <td id=\"T_2008e_row38_col0\" class=\"data row38 col0\" > 0.00</td>\n",
+       "      <td id=\"T_2008e_row38_col1\" class=\"data row38 col1\" > 0.00</td>\n",
+       "      <td id=\"T_2008e_row38_col2\" class=\"data row38 col2\" > NA</td>\n",
+       "      <td id=\"T_2008e_row38_col3\" class=\"data row38 col3\" ></td>\n",
+       "      <td id=\"T_2008e_row38_col4\" class=\"data row38 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2008e_row38_col5\" class=\"data row38 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2008e_level0_row39\" class=\"row_heading level0 row39\" >coef_household_in_urban_area_adult_mixed_party</th>\n",
+       "      <td id=\"T_2008e_row39_col0\" class=\"data row39 col0\" > 1.20</td>\n",
+       "      <td id=\"T_2008e_row39_col1\" class=\"data row39 col1\" > 1.11</td>\n",
+       "      <td id=\"T_2008e_row39_col2\" class=\"data row39 col2\" > 1.09</td>\n",
+       "      <td id=\"T_2008e_row39_col3\" class=\"data row39 col3\" ></td>\n",
+       "      <td id=\"T_2008e_row39_col4\" class=\"data row39 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2008e_row39_col5\" class=\"data row39 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2008e_level0_row40\" class=\"row_heading level0 row40\" >coef_household_in_urban_area_child_child_only_party</th>\n",
+       "      <td id=\"T_2008e_row40_col0\" class=\"data row40 col0\" >-0.145</td>\n",
+       "      <td id=\"T_2008e_row40_col1\" class=\"data row40 col1\" > 0.520</td>\n",
+       "      <td id=\"T_2008e_row40_col2\" class=\"data row40 col2\" >-0.28</td>\n",
+       "      <td id=\"T_2008e_row40_col3\" class=\"data row40 col3\" ></td>\n",
+       "      <td id=\"T_2008e_row40_col4\" class=\"data row40 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2008e_row40_col5\" class=\"data row40 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2008e_level0_row41\" class=\"row_heading level0 row41\" >coef_household_in_urban_area_child_mixed_party</th>\n",
+       "      <td id=\"T_2008e_row41_col0\" class=\"data row41 col0\" >-0.139</td>\n",
+       "      <td id=\"T_2008e_row41_col1\" class=\"data row41 col1\" > 0.189</td>\n",
+       "      <td id=\"T_2008e_row41_col2\" class=\"data row41 col2\" >-0.74</td>\n",
+       "      <td id=\"T_2008e_row41_col3\" class=\"data row41 col3\" ></td>\n",
+       "      <td id=\"T_2008e_row41_col4\" class=\"data row41 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2008e_row41_col5\" class=\"data row41 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2008e_level0_row42\" class=\"row_heading level0 row42\" >coef_non_worker_adults_only_party</th>\n",
+       "      <td id=\"T_2008e_row42_col0\" class=\"data row42 col0\" >-3.16</td>\n",
+       "      <td id=\"T_2008e_row42_col1\" class=\"data row42 col1\" > 0.310</td>\n",
+       "      <td id=\"T_2008e_row42_col2\" class=\"data row42 col2\" >-10.20</td>\n",
+       "      <td id=\"T_2008e_row42_col3\" class=\"data row42 col3\" >***</td>\n",
+       "      <td id=\"T_2008e_row42_col4\" class=\"data row42 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2008e_row42_col5\" class=\"data row42 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2008e_level0_row43\" class=\"row_heading level0 row43\" >coef_non_worker_mixed_party</th>\n",
+       "      <td id=\"T_2008e_row43_col0\" class=\"data row43 col0\" > 1.06</td>\n",
+       "      <td id=\"T_2008e_row43_col1\" class=\"data row43 col1\" > 1.05</td>\n",
+       "      <td id=\"T_2008e_row43_col2\" class=\"data row43 col2\" > 1.01</td>\n",
+       "      <td id=\"T_2008e_row43_col3\" class=\"data row43 col3\" ></td>\n",
+       "      <td id=\"T_2008e_row43_col4\" class=\"data row43 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2008e_row43_col5\" class=\"data row43 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2008e_level0_row44\" class=\"row_heading level0 row44\" >coef_non_worker_specific_to_discretionary_joint_tours</th>\n",
+       "      <td id=\"T_2008e_row44_col0\" class=\"data row44 col0\" >-0.184</td>\n",
+       "      <td id=\"T_2008e_row44_col1\" class=\"data row44 col1\" > 0.00</td>\n",
+       "      <td id=\"T_2008e_row44_col2\" class=\"data row44 col2\" > NA</td>\n",
+       "      <td id=\"T_2008e_row44_col3\" class=\"data row44 col3\" ></td>\n",
+       "      <td id=\"T_2008e_row44_col4\" class=\"data row44 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2008e_row44_col5\" class=\"data row44 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2008e_level0_row45\" class=\"row_heading level0 row45\" >coef_non_worker_specific_to_eating_out_joint_tours</th>\n",
+       "      <td id=\"T_2008e_row45_col0\" class=\"data row45 col0\" > 0.162</td>\n",
+       "      <td id=\"T_2008e_row45_col1\" class=\"data row45 col1\" > 0.00</td>\n",
+       "      <td id=\"T_2008e_row45_col2\" class=\"data row45 col2\" > NA</td>\n",
+       "      <td id=\"T_2008e_row45_col3\" class=\"data row45 col3\" ></td>\n",
+       "      <td id=\"T_2008e_row45_col4\" class=\"data row45 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2008e_row45_col5\" class=\"data row45 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2008e_level0_row46\" class=\"row_heading level0 row46\" >coef_part_time_worker_adults_only_party</th>\n",
+       "      <td id=\"T_2008e_row46_col0\" class=\"data row46 col0\" >-3.63</td>\n",
+       "      <td id=\"T_2008e_row46_col1\" class=\"data row46 col1\" > 0.389</td>\n",
+       "      <td id=\"T_2008e_row46_col2\" class=\"data row46 col2\" >-9.33</td>\n",
+       "      <td id=\"T_2008e_row46_col3\" class=\"data row46 col3\" >***</td>\n",
+       "      <td id=\"T_2008e_row46_col4\" class=\"data row46 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2008e_row46_col5\" class=\"data row46 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2008e_level0_row47\" class=\"row_heading level0 row47\" >coef_part_time_worker_adults_only_party_not</th>\n",
+       "      <td id=\"T_2008e_row47_col0\" class=\"data row47 col0\" > 0.500</td>\n",
+       "      <td id=\"T_2008e_row47_col1\" class=\"data row47 col1\" > 0.00</td>\n",
+       "      <td id=\"T_2008e_row47_col2\" class=\"data row47 col2\" > NA</td>\n",
+       "      <td id=\"T_2008e_row47_col3\" class=\"data row47 col3\" ></td>\n",
+       "      <td id=\"T_2008e_row47_col4\" class=\"data row47 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2008e_row47_col5\" class=\"data row47 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2008e_level0_row48\" class=\"row_heading level0 row48\" >coef_part_time_worker_mixed_party</th>\n",
+       "      <td id=\"T_2008e_row48_col0\" class=\"data row48 col0\" >-0.448</td>\n",
+       "      <td id=\"T_2008e_row48_col1\" class=\"data row48 col1\" > 0.942</td>\n",
+       "      <td id=\"T_2008e_row48_col2\" class=\"data row48 col2\" >-0.48</td>\n",
+       "      <td id=\"T_2008e_row48_col3\" class=\"data row48 col3\" ></td>\n",
+       "      <td id=\"T_2008e_row48_col4\" class=\"data row48 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2008e_row48_col5\" class=\"data row48 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2008e_level0_row49\" class=\"row_heading level0 row49\" >coef_part_time_worker_specific_to_discretionary_joint_tours</th>\n",
+       "      <td id=\"T_2008e_row49_col0\" class=\"data row49 col0\" > 0.285</td>\n",
+       "      <td id=\"T_2008e_row49_col1\" class=\"data row49 col1\" > 0.00</td>\n",
+       "      <td id=\"T_2008e_row49_col2\" class=\"data row49 col2\" > NA</td>\n",
+       "      <td id=\"T_2008e_row49_col3\" class=\"data row49 col3\" ></td>\n",
+       "      <td id=\"T_2008e_row49_col4\" class=\"data row49 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2008e_row49_col5\" class=\"data row49 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2008e_level0_row50\" class=\"row_heading level0 row50\" >coef_part_time_worker_specific_to_eating_out_joint_tours</th>\n",
+       "      <td id=\"T_2008e_row50_col0\" class=\"data row50 col0\" > 2.19</td>\n",
+       "      <td id=\"T_2008e_row50_col1\" class=\"data row50 col1\" > 0.00</td>\n",
+       "      <td id=\"T_2008e_row50_col2\" class=\"data row50 col2\" > NA</td>\n",
+       "      <td id=\"T_2008e_row50_col3\" class=\"data row50 col3\" ></td>\n",
+       "      <td id=\"T_2008e_row50_col4\" class=\"data row50 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2008e_row50_col5\" class=\"data row50 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2008e_level0_row51\" class=\"row_heading level0 row51\" >coef_pre_driving_age_student_children_only_party</th>\n",
+       "      <td id=\"T_2008e_row51_col0\" class=\"data row51 col0\" > 0.992</td>\n",
+       "      <td id=\"T_2008e_row51_col1\" class=\"data row51 col1\" > 1.18</td>\n",
+       "      <td id=\"T_2008e_row51_col2\" class=\"data row51 col2\" > 0.84</td>\n",
+       "      <td id=\"T_2008e_row51_col3\" class=\"data row51 col3\" ></td>\n",
+       "      <td id=\"T_2008e_row51_col4\" class=\"data row51 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2008e_row51_col5\" class=\"data row51 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2008e_level0_row52\" class=\"row_heading level0 row52\" >coef_pre_driving_age_student_mixed_party</th>\n",
+       "      <td id=\"T_2008e_row52_col0\" class=\"data row52 col0\" >-0.0732</td>\n",
+       "      <td id=\"T_2008e_row52_col1\" class=\"data row52 col1\" > 0.527</td>\n",
+       "      <td id=\"T_2008e_row52_col2\" class=\"data row52 col2\" >-0.14</td>\n",
+       "      <td id=\"T_2008e_row52_col3\" class=\"data row52 col3\" ></td>\n",
+       "      <td id=\"T_2008e_row52_col4\" class=\"data row52 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2008e_row52_col5\" class=\"data row52 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2008e_level0_row53\" class=\"row_heading level0 row53\" >coef_pre_driving_age_student_specific_to_discretionary_joint_tours</th>\n",
+       "      <td id=\"T_2008e_row53_col0\" class=\"data row53 col0\" > 0.663</td>\n",
+       "      <td id=\"T_2008e_row53_col1\" class=\"data row53 col1\" > 0.00</td>\n",
+       "      <td id=\"T_2008e_row53_col2\" class=\"data row53 col2\" > NA</td>\n",
+       "      <td id=\"T_2008e_row53_col3\" class=\"data row53 col3\" ></td>\n",
+       "      <td id=\"T_2008e_row53_col4\" class=\"data row53 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2008e_row53_col5\" class=\"data row53 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2008e_level0_row54\" class=\"row_heading level0 row54\" >coef_pre_driving_age_student_specific_to_eating_out_joint_tours</th>\n",
+       "      <td id=\"T_2008e_row54_col0\" class=\"data row54 col0\" > 1.39</td>\n",
+       "      <td id=\"T_2008e_row54_col1\" class=\"data row54 col1\" > 0.00</td>\n",
+       "      <td id=\"T_2008e_row54_col2\" class=\"data row54 col2\" > NA</td>\n",
+       "      <td id=\"T_2008e_row54_col3\" class=\"data row54 col3\" ></td>\n",
+       "      <td id=\"T_2008e_row54_col4\" class=\"data row54 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2008e_row54_col5\" class=\"data row54 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2008e_level0_row55\" class=\"row_heading level0 row55\" >coef_unavailable</th>\n",
+       "      <td id=\"T_2008e_row55_col0\" class=\"data row55 col0\" >-999.</td>\n",
+       "      <td id=\"T_2008e_row55_col1\" class=\"data row55 col1\" > 0.00</td>\n",
+       "      <td id=\"T_2008e_row55_col2\" class=\"data row55 col2\" > NA</td>\n",
+       "      <td id=\"T_2008e_row55_col3\" class=\"data row55 col3\" ></td>\n",
+       "      <td id=\"T_2008e_row55_col4\" class=\"data row55 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2008e_row55_col5\" class=\"data row55 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2008e_level0_row56\" class=\"row_heading level0 row56\" >coef_university_student_mixed_party</th>\n",
+       "      <td id=\"T_2008e_row56_col0\" class=\"data row56 col0\" >-2.90</td>\n",
+       "      <td id=\"T_2008e_row56_col1\" class=\"data row56 col1\" > 0.860</td>\n",
+       "      <td id=\"T_2008e_row56_col2\" class=\"data row56 col2\" >-3.38</td>\n",
+       "      <td id=\"T_2008e_row56_col3\" class=\"data row56 col3\" >***</td>\n",
+       "      <td id=\"T_2008e_row56_col4\" class=\"data row56 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2008e_row56_col5\" class=\"data row56 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2008e_level0_row57\" class=\"row_heading level0 row57\" >coef_university_student_specific_to_discretionary_joint_tours</th>\n",
+       "      <td id=\"T_2008e_row57_col0\" class=\"data row57 col0\" > 0.00</td>\n",
+       "      <td id=\"T_2008e_row57_col1\" class=\"data row57 col1\" > 0.00</td>\n",
+       "      <td id=\"T_2008e_row57_col2\" class=\"data row57 col2\" > NA</td>\n",
+       "      <td id=\"T_2008e_row57_col3\" class=\"data row57 col3\" ></td>\n",
+       "      <td id=\"T_2008e_row57_col4\" class=\"data row57 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2008e_row57_col5\" class=\"data row57 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2008e_level0_row58\" class=\"row_heading level0 row58\" >coef_university_student_specific_to_eating_out_joint_tours</th>\n",
+       "      <td id=\"T_2008e_row58_col0\" class=\"data row58 col0\" >-0.820</td>\n",
+       "      <td id=\"T_2008e_row58_col1\" class=\"data row58 col1\" > 0.00</td>\n",
+       "      <td id=\"T_2008e_row58_col2\" class=\"data row58 col2\" > NA</td>\n",
+       "      <td id=\"T_2008e_row58_col3\" class=\"data row58 col3\" ></td>\n",
+       "      <td id=\"T_2008e_row58_col4\" class=\"data row58 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2008e_row58_col5\" class=\"data row58 col5\" ></td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n"
       ],
       "text/plain": [
-       "<pandas.io.formats.style.Styler at 0x7fd4a84a6040>"
+       "<pandas.io.formats.style.Styler at 0x169678820>"
       ]
      },
      "execution_count": 9,
@@ -3626,18 +3595,7 @@
    "cell_type": "code",
    "execution_count": 11,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<larch.util.excel.ExcelWriter at 0x7fd49865faf0>"
-      ]
-     },
-     "execution_count": 11,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "model.to_xlsx(\n",
     "    result_dir/f\"{modelname}_model_estimation.xlsx\", \n",
@@ -3695,7 +3653,7 @@
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>coef_full_time_worker_mixed_party</td>\n",
-       "      <td>-957.202749</td>\n",
+       "      <td>-3.527365</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -3707,7 +3665,7 @@
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td>coef_part_time_worker_adults_only_party</td>\n",
-       "      <td>-3.248302</td>\n",
+       "      <td>-3.631928</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -3719,61 +3677,61 @@
        "    <tr>\n",
        "      <th>5</th>\n",
        "      <td>coef_part_time_worker_mixed_party</td>\n",
-       "      <td>2254.660944</td>\n",
+       "      <td>-0.447984</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6</th>\n",
        "      <td>coef_university_student_mixed_party</td>\n",
-       "      <td>-958.612314</td>\n",
+       "      <td>-2.902637</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>7</th>\n",
        "      <td>coef_non_worker_adults_only_party</td>\n",
-       "      <td>-4.080384</td>\n",
+       "      <td>-3.161945</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>8</th>\n",
        "      <td>coef_non_worker_mixed_party</td>\n",
-       "      <td>-125.288137</td>\n",
+       "      <td>1.059162</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>9</th>\n",
        "      <td>coef_child_too_young_for_school_children_only_...</td>\n",
-       "      <td>-2.785631</td>\n",
+       "      <td>-1.149596</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>10</th>\n",
        "      <td>coef_child_too_young_for_school_mixed_party</td>\n",
-       "      <td>2.069934</td>\n",
+       "      <td>0.197836</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>11</th>\n",
        "      <td>coef_pre_driving_age_student_children_only_party</td>\n",
-       "      <td>4.151085</td>\n",
+       "      <td>0.991812</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>12</th>\n",
        "      <td>coef_pre_driving_age_student_mixed_party</td>\n",
-       "      <td>2.007228</td>\n",
+       "      <td>-0.073175</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>13</th>\n",
        "      <td>coef_driving_age_student_children_only_party</td>\n",
-       "      <td>-1.822000</td>\n",
+       "      <td>-2.120496</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>14</th>\n",
        "      <td>coef_driving_age_student_mixed_party</td>\n",
-       "      <td>-28.998969</td>\n",
+       "      <td>0.322986</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -3839,13 +3797,13 @@
        "    <tr>\n",
        "      <th>25</th>\n",
        "      <td>coef_child_too_young_for_school_specific_to_ea...</td>\n",
-       "      <td>0.658655</td>\n",
+       "      <td>0.658900</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>26</th>\n",
        "      <td>coef_child_too_young_for_school_specific_to_di...</td>\n",
-       "      <td>0.128371</td>\n",
+       "      <td>0.128400</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -3881,19 +3839,19 @@
        "    <tr>\n",
        "      <th>32</th>\n",
        "      <td>coef_household_in_urban_area_adult_mixed_party</td>\n",
-       "      <td>978.504490</td>\n",
+       "      <td>1.204039</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>33</th>\n",
        "      <td>coef_household_in_urban_area_child_child_only_...</td>\n",
-       "      <td>6.082784</td>\n",
+       "      <td>-0.145369</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>34</th>\n",
        "      <td>coef_household_in_urban_area_child_mixed_party</td>\n",
-       "      <td>-19.290030</td>\n",
+       "      <td>-0.138857</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -3905,7 +3863,7 @@
        "    <tr>\n",
        "      <th>36</th>\n",
        "      <td>coef_household_in_suburban_area_adult_mixed_party</td>\n",
-       "      <td>-0.060070</td>\n",
+       "      <td>1.239881</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -3923,73 +3881,73 @@
        "    <tr>\n",
        "      <th>39</th>\n",
        "      <td>coef_adult_more_automobiles_than_workers_adult...</td>\n",
-       "      <td>0.311671</td>\n",
+       "      <td>0.121220</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>40</th>\n",
        "      <td>coef_adult_more_automobiles_than_workers_mixed...</td>\n",
-       "      <td>-1.827740</td>\n",
+       "      <td>-0.591966</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>41</th>\n",
        "      <td>coef_child_more_automobiles_than_workers_child...</td>\n",
-       "      <td>-0.394683</td>\n",
+       "      <td>-0.421400</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>42</th>\n",
        "      <td>coef_child_more_automobiles_than_workers_mixed...</td>\n",
-       "      <td>-1.551914</td>\n",
+       "      <td>-0.366466</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>43</th>\n",
        "      <td>coef_dummy_for_high_income_for_adult_in_adult_...</td>\n",
-       "      <td>0.131783</td>\n",
+       "      <td>-0.068202</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>44</th>\n",
        "      <td>coef_dummy_for_high_income_for_adult_in_mixed_...</td>\n",
-       "      <td>-0.378918</td>\n",
+       "      <td>0.112930</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>45</th>\n",
        "      <td>coef_dummy_for_high_income_for_child_in_childr...</td>\n",
-       "      <td>-0.561900</td>\n",
+       "      <td>-0.211892</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>46</th>\n",
        "      <td>coef_dummy_for_high_income_for_child_in_mixed_...</td>\n",
-       "      <td>-0.513571</td>\n",
+       "      <td>-0.013740</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>47</th>\n",
        "      <td>coef_adult_number_of_joint_tours_adult_only</td>\n",
-       "      <td>-2.134054</td>\n",
+       "      <td>-0.794091</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>48</th>\n",
        "      <td>coef_adult_number_of_joint_tours_mixed</td>\n",
-       "      <td>-28.572220</td>\n",
+       "      <td>-1.417451</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>49</th>\n",
        "      <td>coef_child_number_of_joint_tours_child_only</td>\n",
-       "      <td>4.977604</td>\n",
+       "      <td>0.866122</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>50</th>\n",
        "      <td>coef_child_number_of_joint_tours_mixed</td>\n",
-       "      <td>17.894892</td>\n",
+       "      <td>-0.261747</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -4019,25 +3977,25 @@
        "    <tr>\n",
        "      <th>55</th>\n",
        "      <td>coef_adult_log_of_max_window_overlap_with_an_a...</td>\n",
-       "      <td>1.692145</td>\n",
+       "      <td>1.280678</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>56</th>\n",
        "      <td>coef_adult_log_of_max_window_overlap_with_a_ch...</td>\n",
-       "      <td>4.595737</td>\n",
+       "      <td>2.125116</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>57</th>\n",
        "      <td>coef_child_log_of_max_window_overlap_with_an_a...</td>\n",
-       "      <td>1.539267</td>\n",
+       "      <td>1.538000</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>58</th>\n",
        "      <td>coef_child_log_of_max_window_overlap_with_a_ch...</td>\n",
-       "      <td>1.275585</td>\n",
+       "      <td>1.296000</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
@@ -4045,66 +4003,66 @@
        "</div>"
       ],
       "text/plain": [
-       "                                     coefficient_name        value constrain\n",
-       "0                                    coef_unavailable  -999.000000         T\n",
-       "1                   coef_full_time_worker_mixed_party  -957.202749         F\n",
-       "2               coef_full_time_worker_mixed_party_not     0.500000         T\n",
-       "3             coef_part_time_worker_adults_only_party    -3.248302         F\n",
-       "4         coef_part_time_worker_adults_only_party_not     0.500000         T\n",
-       "5                   coef_part_time_worker_mixed_party  2254.660944         F\n",
-       "6                 coef_university_student_mixed_party  -958.612314         F\n",
-       "7                   coef_non_worker_adults_only_party    -4.080384         F\n",
-       "8                         coef_non_worker_mixed_party  -125.288137         F\n",
-       "9   coef_child_too_young_for_school_children_only_...    -2.785631         F\n",
-       "10        coef_child_too_young_for_school_mixed_party     2.069934         F\n",
-       "11   coef_pre_driving_age_student_children_only_party     4.151085         F\n",
-       "12           coef_pre_driving_age_student_mixed_party     2.007228         F\n",
-       "13       coef_driving_age_student_children_only_party    -1.822000         F\n",
-       "14               coef_driving_age_student_mixed_party   -28.998969         F\n",
-       "15  coef_full_time_worker_specific_to_eating_out_j...     0.715700         F\n",
-       "16  coef_full_time_worker_specific_to_eating_out_j...     0.500000         T\n",
-       "17  coef_full_time_worker_specific_to_discretionar...     0.439200         F\n",
-       "18  coef_full_time_worker_specific_to_discretionar...     0.500000         T\n",
-       "19  coef_part_time_worker_specific_to_eating_out_j...     2.188000         F\n",
-       "20  coef_part_time_worker_specific_to_discretionar...     0.285000         F\n",
-       "21  coef_university_student_specific_to_eating_out...    -0.820000         F\n",
-       "22  coef_university_student_specific_to_discretion...     0.000000         T\n",
-       "23  coef_non_worker_specific_to_eating_out_joint_t...     0.161700         F\n",
-       "24  coef_non_worker_specific_to_discretionary_join...    -0.183500         F\n",
-       "25  coef_child_too_young_for_school_specific_to_ea...     0.658655         F\n",
-       "26  coef_child_too_young_for_school_specific_to_di...     0.128371         F\n",
-       "27  coef_pre_driving_age_student_specific_to_eatin...     1.391000         F\n",
-       "28  coef_pre_driving_age_student_specific_to_discr...     0.662600         F\n",
-       "29  coef_driving_age_student_specific_to_eating_ou...     2.344000         F\n",
-       "30  coef_driving_age_student_specific_to_discretio...    -0.667500         F\n",
-       "31  coef_household_in_urban_area_adult_adult_only_...     0.000000         T\n",
-       "32     coef_household_in_urban_area_adult_mixed_party   978.504490         F\n",
-       "33  coef_household_in_urban_area_child_child_only_...     6.082784         F\n",
-       "34     coef_household_in_urban_area_child_mixed_party   -19.290030         F\n",
-       "35  coef_household_in_suburban_area_adult_adult_on...     0.000000         T\n",
-       "36  coef_household_in_suburban_area_adult_mixed_party    -0.060070         F\n",
-       "37  coef_household_in_suburban_area_child_child_on...     0.000000         T\n",
-       "38  coef_household_in_suburban_area_child_mixed_party     0.000000         T\n",
-       "39  coef_adult_more_automobiles_than_workers_adult...     0.311671         F\n",
-       "40  coef_adult_more_automobiles_than_workers_mixed...    -1.827740         F\n",
-       "41  coef_child_more_automobiles_than_workers_child...    -0.394683         F\n",
-       "42  coef_child_more_automobiles_than_workers_mixed...    -1.551914         F\n",
-       "43  coef_dummy_for_high_income_for_adult_in_adult_...     0.131783         F\n",
-       "44  coef_dummy_for_high_income_for_adult_in_mixed_...    -0.378918         F\n",
-       "45  coef_dummy_for_high_income_for_child_in_childr...    -0.561900         F\n",
-       "46  coef_dummy_for_high_income_for_child_in_mixed_...    -0.513571         F\n",
-       "47        coef_adult_number_of_joint_tours_adult_only    -2.134054         F\n",
-       "48             coef_adult_number_of_joint_tours_mixed   -28.572220         F\n",
-       "49        coef_child_number_of_joint_tours_child_only     4.977604         F\n",
-       "50             coef_child_number_of_joint_tours_mixed    17.894892         F\n",
-       "51  coef_adult_number_of_other_adults_in_the_house...     0.000000         T\n",
-       "52  coef_adult_number_of_other_adults_in_the_house...     0.000000         T\n",
-       "53  coef_child_number_of_other_children_in_the_hou...     0.000000         T\n",
-       "54  coef_child_number_of_other_children_in_the_hou...     0.000000         T\n",
-       "55  coef_adult_log_of_max_window_overlap_with_an_a...     1.692145         F\n",
-       "56  coef_adult_log_of_max_window_overlap_with_a_ch...     4.595737         F\n",
-       "57  coef_child_log_of_max_window_overlap_with_an_a...     1.539267         F\n",
-       "58  coef_child_log_of_max_window_overlap_with_a_ch...     1.275585         F"
+       "                                     coefficient_name       value constrain\n",
+       "0                                    coef_unavailable -999.000000         T\n",
+       "1                   coef_full_time_worker_mixed_party   -3.527365         F\n",
+       "2               coef_full_time_worker_mixed_party_not    0.500000         T\n",
+       "3             coef_part_time_worker_adults_only_party   -3.631928         F\n",
+       "4         coef_part_time_worker_adults_only_party_not    0.500000         T\n",
+       "5                   coef_part_time_worker_mixed_party   -0.447984         F\n",
+       "6                 coef_university_student_mixed_party   -2.902637         F\n",
+       "7                   coef_non_worker_adults_only_party   -3.161945         F\n",
+       "8                         coef_non_worker_mixed_party    1.059162         F\n",
+       "9   coef_child_too_young_for_school_children_only_...   -1.149596         F\n",
+       "10        coef_child_too_young_for_school_mixed_party    0.197836         F\n",
+       "11   coef_pre_driving_age_student_children_only_party    0.991812         F\n",
+       "12           coef_pre_driving_age_student_mixed_party   -0.073175         F\n",
+       "13       coef_driving_age_student_children_only_party   -2.120496         F\n",
+       "14               coef_driving_age_student_mixed_party    0.322986         F\n",
+       "15  coef_full_time_worker_specific_to_eating_out_j...    0.715700         F\n",
+       "16  coef_full_time_worker_specific_to_eating_out_j...    0.500000         T\n",
+       "17  coef_full_time_worker_specific_to_discretionar...    0.439200         F\n",
+       "18  coef_full_time_worker_specific_to_discretionar...    0.500000         T\n",
+       "19  coef_part_time_worker_specific_to_eating_out_j...    2.188000         F\n",
+       "20  coef_part_time_worker_specific_to_discretionar...    0.285000         F\n",
+       "21  coef_university_student_specific_to_eating_out...   -0.820000         F\n",
+       "22  coef_university_student_specific_to_discretion...    0.000000         T\n",
+       "23  coef_non_worker_specific_to_eating_out_joint_t...    0.161700         F\n",
+       "24  coef_non_worker_specific_to_discretionary_join...   -0.183500         F\n",
+       "25  coef_child_too_young_for_school_specific_to_ea...    0.658900         F\n",
+       "26  coef_child_too_young_for_school_specific_to_di...    0.128400         F\n",
+       "27  coef_pre_driving_age_student_specific_to_eatin...    1.391000         F\n",
+       "28  coef_pre_driving_age_student_specific_to_discr...    0.662600         F\n",
+       "29  coef_driving_age_student_specific_to_eating_ou...    2.344000         F\n",
+       "30  coef_driving_age_student_specific_to_discretio...   -0.667500         F\n",
+       "31  coef_household_in_urban_area_adult_adult_only_...    0.000000         T\n",
+       "32     coef_household_in_urban_area_adult_mixed_party    1.204039         F\n",
+       "33  coef_household_in_urban_area_child_child_only_...   -0.145369         F\n",
+       "34     coef_household_in_urban_area_child_mixed_party   -0.138857         F\n",
+       "35  coef_household_in_suburban_area_adult_adult_on...    0.000000         T\n",
+       "36  coef_household_in_suburban_area_adult_mixed_party    1.239881         F\n",
+       "37  coef_household_in_suburban_area_child_child_on...    0.000000         T\n",
+       "38  coef_household_in_suburban_area_child_mixed_party    0.000000         T\n",
+       "39  coef_adult_more_automobiles_than_workers_adult...    0.121220         F\n",
+       "40  coef_adult_more_automobiles_than_workers_mixed...   -0.591966         F\n",
+       "41  coef_child_more_automobiles_than_workers_child...   -0.421400         F\n",
+       "42  coef_child_more_automobiles_than_workers_mixed...   -0.366466         F\n",
+       "43  coef_dummy_for_high_income_for_adult_in_adult_...   -0.068202         F\n",
+       "44  coef_dummy_for_high_income_for_adult_in_mixed_...    0.112930         F\n",
+       "45  coef_dummy_for_high_income_for_child_in_childr...   -0.211892         F\n",
+       "46  coef_dummy_for_high_income_for_child_in_mixed_...   -0.013740         F\n",
+       "47        coef_adult_number_of_joint_tours_adult_only   -0.794091         F\n",
+       "48             coef_adult_number_of_joint_tours_mixed   -1.417451         F\n",
+       "49        coef_child_number_of_joint_tours_child_only    0.866122         F\n",
+       "50             coef_child_number_of_joint_tours_mixed   -0.261747         F\n",
+       "51  coef_adult_number_of_other_adults_in_the_house...    0.000000         T\n",
+       "52  coef_adult_number_of_other_adults_in_the_house...    0.000000         T\n",
+       "53  coef_child_number_of_other_children_in_the_hou...    0.000000         T\n",
+       "54  coef_child_number_of_other_children_in_the_hou...    0.000000         T\n",
+       "55  coef_adult_log_of_max_window_overlap_with_an_a...    1.280678         F\n",
+       "56  coef_adult_log_of_max_window_overlap_with_a_ch...    2.125116         F\n",
+       "57  coef_child_log_of_max_window_overlap_with_an_a...    1.538000         F\n",
+       "58  coef_child_log_of_max_window_overlap_with_a_ch...    1.296000         F"
       ]
      },
      "execution_count": 12,
@@ -4124,7 +4082,7 @@
    "toc_visible": true
   },
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "ESTER",
    "language": "python",
    "name": "python3"
   },
@@ -4138,7 +4096,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.8.6"
+   "version": "3.10.15"
   },
   "toc": {
    "base_numbering": 1,
diff --git a/activitysim/examples/example_estimation/notebooks/13_joint_nonmand_tour_dest.ipynb b/activitysim/examples/example_estimation/notebooks/13_joint_nonmand_tour_dest.ipynb
index 82fc07c165..20b9d7cac1 100644
--- a/activitysim/examples/example_estimation/notebooks/13_joint_nonmand_tour_dest.ipynb
+++ b/activitysim/examples/example_estimation/notebooks/13_joint_nonmand_tour_dest.ipynb
@@ -28,30 +28,74 @@
    "cell_type": "code",
    "execution_count": 1,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "JAX not found. Some functionality will be unavailable.\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "{'larch': '6.0.32',\n",
+       " 'sharrow': '2.13.0',\n",
+       " 'numpy': '1.26.4',\n",
+       " 'pandas': '1.5.3',\n",
+       " 'xarray': '2024.3.0',\n",
+       " 'numba': '0.60.0'}"
+      ]
+     },
+     "execution_count": 1,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "import larch  # !conda install larch #for estimation\n",
+    "import larch as lx\n",
     "import pandas as pd\n",
-    "import numpy as np\n",
-    "import yaml \n",
-    "import larch.util.excel\n",
-    "import os"
+    "\n",
+    "lx.versions()"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "We'll work in our `test` directory, where ActivitySim has saved the estimation data bundles."
+    "For this demo, we will assume that you have already run ActivitySim in estimation\n",
+    "mode, and saved the required estimation data bundles (EDB's) to disk.  See\n",
+    "the [first notebook](./01_estimation_mode.ipynb) for details.  The following module\n",
+    "will run a script to set everything up if the example data is not already available."
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 2,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "EDB directory already populated.\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "PosixPath('test-estimation-data/activitysim-prototype-mtc-extended')"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "os.chdir('test')"
+    "from est_mode_setup import prepare\n",
+    "\n",
+    "prepare()"
    ]
   },
   {
@@ -65,19 +109,36 @@
    "cell_type": "code",
    "execution_count": 3,
    "metadata": {},
-   "outputs": [],
-   "source": [
-    "modelnames = (\"non_mandatory_tour_destination\", \"joint_tour_destination\")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "loading from output-est-mode/estimation_data_bundle/non_mandatory_tour_destination/non_mandatory_tour_destination_coefficients.csv\n",
+      "loading from output-est-mode/estimation_data_bundle/non_mandatory_tour_destination/non_mandatory_tour_destination_SPEC.csv\n",
+      "loading from output-est-mode/estimation_data_bundle/non_mandatory_tour_destination/non_mandatory_tour_destination_alternatives_combined.parquet\n",
+      "loading from output-est-mode/estimation_data_bundle/non_mandatory_tour_destination/non_mandatory_tour_destination_choosers_combined.parquet\n",
+      "loading from output-est-mode/estimation_data_bundle/non_mandatory_tour_destination/non_mandatory_tour_destination_landuse.csv\n",
+      "loading from output-est-mode/estimation_data_bundle/non_mandatory_tour_destination/non_mandatory_tour_destination_size_terms.csv\n",
+      "loading from output-est-mode/estimation_data_bundle/joint_tour_destination/non_mandatory_tour_destination_coefficients.csv\n",
+      "loading from output-est-mode/estimation_data_bundle/joint_tour_destination/joint_tour_destination_SPEC.csv\n",
+      "loading from output-est-mode/estimation_data_bundle/joint_tour_destination/joint_tour_destination_alternatives_combined.parquet\n",
+      "loading from output-est-mode/estimation_data_bundle/joint_tour_destination/joint_tour_destination_choosers_combined.parquet\n",
+      "loading from output-est-mode/estimation_data_bundle/joint_tour_destination/joint_tour_destination_landuse.csv\n",
+      "loading from output-est-mode/estimation_data_bundle/joint_tour_destination/joint_tour_destination_size_terms.csv\n"
+     ]
+    }
+   ],
    "source": [
+    "modelnames = (\"non_mandatory_tour_destination\", \"joint_tour_destination\")\n",
+    "\n",
     "from activitysim.estimation.larch import component_model\n",
-    "model, data = component_model(modelnames, return_data=True)"
+    "\n",
+    "model, data = component_model(\n",
+    "    modelnames,\n",
+    "    edb_directory=\"output-est-mode/estimation_data_bundle/{name}/\",\n",
+    "    return_data=True,\n",
+    ")"
    ]
   },
   {
@@ -89,26 +150,6 @@
     "all models in the group."
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "larch.model.model_group.ModelGroup"
-      ]
-     },
-     "execution_count": 5,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "type(model)"
-   ]
-  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -127,7 +168,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [
     {
@@ -272,7 +313,7 @@
        "coef_othdiscr_dist_5_plus -0.1193         F"
       ]
      },
-     "execution_count": 6,
+     "execution_count": 4,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -290,7 +331,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [
     {
@@ -315,148 +356,88 @@
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>tour_id</th>\n",
-       "      <th>variable</th>\n",
-       "      <th>1</th>\n",
-       "      <th>2</th>\n",
-       "      <th>3</th>\n",
-       "      <th>4</th>\n",
-       "      <th>5</th>\n",
-       "      <th>6</th>\n",
-       "      <th>7</th>\n",
-       "      <th>8</th>\n",
-       "      <th>...</th>\n",
-       "      <th>181</th>\n",
-       "      <th>182</th>\n",
-       "      <th>183</th>\n",
-       "      <th>184</th>\n",
-       "      <th>185</th>\n",
-       "      <th>186</th>\n",
-       "      <th>187</th>\n",
-       "      <th>188</th>\n",
-       "      <th>189</th>\n",
-       "      <th>190</th>\n",
+       "      <th>alt_dest</th>\n",
+       "      <th>variable_label0000</th>\n",
+       "      <th>variable_label0001</th>\n",
+       "      <th>variable_label0002</th>\n",
+       "      <th>variable_label0003</th>\n",
+       "      <th>variable_label0004</th>\n",
+       "      <th>variable_label0005</th>\n",
+       "      <th>variable_label0006</th>\n",
+       "      <th>variable_label0007</th>\n",
+       "      <th>variable_label0008</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>6812</td>\n",
-       "      <td>variable_label0001</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
+       "      <td>1870</td>\n",
+       "      <td>8</td>\n",
        "      <td>1.0</td>\n",
+       "      <td>1.00</td>\n",
+       "      <td>2.06</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>7.492867</td>\n",
+       "      <td>False</td>\n",
+       "      <td>-0.349936</td>\n",
+       "      <td>4.970833</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>6812</td>\n",
-       "      <td>variable_label0004</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>1870</td>\n",
+       "      <td>16</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.00</td>\n",
+       "      <td>2.74</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>8.289751</td>\n",
+       "      <td>False</td>\n",
+       "      <td>-0.487843</td>\n",
+       "      <td>4.510890</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>6812</td>\n",
-       "      <td>variable_label0002</td>\n",
-       "      <td>1.3199999332427979</td>\n",
-       "      <td>1.0299999713897705</td>\n",
-       "      <td>0.8499999046325684</td>\n",
-       "      <td>1.190000057220459</td>\n",
-       "      <td>1.0299999713897705</td>\n",
-       "      <td>0.7799999713897705</td>\n",
-       "      <td>0.8399999141693115</td>\n",
-       "      <td>0.9900000095367432</td>\n",
-       "      <td>...</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>2.7800002098083496</td>\n",
-       "      <td>2.25</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>3.0</td>\n",
+       "      <td>1870</td>\n",
+       "      <td>17</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.00</td>\n",
+       "      <td>3.00</td>\n",
+       "      <td>0.1</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>7.651656</td>\n",
+       "      <td>False</td>\n",
+       "      <td>-0.537413</td>\n",
+       "      <td>5.289744</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>6812</td>\n",
-       "      <td>variable_label0003</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.17999982833862305</td>\n",
-       "      <td>1.0900001525878906</td>\n",
-       "      <td>0.619999885559082</td>\n",
+       "      <td>1870</td>\n",
+       "      <td>24</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.00</td>\n",
+       "      <td>1.77</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>0.36999988555908203</td>\n",
-       "      <td>0.7699999809265137</td>\n",
-       "      <td>0.880000114440918</td>\n",
-       "      <td>1.8299999237060547</td>\n",
-       "      <td>1.9099998474121094</td>\n",
+       "      <td>7.111745</td>\n",
+       "      <td>False</td>\n",
+       "      <td>-0.401546</td>\n",
+       "      <td>5.208261</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>6812</td>\n",
-       "      <td>variable_label0005</td>\n",
-       "      <td>6.577240859271166</td>\n",
-       "      <td>7.294423493874009</td>\n",
-       "      <td>5.752909090156044</td>\n",
-       "      <td>7.026094604325162</td>\n",
-       "      <td>8.012728626482545</td>\n",
-       "      <td>6.442966827027993</td>\n",
-       "      <td>7.224737382332969</td>\n",
-       "      <td>6.539973163879868</td>\n",
-       "      <td>...</td>\n",
-       "      <td>4.866333729879064</td>\n",
-       "      <td>5.1845549872093715</td>\n",
-       "      <td>5.945708525269778</td>\n",
-       "      <td>6.047381635266343</td>\n",
-       "      <td>6.06715626447492</td>\n",
-       "      <td>5.987948372605412</td>\n",
-       "      <td>5.730242629913322</td>\n",
-       "      <td>7.343549119396827</td>\n",
-       "      <td>3.6375335267623483</td>\n",
-       "      <td>5.304200029706192</td>\n",
+       "      <td>1870</td>\n",
+       "      <td>26</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.00</td>\n",
+       "      <td>1.78</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>6.132923</td>\n",
+       "      <td>False</td>\n",
+       "      <td>-0.354362</td>\n",
+       "      <td>6.192038</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>...</th>\n",
@@ -471,238 +452,139 @@
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>22405</th>\n",
-       "      <td>309796969</td>\n",
-       "      <td>variable_label0005</td>\n",
-       "      <td>6.920922213193693</td>\n",
-       "      <td>7.5031529068855916</td>\n",
-       "      <td>5.943363520428754</td>\n",
-       "      <td>7.177433500369317</td>\n",
-       "      <td>7.744893706655902</td>\n",
-       "      <td>7.132142856175178</td>\n",
-       "      <td>7.776358418630959</td>\n",
-       "      <td>7.492867258990462</td>\n",
-       "      <td>...</td>\n",
-       "      <td>6.295404368250281</td>\n",
-       "      <td>6.542860933838223</td>\n",
-       "      <td>7.009064302237333</td>\n",
-       "      <td>6.995735936068004</td>\n",
-       "      <td>7.245322332115837</td>\n",
-       "      <td>6.883649044438551</td>\n",
-       "      <td>6.242536445981009</td>\n",
-       "      <td>7.341552978800834</td>\n",
-       "      <td>6.826019054785318</td>\n",
-       "      <td>6.176073070133304</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>22406</th>\n",
-       "      <td>309796969</td>\n",
-       "      <td>variable_label0006</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>...</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
+       "      <th>712367</th>\n",
+       "      <td>310220296</td>\n",
+       "      <td>1428</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.00</td>\n",
+       "      <td>1.02</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>7.202319</td>\n",
        "      <td>False</td>\n",
+       "      <td>-0.662897</td>\n",
+       "      <td>3.354280</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>22407</th>\n",
-       "      <td>309796969</td>\n",
-       "      <td>variable_label0008</td>\n",
-       "      <td>5.933573903741054</td>\n",
-       "      <td>5.344185216853384</td>\n",
-       "      <td>6.89562358280515</td>\n",
-       "      <td>5.647237616473043</td>\n",
-       "      <td>5.057110403289843</td>\n",
-       "      <td>5.668668226461269</td>\n",
-       "      <td>5.005364682150095</td>\n",
-       "      <td>5.194710813754951</td>\n",
-       "      <td>...</td>\n",
-       "      <td>6.636636760302007</td>\n",
-       "      <td>6.2913541739318335</td>\n",
-       "      <td>5.78578181451264</td>\n",
-       "      <td>5.731482098740245</td>\n",
-       "      <td>5.204415731979751</td>\n",
-       "      <td>5.650324057176968</td>\n",
-       "      <td>6.038731661211121</td>\n",
-       "      <td>4.657280162420779</td>\n",
-       "      <td>5.539483971790338</td>\n",
-       "      <td>6.352944918087955</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>22408</th>\n",
-       "      <td>309796969</td>\n",
-       "      <td>variable_label0000</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
+       "      <th>712368</th>\n",
+       "      <td>310220296</td>\n",
+       "      <td>1430</td>\n",
        "      <td>1.0</td>\n",
+       "      <td>1.00</td>\n",
+       "      <td>0.90</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>7.344198</td>\n",
+       "      <td>False</td>\n",
+       "      <td>-0.447759</td>\n",
+       "      <td>4.749178</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>712369</th>\n",
+       "      <td>310220296</td>\n",
+       "      <td>1436</td>\n",
        "      <td>1.0</td>\n",
+       "      <td>1.00</td>\n",
+       "      <td>0.05</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>6.819036</td>\n",
+       "      <td>False</td>\n",
+       "      <td>-0.234562</td>\n",
+       "      <td>3.150228</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>712370</th>\n",
+       "      <td>310220296</td>\n",
+       "      <td>1437</td>\n",
        "      <td>1.0</td>\n",
+       "      <td>0.02</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>7.407333</td>\n",
+       "      <td>False</td>\n",
+       "      <td>0.312912</td>\n",
+       "      <td>2.531655</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>22409</th>\n",
-       "      <td>309796969</td>\n",
-       "      <td>variable_label0007</td>\n",
-       "      <td>-1.5391004507505035</td>\n",
-       "      <td>-1.5110957206148612</td>\n",
-       "      <td>-1.515112303709407</td>\n",
-       "      <td>-1.4410914767289662</td>\n",
-       "      <td>-1.4214516815414362</td>\n",
-       "      <td>-1.3281227091644512</td>\n",
-       "      <td>-1.305374454701245</td>\n",
-       "      <td>-1.2231266453653264</td>\n",
-       "      <td>...</td>\n",
-       "      <td>-1.3908896863022484</td>\n",
-       "      <td>-1.2171103795210079</td>\n",
-       "      <td>-1.1316699151863123</td>\n",
-       "      <td>-1.027487960708256</td>\n",
-       "      <td>-0.8599094598489491</td>\n",
-       "      <td>-0.893210378354493</td>\n",
-       "      <td>-0.8567540808188664</td>\n",
-       "      <td>-0.739846345991969</td>\n",
-       "      <td>-0.9938403733030249</td>\n",
-       "      <td>-1.1919534906357447</td>\n",
+       "      <th>712371</th>\n",
+       "      <td>310220296</td>\n",
+       "      <td>1438</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.00</td>\n",
+       "      <td>0.12</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>7.404157</td>\n",
+       "      <td>False</td>\n",
+       "      <td>-0.267253</td>\n",
+       "      <td>3.706103</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>22410 rows × 192 columns</p>\n",
+       "<p>712372 rows × 11 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "         tour_id            variable                    1  \\\n",
-       "0           6812  variable_label0001                  1.0   \n",
-       "1           6812  variable_label0004                  0.0   \n",
-       "2           6812  variable_label0002   1.3199999332427979   \n",
-       "3           6812  variable_label0003                  0.0   \n",
-       "4           6812  variable_label0005    6.577240859271166   \n",
-       "...          ...                 ...                  ...   \n",
-       "22405  309796969  variable_label0005    6.920922213193693   \n",
-       "22406  309796969  variable_label0006                False   \n",
-       "22407  309796969  variable_label0008    5.933573903741054   \n",
-       "22408  309796969  variable_label0000                  1.0   \n",
-       "22409  309796969  variable_label0007  -1.5391004507505035   \n",
+       "          tour_id  alt_dest  variable_label0000  variable_label0001  \\\n",
+       "0            1870         8                 1.0                1.00   \n",
+       "1            1870        16                 1.0                1.00   \n",
+       "2            1870        17                 1.0                1.00   \n",
+       "3            1870        24                 1.0                1.00   \n",
+       "4            1870        26                 1.0                1.00   \n",
+       "...           ...       ...                 ...                 ...   \n",
+       "712367  310220296      1428                 1.0                1.00   \n",
+       "712368  310220296      1430                 1.0                1.00   \n",
+       "712369  310220296      1436                 1.0                1.00   \n",
+       "712370  310220296      1437                 1.0                0.02   \n",
+       "712371  310220296      1438                 1.0                1.00   \n",
        "\n",
-       "                         2                   3                    4  \\\n",
-       "0                      1.0                 1.0                  1.0   \n",
-       "1                      0.0                 0.0                  0.0   \n",
-       "2       1.0299999713897705  0.8499999046325684    1.190000057220459   \n",
-       "3                      0.0                 0.0                  0.0   \n",
-       "4        7.294423493874009   5.752909090156044    7.026094604325162   \n",
-       "...                    ...                 ...                  ...   \n",
-       "22405   7.5031529068855916   5.943363520428754    7.177433500369317   \n",
-       "22406                False               False                False   \n",
-       "22407    5.344185216853384    6.89562358280515    5.647237616473043   \n",
-       "22408                  1.0                 1.0                  1.0   \n",
-       "22409  -1.5110957206148612  -1.515112303709407  -1.4410914767289662   \n",
+       "        variable_label0002  variable_label0003  variable_label0004  \\\n",
+       "0                     2.06                 0.0                 0.0   \n",
+       "1                     2.74                 0.0                 0.0   \n",
+       "2                     3.00                 0.1                 0.0   \n",
+       "3                     1.77                 0.0                 0.0   \n",
+       "4                     1.78                 0.0                 0.0   \n",
+       "...                    ...                 ...                 ...   \n",
+       "712367                1.02                 0.0                 0.0   \n",
+       "712368                0.90                 0.0                 0.0   \n",
+       "712369                0.05                 0.0                 0.0   \n",
+       "712370                0.00                 0.0                 0.0   \n",
+       "712371                0.12                 0.0                 0.0   \n",
        "\n",
-       "                         5                    6                   7  \\\n",
-       "0                      1.0                  1.0                 1.0   \n",
-       "1                      0.0                  0.0                 0.0   \n",
-       "2       1.0299999713897705   0.7799999713897705  0.8399999141693115   \n",
-       "3                      0.0                  0.0                 0.0   \n",
-       "4        8.012728626482545    6.442966827027993   7.224737382332969   \n",
-       "...                    ...                  ...                 ...   \n",
-       "22405    7.744893706655902    7.132142856175178   7.776358418630959   \n",
-       "22406                False                False               False   \n",
-       "22407    5.057110403289843    5.668668226461269   5.005364682150095   \n",
-       "22408                  1.0                  1.0                 1.0   \n",
-       "22409  -1.4214516815414362  -1.3281227091644512  -1.305374454701245   \n",
+       "        variable_label0005  variable_label0006  variable_label0007  \\\n",
+       "0                 7.492867               False           -0.349936   \n",
+       "1                 8.289751               False           -0.487843   \n",
+       "2                 7.651656               False           -0.537413   \n",
+       "3                 7.111745               False           -0.401546   \n",
+       "4                 6.132923               False           -0.354362   \n",
+       "...                    ...                 ...                 ...   \n",
+       "712367            7.202319               False           -0.662897   \n",
+       "712368            7.344198               False           -0.447759   \n",
+       "712369            6.819036               False           -0.234562   \n",
+       "712370            7.407333               False            0.312912   \n",
+       "712371            7.404157               False           -0.267253   \n",
        "\n",
-       "                         8  ...                  181                  182  \\\n",
-       "0                      1.0  ...                  1.0                  1.0   \n",
-       "1                      0.0  ...                  0.0                  0.0   \n",
-       "2       0.9900000095367432  ...                  3.0                  3.0   \n",
-       "3                      0.0  ...  0.17999982833862305   1.0900001525878906   \n",
-       "4        6.539973163879868  ...    4.866333729879064   5.1845549872093715   \n",
-       "...                    ...  ...                  ...                  ...   \n",
-       "22405    7.492867258990462  ...    6.295404368250281    6.542860933838223   \n",
-       "22406                False  ...                False                False   \n",
-       "22407    5.194710813754951  ...    6.636636760302007   6.2913541739318335   \n",
-       "22408                  1.0  ...                  1.0                  1.0   \n",
-       "22409  -1.2231266453653264  ...  -1.3908896863022484  -1.2171103795210079   \n",
+       "        variable_label0008  \n",
+       "0                 4.970833  \n",
+       "1                 4.510890  \n",
+       "2                 5.289744  \n",
+       "3                 5.208261  \n",
+       "4                 6.192038  \n",
+       "...                    ...  \n",
+       "712367            3.354280  \n",
+       "712368            4.749178  \n",
+       "712369            3.150228  \n",
+       "712370            2.531655  \n",
+       "712371            3.706103  \n",
        "\n",
-       "                       183                 184                  185  \\\n",
-       "0                      1.0                 1.0                  1.0   \n",
-       "1                      0.0                 0.0                  0.0   \n",
-       "2                      3.0  2.7800002098083496                 2.25   \n",
-       "3        0.619999885559082                 0.0                  0.0   \n",
-       "4        5.945708525269778   6.047381635266343     6.06715626447492   \n",
-       "...                    ...                 ...                  ...   \n",
-       "22405    7.009064302237333   6.995735936068004    7.245322332115837   \n",
-       "22406                False               False                False   \n",
-       "22407     5.78578181451264   5.731482098740245    5.204415731979751   \n",
-       "22408                  1.0                 1.0                  1.0   \n",
-       "22409  -1.1316699151863123  -1.027487960708256  -0.8599094598489491   \n",
-       "\n",
-       "                       186                  187                 188  \\\n",
-       "0                      1.0                  1.0                 1.0   \n",
-       "1                      0.0                  0.0                 0.0   \n",
-       "2                      3.0                  3.0                 3.0   \n",
-       "3      0.36999988555908203   0.7699999809265137   0.880000114440918   \n",
-       "4        5.987948372605412    5.730242629913322   7.343549119396827   \n",
-       "...                    ...                  ...                 ...   \n",
-       "22405    6.883649044438551    6.242536445981009   7.341552978800834   \n",
-       "22406                False                False               False   \n",
-       "22407    5.650324057176968    6.038731661211121   4.657280162420779   \n",
-       "22408                  1.0                  1.0                 1.0   \n",
-       "22409   -0.893210378354493  -0.8567540808188664  -0.739846345991969   \n",
-       "\n",
-       "                       189                  190  \n",
-       "0                      1.0                  1.0  \n",
-       "1                      0.0                  0.0  \n",
-       "2                      3.0                  3.0  \n",
-       "3       1.8299999237060547   1.9099998474121094  \n",
-       "4       3.6375335267623483    5.304200029706192  \n",
-       "...                    ...                  ...  \n",
-       "22405    6.826019054785318    6.176073070133304  \n",
-       "22406                False                False  \n",
-       "22407    5.539483971790338    6.352944918087955  \n",
-       "22408                  1.0                  1.0  \n",
-       "22409  -0.9938403733030249  -1.1919534906357447  \n",
-       "\n",
-       "[22410 rows x 192 columns]"
+       "[712372 rows x 11 columns]"
       ]
      },
-     "execution_count": 7,
+     "execution_count": 5,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -713,7 +595,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [
     {
@@ -738,148 +620,88 @@
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>tour_id</th>\n",
-       "      <th>variable</th>\n",
-       "      <th>1</th>\n",
-       "      <th>2</th>\n",
-       "      <th>3</th>\n",
-       "      <th>4</th>\n",
-       "      <th>5</th>\n",
-       "      <th>6</th>\n",
-       "      <th>7</th>\n",
-       "      <th>8</th>\n",
-       "      <th>...</th>\n",
-       "      <th>181</th>\n",
-       "      <th>182</th>\n",
-       "      <th>183</th>\n",
-       "      <th>184</th>\n",
-       "      <th>185</th>\n",
-       "      <th>186</th>\n",
-       "      <th>187</th>\n",
-       "      <th>188</th>\n",
-       "      <th>189</th>\n",
-       "      <th>190</th>\n",
+       "      <th>alt_dest</th>\n",
+       "      <th>variable_label0000</th>\n",
+       "      <th>variable_label0001</th>\n",
+       "      <th>variable_label0002</th>\n",
+       "      <th>variable_label0003</th>\n",
+       "      <th>variable_label0004</th>\n",
+       "      <th>variable_label0005</th>\n",
+       "      <th>variable_label0006</th>\n",
+       "      <th>variable_label0007</th>\n",
+       "      <th>variable_label0008</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>7785298</td>\n",
-       "      <td>variable_label0001</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
+       "      <td>7853686</td>\n",
+       "      <td>5</td>\n",
        "      <td>1.0</td>\n",
        "      <td>1.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>5.42</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>8.012729</td>\n",
+       "      <td>False</td>\n",
+       "      <td>-3.683188</td>\n",
+       "      <td>5.037499</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>7785298</td>\n",
-       "      <td>variable_label0004</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>7853686</td>\n",
+       "      <td>9</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>4.65</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>7.841204</td>\n",
+       "      <td>False</td>\n",
+       "      <td>-3.477110</td>\n",
+       "      <td>4.420550</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>7785298</td>\n",
-       "      <td>variable_label0002</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>2.8600001335144043</td>\n",
-       "      <td>...</td>\n",
-       "      <td>3.0</td>\n",
+       "      <td>7853686</td>\n",
+       "      <td>14</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>3.0</td>\n",
-       "      <td>2.8299999237060547</td>\n",
-       "      <td>2.739999771118164</td>\n",
-       "      <td>2.179999828338623</td>\n",
-       "      <td>2.3499999046325684</td>\n",
-       "      <td>1.4000000953674316</td>\n",
-       "      <td>0.8399999141693115</td>\n",
-       "      <td>1.5699999332427979</td>\n",
-       "      <td>1.9100000858306885</td>\n",
+       "      <td>5.74</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>6.755056</td>\n",
+       "      <td>False</td>\n",
+       "      <td>-3.777769</td>\n",
+       "      <td>5.641640</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>7785298</td>\n",
-       "      <td>variable_label0003</td>\n",
-       "      <td>0.6700000762939453</td>\n",
-       "      <td>0.6100001335144043</td>\n",
-       "      <td>0.5399999618530273</td>\n",
-       "      <td>0.4200000762939453</td>\n",
-       "      <td>0.2199997901916504</td>\n",
-       "      <td>0.2199997901916504</td>\n",
-       "      <td>0.059999942779541016</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.940000057220459</td>\n",
-       "      <td>0.07000017166137695</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>7853686</td>\n",
+       "      <td>19</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>4.64</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>6.889447</td>\n",
+       "      <td>False</td>\n",
+       "      <td>-3.279737</td>\n",
+       "      <td>5.371069</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>7785298</td>\n",
-       "      <td>variable_label0005</td>\n",
-       "      <td>6.577240859271166</td>\n",
-       "      <td>7.294423493874009</td>\n",
-       "      <td>5.752909090156044</td>\n",
-       "      <td>7.026094604325162</td>\n",
-       "      <td>8.012728626482545</td>\n",
-       "      <td>6.442966827027993</td>\n",
-       "      <td>7.224737382332969</td>\n",
-       "      <td>6.539973163879868</td>\n",
-       "      <td>...</td>\n",
-       "      <td>4.866333729879064</td>\n",
-       "      <td>5.1845549872093715</td>\n",
-       "      <td>5.945708525269778</td>\n",
-       "      <td>6.047381635266343</td>\n",
-       "      <td>6.06715626447492</td>\n",
-       "      <td>5.987948372605412</td>\n",
-       "      <td>5.730242629913322</td>\n",
-       "      <td>7.343549119396827</td>\n",
-       "      <td>3.6375335267623483</td>\n",
-       "      <td>5.304200029706192</td>\n",
+       "      <td>7853686</td>\n",
+       "      <td>29</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>5.56</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>6.470564</td>\n",
+       "      <td>False</td>\n",
+       "      <td>-3.709382</td>\n",
+       "      <td>6.596995</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>...</th>\n",
@@ -894,238 +716,139 @@
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>814</th>\n",
-       "      <td>301810980</td>\n",
-       "      <td>variable_label0005</td>\n",
-       "      <td>7.1032677847373105</td>\n",
-       "      <td>7.823256899589877</td>\n",
-       "      <td>6.287721004233</td>\n",
-       "      <td>7.524478114358913</td>\n",
-       "      <td>8.260705863875177</td>\n",
-       "      <td>7.010517622311502</td>\n",
-       "      <td>7.824700996306483</td>\n",
-       "      <td>6.949116008358706</td>\n",
-       "      <td>...</td>\n",
-       "      <td>4.686971346676491</td>\n",
-       "      <td>4.924888571639326</td>\n",
-       "      <td>6.1286361810072245</td>\n",
-       "      <td>6.008528132533862</td>\n",
-       "      <td>6.327743907987008</td>\n",
-       "      <td>6.145720935633594</td>\n",
-       "      <td>5.563462376541104</td>\n",
-       "      <td>7.432773706720803</td>\n",
-       "      <td>3.829901471825824</td>\n",
-       "      <td>5.955267258796094</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>815</th>\n",
-       "      <td>301810980</td>\n",
-       "      <td>variable_label0006</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>...</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
+       "      <th>32626</th>\n",
+       "      <td>305246245</td>\n",
+       "      <td>940</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>10.00</td>\n",
+       "      <td>0.220000</td>\n",
+       "      <td>6.621308</td>\n",
        "      <td>False</td>\n",
+       "      <td>-0.893075</td>\n",
+       "      <td>7.328697</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>816</th>\n",
-       "      <td>301810980</td>\n",
-       "      <td>variable_label0008</td>\n",
-       "      <td>5.435061452848071</td>\n",
-       "      <td>4.708514344404673</td>\n",
-       "      <td>6.2363992236454076</td>\n",
-       "      <td>4.98543309636194</td>\n",
-       "      <td>4.2284383398225796</td>\n",
-       "      <td>5.478626581386255</td>\n",
-       "      <td>4.646955223240626</td>\n",
-       "      <td>5.500680232862738</td>\n",
-       "      <td>...</td>\n",
-       "      <td>5.932115933542424</td>\n",
-       "      <td>6.178598653123427</td>\n",
-       "      <td>4.696321042115209</td>\n",
-       "      <td>4.610559147685053</td>\n",
-       "      <td>4.291343372231907</td>\n",
-       "      <td>4.552081408216856</td>\n",
-       "      <td>5.61268490695845</td>\n",
-       "      <td>3.809978548664433</td>\n",
-       "      <td>7.98807577917251</td>\n",
-       "      <td>5.735554926665741</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>817</th>\n",
-       "      <td>301810980</td>\n",
-       "      <td>variable_label0000</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>...</td>\n",
+       "      <th>32627</th>\n",
+       "      <td>305246245</td>\n",
+       "      <td>971</td>\n",
        "      <td>1.0</td>\n",
        "      <td>1.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>9.43</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>8.112977</td>\n",
+       "      <td>False</td>\n",
+       "      <td>-0.434306</td>\n",
+       "      <td>5.742782</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>32628</th>\n",
+       "      <td>305246245</td>\n",
+       "      <td>1059</td>\n",
        "      <td>1.0</td>\n",
        "      <td>1.0</td>\n",
-       "      <td>0.9399999976158142</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>10.00</td>\n",
+       "      <td>5.740000</td>\n",
+       "      <td>7.339134</td>\n",
+       "      <td>False</td>\n",
+       "      <td>-1.306979</td>\n",
+       "      <td>7.269407</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>32629</th>\n",
+       "      <td>305246245</td>\n",
+       "      <td>1155</td>\n",
        "      <td>1.0</td>\n",
        "      <td>1.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>10.00</td>\n",
+       "      <td>6.820000</td>\n",
+       "      <td>5.311707</td>\n",
+       "      <td>False</td>\n",
+       "      <td>-1.512147</td>\n",
+       "      <td>9.425679</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>818</th>\n",
-       "      <td>301810980</td>\n",
-       "      <td>variable_label0007</td>\n",
-       "      <td>-0.8924086549271812</td>\n",
-       "      <td>-0.8596752541456291</td>\n",
-       "      <td>-0.7887167508610915</td>\n",
-       "      <td>-0.8239646807369198</td>\n",
-       "      <td>-0.7776481658829295</td>\n",
-       "      <td>-0.6851415905513534</td>\n",
-       "      <td>-0.682423134247482</td>\n",
-       "      <td>-0.6410852233787339</td>\n",
-       "      <td>...</td>\n",
-       "      <td>-0.09090903171439692</td>\n",
-       "      <td>-0.23708230600538932</td>\n",
-       "      <td>-0.1763447711955836</td>\n",
-       "      <td>0.16355680008666837</td>\n",
-       "      <td>0.41059384524240944</td>\n",
-       "      <td>-0.15526899236164834</td>\n",
-       "      <td>-0.2398310223012045</td>\n",
-       "      <td>-0.27770426926470554</td>\n",
-       "      <td>-0.45370314739749773</td>\n",
-       "      <td>-0.42464839165931</td>\n",
+       "      <th>32630</th>\n",
+       "      <td>305246245</td>\n",
+       "      <td>1441</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>10.00</td>\n",
+       "      <td>6.059999</td>\n",
+       "      <td>7.107612</td>\n",
+       "      <td>False</td>\n",
+       "      <td>-1.349290</td>\n",
+       "      <td>7.539106</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>819 rows × 192 columns</p>\n",
+       "<p>32631 rows × 11 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "       tour_id            variable                    1                    2  \\\n",
-       "0      7785298  variable_label0001                  1.0                  1.0   \n",
-       "1      7785298  variable_label0004                  0.0                  0.0   \n",
-       "2      7785298  variable_label0002                  3.0                  3.0   \n",
-       "3      7785298  variable_label0003   0.6700000762939453   0.6100001335144043   \n",
-       "4      7785298  variable_label0005    6.577240859271166    7.294423493874009   \n",
-       "..         ...                 ...                  ...                  ...   \n",
-       "814  301810980  variable_label0005   7.1032677847373105    7.823256899589877   \n",
-       "815  301810980  variable_label0006                False                False   \n",
-       "816  301810980  variable_label0008    5.435061452848071    4.708514344404673   \n",
-       "817  301810980  variable_label0000                  1.0                  1.0   \n",
-       "818  301810980  variable_label0007  -0.8924086549271812  -0.8596752541456291   \n",
-       "\n",
-       "                       3                    4                    5  \\\n",
-       "0                    1.0                  1.0                  1.0   \n",
-       "1                    0.0                  0.0                  0.0   \n",
-       "2                    3.0                  3.0                  3.0   \n",
-       "3     0.5399999618530273   0.4200000762939453   0.2199997901916504   \n",
-       "4      5.752909090156044    7.026094604325162    8.012728626482545   \n",
-       "..                   ...                  ...                  ...   \n",
-       "814       6.287721004233    7.524478114358913    8.260705863875177   \n",
-       "815                False                False                False   \n",
-       "816   6.2363992236454076     4.98543309636194   4.2284383398225796   \n",
-       "817                  1.0                  1.0                  1.0   \n",
-       "818  -0.7887167508610915  -0.8239646807369198  -0.7776481658829295   \n",
+       "         tour_id  alt_dest  variable_label0000  variable_label0001  \\\n",
+       "0        7853686         5                 1.0                 1.0   \n",
+       "1        7853686         9                 1.0                 1.0   \n",
+       "2        7853686        14                 1.0                 1.0   \n",
+       "3        7853686        19                 1.0                 1.0   \n",
+       "4        7853686        29                 1.0                 1.0   \n",
+       "...          ...       ...                 ...                 ...   \n",
+       "32626  305246245       940                 1.0                 1.0   \n",
+       "32627  305246245       971                 1.0                 1.0   \n",
+       "32628  305246245      1059                 1.0                 1.0   \n",
+       "32629  305246245      1155                 1.0                 1.0   \n",
+       "32630  305246245      1441                 1.0                 1.0   \n",
        "\n",
-       "                       6                     7                    8  ...  \\\n",
-       "0                    1.0                   1.0                  1.0  ...   \n",
-       "1                    0.0                   0.0                  0.0  ...   \n",
-       "2                    3.0                   3.0   2.8600001335144043  ...   \n",
-       "3     0.2199997901916504  0.059999942779541016                  0.0  ...   \n",
-       "4      6.442966827027993     7.224737382332969    6.539973163879868  ...   \n",
-       "..                   ...                   ...                  ...  ...   \n",
-       "814    7.010517622311502     7.824700996306483    6.949116008358706  ...   \n",
-       "815                False                 False                False  ...   \n",
-       "816    5.478626581386255     4.646955223240626    5.500680232862738  ...   \n",
-       "817                  1.0                   1.0                  1.0  ...   \n",
-       "818  -0.6851415905513534    -0.682423134247482  -0.6410852233787339  ...   \n",
+       "       variable_label0002  variable_label0003  variable_label0004  \\\n",
+       "0                     3.0                5.42            0.000000   \n",
+       "1                     3.0                4.65            0.000000   \n",
+       "2                     3.0                5.74            0.000000   \n",
+       "3                     3.0                4.64            0.000000   \n",
+       "4                     3.0                5.56            0.000000   \n",
+       "...                   ...                 ...                 ...   \n",
+       "32626                 3.0               10.00            0.220000   \n",
+       "32627                 3.0                9.43            0.000000   \n",
+       "32628                 3.0               10.00            5.740000   \n",
+       "32629                 3.0               10.00            6.820000   \n",
+       "32630                 3.0               10.00            6.059999   \n",
        "\n",
-       "                      181                   182                  183  \\\n",
-       "0                     1.0                   1.0                  1.0   \n",
-       "1                     0.0                   0.0                  0.0   \n",
-       "2                     3.0                   3.0   2.8299999237060547   \n",
-       "3       0.940000057220459   0.07000017166137695                  0.0   \n",
-       "4       4.866333729879064    5.1845549872093715    5.945708525269778   \n",
-       "..                    ...                   ...                  ...   \n",
-       "814     4.686971346676491     4.924888571639326   6.1286361810072245   \n",
-       "815                 False                 False                False   \n",
-       "816     5.932115933542424     6.178598653123427    4.696321042115209   \n",
-       "817                   1.0                   1.0                  1.0   \n",
-       "818  -0.09090903171439692  -0.23708230600538932  -0.1763447711955836   \n",
+       "       variable_label0005  variable_label0006  variable_label0007  \\\n",
+       "0                8.012729               False           -3.683188   \n",
+       "1                7.841204               False           -3.477110   \n",
+       "2                6.755056               False           -3.777769   \n",
+       "3                6.889447               False           -3.279737   \n",
+       "4                6.470564               False           -3.709382   \n",
+       "...                   ...                 ...                 ...   \n",
+       "32626            6.621308               False           -0.893075   \n",
+       "32627            8.112977               False           -0.434306   \n",
+       "32628            7.339134               False           -1.306979   \n",
+       "32629            5.311707               False           -1.512147   \n",
+       "32630            7.107612               False           -1.349290   \n",
        "\n",
-       "                     184                  185                   186  \\\n",
-       "0                    1.0                  1.0                   1.0   \n",
-       "1                    0.0                  0.0                   0.0   \n",
-       "2      2.739999771118164    2.179999828338623    2.3499999046325684   \n",
-       "3                    0.0                  0.0                   0.0   \n",
-       "4      6.047381635266343     6.06715626447492     5.987948372605412   \n",
-       "..                   ...                  ...                   ...   \n",
-       "814    6.008528132533862    6.327743907987008     6.145720935633594   \n",
-       "815                False                False                 False   \n",
-       "816    4.610559147685053    4.291343372231907     4.552081408216856   \n",
-       "817                  1.0   0.9399999976158142                   1.0   \n",
-       "818  0.16355680008666837  0.41059384524240944  -0.15526899236164834   \n",
+       "       variable_label0008  \n",
+       "0                5.037499  \n",
+       "1                4.420550  \n",
+       "2                5.641640  \n",
+       "3                5.371069  \n",
+       "4                6.596995  \n",
+       "...                   ...  \n",
+       "32626            7.328697  \n",
+       "32627            5.742782  \n",
+       "32628            7.269407  \n",
+       "32629            9.425679  \n",
+       "32630            7.539106  \n",
        "\n",
-       "                     187                   188                   189  \\\n",
-       "0                    1.0                   1.0                   1.0   \n",
-       "1                    0.0                   0.0                   0.0   \n",
-       "2     1.4000000953674316    0.8399999141693115    1.5699999332427979   \n",
-       "3                    0.0                   0.0                   0.0   \n",
-       "4      5.730242629913322     7.343549119396827    3.6375335267623483   \n",
-       "..                   ...                   ...                   ...   \n",
-       "814    5.563462376541104     7.432773706720803     3.829901471825824   \n",
-       "815                False                 False                 False   \n",
-       "816     5.61268490695845     3.809978548664433      7.98807577917251   \n",
-       "817                  1.0                   1.0                   1.0   \n",
-       "818  -0.2398310223012045  -0.27770426926470554  -0.45370314739749773   \n",
-       "\n",
-       "                    190  \n",
-       "0                   1.0  \n",
-       "1                   0.0  \n",
-       "2    1.9100000858306885  \n",
-       "3                   0.0  \n",
-       "4     5.304200029706192  \n",
-       "..                  ...  \n",
-       "814   5.955267258796094  \n",
-       "815               False  \n",
-       "816   5.735554926665741  \n",
-       "817                 1.0  \n",
-       "818   -0.42464839165931  \n",
-       "\n",
-       "[819 rows x 192 columns]"
+       "[32631 rows x 11 columns]"
       ]
      },
-     "execution_count": 8,
+     "execution_count": 6,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1143,7 +866,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
@@ -1178,48 +901,48 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>6812</td>\n",
-       "      <td>72</td>\n",
-       "      <td>72.0</td>\n",
-       "      <td>166</td>\n",
-       "      <td>eatout</td>\n",
-       "      <td>71</td>\n",
+       "      <td>1870</td>\n",
+       "      <td>70</td>\n",
+       "      <td>26</td>\n",
+       "      <td>45</td>\n",
+       "      <td>othdiscr</td>\n",
+       "      <td>52</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>8110</td>\n",
-       "      <td>62</td>\n",
-       "      <td>47.0</td>\n",
-       "      <td>197</td>\n",
-       "      <td>shopping</td>\n",
-       "      <td>80</td>\n",
+       "      <td>20468</td>\n",
+       "      <td>138</td>\n",
+       "      <td>161</td>\n",
+       "      <td>499</td>\n",
+       "      <td>escort</td>\n",
+       "      <td>124</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>11013</td>\n",
-       "      <td>33</td>\n",
-       "      <td>32.0</td>\n",
-       "      <td>268</td>\n",
-       "      <td>othdiscr</td>\n",
-       "      <td>91</td>\n",
+       "      <td>27055</td>\n",
+       "      <td>133</td>\n",
+       "      <td>185</td>\n",
+       "      <td>659</td>\n",
+       "      <td>social</td>\n",
+       "      <td>132</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>11016</td>\n",
-       "      <td>71</td>\n",
-       "      <td>71.0</td>\n",
-       "      <td>268</td>\n",
-       "      <td>othmaint</td>\n",
-       "      <td>91</td>\n",
+       "      <td>38877</td>\n",
+       "      <td>115</td>\n",
+       "      <td>147</td>\n",
+       "      <td>948</td>\n",
+       "      <td>escort</td>\n",
+       "      <td>148</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>15403</td>\n",
-       "      <td>67</td>\n",
-       "      <td>67.0</td>\n",
-       "      <td>375</td>\n",
-       "      <td>othmaint</td>\n",
-       "      <td>105</td>\n",
+       "      <td>38904</td>\n",
+       "      <td>107</td>\n",
+       "      <td>104</td>\n",
+       "      <td>948</td>\n",
+       "      <td>social</td>\n",
+       "      <td>148</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>...</th>\n",
@@ -1231,86 +954,86 @@
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2485</th>\n",
-       "      <td>309760814</td>\n",
-       "      <td>154</td>\n",
-       "      <td>154.0</td>\n",
-       "      <td>7555141</td>\n",
+       "      <th>29664</th>\n",
+       "      <td>310197956</td>\n",
+       "      <td>1374</td>\n",
+       "      <td>1384</td>\n",
+       "      <td>7565803</td>\n",
        "      <td>shopping</td>\n",
-       "      <td>85</td>\n",
+       "      <td>1386</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2486</th>\n",
-       "      <td>309760815</td>\n",
-       "      <td>41</td>\n",
-       "      <td>41.0</td>\n",
-       "      <td>7555141</td>\n",
-       "      <td>shopping</td>\n",
-       "      <td>85</td>\n",
+       "      <th>29665</th>\n",
+       "      <td>310202376</td>\n",
+       "      <td>1402</td>\n",
+       "      <td>1402</td>\n",
+       "      <td>7565911</td>\n",
+       "      <td>othdiscr</td>\n",
+       "      <td>1402</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2487</th>\n",
-       "      <td>309790009</td>\n",
-       "      <td>36</td>\n",
-       "      <td>36.0</td>\n",
-       "      <td>7555853</td>\n",
-       "      <td>social</td>\n",
-       "      <td>115</td>\n",
+       "      <th>29666</th>\n",
+       "      <td>310202384</td>\n",
+       "      <td>1402</td>\n",
+       "      <td>1402</td>\n",
+       "      <td>7565911</td>\n",
+       "      <td>shopping</td>\n",
+       "      <td>1402</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2488</th>\n",
-       "      <td>309796968</td>\n",
-       "      <td>94</td>\n",
-       "      <td>94.0</td>\n",
-       "      <td>7556023</td>\n",
-       "      <td>othdiscr</td>\n",
-       "      <td>136</td>\n",
+       "      <th>29667</th>\n",
+       "      <td>310212634</td>\n",
+       "      <td>1405</td>\n",
+       "      <td>1422</td>\n",
+       "      <td>7566161</td>\n",
+       "      <td>shopping</td>\n",
+       "      <td>1421</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2489</th>\n",
-       "      <td>309796969</td>\n",
-       "      <td>129</td>\n",
-       "      <td>128.0</td>\n",
-       "      <td>7556023</td>\n",
-       "      <td>othdiscr</td>\n",
-       "      <td>136</td>\n",
+       "      <th>29668</th>\n",
+       "      <td>310220296</td>\n",
+       "      <td>1156</td>\n",
+       "      <td>1430</td>\n",
+       "      <td>7566348</td>\n",
+       "      <td>othmaint</td>\n",
+       "      <td>1437</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>2490 rows × 6 columns</p>\n",
+       "<p>29669 rows × 6 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "        tour_id  model_choice  override_choice  person_id tour_type  \\\n",
-       "0          6812            72             72.0        166    eatout   \n",
-       "1          8110            62             47.0        197  shopping   \n",
-       "2         11013            33             32.0        268  othdiscr   \n",
-       "3         11016            71             71.0        268  othmaint   \n",
-       "4         15403            67             67.0        375  othmaint   \n",
-       "...         ...           ...              ...        ...       ...   \n",
-       "2485  309760814           154            154.0    7555141  shopping   \n",
-       "2486  309760815            41             41.0    7555141  shopping   \n",
-       "2487  309790009            36             36.0    7555853    social   \n",
-       "2488  309796968            94             94.0    7556023  othdiscr   \n",
-       "2489  309796969           129            128.0    7556023  othdiscr   \n",
+       "         tour_id  model_choice  override_choice  person_id tour_type  \\\n",
+       "0           1870            70               26         45  othdiscr   \n",
+       "1          20468           138              161        499    escort   \n",
+       "2          27055           133              185        659    social   \n",
+       "3          38877           115              147        948    escort   \n",
+       "4          38904           107              104        948    social   \n",
+       "...          ...           ...              ...        ...       ...   \n",
+       "29664  310197956          1374             1384    7565803  shopping   \n",
+       "29665  310202376          1402             1402    7565911  othdiscr   \n",
+       "29666  310202384          1402             1402    7565911  shopping   \n",
+       "29667  310212634          1405             1422    7566161  shopping   \n",
+       "29668  310220296          1156             1430    7566348  othmaint   \n",
        "\n",
-       "      home_zone_id  \n",
-       "0               71  \n",
-       "1               80  \n",
-       "2               91  \n",
-       "3               91  \n",
-       "4              105  \n",
-       "...            ...  \n",
-       "2485            85  \n",
-       "2486            85  \n",
-       "2487           115  \n",
-       "2488           136  \n",
-       "2489           136  \n",
+       "       home_zone_id  \n",
+       "0                52  \n",
+       "1               124  \n",
+       "2               132  \n",
+       "3               148  \n",
+       "4               148  \n",
+       "...             ...  \n",
+       "29664          1386  \n",
+       "29665          1402  \n",
+       "29666          1402  \n",
+       "29667          1421  \n",
+       "29668          1437  \n",
        "\n",
-       "[2490 rows x 6 columns]"
+       "[29669 rows x 6 columns]"
       ]
      },
-     "execution_count": 9,
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1321,7 +1044,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
@@ -1356,48 +1079,48 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>7785298</td>\n",
-       "      <td>113</td>\n",
-       "      <td>103.0</td>\n",
-       "      <td>189885</td>\n",
+       "      <td>7853686</td>\n",
+       "      <td>131</td>\n",
+       "      <td>131</td>\n",
+       "      <td>191553</td>\n",
        "      <td>eatout</td>\n",
-       "      <td>135</td>\n",
+       "      <td>217</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>8708454</td>\n",
-       "      <td>103</td>\n",
-       "      <td>106.0</td>\n",
-       "      <td>212401</td>\n",
-       "      <td>eatout</td>\n",
-       "      <td>8</td>\n",
+       "      <td>7902318</td>\n",
+       "      <td>321</td>\n",
+       "      <td>323</td>\n",
+       "      <td>192739</td>\n",
+       "      <td>shopping</td>\n",
+       "      <td>322</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>9715006</td>\n",
-       "      <td>188</td>\n",
-       "      <td>188.0</td>\n",
-       "      <td>236951</td>\n",
+       "      <td>7909776</td>\n",
+       "      <td>350</td>\n",
+       "      <td>320</td>\n",
+       "      <td>192921</td>\n",
        "      <td>othdiscr</td>\n",
-       "      <td>183</td>\n",
+       "      <td>330</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>10831112</td>\n",
-       "      <td>105</td>\n",
-       "      <td>105.0</td>\n",
-       "      <td>264173</td>\n",
-       "      <td>shopping</td>\n",
-       "      <td>10</td>\n",
+       "      <td>7988742</td>\n",
+       "      <td>527</td>\n",
+       "      <td>637</td>\n",
+       "      <td>194847</td>\n",
+       "      <td>othdiscr</td>\n",
+       "      <td>526</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>20334787</td>\n",
-       "      <td>157</td>\n",
-       "      <td>157.0</td>\n",
-       "      <td>495970</td>\n",
-       "      <td>othmaint</td>\n",
-       "      <td>140</td>\n",
+       "      <td>8103874</td>\n",
+       "      <td>591</td>\n",
+       "      <td>687</td>\n",
+       "      <td>197655</td>\n",
+       "      <td>shopping</td>\n",
+       "      <td>683</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>...</th>\n",
@@ -1409,86 +1132,86 @@
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>86</th>\n",
-       "      <td>283676518</td>\n",
-       "      <td>115</td>\n",
-       "      <td>115.0</td>\n",
-       "      <td>6918939</td>\n",
-       "      <td>shopping</td>\n",
-       "      <td>121</td>\n",
+       "      <th>1272</th>\n",
+       "      <td>303771147</td>\n",
+       "      <td>484</td>\n",
+       "      <td>673</td>\n",
+       "      <td>7409052</td>\n",
+       "      <td>othdiscr</td>\n",
+       "      <td>675</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>87</th>\n",
-       "      <td>295260168</td>\n",
-       "      <td>7</td>\n",
-       "      <td>7.0</td>\n",
-       "      <td>7201469</td>\n",
+       "      <th>1273</th>\n",
+       "      <td>304144212</td>\n",
+       "      <td>796</td>\n",
+       "      <td>843</td>\n",
+       "      <td>7418154</td>\n",
        "      <td>social</td>\n",
-       "      <td>114</td>\n",
+       "      <td>806</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>88</th>\n",
-       "      <td>297646485</td>\n",
-       "      <td>90</td>\n",
-       "      <td>89.0</td>\n",
-       "      <td>7259670</td>\n",
+       "      <th>1274</th>\n",
+       "      <td>304463637</td>\n",
+       "      <td>9</td>\n",
+       "      <td>38</td>\n",
+       "      <td>7425942</td>\n",
        "      <td>othdiscr</td>\n",
-       "      <td>25</td>\n",
+       "      <td>1043</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>89</th>\n",
-       "      <td>298814741</td>\n",
-       "      <td>147</td>\n",
-       "      <td>147.0</td>\n",
-       "      <td>7288164</td>\n",
-       "      <td>othmaint</td>\n",
-       "      <td>74</td>\n",
+       "      <th>1275</th>\n",
+       "      <td>305125582</td>\n",
+       "      <td>29</td>\n",
+       "      <td>98</td>\n",
+       "      <td>7442087</td>\n",
+       "      <td>othdiscr</td>\n",
+       "      <td>50</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>90</th>\n",
-       "      <td>301810980</td>\n",
-       "      <td>66</td>\n",
-       "      <td>66.0</td>\n",
-       "      <td>7361244</td>\n",
-       "      <td>othmaint</td>\n",
-       "      <td>177</td>\n",
+       "      <th>1276</th>\n",
+       "      <td>305246245</td>\n",
+       "      <td>2</td>\n",
+       "      <td>149</td>\n",
+       "      <td>7445030</td>\n",
+       "      <td>othdiscr</td>\n",
+       "      <td>149</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>91 rows × 6 columns</p>\n",
+       "<p>1277 rows × 6 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "      tour_id  model_choice  override_choice  person_id tour_type  \\\n",
-       "0     7785298           113            103.0     189885    eatout   \n",
-       "1     8708454           103            106.0     212401    eatout   \n",
-       "2     9715006           188            188.0     236951  othdiscr   \n",
-       "3    10831112           105            105.0     264173  shopping   \n",
-       "4    20334787           157            157.0     495970  othmaint   \n",
-       "..        ...           ...              ...        ...       ...   \n",
-       "86  283676518           115            115.0    6918939  shopping   \n",
-       "87  295260168             7              7.0    7201469    social   \n",
-       "88  297646485            90             89.0    7259670  othdiscr   \n",
-       "89  298814741           147            147.0    7288164  othmaint   \n",
-       "90  301810980            66             66.0    7361244  othmaint   \n",
+       "        tour_id  model_choice  override_choice  person_id tour_type  \\\n",
+       "0       7853686           131              131     191553    eatout   \n",
+       "1       7902318           321              323     192739  shopping   \n",
+       "2       7909776           350              320     192921  othdiscr   \n",
+       "3       7988742           527              637     194847  othdiscr   \n",
+       "4       8103874           591              687     197655  shopping   \n",
+       "...         ...           ...              ...        ...       ...   \n",
+       "1272  303771147           484              673    7409052  othdiscr   \n",
+       "1273  304144212           796              843    7418154    social   \n",
+       "1274  304463637             9               38    7425942  othdiscr   \n",
+       "1275  305125582            29               98    7442087  othdiscr   \n",
+       "1276  305246245             2              149    7445030  othdiscr   \n",
        "\n",
-       "    home_zone_id  \n",
-       "0            135  \n",
-       "1              8  \n",
-       "2            183  \n",
-       "3             10  \n",
-       "4            140  \n",
-       "..           ...  \n",
-       "86           121  \n",
-       "87           114  \n",
-       "88            25  \n",
-       "89            74  \n",
-       "90           177  \n",
+       "      home_zone_id  \n",
+       "0              217  \n",
+       "1              322  \n",
+       "2              330  \n",
+       "3              526  \n",
+       "4              683  \n",
+       "...            ...  \n",
+       "1272           675  \n",
+       "1273           806  \n",
+       "1274          1043  \n",
+       "1275            50  \n",
+       "1276           149  \n",
        "\n",
-       "[91 rows x 6 columns]"
+       "[1277 rows x 6 columns]"
       ]
      },
-     "execution_count": 10,
+     "execution_count": 8,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1506,7 +1229,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
@@ -1592,9 +1315,9 @@
        "      <td>7</td>\n",
        "      <td>...</td>\n",
        "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>3</td>\n",
        "      <td>5.89564</td>\n",
        "      <td>2.875000</td>\n",
@@ -1616,9 +1339,9 @@
        "      <td>19</td>\n",
        "      <td>...</td>\n",
        "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>1</td>\n",
        "      <td>5.84871</td>\n",
        "      <td>5.195214</td>\n",
@@ -1640,9 +1363,9 @@
        "      <td>38</td>\n",
        "      <td>...</td>\n",
        "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>1</td>\n",
        "      <td>5.53231</td>\n",
        "      <td>80.470405</td>\n",
@@ -1664,9 +1387,9 @@
        "      <td>20</td>\n",
        "      <td>...</td>\n",
        "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>2</td>\n",
        "      <td>5.64330</td>\n",
        "      <td>7.947368</td>\n",
@@ -1688,9 +1411,9 @@
        "      <td>86</td>\n",
        "      <td>...</td>\n",
        "      <td>0</td>\n",
-       "      <td>0.00000</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>72.14684</td>\n",
-       "      <td>0.00000</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>1</td>\n",
        "      <td>5.52555</td>\n",
        "      <td>38.187500</td>\n",
@@ -1723,191 +1446,191 @@
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>186</th>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2779</td>\n",
-       "      <td>8062</td>\n",
-       "      <td>376.0</td>\n",
-       "      <td>172.0</td>\n",
-       "      <td>15.00000</td>\n",
-       "      <td>1760</td>\n",
-       "      <td>1178</td>\n",
+       "      <th>1450</th>\n",
+       "      <td>34</td>\n",
+       "      <td>34</td>\n",
+       "      <td>9</td>\n",
+       "      <td>2724</td>\n",
+       "      <td>6493</td>\n",
+       "      <td>1320.0</td>\n",
+       "      <td>630.0</td>\n",
+       "      <td>69.00000</td>\n",
+       "      <td>1046</td>\n",
+       "      <td>1013</td>\n",
        "      <td>...</td>\n",
-       "      <td>3</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0.00000</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>1</td>\n",
-       "      <td>2.04173</td>\n",
-       "      <td>14.860963</td>\n",
-       "      <td>9.411765</td>\n",
-       "      <td>5.762347</td>\n",
+       "      <td>1.12116</td>\n",
+       "      <td>3.896996</td>\n",
+       "      <td>1.496423</td>\n",
+       "      <td>1.081235</td>\n",
        "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>187</th>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1492</td>\n",
-       "      <td>4139</td>\n",
-       "      <td>214.0</td>\n",
-       "      <td>116.0</td>\n",
-       "      <td>10.00000</td>\n",
-       "      <td>808</td>\n",
-       "      <td>603</td>\n",
+       "      <th>1451</th>\n",
+       "      <td>34</td>\n",
+       "      <td>34</td>\n",
+       "      <td>9</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>4835</td>\n",
+       "      <td>664.0</td>\n",
+       "      <td>379.0</td>\n",
+       "      <td>43.00000</td>\n",
+       "      <td>757</td>\n",
+       "      <td>757</td>\n",
        "      <td>...</td>\n",
-       "      <td>3</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0.00000</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1.73676</td>\n",
-       "      <td>11.841270</td>\n",
-       "      <td>6.412698</td>\n",
-       "      <td>4.159890</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1.17116</td>\n",
+       "      <td>4.777251</td>\n",
+       "      <td>1.793839</td>\n",
+       "      <td>1.304140</td>\n",
        "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>188</th>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>1</td>\n",
-       "      <td>753</td>\n",
-       "      <td>4072</td>\n",
-       "      <td>232.0</td>\n",
-       "      <td>11.0</td>\n",
-       "      <td>178.00000</td>\n",
-       "      <td>4502</td>\n",
-       "      <td>1117</td>\n",
+       "      <th>1452</th>\n",
+       "      <td>34</td>\n",
+       "      <td>34</td>\n",
+       "      <td>9</td>\n",
+       "      <td>2178</td>\n",
+       "      <td>5055</td>\n",
+       "      <td>1068.0</td>\n",
+       "      <td>602.0</td>\n",
+       "      <td>35.00000</td>\n",
+       "      <td>2110</td>\n",
+       "      <td>789</td>\n",
        "      <td>...</td>\n",
-       "      <td>2</td>\n",
-       "      <td>3961.04761</td>\n",
-       "      <td>17397.79102</td>\n",
-       "      <td>11152.93652</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>1</td>\n",
-       "      <td>2.28992</td>\n",
-       "      <td>3.984127</td>\n",
-       "      <td>23.820106</td>\n",
-       "      <td>3.413233</td>\n",
+       "      <td>1.17587</td>\n",
+       "      <td>3.419152</td>\n",
+       "      <td>3.312402</td>\n",
+       "      <td>1.682465</td>\n",
        "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>189</th>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>1</td>\n",
-       "      <td>3546</td>\n",
-       "      <td>8476</td>\n",
-       "      <td>201.0</td>\n",
-       "      <td>72.0</td>\n",
-       "      <td>6.00000</td>\n",
-       "      <td>226</td>\n",
-       "      <td>1057</td>\n",
+       "      <th>1453</th>\n",
+       "      <td>34</td>\n",
+       "      <td>34</td>\n",
+       "      <td>9</td>\n",
+       "      <td>298</td>\n",
+       "      <td>779</td>\n",
+       "      <td>14195.0</td>\n",
+       "      <td>429.0</td>\n",
+       "      <td>4.00000</td>\n",
+       "      <td>922</td>\n",
+       "      <td>88</td>\n",
        "      <td>...</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0.00000</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>1</td>\n",
-       "      <td>2.88773</td>\n",
-       "      <td>45.461538</td>\n",
-       "      <td>2.897436</td>\n",
-       "      <td>2.723836</td>\n",
+       "      <td>1.01972</td>\n",
+       "      <td>0.688222</td>\n",
+       "      <td>2.129330</td>\n",
+       "      <td>0.520115</td>\n",
        "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>190</th>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>1</td>\n",
-       "      <td>968</td>\n",
-       "      <td>1647</td>\n",
-       "      <td>1381.0</td>\n",
-       "      <td>14.0</td>\n",
-       "      <td>28.00000</td>\n",
-       "      <td>1010</td>\n",
-       "      <td>114</td>\n",
+       "      <th>1454</th>\n",
+       "      <td>34</td>\n",
+       "      <td>34</td>\n",
+       "      <td>9</td>\n",
+       "      <td>1068</td>\n",
+       "      <td>2337</td>\n",
+       "      <td>10469.0</td>\n",
+       "      <td>1114.0</td>\n",
+       "      <td>27.00000</td>\n",
+       "      <td>607</td>\n",
+       "      <td>418</td>\n",
        "      <td>...</td>\n",
-       "      <td>3</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0.00000</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>1</td>\n",
-       "      <td>2.60309</td>\n",
-       "      <td>23.047619</td>\n",
-       "      <td>24.047619</td>\n",
-       "      <td>11.768501</td>\n",
+       "      <td>0.95542</td>\n",
+       "      <td>0.936021</td>\n",
+       "      <td>0.531989</td>\n",
+       "      <td>0.339203</td>\n",
        "      <td>False</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>190 rows × 28 columns</p>\n",
+       "<p>1454 rows × 28 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "         DISTRICT  SD  county_id  TOTHH  TOTPOP  TOTACRE  RESACRE     CIACRE  \\\n",
-       "zone_id                                                                        \n",
-       "1               1   1          1     46      82     20.3      1.0   15.00000   \n",
-       "2               1   1          1    134     240     31.1      1.0   24.79297   \n",
-       "3               1   1          1    267     476     14.7      1.0    2.31799   \n",
-       "4               1   1          1    151     253     19.3      1.0   18.00000   \n",
-       "5               1   1          1    611    1069     52.7      1.0   15.00000   \n",
-       "...           ...  ..        ...    ...     ...      ...      ...        ...   \n",
-       "186             4   4          1   2779    8062    376.0    172.0   15.00000   \n",
-       "187             4   4          1   1492    4139    214.0    116.0   10.00000   \n",
-       "188             4   4          1    753    4072    232.0     11.0  178.00000   \n",
-       "189             4   4          1   3546    8476    201.0     72.0    6.00000   \n",
-       "190             4   4          1    968    1647   1381.0     14.0   28.00000   \n",
+       "         DISTRICT  SD  county_id  TOTHH  TOTPOP  TOTACRE  RESACRE    CIACRE  \\\n",
+       "zone_id                                                                       \n",
+       "1               1   1          1     46      82     20.3      1.0  15.00000   \n",
+       "2               1   1          1    134     240     31.1      1.0  24.79297   \n",
+       "3               1   1          1    267     476     14.7      1.0   2.31799   \n",
+       "4               1   1          1    151     253     19.3      1.0  18.00000   \n",
+       "5               1   1          1    611    1069     52.7      1.0  15.00000   \n",
+       "...           ...  ..        ...    ...     ...      ...      ...       ...   \n",
+       "1450           34  34          9   2724    6493   1320.0    630.0  69.00000   \n",
+       "1451           34  34          9   2016    4835    664.0    379.0  43.00000   \n",
+       "1452           34  34          9   2178    5055   1068.0    602.0  35.00000   \n",
+       "1453           34  34          9    298     779  14195.0    429.0   4.00000   \n",
+       "1454           34  34          9   1068    2337  10469.0   1114.0  27.00000   \n",
        "\n",
-       "         TOTEMP  AGE0519  ...  area_type    HSENROLL      COLLFTE  \\\n",
-       "zone_id                   ...                                       \n",
-       "1         27318        7  ...          0     0.00000      0.00000   \n",
-       "2         42078       19  ...          0     0.00000      0.00000   \n",
-       "3          2445       38  ...          0     0.00000      0.00000   \n",
-       "4         22434       20  ...          0     0.00000      0.00000   \n",
-       "5         15662       86  ...          0     0.00000     72.14684   \n",
-       "...         ...      ...  ...        ...         ...          ...   \n",
-       "186        1760     1178  ...          3     0.00000      0.00000   \n",
-       "187         808      603  ...          3     0.00000      0.00000   \n",
-       "188        4502     1117  ...          2  3961.04761  17397.79102   \n",
-       "189         226     1057  ...          2     0.00000      0.00000   \n",
-       "190        1010      114  ...          3     0.00000      0.00000   \n",
+       "         TOTEMP  AGE0519  ...  area_type  HSENROLL   COLLFTE  COLLPTE  \\\n",
+       "zone_id                   ...                                           \n",
+       "1         27318        7  ...          0       0.0   0.00000      0.0   \n",
+       "2         42078       19  ...          0       0.0   0.00000      0.0   \n",
+       "3          2445       38  ...          0       0.0   0.00000      0.0   \n",
+       "4         22434       20  ...          0       0.0   0.00000      0.0   \n",
+       "5         15662       86  ...          0       0.0  72.14684      0.0   \n",
+       "...         ...      ...  ...        ...       ...       ...      ...   \n",
+       "1450       1046     1013  ...          4       0.0   0.00000      0.0   \n",
+       "1451        757      757  ...          4       0.0   0.00000      0.0   \n",
+       "1452       2110      789  ...          4       0.0   0.00000      0.0   \n",
+       "1453        922       88  ...          5       0.0   0.00000      0.0   \n",
+       "1454        607      418  ...          5       0.0   0.00000      0.0   \n",
        "\n",
-       "             COLLPTE  TOPOLOGY  TERMINAL  household_density  \\\n",
-       "zone_id                                                       \n",
-       "1            0.00000         3   5.89564           2.875000   \n",
-       "2            0.00000         1   5.84871           5.195214   \n",
-       "3            0.00000         1   5.53231          80.470405   \n",
-       "4            0.00000         2   5.64330           7.947368   \n",
-       "5            0.00000         1   5.52555          38.187500   \n",
-       "...              ...       ...       ...                ...   \n",
-       "186          0.00000         1   2.04173          14.860963   \n",
-       "187          0.00000         2   1.73676          11.841270   \n",
-       "188      11152.93652         1   2.28992           3.984127   \n",
-       "189          0.00000         1   2.88773          45.461538   \n",
-       "190          0.00000         1   2.60309          23.047619   \n",
+       "         TOPOLOGY  TERMINAL  household_density  employment_density  \\\n",
+       "zone_id                                                              \n",
+       "1               3   5.89564           2.875000         1707.375000   \n",
+       "2               1   5.84871           5.195214         1631.374751   \n",
+       "3               1   5.53231          80.470405          736.891913   \n",
+       "4               2   5.64330           7.947368         1180.736842   \n",
+       "5               1   5.52555          38.187500          978.875000   \n",
+       "...           ...       ...                ...                 ...   \n",
+       "1450            1   1.12116           3.896996            1.496423   \n",
+       "1451            1   1.17116           4.777251            1.793839   \n",
+       "1452            1   1.17587           3.419152            3.312402   \n",
+       "1453            1   1.01972           0.688222            2.129330   \n",
+       "1454            1   0.95542           0.936021            0.531989   \n",
        "\n",
-       "         employment_density  density_index  is_cbd  \n",
-       "zone_id                                             \n",
-       "1               1707.375000       2.870167   False  \n",
-       "2               1631.374751       5.178722   False  \n",
-       "3                736.891913      72.547987   False  \n",
-       "4               1180.736842       7.894233   False  \n",
-       "5                978.875000      36.753679   False  \n",
-       "...                     ...            ...     ...  \n",
-       "186                9.411765       5.762347   False  \n",
-       "187                6.412698       4.159890   False  \n",
-       "188               23.820106       3.413233   False  \n",
-       "189                2.897436       2.723836   False  \n",
-       "190               24.047619      11.768501   False  \n",
+       "         density_index  is_cbd  \n",
+       "zone_id                         \n",
+       "1             2.870167   False  \n",
+       "2             5.178722   False  \n",
+       "3            72.547987   False  \n",
+       "4             7.894233   False  \n",
+       "5            36.753679   False  \n",
+       "...                ...     ...  \n",
+       "1450          1.081235   False  \n",
+       "1451          1.304140   False  \n",
+       "1452          1.682465   False  \n",
+       "1453          0.520115   False  \n",
+       "1454          0.339203   False  \n",
        "\n",
-       "[190 rows x 28 columns]"
+       "[1454 rows x 28 columns]"
       ]
      },
-     "execution_count": 11,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1925,7 +1648,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
@@ -2141,7 +1864,7 @@
        "7                          1  "
       ]
      },
-     "execution_count": 12,
+     "execution_count": 10,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2159,7 +1882,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [
     {
@@ -2270,7 +1993,7 @@
        "othdiscr  0.252    0.212    0.272    0.165    0.000     0.098"
       ]
      },
-     "execution_count": 13,
+     "execution_count": 11,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2290,21 +2013,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "req_data does not request avail_ca or avail_co but it is set and being provided\n",
-      "req_data does not request avail_ca or avail_co but it is set and being provided\n"
-     ]
-    },
     {
      "data": {
       "text/html": [
-       "<h3>Iteration 029 [Optimization terminated successfully] </h3>"
+       "<h3>Iteration 046 [Optimization terminated successfully] </h3>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -2316,7 +2031,7 @@
     {
      "data": {
       "text/html": [
-       "<p>Best LL = -13268.709190928732</p>"
+       "<p>Best LL = -85747.12036028807</p>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -2347,13 +2062,22 @@
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>value</th>\n",
+       "      <th>best</th>\n",
        "      <th>initvalue</th>\n",
-       "      <th>nullvalue</th>\n",
        "      <th>minimum</th>\n",
        "      <th>maximum</th>\n",
+       "      <th>nullvalue</th>\n",
        "      <th>holdfast</th>\n",
-       "      <th>note</th>\n",
-       "      <th>best</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>param_name</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
@@ -2361,465 +2085,432 @@
        "      <th>-999</th>\n",
        "      <td>-999.000000</td>\n",
        "      <td>-999.000000</td>\n",
-       "      <td>-999.0</td>\n",
-       "      <td>-999.0</td>\n",
-       "      <td>-999.0</td>\n",
-       "      <td>1</td>\n",
-       "      <td></td>\n",
        "      <td>-999.000000</td>\n",
+       "      <td>-999.000000</td>\n",
+       "      <td>-999.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.0</td>\n",
        "      <td>1</td>\n",
-       "      <td></td>\n",
-       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>1.000000</td>\n",
        "      <td>1.000000</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1</td>\n",
-       "      <td></td>\n",
        "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_eatout_dist_0_2</th>\n",
-       "      <td>-0.767979</td>\n",
+       "      <td>-0.959646</td>\n",
+       "      <td>-0.959646</td>\n",
        "      <td>-0.560900</td>\n",
+       "      <td>-25.000000</td>\n",
+       "      <td>25.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.767979</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_eatout_dist_2_5</th>\n",
-       "      <td>-0.226448</td>\n",
+       "      <td>-0.427890</td>\n",
+       "      <td>-0.427890</td>\n",
        "      <td>-0.319200</td>\n",
+       "      <td>-25.000000</td>\n",
+       "      <td>25.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.226448</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_eatout_dist_5_plus</th>\n",
-       "      <td>-0.188137</td>\n",
+       "      <td>-0.182199</td>\n",
+       "      <td>-0.182199</td>\n",
        "      <td>-0.123800</td>\n",
+       "      <td>-25.000000</td>\n",
+       "      <td>25.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.188137</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_escort_dist_0_2</th>\n",
-       "      <td>0.226691</td>\n",
+       "      <td>-0.290871</td>\n",
+       "      <td>-0.290871</td>\n",
        "      <td>-0.149900</td>\n",
+       "      <td>-25.000000</td>\n",
+       "      <td>25.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.226691</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_escort_dist_2_5</th>\n",
-       "      <td>-0.813494</td>\n",
+       "      <td>-0.959038</td>\n",
+       "      <td>-0.959038</td>\n",
        "      <td>-0.867100</td>\n",
+       "      <td>-25.000000</td>\n",
+       "      <td>25.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.813494</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_escort_dist_5_plus</th>\n",
-       "      <td>-0.255056</td>\n",
+       "      <td>-0.264682</td>\n",
+       "      <td>-0.264682</td>\n",
        "      <td>-0.213700</td>\n",
+       "      <td>-25.000000</td>\n",
+       "      <td>25.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.255056</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_mode_logsum</th>\n",
-       "      <td>0.662937</td>\n",
+       "      <td>0.165346</td>\n",
+       "      <td>0.165346</td>\n",
        "      <td>0.675500</td>\n",
+       "      <td>-25.000000</td>\n",
+       "      <td>25.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.662937</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_othdiscr_dist_0_2</th>\n",
-       "      <td>-0.203187</td>\n",
+       "      <td>-0.424399</td>\n",
+       "      <td>-0.424399</td>\n",
        "      <td>-0.167700</td>\n",
+       "      <td>-25.000000</td>\n",
+       "      <td>25.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.203187</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_othdiscr_dist_2_5</th>\n",
-       "      <td>-0.550945</td>\n",
+       "      <td>-0.615669</td>\n",
+       "      <td>-0.615669</td>\n",
        "      <td>-0.495500</td>\n",
+       "      <td>-25.000000</td>\n",
+       "      <td>25.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.550945</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_othdiscr_dist_5_plus</th>\n",
-       "      <td>-0.000141</td>\n",
+       "      <td>-0.171387</td>\n",
+       "      <td>-0.171387</td>\n",
        "      <td>-0.119300</td>\n",
+       "      <td>-25.000000</td>\n",
+       "      <td>25.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.000141</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_othmaint_dist_2_5</th>\n",
-       "      <td>-0.579932</td>\n",
+       "      <td>-0.796780</td>\n",
+       "      <td>-0.796780</td>\n",
        "      <td>-0.605500</td>\n",
+       "      <td>-25.000000</td>\n",
+       "      <td>25.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.579932</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_othmaint_dist_5_plus</th>\n",
-       "      <td>-0.229655</td>\n",
+       "      <td>-0.156745</td>\n",
+       "      <td>-0.156745</td>\n",
        "      <td>-0.109300</td>\n",
+       "      <td>-25.000000</td>\n",
+       "      <td>25.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.229655</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_shopping_dist_2_5</th>\n",
-       "      <td>-0.629792</td>\n",
+       "      <td>-0.704553</td>\n",
+       "      <td>-0.704553</td>\n",
        "      <td>-0.565500</td>\n",
+       "      <td>-25.000000</td>\n",
+       "      <td>25.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.629792</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_shopping_dist_5_plus</th>\n",
-       "      <td>-0.130649</td>\n",
+       "      <td>-0.234821</td>\n",
+       "      <td>-0.234821</td>\n",
        "      <td>-0.183200</td>\n",
+       "      <td>-25.000000</td>\n",
+       "      <td>25.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.130649</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_social_dist_2_5</th>\n",
-       "      <td>-0.245175</td>\n",
+       "      <td>-0.464176</td>\n",
+       "      <td>-0.464176</td>\n",
        "      <td>-0.348500</td>\n",
+       "      <td>-25.000000</td>\n",
+       "      <td>25.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.245175</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_social_dist_5_plus</th>\n",
-       "      <td>-0.190239</td>\n",
+       "      <td>-0.176446</td>\n",
+       "      <td>-0.176446</td>\n",
        "      <td>-0.130600</td>\n",
+       "      <td>-25.000000</td>\n",
+       "      <td>25.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.190239</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>eatout_HEREMPN</th>\n",
-       "      <td>-0.946877</td>\n",
+       "      <td>-1.601448</td>\n",
+       "      <td>-1.601448</td>\n",
        "      <td>-1.354796</td>\n",
+       "      <td>-6.000000</td>\n",
+       "      <td>6.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>-6.0</td>\n",
-       "      <td>6.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.946877</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>eatout_RETEMPN</th>\n",
        "      <td>-0.298406</td>\n",
        "      <td>-0.298406</td>\n",
+       "      <td>-0.298406</td>\n",
+       "      <td>-0.298406</td>\n",
+       "      <td>-0.298406</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>-6.0</td>\n",
-       "      <td>6.0</td>\n",
        "      <td>1</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.298406</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>escort_AGE0519</th>\n",
-       "      <td>-1.171241</td>\n",
+       "      <td>-0.765963</td>\n",
+       "      <td>-0.765963</td>\n",
        "      <td>-0.765718</td>\n",
+       "      <td>-6.000000</td>\n",
+       "      <td>6.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>-6.0</td>\n",
-       "      <td>6.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-1.171241</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>escort_HEREMPN</th>\n",
-       "      <td>-2.450057</td>\n",
+       "      <td>-1.996310</td>\n",
+       "      <td>-1.996310</td>\n",
        "      <td>-1.937942</td>\n",
+       "      <td>-6.000000</td>\n",
+       "      <td>6.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>-6.0</td>\n",
-       "      <td>6.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-2.450057</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>escort_HSENROLL</th>\n",
-       "      <td>-3.304440</td>\n",
-       "      <td>-1.795767</td>\n",
+       "      <td>-1.872611</td>\n",
+       "      <td>-1.872611</td>\n",
+       "      <td>-1.795768</td>\n",
+       "      <td>-6.000000</td>\n",
+       "      <td>6.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>-6.0</td>\n",
-       "      <td>6.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-3.304440</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>escort_RETEMPN</th>\n",
        "      <td>-1.491655</td>\n",
        "      <td>-1.491655</td>\n",
+       "      <td>-1.491655</td>\n",
+       "      <td>-1.491655</td>\n",
+       "      <td>-1.491655</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>-6.0</td>\n",
-       "      <td>6.0</td>\n",
        "      <td>1</td>\n",
-       "      <td></td>\n",
-       "      <td>-1.491655</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>othdiscr_HEREMPN</th>\n",
-       "      <td>-1.584964</td>\n",
+       "      <td>-1.342128</td>\n",
+       "      <td>-1.342128</td>\n",
        "      <td>-1.301953</td>\n",
+       "      <td>-6.000000</td>\n",
+       "      <td>6.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>-6.0</td>\n",
-       "      <td>6.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-1.584964</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>othdiscr_HSENROLL</th>\n",
-       "      <td>-2.466750</td>\n",
+       "      <td>-2.287886</td>\n",
+       "      <td>-2.287886</td>\n",
        "      <td>-2.322788</td>\n",
+       "      <td>-6.000000</td>\n",
+       "      <td>6.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>-6.0</td>\n",
-       "      <td>6.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-2.466750</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>othdiscr_OTHEMPN</th>\n",
-       "      <td>-2.370292</td>\n",
+       "      <td>-1.905661</td>\n",
+       "      <td>-1.905661</td>\n",
        "      <td>-1.801810</td>\n",
+       "      <td>-6.000000</td>\n",
+       "      <td>6.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>-6.0</td>\n",
-       "      <td>6.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-2.370292</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>othdiscr_RETEMPN</th>\n",
-       "      <td>-1.238181</td>\n",
+       "      <td>-1.550175</td>\n",
+       "      <td>-1.550175</td>\n",
        "      <td>-1.551169</td>\n",
+       "      <td>-6.000000</td>\n",
+       "      <td>6.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>-6.0</td>\n",
-       "      <td>6.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-1.238181</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>othdiscr_TOTHH</th>\n",
        "      <td>-1.378326</td>\n",
        "      <td>-1.378326</td>\n",
+       "      <td>-1.378326</td>\n",
+       "      <td>-1.378326</td>\n",
+       "      <td>-1.378326</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>-6.0</td>\n",
-       "      <td>6.0</td>\n",
        "      <td>1</td>\n",
-       "      <td></td>\n",
-       "      <td>-1.378326</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>othmaint_HEREMPN</th>\n",
-       "      <td>-0.668952</td>\n",
+       "      <td>-0.689025</td>\n",
+       "      <td>-0.689025</td>\n",
        "      <td>-0.657780</td>\n",
+       "      <td>-6.000000</td>\n",
+       "      <td>6.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>-6.0</td>\n",
-       "      <td>6.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.668952</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>othmaint_RETEMPN</th>\n",
        "      <td>-0.729811</td>\n",
        "      <td>-0.729811</td>\n",
+       "      <td>-0.729811</td>\n",
+       "      <td>-0.729811</td>\n",
+       "      <td>-0.729811</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>-6.0</td>\n",
-       "      <td>6.0</td>\n",
        "      <td>1</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.729811</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>shopping_RETEMPN</th>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>-6.0</td>\n",
-       "      <td>6.0</td>\n",
        "      <td>1</td>\n",
-       "      <td></td>\n",
-       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>social_HEREMPN</th>\n",
-       "      <td>-0.302843</td>\n",
+       "      <td>-0.831065</td>\n",
+       "      <td>-0.831065</td>\n",
        "      <td>-0.738145</td>\n",
+       "      <td>-6.000000</td>\n",
+       "      <td>6.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>-6.0</td>\n",
-       "      <td>6.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.302843</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>social_RETEMPN</th>\n",
        "      <td>-0.650088</td>\n",
        "      <td>-0.650088</td>\n",
+       "      <td>-0.650088</td>\n",
+       "      <td>-0.650088</td>\n",
+       "      <td>-0.650088</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>-6.0</td>\n",
-       "      <td>6.0</td>\n",
        "      <td>1</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.650088</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "                                value   initvalue  nullvalue  minimum  \\\n",
-       "-999                      -999.000000 -999.000000     -999.0   -999.0   \n",
-       "0                            0.000000    0.000000        0.0      0.0   \n",
-       "1                            1.000000    1.000000        1.0      1.0   \n",
-       "coef_eatout_dist_0_2        -0.767979   -0.560900        0.0      NaN   \n",
-       "coef_eatout_dist_2_5        -0.226448   -0.319200        0.0      NaN   \n",
-       "coef_eatout_dist_5_plus     -0.188137   -0.123800        0.0      NaN   \n",
-       "coef_escort_dist_0_2         0.226691   -0.149900        0.0      NaN   \n",
-       "coef_escort_dist_2_5        -0.813494   -0.867100        0.0      NaN   \n",
-       "coef_escort_dist_5_plus     -0.255056   -0.213700        0.0      NaN   \n",
-       "coef_mode_logsum             0.662937    0.675500        0.0      NaN   \n",
-       "coef_othdiscr_dist_0_2      -0.203187   -0.167700        0.0      NaN   \n",
-       "coef_othdiscr_dist_2_5      -0.550945   -0.495500        0.0      NaN   \n",
-       "coef_othdiscr_dist_5_plus   -0.000141   -0.119300        0.0      NaN   \n",
-       "coef_othmaint_dist_2_5      -0.579932   -0.605500        0.0      NaN   \n",
-       "coef_othmaint_dist_5_plus   -0.229655   -0.109300        0.0      NaN   \n",
-       "coef_shopping_dist_2_5      -0.629792   -0.565500        0.0      NaN   \n",
-       "coef_shopping_dist_5_plus   -0.130649   -0.183200        0.0      NaN   \n",
-       "coef_social_dist_2_5        -0.245175   -0.348500        0.0      NaN   \n",
-       "coef_social_dist_5_plus     -0.190239   -0.130600        0.0      NaN   \n",
-       "eatout_HEREMPN              -0.946877   -1.354796        0.0     -6.0   \n",
-       "eatout_RETEMPN              -0.298406   -0.298406        0.0     -6.0   \n",
-       "escort_AGE0519              -1.171241   -0.765718        0.0     -6.0   \n",
-       "escort_HEREMPN              -2.450057   -1.937942        0.0     -6.0   \n",
-       "escort_HSENROLL             -3.304440   -1.795767        0.0     -6.0   \n",
-       "escort_RETEMPN              -1.491655   -1.491655        0.0     -6.0   \n",
-       "othdiscr_HEREMPN            -1.584964   -1.301953        0.0     -6.0   \n",
-       "othdiscr_HSENROLL           -2.466750   -2.322788        0.0     -6.0   \n",
-       "othdiscr_OTHEMPN            -2.370292   -1.801810        0.0     -6.0   \n",
-       "othdiscr_RETEMPN            -1.238181   -1.551169        0.0     -6.0   \n",
-       "othdiscr_TOTHH              -1.378326   -1.378326        0.0     -6.0   \n",
-       "othmaint_HEREMPN            -0.668952   -0.657780        0.0     -6.0   \n",
-       "othmaint_RETEMPN            -0.729811   -0.729811        0.0     -6.0   \n",
-       "shopping_RETEMPN             0.000000    0.000000        0.0     -6.0   \n",
-       "social_HEREMPN              -0.302843   -0.738145        0.0     -6.0   \n",
-       "social_RETEMPN              -0.650088   -0.650088        0.0     -6.0   \n",
+       "                                value        best   initvalue     minimum  \\\n",
+       "param_name                                                                  \n",
+       "-999                      -999.000000 -999.000000 -999.000000 -999.000000   \n",
+       "0                            0.000000    0.000000    0.000000    0.000000   \n",
+       "1                            1.000000    1.000000    1.000000    1.000000   \n",
+       "coef_eatout_dist_0_2        -0.959646   -0.959646   -0.560900  -25.000000   \n",
+       "coef_eatout_dist_2_5        -0.427890   -0.427890   -0.319200  -25.000000   \n",
+       "coef_eatout_dist_5_plus     -0.182199   -0.182199   -0.123800  -25.000000   \n",
+       "coef_escort_dist_0_2        -0.290871   -0.290871   -0.149900  -25.000000   \n",
+       "coef_escort_dist_2_5        -0.959038   -0.959038   -0.867100  -25.000000   \n",
+       "coef_escort_dist_5_plus     -0.264682   -0.264682   -0.213700  -25.000000   \n",
+       "coef_mode_logsum             0.165346    0.165346    0.675500  -25.000000   \n",
+       "coef_othdiscr_dist_0_2      -0.424399   -0.424399   -0.167700  -25.000000   \n",
+       "coef_othdiscr_dist_2_5      -0.615669   -0.615669   -0.495500  -25.000000   \n",
+       "coef_othdiscr_dist_5_plus   -0.171387   -0.171387   -0.119300  -25.000000   \n",
+       "coef_othmaint_dist_2_5      -0.796780   -0.796780   -0.605500  -25.000000   \n",
+       "coef_othmaint_dist_5_plus   -0.156745   -0.156745   -0.109300  -25.000000   \n",
+       "coef_shopping_dist_2_5      -0.704553   -0.704553   -0.565500  -25.000000   \n",
+       "coef_shopping_dist_5_plus   -0.234821   -0.234821   -0.183200  -25.000000   \n",
+       "coef_social_dist_2_5        -0.464176   -0.464176   -0.348500  -25.000000   \n",
+       "coef_social_dist_5_plus     -0.176446   -0.176446   -0.130600  -25.000000   \n",
+       "eatout_HEREMPN              -1.601448   -1.601448   -1.354796   -6.000000   \n",
+       "eatout_RETEMPN              -0.298406   -0.298406   -0.298406   -0.298406   \n",
+       "escort_AGE0519              -0.765963   -0.765963   -0.765718   -6.000000   \n",
+       "escort_HEREMPN              -1.996310   -1.996310   -1.937942   -6.000000   \n",
+       "escort_HSENROLL             -1.872611   -1.872611   -1.795768   -6.000000   \n",
+       "escort_RETEMPN              -1.491655   -1.491655   -1.491655   -1.491655   \n",
+       "othdiscr_HEREMPN            -1.342128   -1.342128   -1.301953   -6.000000   \n",
+       "othdiscr_HSENROLL           -2.287886   -2.287886   -2.322788   -6.000000   \n",
+       "othdiscr_OTHEMPN            -1.905661   -1.905661   -1.801810   -6.000000   \n",
+       "othdiscr_RETEMPN            -1.550175   -1.550175   -1.551169   -6.000000   \n",
+       "othdiscr_TOTHH              -1.378326   -1.378326   -1.378326   -1.378326   \n",
+       "othmaint_HEREMPN            -0.689025   -0.689025   -0.657780   -6.000000   \n",
+       "othmaint_RETEMPN            -0.729811   -0.729811   -0.729811   -0.729811   \n",
+       "shopping_RETEMPN             0.000000    0.000000    0.000000    0.000000   \n",
+       "social_HEREMPN              -0.831065   -0.831065   -0.738145   -6.000000   \n",
+       "social_RETEMPN              -0.650088   -0.650088   -0.650088   -0.650088   \n",
        "\n",
-       "                           maximum  holdfast note        best  \n",
-       "-999                        -999.0         1      -999.000000  \n",
-       "0                              0.0         1         0.000000  \n",
-       "1                              1.0         1         1.000000  \n",
-       "coef_eatout_dist_0_2           NaN         0        -0.767979  \n",
-       "coef_eatout_dist_2_5           NaN         0        -0.226448  \n",
-       "coef_eatout_dist_5_plus        NaN         0        -0.188137  \n",
-       "coef_escort_dist_0_2           NaN         0         0.226691  \n",
-       "coef_escort_dist_2_5           NaN         0        -0.813494  \n",
-       "coef_escort_dist_5_plus        NaN         0        -0.255056  \n",
-       "coef_mode_logsum               NaN         0         0.662937  \n",
-       "coef_othdiscr_dist_0_2         NaN         0        -0.203187  \n",
-       "coef_othdiscr_dist_2_5         NaN         0        -0.550945  \n",
-       "coef_othdiscr_dist_5_plus      NaN         0        -0.000141  \n",
-       "coef_othmaint_dist_2_5         NaN         0        -0.579932  \n",
-       "coef_othmaint_dist_5_plus      NaN         0        -0.229655  \n",
-       "coef_shopping_dist_2_5         NaN         0        -0.629792  \n",
-       "coef_shopping_dist_5_plus      NaN         0        -0.130649  \n",
-       "coef_social_dist_2_5           NaN         0        -0.245175  \n",
-       "coef_social_dist_5_plus        NaN         0        -0.190239  \n",
-       "eatout_HEREMPN                 6.0         0        -0.946877  \n",
-       "eatout_RETEMPN                 6.0         1        -0.298406  \n",
-       "escort_AGE0519                 6.0         0        -1.171241  \n",
-       "escort_HEREMPN                 6.0         0        -2.450057  \n",
-       "escort_HSENROLL                6.0         0        -3.304440  \n",
-       "escort_RETEMPN                 6.0         1        -1.491655  \n",
-       "othdiscr_HEREMPN               6.0         0        -1.584964  \n",
-       "othdiscr_HSENROLL              6.0         0        -2.466750  \n",
-       "othdiscr_OTHEMPN               6.0         0        -2.370292  \n",
-       "othdiscr_RETEMPN               6.0         0        -1.238181  \n",
-       "othdiscr_TOTHH                 6.0         1        -1.378326  \n",
-       "othmaint_HEREMPN               6.0         0        -0.668952  \n",
-       "othmaint_RETEMPN               6.0         1        -0.729811  \n",
-       "shopping_RETEMPN               6.0         1         0.000000  \n",
-       "social_HEREMPN                 6.0         0        -0.302843  \n",
-       "social_RETEMPN                 6.0         1        -0.650088  "
+       "                              maximum  nullvalue  holdfast  \n",
+       "param_name                                                  \n",
+       "-999                      -999.000000        0.0         1  \n",
+       "0                            0.000000        0.0         1  \n",
+       "1                            1.000000        0.0         1  \n",
+       "coef_eatout_dist_0_2        25.000000        0.0         0  \n",
+       "coef_eatout_dist_2_5        25.000000        0.0         0  \n",
+       "coef_eatout_dist_5_plus     25.000000        0.0         0  \n",
+       "coef_escort_dist_0_2        25.000000        0.0         0  \n",
+       "coef_escort_dist_2_5        25.000000        0.0         0  \n",
+       "coef_escort_dist_5_plus     25.000000        0.0         0  \n",
+       "coef_mode_logsum            25.000000        0.0         0  \n",
+       "coef_othdiscr_dist_0_2      25.000000        0.0         0  \n",
+       "coef_othdiscr_dist_2_5      25.000000        0.0         0  \n",
+       "coef_othdiscr_dist_5_plus   25.000000        0.0         0  \n",
+       "coef_othmaint_dist_2_5      25.000000        0.0         0  \n",
+       "coef_othmaint_dist_5_plus   25.000000        0.0         0  \n",
+       "coef_shopping_dist_2_5      25.000000        0.0         0  \n",
+       "coef_shopping_dist_5_plus   25.000000        0.0         0  \n",
+       "coef_social_dist_2_5        25.000000        0.0         0  \n",
+       "coef_social_dist_5_plus     25.000000        0.0         0  \n",
+       "eatout_HEREMPN               6.000000        0.0         0  \n",
+       "eatout_RETEMPN              -0.298406        0.0         1  \n",
+       "escort_AGE0519               6.000000        0.0         0  \n",
+       "escort_HEREMPN               6.000000        0.0         0  \n",
+       "escort_HSENROLL              6.000000        0.0         0  \n",
+       "escort_RETEMPN              -1.491655        0.0         1  \n",
+       "othdiscr_HEREMPN             6.000000        0.0         0  \n",
+       "othdiscr_HSENROLL            6.000000        0.0         0  \n",
+       "othdiscr_OTHEMPN             6.000000        0.0         0  \n",
+       "othdiscr_RETEMPN             6.000000        0.0         0  \n",
+       "othdiscr_TOTHH              -1.378326        0.0         1  \n",
+       "othmaint_HEREMPN             6.000000        0.0         0  \n",
+       "othmaint_RETEMPN            -0.729811        0.0         1  \n",
+       "shopping_RETEMPN             0.000000        0.0         1  \n",
+       "social_HEREMPN               6.000000        0.0         0  \n",
+       "social_RETEMPN              -0.650088        0.0         1  "
       ]
      },
      "metadata": {},
@@ -2850,71 +2541,71 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_eatout_dist_0_2</th>\n",
-       "      <td>-0.767979</td>\n",
+       "      <td>-0.959646</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_eatout_dist_2_5</th>\n",
-       "      <td>-0.226448</td>\n",
+       "      <td>-0.427890</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_eatout_dist_5_plus</th>\n",
-       "      <td>-0.188137</td>\n",
+       "      <td>-0.182199</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_escort_dist_0_2</th>\n",
-       "      <td>0.226691</td>\n",
+       "      <td>-0.290871</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_escort_dist_2_5</th>\n",
-       "      <td>-0.813494</td>\n",
+       "      <td>-0.959038</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_escort_dist_5_plus</th>\n",
-       "      <td>-0.255056</td>\n",
+       "      <td>-0.264682</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_mode_logsum</th>\n",
-       "      <td>0.662937</td>\n",
+       "      <td>0.165346</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_othdiscr_dist_0_2</th>\n",
-       "      <td>-0.203187</td>\n",
+       "      <td>-0.424399</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_othdiscr_dist_2_5</th>\n",
-       "      <td>-0.550945</td>\n",
+       "      <td>-0.615669</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_othdiscr_dist_5_plus</th>\n",
-       "      <td>-0.000141</td>\n",
+       "      <td>-0.171387</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_othmaint_dist_2_5</th>\n",
-       "      <td>-0.579932</td>\n",
+       "      <td>-0.796780</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_othmaint_dist_5_plus</th>\n",
-       "      <td>-0.229655</td>\n",
+       "      <td>-0.156745</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_shopping_dist_2_5</th>\n",
-       "      <td>-0.629792</td>\n",
+       "      <td>-0.704553</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_shopping_dist_5_plus</th>\n",
-       "      <td>-0.130649</td>\n",
+       "      <td>-0.234821</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_social_dist_2_5</th>\n",
-       "      <td>-0.245175</td>\n",
+       "      <td>-0.464176</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_social_dist_5_plus</th>\n",
-       "      <td>-0.190239</td>\n",
+       "      <td>-0.176446</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>eatout_HEREMPN</th>\n",
-       "      <td>-0.946877</td>\n",
+       "      <td>-1.601448</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>eatout_RETEMPN</th>\n",
@@ -2922,15 +2613,15 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>escort_AGE0519</th>\n",
-       "      <td>-1.171241</td>\n",
+       "      <td>-0.765963</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>escort_HEREMPN</th>\n",
-       "      <td>-2.450057</td>\n",
+       "      <td>-1.996310</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>escort_HSENROLL</th>\n",
-       "      <td>-3.304440</td>\n",
+       "      <td>-1.872611</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>escort_RETEMPN</th>\n",
@@ -2938,19 +2629,19 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>othdiscr_HEREMPN</th>\n",
-       "      <td>-1.584964</td>\n",
+       "      <td>-1.342128</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>othdiscr_HSENROLL</th>\n",
-       "      <td>-2.466750</td>\n",
+       "      <td>-2.287886</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>othdiscr_OTHEMPN</th>\n",
-       "      <td>-2.370292</td>\n",
+       "      <td>-1.905661</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>othdiscr_RETEMPN</th>\n",
-       "      <td>-1.238181</td>\n",
+       "      <td>-1.550175</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>othdiscr_TOTHH</th>\n",
@@ -2958,7 +2649,7 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>othmaint_HEREMPN</th>\n",
-       "      <td>-0.668952</td>\n",
+       "      <td>-0.689025</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>othmaint_RETEMPN</th>\n",
@@ -2970,14 +2661,14 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>social_HEREMPN</th>\n",
-       "      <td>-0.302843</td>\n",
+       "      <td>-0.831065</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>social_RETEMPN</th>\n",
        "      <td>-0.650088</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
-       "</table></td></tr><tr><td>loglike</td><td style=\"text-align:left;\">-13268.709190928732</td></tr><tr><td>d_loglike</td><td style=\"text-align:left;\"><table border=\"1\" class=\"dataframe\">\n",
+       "</table></td></tr><tr><td>logloss</td><td style=\"text-align:left;\">2.770862804895239</td></tr><tr><td>d_logloss</td><td style=\"text-align:left;\"><table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
@@ -2999,71 +2690,71 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_eatout_dist_0_2</th>\n",
-       "      <td>0.000334</td>\n",
+       "      <td>0.000068</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_eatout_dist_2_5</th>\n",
-       "      <td>0.000606</td>\n",
+       "      <td>0.000060</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_eatout_dist_5_plus</th>\n",
-       "      <td>-0.001254</td>\n",
+       "      <td>0.000251</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_escort_dist_0_2</th>\n",
-       "      <td>0.000004</td>\n",
+       "      <td>0.000236</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_escort_dist_2_5</th>\n",
-       "      <td>-0.001135</td>\n",
+       "      <td>-0.000043</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_escort_dist_5_plus</th>\n",
-       "      <td>-0.000519</td>\n",
+       "      <td>0.000007</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_mode_logsum</th>\n",
-       "      <td>0.000531</td>\n",
+       "      <td>-0.000027</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_othdiscr_dist_0_2</th>\n",
-       "      <td>-0.001077</td>\n",
+       "      <td>-0.000193</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_othdiscr_dist_2_5</th>\n",
-       "      <td>-0.001877</td>\n",
+       "      <td>-0.000067</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_othdiscr_dist_5_plus</th>\n",
-       "      <td>-0.001387</td>\n",
+       "      <td>0.000015</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_othmaint_dist_2_5</th>\n",
-       "      <td>-0.000112</td>\n",
+       "      <td>-0.000110</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_othmaint_dist_5_plus</th>\n",
-       "      <td>-0.000787</td>\n",
+       "      <td>-0.000227</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_shopping_dist_2_5</th>\n",
-       "      <td>-0.000232</td>\n",
+       "      <td>0.000147</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_shopping_dist_5_plus</th>\n",
-       "      <td>-0.000795</td>\n",
+       "      <td>0.000482</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_social_dist_2_5</th>\n",
-       "      <td>-0.000397</td>\n",
+       "      <td>-0.000027</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_social_dist_5_plus</th>\n",
-       "      <td>0.000937</td>\n",
+       "      <td>-0.000062</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>eatout_HEREMPN</th>\n",
-       "      <td>-0.000288</td>\n",
+       "      <td>0.000078</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>eatout_RETEMPN</th>\n",
@@ -3071,15 +2762,15 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>escort_AGE0519</th>\n",
-       "      <td>-0.000725</td>\n",
+       "      <td>-0.000137</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>escort_HEREMPN</th>\n",
-       "      <td>0.000389</td>\n",
+       "      <td>-0.000064</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>escort_HSENROLL</th>\n",
-       "      <td>-0.000033</td>\n",
+       "      <td>-0.000067</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>escort_RETEMPN</th>\n",
@@ -3087,19 +2778,19 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>othdiscr_HEREMPN</th>\n",
-       "      <td>0.001326</td>\n",
+       "      <td>0.000065</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>othdiscr_HSENROLL</th>\n",
-       "      <td>0.000025</td>\n",
+       "      <td>0.000034</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>othdiscr_OTHEMPN</th>\n",
-       "      <td>0.000044</td>\n",
+       "      <td>-0.000049</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>othdiscr_RETEMPN</th>\n",
-       "      <td>-0.000287</td>\n",
+       "      <td>0.000009</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>othdiscr_TOTHH</th>\n",
@@ -3107,7 +2798,7 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>othmaint_HEREMPN</th>\n",
-       "      <td>0.000035</td>\n",
+       "      <td>-0.000002</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>othmaint_RETEMPN</th>\n",
@@ -3119,109 +2810,109 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>social_HEREMPN</th>\n",
-       "      <td>-0.000091</td>\n",
+       "      <td>-0.000084</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>social_RETEMPN</th>\n",
        "      <td>0.000000</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
-       "</table></td></tr><tr><td>nit</td><td style=\"text-align:left;\">29</td></tr><tr><td>nfev</td><td style=\"text-align:left;\">79</td></tr><tr><td>njev</td><td style=\"text-align:left;\">29</td></tr><tr><td>status</td><td style=\"text-align:left;\">0</td></tr><tr><td>message</td><td style=\"text-align:left;\">'Optimization terminated successfully'</td></tr><tr><td>success</td><td style=\"text-align:left;\">True</td></tr><tr><td>elapsed_time</td><td style=\"text-align:left;\">0:00:07.087910</td></tr><tr><td>method</td><td style=\"text-align:left;\">'SLSQP'</td></tr><tr><td>n_cases</td><td style=\"text-align:left;\">2581</td></tr><tr><td>iteration_number</td><td style=\"text-align:left;\">29</td></tr><tr><td>logloss</td><td style=\"text-align:left;\">5.140917935268784</td></tr></table></div>"
+       "</table></td></tr><tr><td>nit</td><td style=\"text-align:left;\">46</td></tr><tr><td>nfev</td><td style=\"text-align:left;\">46</td></tr><tr><td>njev</td><td style=\"text-align:left;\">46</td></tr><tr><td>status</td><td style=\"text-align:left;\">0</td></tr><tr><td>message</td><td style=\"text-align:left;\">'Optimization terminated successfully'</td></tr><tr><td>success</td><td style=\"text-align:left;\">True</td></tr><tr><td>elapsed_time</td><td style=\"text-align:left;\">0:00:06.714015</td></tr><tr><td>method</td><td style=\"text-align:left;\">'slsqp'</td></tr><tr><td>n_cases</td><td style=\"text-align:left;\">30946</td></tr><tr><td>iteration_number</td><td style=\"text-align:left;\">46</td></tr><tr><td>loglike</td><td style=\"text-align:left;\">-85747.12036028807</td></tr></table></div>"
       ],
       "text/plain": [
        "┣                x: -999                        -999.000000\n",
        "┃                   0                              0.000000\n",
        "┃                   1                              1.000000\n",
-       "┃                   coef_eatout_dist_0_2          -0.767979\n",
-       "┃                   coef_eatout_dist_2_5          -0.226448\n",
-       "┃                   coef_eatout_dist_5_plus       -0.188137\n",
-       "┃                   coef_escort_dist_0_2           0.226691\n",
-       "┃                   coef_escort_dist_2_5          -0.813494\n",
-       "┃                   coef_escort_dist_5_plus       -0.255056\n",
-       "┃                   coef_mode_logsum               0.662937\n",
-       "┃                   coef_othdiscr_dist_0_2        -0.203187\n",
-       "┃                   coef_othdiscr_dist_2_5        -0.550945\n",
-       "┃                   coef_othdiscr_dist_5_plus     -0.000141\n",
-       "┃                   coef_othmaint_dist_2_5        -0.579932\n",
-       "┃                   coef_othmaint_dist_5_plus     -0.229655\n",
-       "┃                   coef_shopping_dist_2_5        -0.629792\n",
-       "┃                   coef_shopping_dist_5_plus     -0.130649\n",
-       "┃                   coef_social_dist_2_5          -0.245175\n",
-       "┃                   coef_social_dist_5_plus       -0.190239\n",
-       "┃                   eatout_HEREMPN                -0.946877\n",
+       "┃                   coef_eatout_dist_0_2          -0.959646\n",
+       "┃                   coef_eatout_dist_2_5          -0.427890\n",
+       "┃                   coef_eatout_dist_5_plus       -0.182199\n",
+       "┃                   coef_escort_dist_0_2          -0.290871\n",
+       "┃                   coef_escort_dist_2_5          -0.959038\n",
+       "┃                   coef_escort_dist_5_plus       -0.264682\n",
+       "┃                   coef_mode_logsum               0.165346\n",
+       "┃                   coef_othdiscr_dist_0_2        -0.424399\n",
+       "┃                   coef_othdiscr_dist_2_5        -0.615669\n",
+       "┃                   coef_othdiscr_dist_5_plus     -0.171387\n",
+       "┃                   coef_othmaint_dist_2_5        -0.796780\n",
+       "┃                   coef_othmaint_dist_5_plus     -0.156745\n",
+       "┃                   coef_shopping_dist_2_5        -0.704553\n",
+       "┃                   coef_shopping_dist_5_plus     -0.234821\n",
+       "┃                   coef_social_dist_2_5          -0.464176\n",
+       "┃                   coef_social_dist_5_plus       -0.176446\n",
+       "┃                   eatout_HEREMPN                -1.601448\n",
        "┃                   eatout_RETEMPN                -0.298406\n",
-       "┃                   escort_AGE0519                -1.171241\n",
-       "┃                   escort_HEREMPN                -2.450057\n",
-       "┃                   escort_HSENROLL               -3.304440\n",
+       "┃                   escort_AGE0519                -0.765963\n",
+       "┃                   escort_HEREMPN                -1.996310\n",
+       "┃                   escort_HSENROLL               -1.872611\n",
        "┃                   escort_RETEMPN                -1.491655\n",
-       "┃                   othdiscr_HEREMPN              -1.584964\n",
-       "┃                   othdiscr_HSENROLL             -2.466750\n",
-       "┃                   othdiscr_OTHEMPN              -2.370292\n",
-       "┃                   othdiscr_RETEMPN              -1.238181\n",
+       "┃                   othdiscr_HEREMPN              -1.342128\n",
+       "┃                   othdiscr_HSENROLL             -2.287886\n",
+       "┃                   othdiscr_OTHEMPN              -1.905661\n",
+       "┃                   othdiscr_RETEMPN              -1.550175\n",
        "┃                   othdiscr_TOTHH                -1.378326\n",
-       "┃                   othmaint_HEREMPN              -0.668952\n",
+       "┃                   othmaint_HEREMPN              -0.689025\n",
        "┃                   othmaint_RETEMPN              -0.729811\n",
        "┃                   shopping_RETEMPN               0.000000\n",
-       "┃                   social_HEREMPN                -0.302843\n",
+       "┃                   social_HEREMPN                -0.831065\n",
        "┃                   social_RETEMPN                -0.650088\n",
        "┃                   dtype: float64\n",
-       "┣          loglike: -13268.709190928732\n",
-       "┣        d_loglike: -999                         0.000000\n",
+       "┣          logloss: 2.770862804895239\n",
+       "┣        d_logloss: -999                         0.000000\n",
        "┃                   0                            0.000000\n",
        "┃                   1                            0.000000\n",
-       "┃                   coef_eatout_dist_0_2         0.000334\n",
-       "┃                   coef_eatout_dist_2_5         0.000606\n",
-       "┃                   coef_eatout_dist_5_plus     -0.001254\n",
-       "┃                   coef_escort_dist_0_2         0.000004\n",
-       "┃                   coef_escort_dist_2_5        -0.001135\n",
-       "┃                   coef_escort_dist_5_plus     -0.000519\n",
-       "┃                   coef_mode_logsum             0.000531\n",
-       "┃                   coef_othdiscr_dist_0_2      -0.001077\n",
-       "┃                   coef_othdiscr_dist_2_5      -0.001877\n",
-       "┃                   coef_othdiscr_dist_5_plus   -0.001387\n",
-       "┃                   coef_othmaint_dist_2_5      -0.000112\n",
-       "┃                   coef_othmaint_dist_5_plus   -0.000787\n",
-       "┃                   coef_shopping_dist_2_5      -0.000232\n",
-       "┃                   coef_shopping_dist_5_plus   -0.000795\n",
-       "┃                   coef_social_dist_2_5        -0.000397\n",
-       "┃                   coef_social_dist_5_plus      0.000937\n",
-       "┃                   eatout_HEREMPN              -0.000288\n",
+       "┃                   coef_eatout_dist_0_2         0.000068\n",
+       "┃                   coef_eatout_dist_2_5         0.000060\n",
+       "┃                   coef_eatout_dist_5_plus      0.000251\n",
+       "┃                   coef_escort_dist_0_2         0.000236\n",
+       "┃                   coef_escort_dist_2_5        -0.000043\n",
+       "┃                   coef_escort_dist_5_plus      0.000007\n",
+       "┃                   coef_mode_logsum            -0.000027\n",
+       "┃                   coef_othdiscr_dist_0_2      -0.000193\n",
+       "┃                   coef_othdiscr_dist_2_5      -0.000067\n",
+       "┃                   coef_othdiscr_dist_5_plus    0.000015\n",
+       "┃                   coef_othmaint_dist_2_5      -0.000110\n",
+       "┃                   coef_othmaint_dist_5_plus   -0.000227\n",
+       "┃                   coef_shopping_dist_2_5       0.000147\n",
+       "┃                   coef_shopping_dist_5_plus    0.000482\n",
+       "┃                   coef_social_dist_2_5        -0.000027\n",
+       "┃                   coef_social_dist_5_plus     -0.000062\n",
+       "┃                   eatout_HEREMPN               0.000078\n",
        "┃                   eatout_RETEMPN               0.000000\n",
-       "┃                   escort_AGE0519              -0.000725\n",
-       "┃                   escort_HEREMPN               0.000389\n",
-       "┃                   escort_HSENROLL             -0.000033\n",
+       "┃                   escort_AGE0519              -0.000137\n",
+       "┃                   escort_HEREMPN              -0.000064\n",
+       "┃                   escort_HSENROLL             -0.000067\n",
        "┃                   escort_RETEMPN               0.000000\n",
-       "┃                   othdiscr_HEREMPN             0.001326\n",
-       "┃                   othdiscr_HSENROLL            0.000025\n",
-       "┃                   othdiscr_OTHEMPN             0.000044\n",
-       "┃                   othdiscr_RETEMPN            -0.000287\n",
+       "┃                   othdiscr_HEREMPN             0.000065\n",
+       "┃                   othdiscr_HSENROLL            0.000034\n",
+       "┃                   othdiscr_OTHEMPN            -0.000049\n",
+       "┃                   othdiscr_RETEMPN             0.000009\n",
        "┃                   othdiscr_TOTHH               0.000000\n",
-       "┃                   othmaint_HEREMPN             0.000035\n",
+       "┃                   othmaint_HEREMPN            -0.000002\n",
        "┃                   othmaint_RETEMPN             0.000000\n",
        "┃                   shopping_RETEMPN             0.000000\n",
-       "┃                   social_HEREMPN              -0.000091\n",
+       "┃                   social_HEREMPN              -0.000084\n",
        "┃                   social_RETEMPN               0.000000\n",
        "┃                   dtype: float64\n",
-       "┣              nit: 29\n",
-       "┣             nfev: 79\n",
-       "┣             njev: 29\n",
+       "┣              nit: 46\n",
+       "┣             nfev: 46\n",
+       "┣             njev: 46\n",
        "┣           status: 0\n",
        "┣          message: 'Optimization terminated successfully'\n",
        "┣          success: True\n",
-       "┣     elapsed_time: datetime.timedelta(seconds=7, microseconds=87910)\n",
-       "┣           method: 'SLSQP'\n",
-       "┣          n_cases: 2581\n",
-       "┣ iteration_number: 29\n",
-       "┣          logloss: 5.140917935268784"
+       "┣     elapsed_time: datetime.timedelta(seconds=6, microseconds=714015)\n",
+       "┣           method: 'slsqp'\n",
+       "┣          n_cases: 30946\n",
+       "┣ iteration_number: 46\n",
+       "┣          loglike: -85747.12036028807"
       ]
      },
-     "execution_count": 14,
+     "execution_count": 12,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "model.estimate(method='SLSQP')"
+    "model.estimate(maxiter=900)"
    ]
   },
   {
@@ -3233,309 +2924,333 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [
     {
      "data": {
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-       "            font-family: monospace;\n",
-       "        }</style><table id=\"T_20ca0_\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >Value</th>        <th class=\"col_heading level0 col1\" >Std Err</th>        <th class=\"col_heading level0 col2\" >t Stat</th>        <th class=\"col_heading level0 col3\" >Signif</th>        <th class=\"col_heading level0 col4\" >Null Value</th>    </tr></thead><tbody>\n",
-       "                <tr>\n",
-       "                        <th id=\"T_20ca0_level0_row0\" class=\"row_heading level0 row0\" >-999</th>\n",
-       "                        <td id=\"T_20ca0_row0_col0\" class=\"data row0 col0\" >-999.</td>\n",
-       "                        <td id=\"T_20ca0_row0_col1\" class=\"data row0 col1\" > 0.00</td>\n",
-       "                        <td id=\"T_20ca0_row0_col2\" class=\"data row0 col2\" > NA</td>\n",
-       "                        <td id=\"T_20ca0_row0_col3\" class=\"data row0 col3\" ></td>\n",
-       "                        <td id=\"T_20ca0_row0_col4\" class=\"data row0 col4\" >-999.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_20ca0_level0_row1\" class=\"row_heading level0 row1\" >0</th>\n",
-       "                        <td id=\"T_20ca0_row1_col0\" class=\"data row1 col0\" > 0.00</td>\n",
-       "                        <td id=\"T_20ca0_row1_col1\" class=\"data row1 col1\" > 0.00</td>\n",
-       "                        <td id=\"T_20ca0_row1_col2\" class=\"data row1 col2\" > NA</td>\n",
-       "                        <td id=\"T_20ca0_row1_col3\" class=\"data row1 col3\" ></td>\n",
-       "                        <td id=\"T_20ca0_row1_col4\" class=\"data row1 col4\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_20ca0_level0_row2\" class=\"row_heading level0 row2\" >1</th>\n",
-       "                        <td id=\"T_20ca0_row2_col0\" class=\"data row2 col0\" > 1.00</td>\n",
-       "                        <td id=\"T_20ca0_row2_col1\" class=\"data row2 col1\" > 0.00</td>\n",
-       "                        <td id=\"T_20ca0_row2_col2\" class=\"data row2 col2\" > NA</td>\n",
-       "                        <td id=\"T_20ca0_row2_col3\" class=\"data row2 col3\" ></td>\n",
-       "                        <td id=\"T_20ca0_row2_col4\" class=\"data row2 col4\" > 1.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_20ca0_level0_row3\" class=\"row_heading level0 row3\" >coef_eatout_dist_0_2</th>\n",
-       "                        <td id=\"T_20ca0_row3_col0\" class=\"data row3 col0\" >-0.768</td>\n",
-       "                        <td id=\"T_20ca0_row3_col1\" class=\"data row3 col1\" > 0.138</td>\n",
-       "                        <td id=\"T_20ca0_row3_col2\" class=\"data row3 col2\" >-5.58</td>\n",
-       "                        <td id=\"T_20ca0_row3_col3\" class=\"data row3 col3\" >***</td>\n",
-       "                        <td id=\"T_20ca0_row3_col4\" class=\"data row3 col4\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_20ca0_level0_row4\" class=\"row_heading level0 row4\" >coef_eatout_dist_2_5</th>\n",
-       "                        <td id=\"T_20ca0_row4_col0\" class=\"data row4 col0\" >-0.226</td>\n",
-       "                        <td id=\"T_20ca0_row4_col1\" class=\"data row4 col1\" > 0.0689</td>\n",
-       "                        <td id=\"T_20ca0_row4_col2\" class=\"data row4 col2\" >-3.29</td>\n",
-       "                        <td id=\"T_20ca0_row4_col3\" class=\"data row4 col3\" >**</td>\n",
-       "                        <td id=\"T_20ca0_row4_col4\" class=\"data row4 col4\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_20ca0_level0_row5\" class=\"row_heading level0 row5\" >coef_eatout_dist_5_plus</th>\n",
-       "                        <td id=\"T_20ca0_row5_col0\" class=\"data row5 col0\" >-0.188</td>\n",
-       "                        <td id=\"T_20ca0_row5_col1\" class=\"data row5 col1\" > 0.105</td>\n",
-       "                        <td id=\"T_20ca0_row5_col2\" class=\"data row5 col2\" >-1.80</td>\n",
-       "                        <td id=\"T_20ca0_row5_col3\" class=\"data row5 col3\" ></td>\n",
-       "                        <td id=\"T_20ca0_row5_col4\" class=\"data row5 col4\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_20ca0_level0_row6\" class=\"row_heading level0 row6\" >coef_escort_dist_0_2</th>\n",
-       "                        <td id=\"T_20ca0_row6_col0\" class=\"data row6 col0\" > 0.227</td>\n",
-       "                        <td id=\"T_20ca0_row6_col1\" class=\"data row6 col1\" > 0.197</td>\n",
-       "                        <td id=\"T_20ca0_row6_col2\" class=\"data row6 col2\" > 1.15</td>\n",
-       "                        <td id=\"T_20ca0_row6_col3\" class=\"data row6 col3\" ></td>\n",
-       "                        <td id=\"T_20ca0_row6_col4\" class=\"data row6 col4\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_20ca0_level0_row7\" class=\"row_heading level0 row7\" >coef_escort_dist_2_5</th>\n",
-       "                        <td id=\"T_20ca0_row7_col0\" class=\"data row7 col0\" >-0.813</td>\n",
-       "                        <td id=\"T_20ca0_row7_col1\" class=\"data row7 col1\" > 0.0600</td>\n",
-       "                        <td id=\"T_20ca0_row7_col2\" class=\"data row7 col2\" >-13.57</td>\n",
-       "                        <td id=\"T_20ca0_row7_col3\" class=\"data row7 col3\" >***</td>\n",
-       "                        <td id=\"T_20ca0_row7_col4\" class=\"data row7 col4\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_20ca0_level0_row8\" class=\"row_heading level0 row8\" >coef_escort_dist_5_plus</th>\n",
-       "                        <td id=\"T_20ca0_row8_col0\" class=\"data row8 col0\" >-0.255</td>\n",
-       "                        <td id=\"T_20ca0_row8_col1\" class=\"data row8 col1\" > 0.0751</td>\n",
-       "                        <td id=\"T_20ca0_row8_col2\" class=\"data row8 col2\" >-3.39</td>\n",
-       "                        <td id=\"T_20ca0_row8_col3\" class=\"data row8 col3\" >***</td>\n",
-       "                        <td id=\"T_20ca0_row8_col4\" class=\"data row8 col4\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_20ca0_level0_row9\" class=\"row_heading level0 row9\" >coef_mode_logsum</th>\n",
-       "                        <td id=\"T_20ca0_row9_col0\" class=\"data row9 col0\" > 0.663</td>\n",
-       "                        <td id=\"T_20ca0_row9_col1\" class=\"data row9 col1\" > 0.0562</td>\n",
-       "                        <td id=\"T_20ca0_row9_col2\" class=\"data row9 col2\" > 11.80</td>\n",
-       "                        <td id=\"T_20ca0_row9_col3\" class=\"data row9 col3\" >***</td>\n",
-       "                        <td id=\"T_20ca0_row9_col4\" class=\"data row9 col4\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_20ca0_level0_row10\" class=\"row_heading level0 row10\" >coef_othdiscr_dist_0_2</th>\n",
-       "                        <td id=\"T_20ca0_row10_col0\" class=\"data row10 col0\" >-0.203</td>\n",
-       "                        <td id=\"T_20ca0_row10_col1\" class=\"data row10 col1\" > 0.127</td>\n",
-       "                        <td id=\"T_20ca0_row10_col2\" class=\"data row10 col2\" >-1.61</td>\n",
-       "                        <td id=\"T_20ca0_row10_col3\" class=\"data row10 col3\" ></td>\n",
-       "                        <td id=\"T_20ca0_row10_col4\" class=\"data row10 col4\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_20ca0_level0_row11\" class=\"row_heading level0 row11\" >coef_othdiscr_dist_2_5</th>\n",
-       "                        <td id=\"T_20ca0_row11_col0\" class=\"data row11 col0\" >-0.551</td>\n",
-       "                        <td id=\"T_20ca0_row11_col1\" class=\"data row11 col1\" > 0.0530</td>\n",
-       "                        <td id=\"T_20ca0_row11_col2\" class=\"data row11 col2\" >-10.39</td>\n",
-       "                        <td id=\"T_20ca0_row11_col3\" class=\"data row11 col3\" >***</td>\n",
-       "                        <td id=\"T_20ca0_row11_col4\" class=\"data row11 col4\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_20ca0_level0_row12\" class=\"row_heading level0 row12\" >coef_othdiscr_dist_5_plus</th>\n",
-       "                        <td id=\"T_20ca0_row12_col0\" class=\"data row12 col0\" >-0.000141</td>\n",
-       "                        <td id=\"T_20ca0_row12_col1\" class=\"data row12 col1\" > 0.0704</td>\n",
-       "                        <td id=\"T_20ca0_row12_col2\" class=\"data row12 col2\" >-0.00</td>\n",
-       "                        <td id=\"T_20ca0_row12_col3\" class=\"data row12 col3\" ></td>\n",
-       "                        <td id=\"T_20ca0_row12_col4\" class=\"data row12 col4\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_20ca0_level0_row13\" class=\"row_heading level0 row13\" >coef_othmaint_dist_2_5</th>\n",
-       "                        <td id=\"T_20ca0_row13_col0\" class=\"data row13 col0\" >-0.580</td>\n",
-       "                        <td id=\"T_20ca0_row13_col1\" class=\"data row13 col1\" > 0.0552</td>\n",
-       "                        <td id=\"T_20ca0_row13_col2\" class=\"data row13 col2\" >-10.51</td>\n",
-       "                        <td id=\"T_20ca0_row13_col3\" class=\"data row13 col3\" >***</td>\n",
-       "                        <td id=\"T_20ca0_row13_col4\" class=\"data row13 col4\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_20ca0_level0_row14\" class=\"row_heading level0 row14\" >coef_othmaint_dist_5_plus</th>\n",
-       "                        <td id=\"T_20ca0_row14_col0\" class=\"data row14 col0\" >-0.230</td>\n",
-       "                        <td id=\"T_20ca0_row14_col1\" class=\"data row14 col1\" > 0.0903</td>\n",
-       "                        <td id=\"T_20ca0_row14_col2\" class=\"data row14 col2\" >-2.54</td>\n",
-       "                        <td id=\"T_20ca0_row14_col3\" class=\"data row14 col3\" >*</td>\n",
-       "                        <td id=\"T_20ca0_row14_col4\" class=\"data row14 col4\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_20ca0_level0_row15\" class=\"row_heading level0 row15\" >coef_shopping_dist_2_5</th>\n",
-       "                        <td id=\"T_20ca0_row15_col0\" class=\"data row15 col0\" >-0.630</td>\n",
-       "                        <td id=\"T_20ca0_row15_col1\" class=\"data row15 col1\" > 0.0445</td>\n",
-       "                        <td id=\"T_20ca0_row15_col2\" class=\"data row15 col2\" >-14.16</td>\n",
-       "                        <td id=\"T_20ca0_row15_col3\" class=\"data row15 col3\" >***</td>\n",
-       "                        <td id=\"T_20ca0_row15_col4\" class=\"data row15 col4\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_20ca0_level0_row16\" class=\"row_heading level0 row16\" >coef_shopping_dist_5_plus</th>\n",
-       "                        <td id=\"T_20ca0_row16_col0\" class=\"data row16 col0\" >-0.131</td>\n",
-       "                        <td id=\"T_20ca0_row16_col1\" class=\"data row16 col1\" > 0.0623</td>\n",
-       "                        <td id=\"T_20ca0_row16_col2\" class=\"data row16 col2\" >-2.10</td>\n",
-       "                        <td id=\"T_20ca0_row16_col3\" class=\"data row16 col3\" >*</td>\n",
-       "                        <td id=\"T_20ca0_row16_col4\" class=\"data row16 col4\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_20ca0_level0_row17\" class=\"row_heading level0 row17\" >coef_social_dist_2_5</th>\n",
-       "                        <td id=\"T_20ca0_row17_col0\" class=\"data row17 col0\" >-0.245</td>\n",
-       "                        <td id=\"T_20ca0_row17_col1\" class=\"data row17 col1\" > 0.0817</td>\n",
-       "                        <td id=\"T_20ca0_row17_col2\" class=\"data row17 col2\" >-3.00</td>\n",
-       "                        <td id=\"T_20ca0_row17_col3\" class=\"data row17 col3\" >**</td>\n",
-       "                        <td id=\"T_20ca0_row17_col4\" class=\"data row17 col4\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_20ca0_level0_row18\" class=\"row_heading level0 row18\" >coef_social_dist_5_plus</th>\n",
-       "                        <td id=\"T_20ca0_row18_col0\" class=\"data row18 col0\" >-0.190</td>\n",
-       "                        <td id=\"T_20ca0_row18_col1\" class=\"data row18 col1\" > 0.129</td>\n",
-       "                        <td id=\"T_20ca0_row18_col2\" class=\"data row18 col2\" >-1.48</td>\n",
-       "                        <td id=\"T_20ca0_row18_col3\" class=\"data row18 col3\" ></td>\n",
-       "                        <td id=\"T_20ca0_row18_col4\" class=\"data row18 col4\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_20ca0_level0_row19\" class=\"row_heading level0 row19\" >eatout_HEREMPN</th>\n",
-       "                        <td id=\"T_20ca0_row19_col0\" class=\"data row19 col0\" >-0.947</td>\n",
-       "                        <td id=\"T_20ca0_row19_col1\" class=\"data row19 col1\" > 0.265</td>\n",
-       "                        <td id=\"T_20ca0_row19_col2\" class=\"data row19 col2\" >-3.57</td>\n",
-       "                        <td id=\"T_20ca0_row19_col3\" class=\"data row19 col3\" >***</td>\n",
-       "                        <td id=\"T_20ca0_row19_col4\" class=\"data row19 col4\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_20ca0_level0_row20\" class=\"row_heading level0 row20\" >eatout_RETEMPN</th>\n",
-       "                        <td id=\"T_20ca0_row20_col0\" class=\"data row20 col0\" >-0.298</td>\n",
-       "                        <td id=\"T_20ca0_row20_col1\" class=\"data row20 col1\" > 0.00</td>\n",
-       "                        <td id=\"T_20ca0_row20_col2\" class=\"data row20 col2\" > NA</td>\n",
-       "                        <td id=\"T_20ca0_row20_col3\" class=\"data row20 col3\" ></td>\n",
-       "                        <td id=\"T_20ca0_row20_col4\" class=\"data row20 col4\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_20ca0_level0_row21\" class=\"row_heading level0 row21\" >escort_AGE0519</th>\n",
-       "                        <td id=\"T_20ca0_row21_col0\" class=\"data row21 col0\" >-1.17</td>\n",
-       "                        <td id=\"T_20ca0_row21_col1\" class=\"data row21 col1\" > 0.413</td>\n",
-       "                        <td id=\"T_20ca0_row21_col2\" class=\"data row21 col2\" >-2.84</td>\n",
-       "                        <td id=\"T_20ca0_row21_col3\" class=\"data row21 col3\" >**</td>\n",
-       "                        <td id=\"T_20ca0_row21_col4\" class=\"data row21 col4\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_20ca0_level0_row22\" class=\"row_heading level0 row22\" >escort_HEREMPN</th>\n",
-       "                        <td id=\"T_20ca0_row22_col0\" class=\"data row22 col0\" >-2.45</td>\n",
-       "                        <td id=\"T_20ca0_row22_col1\" class=\"data row22 col1\" > 0.502</td>\n",
-       "                        <td id=\"T_20ca0_row22_col2\" class=\"data row22 col2\" >-4.88</td>\n",
-       "                        <td id=\"T_20ca0_row22_col3\" class=\"data row22 col3\" >***</td>\n",
-       "                        <td id=\"T_20ca0_row22_col4\" class=\"data row22 col4\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_20ca0_level0_row23\" class=\"row_heading level0 row23\" >escort_HSENROLL</th>\n",
-       "                        <td id=\"T_20ca0_row23_col0\" class=\"data row23 col0\" >-3.30</td>\n",
-       "                        <td id=\"T_20ca0_row23_col1\" class=\"data row23 col1\" > 1.25</td>\n",
-       "                        <td id=\"T_20ca0_row23_col2\" class=\"data row23 col2\" >-2.64</td>\n",
-       "                        <td id=\"T_20ca0_row23_col3\" class=\"data row23 col3\" >**</td>\n",
-       "                        <td id=\"T_20ca0_row23_col4\" class=\"data row23 col4\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_20ca0_level0_row24\" class=\"row_heading level0 row24\" >escort_RETEMPN</th>\n",
-       "                        <td id=\"T_20ca0_row24_col0\" class=\"data row24 col0\" >-1.49</td>\n",
-       "                        <td id=\"T_20ca0_row24_col1\" class=\"data row24 col1\" > 0.00</td>\n",
-       "                        <td id=\"T_20ca0_row24_col2\" class=\"data row24 col2\" > NA</td>\n",
-       "                        <td id=\"T_20ca0_row24_col3\" class=\"data row24 col3\" ></td>\n",
-       "                        <td id=\"T_20ca0_row24_col4\" class=\"data row24 col4\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_20ca0_level0_row25\" class=\"row_heading level0 row25\" >othdiscr_HEREMPN</th>\n",
-       "                        <td id=\"T_20ca0_row25_col0\" class=\"data row25 col0\" >-1.58</td>\n",
-       "                        <td id=\"T_20ca0_row25_col1\" class=\"data row25 col1\" > 0.284</td>\n",
-       "                        <td id=\"T_20ca0_row25_col2\" class=\"data row25 col2\" >-5.58</td>\n",
-       "                        <td id=\"T_20ca0_row25_col3\" class=\"data row25 col3\" >***</td>\n",
-       "                        <td id=\"T_20ca0_row25_col4\" class=\"data row25 col4\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_20ca0_level0_row26\" class=\"row_heading level0 row26\" >othdiscr_HSENROLL</th>\n",
-       "                        <td id=\"T_20ca0_row26_col0\" class=\"data row26 col0\" >-2.47</td>\n",
-       "                        <td id=\"T_20ca0_row26_col1\" class=\"data row26 col1\" > 0.962</td>\n",
-       "                        <td id=\"T_20ca0_row26_col2\" class=\"data row26 col2\" >-2.56</td>\n",
-       "                        <td id=\"T_20ca0_row26_col3\" class=\"data row26 col3\" >*</td>\n",
-       "                        <td id=\"T_20ca0_row26_col4\" class=\"data row26 col4\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_20ca0_level0_row27\" class=\"row_heading level0 row27\" >othdiscr_OTHEMPN</th>\n",
-       "                        <td id=\"T_20ca0_row27_col0\" class=\"data row27 col0\" >-2.37</td>\n",
-       "                        <td id=\"T_20ca0_row27_col1\" class=\"data row27 col1\" > 0.595</td>\n",
-       "                        <td id=\"T_20ca0_row27_col2\" class=\"data row27 col2\" >-3.98</td>\n",
-       "                        <td id=\"T_20ca0_row27_col3\" class=\"data row27 col3\" >***</td>\n",
-       "                        <td id=\"T_20ca0_row27_col4\" class=\"data row27 col4\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_20ca0_level0_row28\" class=\"row_heading level0 row28\" >othdiscr_RETEMPN</th>\n",
-       "                        <td id=\"T_20ca0_row28_col0\" class=\"data row28 col0\" >-1.24</td>\n",
-       "                        <td id=\"T_20ca0_row28_col1\" class=\"data row28 col1\" > 0.836</td>\n",
-       "                        <td id=\"T_20ca0_row28_col2\" class=\"data row28 col2\" >-1.48</td>\n",
-       "                        <td id=\"T_20ca0_row28_col3\" class=\"data row28 col3\" ></td>\n",
-       "                        <td id=\"T_20ca0_row28_col4\" class=\"data row28 col4\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_20ca0_level0_row29\" class=\"row_heading level0 row29\" >othdiscr_TOTHH</th>\n",
-       "                        <td id=\"T_20ca0_row29_col0\" class=\"data row29 col0\" >-1.38</td>\n",
-       "                        <td id=\"T_20ca0_row29_col1\" class=\"data row29 col1\" > 0.00</td>\n",
-       "                        <td id=\"T_20ca0_row29_col2\" class=\"data row29 col2\" > NA</td>\n",
-       "                        <td id=\"T_20ca0_row29_col3\" class=\"data row29 col3\" ></td>\n",
-       "                        <td id=\"T_20ca0_row29_col4\" class=\"data row29 col4\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_20ca0_level0_row30\" class=\"row_heading level0 row30\" >othmaint_HEREMPN</th>\n",
-       "                        <td id=\"T_20ca0_row30_col0\" class=\"data row30 col0\" >-0.669</td>\n",
-       "                        <td id=\"T_20ca0_row30_col1\" class=\"data row30 col1\" > 0.275</td>\n",
-       "                        <td id=\"T_20ca0_row30_col2\" class=\"data row30 col2\" >-2.44</td>\n",
-       "                        <td id=\"T_20ca0_row30_col3\" class=\"data row30 col3\" >*</td>\n",
-       "                        <td id=\"T_20ca0_row30_col4\" class=\"data row30 col4\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_20ca0_level0_row31\" class=\"row_heading level0 row31\" >othmaint_RETEMPN</th>\n",
-       "                        <td id=\"T_20ca0_row31_col0\" class=\"data row31 col0\" >-0.730</td>\n",
-       "                        <td id=\"T_20ca0_row31_col1\" class=\"data row31 col1\" > 0.00</td>\n",
-       "                        <td id=\"T_20ca0_row31_col2\" class=\"data row31 col2\" > NA</td>\n",
-       "                        <td id=\"T_20ca0_row31_col3\" class=\"data row31 col3\" ></td>\n",
-       "                        <td id=\"T_20ca0_row31_col4\" class=\"data row31 col4\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_20ca0_level0_row32\" class=\"row_heading level0 row32\" >shopping_RETEMPN</th>\n",
-       "                        <td id=\"T_20ca0_row32_col0\" class=\"data row32 col0\" > 0.00</td>\n",
-       "                        <td id=\"T_20ca0_row32_col1\" class=\"data row32 col1\" > 0.00</td>\n",
-       "                        <td id=\"T_20ca0_row32_col2\" class=\"data row32 col2\" > NA</td>\n",
-       "                        <td id=\"T_20ca0_row32_col3\" class=\"data row32 col3\" ></td>\n",
-       "                        <td id=\"T_20ca0_row32_col4\" class=\"data row32 col4\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_20ca0_level0_row33\" class=\"row_heading level0 row33\" >social_HEREMPN</th>\n",
-       "                        <td id=\"T_20ca0_row33_col0\" class=\"data row33 col0\" >-0.303</td>\n",
-       "                        <td id=\"T_20ca0_row33_col1\" class=\"data row33 col1\" > 0.458</td>\n",
-       "                        <td id=\"T_20ca0_row33_col2\" class=\"data row33 col2\" >-0.66</td>\n",
-       "                        <td id=\"T_20ca0_row33_col3\" class=\"data row33 col3\" ></td>\n",
-       "                        <td id=\"T_20ca0_row33_col4\" class=\"data row33 col4\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_20ca0_level0_row34\" class=\"row_heading level0 row34\" >social_RETEMPN</th>\n",
-       "                        <td id=\"T_20ca0_row34_col0\" class=\"data row34 col0\" >-0.650</td>\n",
-       "                        <td id=\"T_20ca0_row34_col1\" class=\"data row34 col1\" > 0.00</td>\n",
-       "                        <td id=\"T_20ca0_row34_col2\" class=\"data row34 col2\" > NA</td>\n",
-       "                        <td id=\"T_20ca0_row34_col3\" class=\"data row34 col3\" ></td>\n",
-       "                        <td id=\"T_20ca0_row34_col4\" class=\"data row34 col4\" > 0.00</td>\n",
-       "            </tr>\n",
-       "    </tbody></table>"
+       "<style type=\"text/css\">\n",
+       "#T_91d72 th {\n",
+       "  vertical-align: top;\n",
+       "  text-align: left;\n",
+       "}\n",
+       "#T_91d72 td {\n",
+       "  vertical-align: top;\n",
+       "  text-align: left;\n",
+       "}\n",
+       "#T_91d72_row0_col0, #T_91d72_row0_col1, #T_91d72_row0_col2, #T_91d72_row0_col3, #T_91d72_row0_col4, #T_91d72_row1_col0, #T_91d72_row1_col1, #T_91d72_row1_col2, #T_91d72_row1_col3, #T_91d72_row1_col4, #T_91d72_row2_col0, #T_91d72_row2_col1, #T_91d72_row2_col2, #T_91d72_row2_col3, #T_91d72_row2_col4, #T_91d72_row3_col0, #T_91d72_row3_col1, #T_91d72_row3_col2, #T_91d72_row3_col3, #T_91d72_row3_col4, #T_91d72_row4_col0, #T_91d72_row4_col1, #T_91d72_row4_col2, #T_91d72_row4_col3, #T_91d72_row4_col4, #T_91d72_row5_col0, #T_91d72_row5_col1, #T_91d72_row5_col2, #T_91d72_row5_col3, #T_91d72_row5_col4, #T_91d72_row6_col0, #T_91d72_row6_col1, #T_91d72_row6_col2, #T_91d72_row6_col3, #T_91d72_row6_col4, #T_91d72_row7_col0, #T_91d72_row7_col1, #T_91d72_row7_col2, #T_91d72_row7_col3, #T_91d72_row7_col4, #T_91d72_row8_col0, #T_91d72_row8_col1, #T_91d72_row8_col2, #T_91d72_row8_col3, #T_91d72_row8_col4, #T_91d72_row9_col0, #T_91d72_row9_col1, #T_91d72_row9_col2, #T_91d72_row9_col3, #T_91d72_row9_col4, #T_91d72_row10_col0, #T_91d72_row10_col1, #T_91d72_row10_col2, #T_91d72_row10_col3, #T_91d72_row10_col4, #T_91d72_row11_col0, #T_91d72_row11_col1, #T_91d72_row11_col2, #T_91d72_row11_col3, #T_91d72_row11_col4, #T_91d72_row12_col0, #T_91d72_row12_col1, #T_91d72_row12_col2, #T_91d72_row12_col3, #T_91d72_row12_col4, #T_91d72_row13_col0, #T_91d72_row13_col1, #T_91d72_row13_col2, #T_91d72_row13_col3, #T_91d72_row13_col4, #T_91d72_row14_col0, #T_91d72_row14_col1, #T_91d72_row14_col2, #T_91d72_row14_col3, #T_91d72_row14_col4, #T_91d72_row15_col0, #T_91d72_row15_col1, #T_91d72_row15_col2, #T_91d72_row15_col3, #T_91d72_row15_col4, #T_91d72_row16_col0, #T_91d72_row16_col1, #T_91d72_row16_col2, #T_91d72_row16_col3, #T_91d72_row16_col4, #T_91d72_row17_col0, #T_91d72_row17_col1, #T_91d72_row17_col2, #T_91d72_row17_col3, #T_91d72_row17_col4, #T_91d72_row18_col0, #T_91d72_row18_col1, #T_91d72_row18_col2, #T_91d72_row18_col3, #T_91d72_row18_col4, #T_91d72_row19_col0, #T_91d72_row19_col1, #T_91d72_row19_col2, #T_91d72_row19_col3, #T_91d72_row19_col4, #T_91d72_row20_col0, #T_91d72_row20_col1, #T_91d72_row20_col2, #T_91d72_row20_col3, #T_91d72_row20_col4, #T_91d72_row21_col0, #T_91d72_row21_col1, #T_91d72_row21_col2, #T_91d72_row21_col3, #T_91d72_row21_col4, #T_91d72_row22_col0, #T_91d72_row22_col1, #T_91d72_row22_col2, #T_91d72_row22_col3, #T_91d72_row22_col4, #T_91d72_row23_col0, #T_91d72_row23_col1, #T_91d72_row23_col2, #T_91d72_row23_col3, #T_91d72_row23_col4, #T_91d72_row24_col0, #T_91d72_row24_col1, #T_91d72_row24_col2, #T_91d72_row24_col3, #T_91d72_row24_col4, #T_91d72_row25_col0, #T_91d72_row25_col1, #T_91d72_row25_col2, #T_91d72_row25_col3, #T_91d72_row25_col4, #T_91d72_row26_col0, #T_91d72_row26_col1, #T_91d72_row26_col2, #T_91d72_row26_col3, #T_91d72_row26_col4, #T_91d72_row27_col0, #T_91d72_row27_col1, #T_91d72_row27_col2, #T_91d72_row27_col3, #T_91d72_row27_col4, #T_91d72_row28_col0, #T_91d72_row28_col1, #T_91d72_row28_col2, #T_91d72_row28_col3, #T_91d72_row28_col4, #T_91d72_row29_col0, #T_91d72_row29_col1, #T_91d72_row29_col2, #T_91d72_row29_col3, #T_91d72_row29_col4, #T_91d72_row30_col0, #T_91d72_row30_col1, #T_91d72_row30_col2, #T_91d72_row30_col3, #T_91d72_row30_col4, #T_91d72_row31_col0, #T_91d72_row31_col1, #T_91d72_row31_col2, #T_91d72_row31_col3, #T_91d72_row31_col4, #T_91d72_row32_col0, #T_91d72_row32_col1, #T_91d72_row32_col2, #T_91d72_row32_col3, #T_91d72_row32_col4, #T_91d72_row33_col0, #T_91d72_row33_col1, #T_91d72_row33_col2, #T_91d72_row33_col3, #T_91d72_row33_col4, #T_91d72_row34_col0, #T_91d72_row34_col1, #T_91d72_row34_col2, #T_91d72_row34_col3, #T_91d72_row34_col4 {\n",
+       "  font-family: monospace;\n",
+       "}\n",
+       "</style>\n",
+       "<table id=\"T_91d72\">\n",
+       "  <thead>\n",
+       "    <tr>\n",
+       "      <th class=\"blank level0\" >&nbsp;</th>\n",
+       "      <th id=\"T_91d72_level0_col0\" class=\"col_heading level0 col0\" >Value</th>\n",
+       "      <th id=\"T_91d72_level0_col1\" class=\"col_heading level0 col1\" >Std Err</th>\n",
+       "      <th id=\"T_91d72_level0_col2\" class=\"col_heading level0 col2\" >t Stat</th>\n",
+       "      <th id=\"T_91d72_level0_col3\" class=\"col_heading level0 col3\" >Signif</th>\n",
+       "      <th id=\"T_91d72_level0_col4\" class=\"col_heading level0 col4\" >Null Value</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th class=\"index_name level0\" >Parameter</th>\n",
+       "      <th class=\"blank col0\" >&nbsp;</th>\n",
+       "      <th class=\"blank col1\" >&nbsp;</th>\n",
+       "      <th class=\"blank col2\" >&nbsp;</th>\n",
+       "      <th class=\"blank col3\" >&nbsp;</th>\n",
+       "      <th class=\"blank col4\" >&nbsp;</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th id=\"T_91d72_level0_row0\" class=\"row_heading level0 row0\" >-999</th>\n",
+       "      <td id=\"T_91d72_row0_col0\" class=\"data row0 col0\" >-999.</td>\n",
+       "      <td id=\"T_91d72_row0_col1\" class=\"data row0 col1\" > 0.00</td>\n",
+       "      <td id=\"T_91d72_row0_col2\" class=\"data row0 col2\" > NA</td>\n",
+       "      <td id=\"T_91d72_row0_col3\" class=\"data row0 col3\" ></td>\n",
+       "      <td id=\"T_91d72_row0_col4\" class=\"data row0 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_91d72_level0_row1\" class=\"row_heading level0 row1\" >0</th>\n",
+       "      <td id=\"T_91d72_row1_col0\" class=\"data row1 col0\" > 0.00</td>\n",
+       "      <td id=\"T_91d72_row1_col1\" class=\"data row1 col1\" > 0.00</td>\n",
+       "      <td id=\"T_91d72_row1_col2\" class=\"data row1 col2\" > NA</td>\n",
+       "      <td id=\"T_91d72_row1_col3\" class=\"data row1 col3\" ></td>\n",
+       "      <td id=\"T_91d72_row1_col4\" class=\"data row1 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_91d72_level0_row2\" class=\"row_heading level0 row2\" >1</th>\n",
+       "      <td id=\"T_91d72_row2_col0\" class=\"data row2 col0\" > 1.00</td>\n",
+       "      <td id=\"T_91d72_row2_col1\" class=\"data row2 col1\" > 0.00</td>\n",
+       "      <td id=\"T_91d72_row2_col2\" class=\"data row2 col2\" > NA</td>\n",
+       "      <td id=\"T_91d72_row2_col3\" class=\"data row2 col3\" ></td>\n",
+       "      <td id=\"T_91d72_row2_col4\" class=\"data row2 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_91d72_level0_row3\" class=\"row_heading level0 row3\" >coef_eatout_dist_0_2</th>\n",
+       "      <td id=\"T_91d72_row3_col0\" class=\"data row3 col0\" >-0.960</td>\n",
+       "      <td id=\"T_91d72_row3_col1\" class=\"data row3 col1\" > 0.0437</td>\n",
+       "      <td id=\"T_91d72_row3_col2\" class=\"data row3 col2\" >-21.97</td>\n",
+       "      <td id=\"T_91d72_row3_col3\" class=\"data row3 col3\" >***</td>\n",
+       "      <td id=\"T_91d72_row3_col4\" class=\"data row3 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_91d72_level0_row4\" class=\"row_heading level0 row4\" >coef_eatout_dist_2_5</th>\n",
+       "      <td id=\"T_91d72_row4_col0\" class=\"data row4 col0\" >-0.428</td>\n",
+       "      <td id=\"T_91d72_row4_col1\" class=\"data row4 col1\" > 0.0207</td>\n",
+       "      <td id=\"T_91d72_row4_col2\" class=\"data row4 col2\" >-20.70</td>\n",
+       "      <td id=\"T_91d72_row4_col3\" class=\"data row4 col3\" >***</td>\n",
+       "      <td id=\"T_91d72_row4_col4\" class=\"data row4 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_91d72_level0_row5\" class=\"row_heading level0 row5\" >coef_eatout_dist_5_plus</th>\n",
+       "      <td id=\"T_91d72_row5_col0\" class=\"data row5 col0\" >-0.182</td>\n",
+       "      <td id=\"T_91d72_row5_col1\" class=\"data row5 col1\" > 0.00484</td>\n",
+       "      <td id=\"T_91d72_row5_col2\" class=\"data row5 col2\" >-37.68</td>\n",
+       "      <td id=\"T_91d72_row5_col3\" class=\"data row5 col3\" >***</td>\n",
+       "      <td id=\"T_91d72_row5_col4\" class=\"data row5 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_91d72_level0_row6\" class=\"row_heading level0 row6\" >coef_escort_dist_0_2</th>\n",
+       "      <td id=\"T_91d72_row6_col0\" class=\"data row6 col0\" >-0.291</td>\n",
+       "      <td id=\"T_91d72_row6_col1\" class=\"data row6 col1\" > 0.0329</td>\n",
+       "      <td id=\"T_91d72_row6_col2\" class=\"data row6 col2\" >-8.85</td>\n",
+       "      <td id=\"T_91d72_row6_col3\" class=\"data row6 col3\" >***</td>\n",
+       "      <td id=\"T_91d72_row6_col4\" class=\"data row6 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_91d72_level0_row7\" class=\"row_heading level0 row7\" >coef_escort_dist_2_5</th>\n",
+       "      <td id=\"T_91d72_row7_col0\" class=\"data row7 col0\" >-0.959</td>\n",
+       "      <td id=\"T_91d72_row7_col1\" class=\"data row7 col1\" > 0.0161</td>\n",
+       "      <td id=\"T_91d72_row7_col2\" class=\"data row7 col2\" >-59.53</td>\n",
+       "      <td id=\"T_91d72_row7_col3\" class=\"data row7 col3\" >***</td>\n",
+       "      <td id=\"T_91d72_row7_col4\" class=\"data row7 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_91d72_level0_row8\" class=\"row_heading level0 row8\" >coef_escort_dist_5_plus</th>\n",
+       "      <td id=\"T_91d72_row8_col0\" class=\"data row8 col0\" >-0.265</td>\n",
+       "      <td id=\"T_91d72_row8_col1\" class=\"data row8 col1\" > 0.00711</td>\n",
+       "      <td id=\"T_91d72_row8_col2\" class=\"data row8 col2\" >-37.23</td>\n",
+       "      <td id=\"T_91d72_row8_col3\" class=\"data row8 col3\" >***</td>\n",
+       "      <td id=\"T_91d72_row8_col4\" class=\"data row8 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_91d72_level0_row9\" class=\"row_heading level0 row9\" >coef_mode_logsum</th>\n",
+       "      <td id=\"T_91d72_row9_col0\" class=\"data row9 col0\" > 0.165</td>\n",
+       "      <td id=\"T_91d72_row9_col1\" class=\"data row9 col1\" > 0.0124</td>\n",
+       "      <td id=\"T_91d72_row9_col2\" class=\"data row9 col2\" > 13.36</td>\n",
+       "      <td id=\"T_91d72_row9_col3\" class=\"data row9 col3\" >***</td>\n",
+       "      <td id=\"T_91d72_row9_col4\" class=\"data row9 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_91d72_level0_row10\" class=\"row_heading level0 row10\" >coef_othdiscr_dist_0_2</th>\n",
+       "      <td id=\"T_91d72_row10_col0\" class=\"data row10 col0\" >-0.424</td>\n",
+       "      <td id=\"T_91d72_row10_col1\" class=\"data row10 col1\" > 0.0382</td>\n",
+       "      <td id=\"T_91d72_row10_col2\" class=\"data row10 col2\" >-11.12</td>\n",
+       "      <td id=\"T_91d72_row10_col3\" class=\"data row10 col3\" >***</td>\n",
+       "      <td id=\"T_91d72_row10_col4\" class=\"data row10 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_91d72_level0_row11\" class=\"row_heading level0 row11\" >coef_othdiscr_dist_2_5</th>\n",
+       "      <td id=\"T_91d72_row11_col0\" class=\"data row11 col0\" >-0.616</td>\n",
+       "      <td id=\"T_91d72_row11_col1\" class=\"data row11 col1\" > 0.0146</td>\n",
+       "      <td id=\"T_91d72_row11_col2\" class=\"data row11 col2\" >-42.26</td>\n",
+       "      <td id=\"T_91d72_row11_col3\" class=\"data row11 col3\" >***</td>\n",
+       "      <td id=\"T_91d72_row11_col4\" class=\"data row11 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_91d72_level0_row12\" class=\"row_heading level0 row12\" >coef_othdiscr_dist_5_plus</th>\n",
+       "      <td id=\"T_91d72_row12_col0\" class=\"data row12 col0\" >-0.171</td>\n",
+       "      <td id=\"T_91d72_row12_col1\" class=\"data row12 col1\" > 0.00349</td>\n",
+       "      <td id=\"T_91d72_row12_col2\" class=\"data row12 col2\" >-49.12</td>\n",
+       "      <td id=\"T_91d72_row12_col3\" class=\"data row12 col3\" >***</td>\n",
+       "      <td id=\"T_91d72_row12_col4\" class=\"data row12 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_91d72_level0_row13\" class=\"row_heading level0 row13\" >coef_othmaint_dist_2_5</th>\n",
+       "      <td id=\"T_91d72_row13_col0\" class=\"data row13 col0\" >-0.797</td>\n",
+       "      <td id=\"T_91d72_row13_col1\" class=\"data row13 col1\" > 0.0158</td>\n",
+       "      <td id=\"T_91d72_row13_col2\" class=\"data row13 col2\" >-50.41</td>\n",
+       "      <td id=\"T_91d72_row13_col3\" class=\"data row13 col3\" >***</td>\n",
+       "      <td id=\"T_91d72_row13_col4\" class=\"data row13 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_91d72_level0_row14\" class=\"row_heading level0 row14\" >coef_othmaint_dist_5_plus</th>\n",
+       "      <td id=\"T_91d72_row14_col0\" class=\"data row14 col0\" >-0.157</td>\n",
+       "      <td id=\"T_91d72_row14_col1\" class=\"data row14 col1\" > 0.00396</td>\n",
+       "      <td id=\"T_91d72_row14_col2\" class=\"data row14 col2\" >-39.57</td>\n",
+       "      <td id=\"T_91d72_row14_col3\" class=\"data row14 col3\" >***</td>\n",
+       "      <td id=\"T_91d72_row14_col4\" class=\"data row14 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_91d72_level0_row15\" class=\"row_heading level0 row15\" >coef_shopping_dist_2_5</th>\n",
+       "      <td id=\"T_91d72_row15_col0\" class=\"data row15 col0\" >-0.705</td>\n",
+       "      <td id=\"T_91d72_row15_col1\" class=\"data row15 col1\" > 0.0120</td>\n",
+       "      <td id=\"T_91d72_row15_col2\" class=\"data row15 col2\" >-58.52</td>\n",
+       "      <td id=\"T_91d72_row15_col3\" class=\"data row15 col3\" >***</td>\n",
+       "      <td id=\"T_91d72_row15_col4\" class=\"data row15 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_91d72_level0_row16\" class=\"row_heading level0 row16\" >coef_shopping_dist_5_plus</th>\n",
+       "      <td id=\"T_91d72_row16_col0\" class=\"data row16 col0\" >-0.235</td>\n",
+       "      <td id=\"T_91d72_row16_col1\" class=\"data row16 col1\" > 0.00446</td>\n",
+       "      <td id=\"T_91d72_row16_col2\" class=\"data row16 col2\" >-52.69</td>\n",
+       "      <td id=\"T_91d72_row16_col3\" class=\"data row16 col3\" >***</td>\n",
+       "      <td id=\"T_91d72_row16_col4\" class=\"data row16 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_91d72_level0_row17\" class=\"row_heading level0 row17\" >coef_social_dist_2_5</th>\n",
+       "      <td id=\"T_91d72_row17_col0\" class=\"data row17 col0\" >-0.464</td>\n",
+       "      <td id=\"T_91d72_row17_col1\" class=\"data row17 col1\" > 0.0245</td>\n",
+       "      <td id=\"T_91d72_row17_col2\" class=\"data row17 col2\" >-18.97</td>\n",
+       "      <td id=\"T_91d72_row17_col3\" class=\"data row17 col3\" >***</td>\n",
+       "      <td id=\"T_91d72_row17_col4\" class=\"data row17 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_91d72_level0_row18\" class=\"row_heading level0 row18\" >coef_social_dist_5_plus</th>\n",
+       "      <td id=\"T_91d72_row18_col0\" class=\"data row18 col0\" >-0.176</td>\n",
+       "      <td id=\"T_91d72_row18_col1\" class=\"data row18 col1\" > 0.00583</td>\n",
+       "      <td id=\"T_91d72_row18_col2\" class=\"data row18 col2\" >-30.29</td>\n",
+       "      <td id=\"T_91d72_row18_col3\" class=\"data row18 col3\" >***</td>\n",
+       "      <td id=\"T_91d72_row18_col4\" class=\"data row18 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_91d72_level0_row19\" class=\"row_heading level0 row19\" >eatout_HEREMPN</th>\n",
+       "      <td id=\"T_91d72_row19_col0\" class=\"data row19 col0\" >-1.60</td>\n",
+       "      <td id=\"T_91d72_row19_col1\" class=\"data row19 col1\" > 0.0888</td>\n",
+       "      <td id=\"T_91d72_row19_col2\" class=\"data row19 col2\" >-18.04</td>\n",
+       "      <td id=\"T_91d72_row19_col3\" class=\"data row19 col3\" >***</td>\n",
+       "      <td id=\"T_91d72_row19_col4\" class=\"data row19 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_91d72_level0_row20\" class=\"row_heading level0 row20\" >eatout_RETEMPN</th>\n",
+       "      <td id=\"T_91d72_row20_col0\" class=\"data row20 col0\" >-0.298</td>\n",
+       "      <td id=\"T_91d72_row20_col1\" class=\"data row20 col1\" > 0.00</td>\n",
+       "      <td id=\"T_91d72_row20_col2\" class=\"data row20 col2\" > NA</td>\n",
+       "      <td id=\"T_91d72_row20_col3\" class=\"data row20 col3\" ></td>\n",
+       "      <td id=\"T_91d72_row20_col4\" class=\"data row20 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_91d72_level0_row21\" class=\"row_heading level0 row21\" >escort_AGE0519</th>\n",
+       "      <td id=\"T_91d72_row21_col0\" class=\"data row21 col0\" >-0.766</td>\n",
+       "      <td id=\"T_91d72_row21_col1\" class=\"data row21 col1\" > 0.185</td>\n",
+       "      <td id=\"T_91d72_row21_col2\" class=\"data row21 col2\" >-4.15</td>\n",
+       "      <td id=\"T_91d72_row21_col3\" class=\"data row21 col3\" >***</td>\n",
+       "      <td id=\"T_91d72_row21_col4\" class=\"data row21 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_91d72_level0_row22\" class=\"row_heading level0 row22\" >escort_HEREMPN</th>\n",
+       "      <td id=\"T_91d72_row22_col0\" class=\"data row22 col0\" >-2.00</td>\n",
+       "      <td id=\"T_91d72_row22_col1\" class=\"data row22 col1\" > 0.229</td>\n",
+       "      <td id=\"T_91d72_row22_col2\" class=\"data row22 col2\" >-8.71</td>\n",
+       "      <td id=\"T_91d72_row22_col3\" class=\"data row22 col3\" >***</td>\n",
+       "      <td id=\"T_91d72_row22_col4\" class=\"data row22 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_91d72_level0_row23\" class=\"row_heading level0 row23\" >escort_HSENROLL</th>\n",
+       "      <td id=\"T_91d72_row23_col0\" class=\"data row23 col0\" >-1.87</td>\n",
+       "      <td id=\"T_91d72_row23_col1\" class=\"data row23 col1\" > 0.200</td>\n",
+       "      <td id=\"T_91d72_row23_col2\" class=\"data row23 col2\" >-9.36</td>\n",
+       "      <td id=\"T_91d72_row23_col3\" class=\"data row23 col3\" >***</td>\n",
+       "      <td id=\"T_91d72_row23_col4\" class=\"data row23 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_91d72_level0_row24\" class=\"row_heading level0 row24\" >escort_RETEMPN</th>\n",
+       "      <td id=\"T_91d72_row24_col0\" class=\"data row24 col0\" >-1.49</td>\n",
+       "      <td id=\"T_91d72_row24_col1\" class=\"data row24 col1\" > 0.00</td>\n",
+       "      <td id=\"T_91d72_row24_col2\" class=\"data row24 col2\" > NA</td>\n",
+       "      <td id=\"T_91d72_row24_col3\" class=\"data row24 col3\" ></td>\n",
+       "      <td id=\"T_91d72_row24_col4\" class=\"data row24 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_91d72_level0_row25\" class=\"row_heading level0 row25\" >othdiscr_HEREMPN</th>\n",
+       "      <td id=\"T_91d72_row25_col0\" class=\"data row25 col0\" >-1.34</td>\n",
+       "      <td id=\"T_91d72_row25_col1\" class=\"data row25 col1\" > 0.0798</td>\n",
+       "      <td id=\"T_91d72_row25_col2\" class=\"data row25 col2\" >-16.83</td>\n",
+       "      <td id=\"T_91d72_row25_col3\" class=\"data row25 col3\" >***</td>\n",
+       "      <td id=\"T_91d72_row25_col4\" class=\"data row25 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_91d72_level0_row26\" class=\"row_heading level0 row26\" >othdiscr_HSENROLL</th>\n",
+       "      <td id=\"T_91d72_row26_col0\" class=\"data row26 col0\" >-2.29</td>\n",
+       "      <td id=\"T_91d72_row26_col1\" class=\"data row26 col1\" > 0.182</td>\n",
+       "      <td id=\"T_91d72_row26_col2\" class=\"data row26 col2\" >-12.56</td>\n",
+       "      <td id=\"T_91d72_row26_col3\" class=\"data row26 col3\" >***</td>\n",
+       "      <td id=\"T_91d72_row26_col4\" class=\"data row26 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_91d72_level0_row27\" class=\"row_heading level0 row27\" >othdiscr_OTHEMPN</th>\n",
+       "      <td id=\"T_91d72_row27_col0\" class=\"data row27 col0\" >-1.91</td>\n",
+       "      <td id=\"T_91d72_row27_col1\" class=\"data row27 col1\" > 0.128</td>\n",
+       "      <td id=\"T_91d72_row27_col2\" class=\"data row27 col2\" >-14.93</td>\n",
+       "      <td id=\"T_91d72_row27_col3\" class=\"data row27 col3\" >***</td>\n",
+       "      <td id=\"T_91d72_row27_col4\" class=\"data row27 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_91d72_level0_row28\" class=\"row_heading level0 row28\" >othdiscr_RETEMPN</th>\n",
+       "      <td id=\"T_91d72_row28_col0\" class=\"data row28 col0\" >-1.55</td>\n",
+       "      <td id=\"T_91d72_row28_col1\" class=\"data row28 col1\" > 0.240</td>\n",
+       "      <td id=\"T_91d72_row28_col2\" class=\"data row28 col2\" >-6.46</td>\n",
+       "      <td id=\"T_91d72_row28_col3\" class=\"data row28 col3\" >***</td>\n",
+       "      <td id=\"T_91d72_row28_col4\" class=\"data row28 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_91d72_level0_row29\" class=\"row_heading level0 row29\" >othdiscr_TOTHH</th>\n",
+       "      <td id=\"T_91d72_row29_col0\" class=\"data row29 col0\" >-1.38</td>\n",
+       "      <td id=\"T_91d72_row29_col1\" class=\"data row29 col1\" > 0.00</td>\n",
+       "      <td id=\"T_91d72_row29_col2\" class=\"data row29 col2\" > NA</td>\n",
+       "      <td id=\"T_91d72_row29_col3\" class=\"data row29 col3\" ></td>\n",
+       "      <td id=\"T_91d72_row29_col4\" class=\"data row29 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_91d72_level0_row30\" class=\"row_heading level0 row30\" >othmaint_HEREMPN</th>\n",
+       "      <td id=\"T_91d72_row30_col0\" class=\"data row30 col0\" >-0.689</td>\n",
+       "      <td id=\"T_91d72_row30_col1\" class=\"data row30 col1\" > 0.0969</td>\n",
+       "      <td id=\"T_91d72_row30_col2\" class=\"data row30 col2\" >-7.11</td>\n",
+       "      <td id=\"T_91d72_row30_col3\" class=\"data row30 col3\" >***</td>\n",
+       "      <td id=\"T_91d72_row30_col4\" class=\"data row30 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_91d72_level0_row31\" class=\"row_heading level0 row31\" >othmaint_RETEMPN</th>\n",
+       "      <td id=\"T_91d72_row31_col0\" class=\"data row31 col0\" >-0.730</td>\n",
+       "      <td id=\"T_91d72_row31_col1\" class=\"data row31 col1\" > 0.00</td>\n",
+       "      <td id=\"T_91d72_row31_col2\" class=\"data row31 col2\" > NA</td>\n",
+       "      <td id=\"T_91d72_row31_col3\" class=\"data row31 col3\" ></td>\n",
+       "      <td id=\"T_91d72_row31_col4\" class=\"data row31 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_91d72_level0_row32\" class=\"row_heading level0 row32\" >shopping_RETEMPN</th>\n",
+       "      <td id=\"T_91d72_row32_col0\" class=\"data row32 col0\" > 0.00</td>\n",
+       "      <td id=\"T_91d72_row32_col1\" class=\"data row32 col1\" > 0.00</td>\n",
+       "      <td id=\"T_91d72_row32_col2\" class=\"data row32 col2\" > NA</td>\n",
+       "      <td id=\"T_91d72_row32_col3\" class=\"data row32 col3\" ></td>\n",
+       "      <td id=\"T_91d72_row32_col4\" class=\"data row32 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_91d72_level0_row33\" class=\"row_heading level0 row33\" >social_HEREMPN</th>\n",
+       "      <td id=\"T_91d72_row33_col0\" class=\"data row33 col0\" >-0.831</td>\n",
+       "      <td id=\"T_91d72_row33_col1\" class=\"data row33 col1\" > 0.133</td>\n",
+       "      <td id=\"T_91d72_row33_col2\" class=\"data row33 col2\" >-6.25</td>\n",
+       "      <td id=\"T_91d72_row33_col3\" class=\"data row33 col3\" >***</td>\n",
+       "      <td id=\"T_91d72_row33_col4\" class=\"data row33 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_91d72_level0_row34\" class=\"row_heading level0 row34\" >social_RETEMPN</th>\n",
+       "      <td id=\"T_91d72_row34_col0\" class=\"data row34 col0\" >-0.650</td>\n",
+       "      <td id=\"T_91d72_row34_col1\" class=\"data row34 col1\" > 0.00</td>\n",
+       "      <td id=\"T_91d72_row34_col2\" class=\"data row34 col2\" > NA</td>\n",
+       "      <td id=\"T_91d72_row34_col3\" class=\"data row34 col3\" ></td>\n",
+       "      <td id=\"T_91d72_row34_col4\" class=\"data row34 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n"
       ],
       "text/plain": [
-       "<pandas.io.formats.style.Styler at 0x7fd4213d8dc0>"
+       "<pandas.io.formats.style.Styler at 0x1201bb4c0>"
       ]
      },
-     "execution_count": 15,
+     "execution_count": 13,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3556,7 +3271,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -3582,7 +3297,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -3591,7 +3306,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 16,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -3610,7 +3325,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 17,
    "metadata": {},
    "outputs": [
     {
@@ -3767,14 +3482,14 @@
        "      <td>escort</td>\n",
        "      <td>non_mandatory</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.341950</td>\n",
+       "      <td>0.229722</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.131140</td>\n",
+       "      <td>0.138687</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.471104</td>\n",
-       "      <td>0.055806</td>\n",
+       "      <td>0.474643</td>\n",
+       "      <td>0.156948</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "    </tr>\n",
@@ -3799,9 +3514,9 @@
        "      <td>eatout</td>\n",
        "      <td>non_mandatory</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.656666</td>\n",
+       "      <td>0.786346</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.343334</td>\n",
+       "      <td>0.213654</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
@@ -3815,9 +3530,9 @@
        "      <td>othmaint</td>\n",
        "      <td>non_mandatory</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.484790</td>\n",
+       "      <td>0.489805</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.515210</td>\n",
+       "      <td>0.510195</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
@@ -3831,9 +3546,9 @@
        "      <td>social</td>\n",
        "      <td>non_mandatory</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.414051</td>\n",
+       "      <td>0.545121</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.585949</td>\n",
+       "      <td>0.454879</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
@@ -3846,15 +3561,15 @@
        "      <th>12</th>\n",
        "      <td>othdiscr</td>\n",
        "      <td>non_mandatory</td>\n",
-       "      <td>0.272379</td>\n",
-       "      <td>0.313357</td>\n",
+       "      <td>0.258275</td>\n",
+       "      <td>0.217495</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.221530</td>\n",
-       "      <td>0.101011</td>\n",
+       "      <td>0.267795</td>\n",
+       "      <td>0.152428</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.091723</td>\n",
+       "      <td>0.104008</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "    </tr>\n",
@@ -4015,12 +3730,12 @@
        "4      university         school  0.000000  0.000000  0.000000  0.000000   \n",
        "5     gradeschool         school  0.000000  0.000000  0.000000  0.000000   \n",
        "6      highschool         school  0.000000  0.000000  0.000000  0.000000   \n",
-       "7          escort  non_mandatory  0.000000  0.341950  0.000000  0.131140   \n",
+       "7          escort  non_mandatory  0.000000  0.229722  0.000000  0.138687   \n",
        "8        shopping  non_mandatory  0.000000  1.000000  0.000000  0.000000   \n",
-       "9          eatout  non_mandatory  0.000000  0.656666  0.000000  0.343334   \n",
-       "10       othmaint  non_mandatory  0.000000  0.484790  0.000000  0.515210   \n",
-       "11         social  non_mandatory  0.000000  0.414051  0.000000  0.585949   \n",
-       "12       othdiscr  non_mandatory  0.272379  0.313357  0.000000  0.221530   \n",
+       "9          eatout  non_mandatory  0.000000  0.786346  0.000000  0.213654   \n",
+       "10       othmaint  non_mandatory  0.000000  0.489805  0.000000  0.510195   \n",
+       "11         social  non_mandatory  0.000000  0.545121  0.000000  0.454879   \n",
+       "12       othdiscr  non_mandatory  0.258275  0.217495  0.000000  0.267795   \n",
        "13         atwork         atwork  0.000000  0.742000  0.000000  0.258000   \n",
        "14           work           trip  0.000000  0.166667  0.166667  0.166667   \n",
        "15         escort           trip  0.001000  0.225000  0.000000  0.144000   \n",
@@ -4039,12 +3754,12 @@
        "4   0.000000  0.000000  0.000000  0.000000  0.000000  0.592000  0.408000  \n",
        "5   0.000000  0.000000  0.000000  1.000000  0.000000  0.000000  0.000000  \n",
        "6   0.000000  0.000000  0.000000  0.000000  1.000000  0.000000  0.000000  \n",
-       "7   0.000000  0.000000  0.000000  0.471104  0.055806  0.000000  0.000000  \n",
+       "7   0.000000  0.000000  0.000000  0.474643  0.156948  0.000000  0.000000  \n",
        "8   0.000000  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000  \n",
        "9   0.000000  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000  \n",
        "10  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000  \n",
        "11  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000  \n",
-       "12  0.101011  0.000000  0.000000  0.000000  0.091723  0.000000  0.000000  \n",
+       "12  0.152428  0.000000  0.000000  0.000000  0.104008  0.000000  0.000000  \n",
        "13  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000  \n",
        "14  0.166667  0.166667  0.166667  0.000000  0.000000  0.000000  0.000000  \n",
        "15  0.000000  0.000000  0.000000  0.464000  0.166000  0.000000  0.000000  \n",
@@ -4056,7 +3771,7 @@
        "21  0.000000  0.000000  0.000000  0.000000  0.000000  0.591409  0.407592  "
       ]
      },
-     "execution_count": 19,
+     "execution_count": 17,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -4085,7 +3800,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 18,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -4113,7 +3828,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 19,
    "metadata": {},
    "outputs": [
     {
@@ -4146,19 +3861,19 @@
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td>coef_mode_logsum</td>\n",
-       "      <td>0.662937</td>\n",
+       "      <td>0.165346</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>coef_escort_dist_0_2</td>\n",
-       "      <td>0.226691</td>\n",
+       "      <td>-0.290871</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>coef_eatout_dist_0_2</td>\n",
-       "      <td>-0.767979</td>\n",
+       "      <td>-0.959646</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -4170,79 +3885,79 @@
        "    <tr>\n",
        "      <th>4</th>\n",
        "      <td>coef_othdiscr_dist_0_2</td>\n",
-       "      <td>-0.203187</td>\n",
+       "      <td>-0.424399</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5</th>\n",
        "      <td>coef_escort_dist_2_5</td>\n",
-       "      <td>-0.813494</td>\n",
+       "      <td>-0.959038</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6</th>\n",
        "      <td>coef_shopping_dist_2_5</td>\n",
-       "      <td>-0.629792</td>\n",
+       "      <td>-0.704553</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>7</th>\n",
        "      <td>coef_eatout_dist_2_5</td>\n",
-       "      <td>-0.226448</td>\n",
+       "      <td>-0.427890</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>8</th>\n",
        "      <td>coef_othmaint_dist_2_5</td>\n",
-       "      <td>-0.579932</td>\n",
+       "      <td>-0.796780</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>9</th>\n",
        "      <td>coef_social_dist_2_5</td>\n",
-       "      <td>-0.245175</td>\n",
+       "      <td>-0.464176</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>10</th>\n",
        "      <td>coef_othdiscr_dist_2_5</td>\n",
-       "      <td>-0.550945</td>\n",
+       "      <td>-0.615669</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>11</th>\n",
        "      <td>coef_escort_dist_5_plus</td>\n",
-       "      <td>-0.255056</td>\n",
+       "      <td>-0.264682</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>12</th>\n",
        "      <td>coef_shopping_dist_5_plus</td>\n",
-       "      <td>-0.130649</td>\n",
+       "      <td>-0.234821</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>13</th>\n",
        "      <td>coef_eatout_dist_5_plus</td>\n",
-       "      <td>-0.188137</td>\n",
+       "      <td>-0.182199</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>14</th>\n",
        "      <td>coef_othmaint_dist_5_plus</td>\n",
-       "      <td>-0.229655</td>\n",
+       "      <td>-0.156745</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>15</th>\n",
        "      <td>coef_social_dist_5_plus</td>\n",
-       "      <td>-0.190239</td>\n",
+       "      <td>-0.176446</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>16</th>\n",
        "      <td>coef_othdiscr_dist_5_plus</td>\n",
-       "      <td>-0.000141</td>\n",
+       "      <td>-0.171387</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
@@ -4251,26 +3966,26 @@
       ],
       "text/plain": [
        "             coefficient_name     value constrain\n",
-       "0            coef_mode_logsum  0.662937         F\n",
-       "1        coef_escort_dist_0_2  0.226691         F\n",
-       "2        coef_eatout_dist_0_2 -0.767979         F\n",
+       "0            coef_mode_logsum  0.165346         F\n",
+       "1        coef_escort_dist_0_2 -0.290871         F\n",
+       "2        coef_eatout_dist_0_2 -0.959646         F\n",
        "3      coef_eatout_social_0_2 -0.560900         F\n",
-       "4      coef_othdiscr_dist_0_2 -0.203187         F\n",
-       "5        coef_escort_dist_2_5 -0.813494         F\n",
-       "6      coef_shopping_dist_2_5 -0.629792         F\n",
-       "7        coef_eatout_dist_2_5 -0.226448         F\n",
-       "8      coef_othmaint_dist_2_5 -0.579932         F\n",
-       "9        coef_social_dist_2_5 -0.245175         F\n",
-       "10     coef_othdiscr_dist_2_5 -0.550945         F\n",
-       "11    coef_escort_dist_5_plus -0.255056         F\n",
-       "12  coef_shopping_dist_5_plus -0.130649         F\n",
-       "13    coef_eatout_dist_5_plus -0.188137         F\n",
-       "14  coef_othmaint_dist_5_plus -0.229655         F\n",
-       "15    coef_social_dist_5_plus -0.190239         F\n",
-       "16  coef_othdiscr_dist_5_plus -0.000141         F"
+       "4      coef_othdiscr_dist_0_2 -0.424399         F\n",
+       "5        coef_escort_dist_2_5 -0.959038         F\n",
+       "6      coef_shopping_dist_2_5 -0.704553         F\n",
+       "7        coef_eatout_dist_2_5 -0.427890         F\n",
+       "8      coef_othmaint_dist_2_5 -0.796780         F\n",
+       "9        coef_social_dist_2_5 -0.464176         F\n",
+       "10     coef_othdiscr_dist_2_5 -0.615669         F\n",
+       "11    coef_escort_dist_5_plus -0.264682         F\n",
+       "12  coef_shopping_dist_5_plus -0.234821         F\n",
+       "13    coef_eatout_dist_5_plus -0.182199         F\n",
+       "14  coef_othmaint_dist_5_plus -0.156745         F\n",
+       "15    coef_social_dist_5_plus -0.176446         F\n",
+       "16  coef_othdiscr_dist_5_plus -0.171387         F"
       ]
      },
-     "execution_count": 21,
+     "execution_count": 19,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -4281,7 +3996,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 20,
    "metadata": {},
    "outputs": [
     {
@@ -4447,14 +4162,14 @@
        "      <td>escort</td>\n",
        "      <td>non_mandatory</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.341950</td>\n",
+       "      <td>0.229722</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.131140</td>\n",
+       "      <td>0.138687</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.471104</td>\n",
-       "      <td>0.055806</td>\n",
+       "      <td>0.474643</td>\n",
+       "      <td>0.156948</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "    </tr>\n",
@@ -4481,9 +4196,9 @@
        "      <td>eatout</td>\n",
        "      <td>non_mandatory</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.656666</td>\n",
+       "      <td>0.786346</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.343334</td>\n",
+       "      <td>0.213654</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
@@ -4498,9 +4213,9 @@
        "      <td>othmaint</td>\n",
        "      <td>non_mandatory</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.484790</td>\n",
+       "      <td>0.489805</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.515210</td>\n",
+       "      <td>0.510195</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
@@ -4515,9 +4230,9 @@
        "      <td>social</td>\n",
        "      <td>non_mandatory</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.414051</td>\n",
+       "      <td>0.545121</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.585949</td>\n",
+       "      <td>0.454879</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
@@ -4531,15 +4246,15 @@
        "      <td>12</td>\n",
        "      <td>othdiscr</td>\n",
        "      <td>non_mandatory</td>\n",
-       "      <td>0.272379</td>\n",
-       "      <td>0.313357</td>\n",
+       "      <td>0.258275</td>\n",
+       "      <td>0.217495</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.221530</td>\n",
-       "      <td>0.101011</td>\n",
+       "      <td>0.267795</td>\n",
+       "      <td>0.152428</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.091723</td>\n",
+       "      <td>0.104008</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "    </tr>\n",
@@ -4709,12 +4424,12 @@
        "4       4     university         school  0.000000  0.000000  0.000000   \n",
        "5       5    gradeschool         school  0.000000  0.000000  0.000000   \n",
        "6       6     highschool         school  0.000000  0.000000  0.000000   \n",
-       "7       7         escort  non_mandatory  0.000000  0.341950  0.000000   \n",
+       "7       7         escort  non_mandatory  0.000000  0.229722  0.000000   \n",
        "8       8       shopping  non_mandatory  0.000000  1.000000  0.000000   \n",
-       "9       9         eatout  non_mandatory  0.000000  0.656666  0.000000   \n",
-       "10     10       othmaint  non_mandatory  0.000000  0.484790  0.000000   \n",
-       "11     11         social  non_mandatory  0.000000  0.414051  0.000000   \n",
-       "12     12       othdiscr  non_mandatory  0.272379  0.313357  0.000000   \n",
+       "9       9         eatout  non_mandatory  0.000000  0.786346  0.000000   \n",
+       "10     10       othmaint  non_mandatory  0.000000  0.489805  0.000000   \n",
+       "11     11         social  non_mandatory  0.000000  0.545121  0.000000   \n",
+       "12     12       othdiscr  non_mandatory  0.258275  0.217495  0.000000   \n",
        "13     13         atwork         atwork  0.000000  0.742000  0.000000   \n",
        "14     14           work           trip  0.000000  0.166667  0.166667   \n",
        "15     15         escort           trip  0.001000  0.225000  0.000000   \n",
@@ -4733,12 +4448,12 @@
        "4   0.000000  0.000000  0.000000  0.000000  0.000000  0.000000  0.592000   \n",
        "5   0.000000  0.000000  0.000000  0.000000  1.000000  0.000000  0.000000   \n",
        "6   0.000000  0.000000  0.000000  0.000000  0.000000  1.000000  0.000000   \n",
-       "7   0.131140  0.000000  0.000000  0.000000  0.471104  0.055806  0.000000   \n",
+       "7   0.138687  0.000000  0.000000  0.000000  0.474643  0.156948  0.000000   \n",
        "8   0.000000  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
-       "9   0.343334  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
-       "10  0.515210  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
-       "11  0.585949  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
-       "12  0.221530  0.101011  0.000000  0.000000  0.000000  0.091723  0.000000   \n",
+       "9   0.213654  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
+       "10  0.510195  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
+       "11  0.454879  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
+       "12  0.267795  0.152428  0.000000  0.000000  0.000000  0.104008  0.000000   \n",
        "13  0.258000  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
        "14  0.166667  0.166667  0.166667  0.166667  0.000000  0.000000  0.000000   \n",
        "15  0.144000  0.000000  0.000000  0.000000  0.464000  0.166000  0.000000   \n",
@@ -4774,7 +4489,7 @@
        "21  0.407592  "
       ]
      },
-     "execution_count": 22,
+     "execution_count": 20,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -4791,7 +4506,7 @@
    "toc_visible": true
   },
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "ESTER",
    "language": "python",
    "name": "python3"
   },
@@ -4805,7 +4520,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.8.6"
+   "version": "3.10.15"
   },
   "toc": {
    "base_numbering": 1,
diff --git a/activitysim/examples/example_estimation/notebooks/14_joint_tour_scheduling.ipynb b/activitysim/examples/example_estimation/notebooks/14_joint_tour_scheduling.ipynb
index c2973c29b1..b05d68490e 100644
--- a/activitysim/examples/example_estimation/notebooks/14_joint_tour_scheduling.ipynb
+++ b/activitysim/examples/example_estimation/notebooks/14_joint_tour_scheduling.ipynb
@@ -34,27 +34,74 @@
     "id": "s53VwlPwtNnr",
     "outputId": "d1208b7a-c1f2-4b0b-c439-bf312fe12be0"
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "JAX not found. Some functionality will be unavailable.\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "{'larch': '6.0.32',\n",
+       " 'sharrow': '2.13.0',\n",
+       " 'numpy': '1.26.4',\n",
+       " 'pandas': '1.5.3',\n",
+       " 'xarray': '2024.3.0',\n",
+       " 'numba': '0.60.0'}"
+      ]
+     },
+     "execution_count": 1,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "import os\n",
-    "import larch  # !conda install larch -c conda-forge # for estimation\n",
-    "import pandas as pd"
+    "import larch as lx\n",
+    "import pandas as pd\n",
+    "\n",
+    "lx.versions()"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "We'll work in our `test` directory, where ActivitySim has saved the estimation data bundles."
+    "For this demo, we will assume that you have already run ActivitySim in estimation\n",
+    "mode, and saved the required estimation data bundles (EDB's) to disk.  See\n",
+    "the [first notebook](./01_estimation_mode.ipynb) for details.  The following module\n",
+    "will run a script to set everything up if the example data is not already available."
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 2,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "EDB directory already populated.\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "PosixPath('test-estimation-data/activitysim-prototype-mtc-extended')"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "os.chdir('test')"
+    "from est_mode_setup import prepare\n",
+    "\n",
+    "prepare()"
    ]
   },
   {
@@ -68,12 +115,28 @@
    "cell_type": "code",
    "execution_count": 3,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "loading from output-est-mode/estimation_data_bundle/joint_tour_scheduling/tour_scheduling_joint_coefficients.csv\n",
+      "loading from output-est-mode/estimation_data_bundle/joint_tour_scheduling/joint_tour_scheduling_SPEC.csv\n",
+      "loading from output-est-mode/estimation_data_bundle/joint_tour_scheduling/joint_tour_scheduling_alternatives_combined.parquet\n",
+      "loading from output-est-mode/estimation_data_bundle/joint_tour_scheduling/joint_tour_scheduling_choosers_combined.parquet\n"
+     ]
+    }
+   ],
    "source": [
     "modelname = \"joint_tour_scheduling\"\n",
     "\n",
     "from activitysim.estimation.larch import component_model\n",
-    "model, data = component_model(modelname, return_data=True)"
+    "\n",
+    "model, data = component_model(\n",
+    "    modelname,\n",
+    "    edb_directory=f\"output-est-mode/estimation_data_bundle/{modelname}/\",\n",
+    "    return_data=True,\n",
+    ")"
    ]
   },
   {
@@ -746,28 +809,28 @@
        "      <th>30</th>\n",
        "      <td>util_adjacent_window_exists_before_this_depart...</td>\n",
        "      <td>Adjacent window exists before this departure h...</td>\n",
-       "      <td>@(df.tour_type_count&gt;1) &amp; (df.tour_type_num ==...</td>\n",
+       "      <td>@(df.tour_type_count&gt;1) * (df.tour_type_num ==...</td>\n",
        "      <td>coef_adjacent_window_exists_before_this_depart...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>31</th>\n",
        "      <td>util_adjacent_window_exists_after_this_arrival...</td>\n",
        "      <td>Adjacent window exists after this arrival hour...</td>\n",
-       "      <td>@(df.tour_type_count&gt;1) &amp; (df.tour_type_num ==...</td>\n",
+       "      <td>@(df.tour_type_count&gt;1) * (df.tour_type_num ==...</td>\n",
        "      <td>coef_adjacent_window_exists_after_this_arrival...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>32</th>\n",
        "      <td>util_adjacent_window_exists_before_this_depart...</td>\n",
        "      <td>Adjacent window exists before this departure h...</td>\n",
-       "      <td>@(df.tour_type_num &gt; 1) &amp; _adjacent_window_before</td>\n",
+       "      <td>@(df.tour_type_num &gt; 1) * _adjacent_window_before</td>\n",
        "      <td>coef_adjacent_window_exists_before_this_depart...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>33</th>\n",
        "      <td>util_adjacent_window_exists_after_this_arrival...</td>\n",
        "      <td>Adjacent window exists after this arrival hour...</td>\n",
-       "      <td>@(df.tour_type_num &gt; 1) &amp; _adjacent_window_after</td>\n",
+       "      <td>@(df.tour_type_num &gt; 1) * _adjacent_window_after</td>\n",
        "      <td>coef_adjacent_window_exists_after_this_arrival...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -1115,10 +1178,10 @@
        "25  adult & (num_children > 0) & ( end > 18 ) & ( ...   \n",
        "28       @tt.previous_tour_ends(df.tour_id, df.start)   \n",
        "29       @tt.previous_tour_begins(df.tour_id, df.end)   \n",
-       "30  @(df.tour_type_count>1) & (df.tour_type_num ==...   \n",
-       "31  @(df.tour_type_count>1) & (df.tour_type_num ==...   \n",
-       "32  @(df.tour_type_num > 1) & _adjacent_window_before   \n",
-       "33   @(df.tour_type_num > 1) & _adjacent_window_after   \n",
+       "30  @(df.tour_type_count>1) * (df.tour_type_num ==...   \n",
+       "31  @(df.tour_type_count>1) * (df.tour_type_num ==...   \n",
+       "32  @(df.tour_type_num > 1) * _adjacent_window_before   \n",
+       "33   @(df.tour_type_num > 1) * _adjacent_window_after   \n",
        "34              (tour_type != 'escort') & (start < 6)   \n",
        "35             (tour_type != 'escort') & (start == 6)   \n",
        "36             (tour_type != 'escort') & (start == 7)   \n",
@@ -1262,14 +1325,14 @@
        "      <th>tour_count</th>\n",
        "      <th>tour_category</th>\n",
        "      <th>...</th>\n",
-       "      <th>COLLPTE</th>\n",
-       "      <th>TOPOLOGY</th>\n",
-       "      <th>TERMINAL</th>\n",
-       "      <th>household_density</th>\n",
-       "      <th>employment_density</th>\n",
-       "      <th>density_index</th>\n",
-       "      <th>is_cbd</th>\n",
-       "      <th>tour_id.1</th>\n",
+       "      <th>auOpRetail</th>\n",
+       "      <th>auOpTotal</th>\n",
+       "      <th>trPkRetail</th>\n",
+       "      <th>trPkTotal</th>\n",
+       "      <th>trOpRetail</th>\n",
+       "      <th>trOpTotal</th>\n",
+       "      <th>nmRetail</th>\n",
+       "      <th>nmTotal</th>\n",
        "      <th>start_previous</th>\n",
        "      <th>end_previous</th>\n",
        "    </tr>\n",
@@ -1277,10 +1340,10 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>7785298</td>\n",
-       "      <td>146</td>\n",
-       "      <td>146</td>\n",
-       "      <td>189885</td>\n",
+       "      <td>7853686</td>\n",
+       "      <td>115</td>\n",
+       "      <td>104</td>\n",
+       "      <td>191553</td>\n",
        "      <td>eatout</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
@@ -1288,47 +1351,47 @@
        "      <td>1</td>\n",
        "      <td>joint</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2.94885</td>\n",
-       "      <td>23.215385</td>\n",
-       "      <td>11.646154</td>\n",
-       "      <td>7.755537</td>\n",
-       "      <td>False</td>\n",
-       "      <td>7785298</td>\n",
+       "      <td>10.032432</td>\n",
+       "      <td>12.426053</td>\n",
+       "      <td>4.842958</td>\n",
+       "      <td>6.577576</td>\n",
+       "      <td>4.825284</td>\n",
+       "      <td>6.554185</td>\n",
+       "      <td>5.384032</td>\n",
+       "      <td>6.267720</td>\n",
        "      <td>5</td>\n",
        "      <td>5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>8708454</td>\n",
-       "      <td>145</td>\n",
-       "      <td>145</td>\n",
-       "      <td>212401</td>\n",
-       "      <td>eatout</td>\n",
+       "      <td>7902318</td>\n",
+       "      <td>127</td>\n",
+       "      <td>91</td>\n",
+       "      <td>192739</td>\n",
+       "      <td>shopping</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>joint</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>2</td>\n",
-       "      <td>4.64648</td>\n",
-       "      <td>196.395950</td>\n",
-       "      <td>178.779465</td>\n",
-       "      <td>93.587057</td>\n",
-       "      <td>False</td>\n",
-       "      <td>8708454</td>\n",
+       "      <td>9.804714</td>\n",
+       "      <td>12.378032</td>\n",
+       "      <td>2.085722</td>\n",
+       "      <td>3.940109</td>\n",
+       "      <td>2.097132</td>\n",
+       "      <td>3.946235</td>\n",
+       "      <td>4.015752</td>\n",
+       "      <td>6.526846</td>\n",
        "      <td>5</td>\n",
        "      <td>5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>9715006</td>\n",
-       "      <td>115</td>\n",
-       "      <td>115</td>\n",
-       "      <td>236951</td>\n",
+       "      <td>7909776</td>\n",
+       "      <td>90</td>\n",
+       "      <td>105</td>\n",
+       "      <td>192921</td>\n",
        "      <td>othdiscr</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
@@ -1336,62 +1399,62 @@
        "      <td>1</td>\n",
        "      <td>joint</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2.08699</td>\n",
-       "      <td>16.952703</td>\n",
-       "      <td>7.608108</td>\n",
-       "      <td>5.251374</td>\n",
-       "      <td>False</td>\n",
-       "      <td>9715006</td>\n",
+       "      <td>9.924635</td>\n",
+       "      <td>12.521312</td>\n",
+       "      <td>1.451325</td>\n",
+       "      <td>3.811134</td>\n",
+       "      <td>1.458624</td>\n",
+       "      <td>3.813040</td>\n",
+       "      <td>4.422027</td>\n",
+       "      <td>6.644415</td>\n",
        "      <td>5</td>\n",
        "      <td>5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>10831112</td>\n",
-       "      <td>115</td>\n",
-       "      <td>115</td>\n",
-       "      <td>264173</td>\n",
-       "      <td>shopping</td>\n",
+       "      <td>7988742</td>\n",
+       "      <td>101</td>\n",
+       "      <td>101</td>\n",
+       "      <td>194847</td>\n",
+       "      <td>othdiscr</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>joint</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>3</td>\n",
-       "      <td>4.73802</td>\n",
-       "      <td>117.769796</td>\n",
-       "      <td>246.205869</td>\n",
-       "      <td>79.663609</td>\n",
-       "      <td>False</td>\n",
-       "      <td>10831112</td>\n",
+       "      <td>10.124314</td>\n",
+       "      <td>12.525120</td>\n",
+       "      <td>2.760744</td>\n",
+       "      <td>4.989736</td>\n",
+       "      <td>2.749302</td>\n",
+       "      <td>4.964188</td>\n",
+       "      <td>4.106787</td>\n",
+       "      <td>6.259962</td>\n",
        "      <td>5</td>\n",
        "      <td>5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>20334787</td>\n",
-       "      <td>37</td>\n",
-       "      <td>37</td>\n",
-       "      <td>495970</td>\n",
-       "      <td>othmaint</td>\n",
+       "      <td>8103874</td>\n",
+       "      <td>74</td>\n",
+       "      <td>74</td>\n",
+       "      <td>197655</td>\n",
+       "      <td>shopping</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>joint</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2.17734</td>\n",
-       "      <td>17.968750</td>\n",
-       "      <td>4.109375</td>\n",
-       "      <td>3.344502</td>\n",
-       "      <td>False</td>\n",
-       "      <td>20334787</td>\n",
+       "      <td>9.966499</td>\n",
+       "      <td>12.292832</td>\n",
+       "      <td>2.097899</td>\n",
+       "      <td>4.282017</td>\n",
+       "      <td>0.920538</td>\n",
+       "      <td>2.790691</td>\n",
+       "      <td>5.043413</td>\n",
+       "      <td>6.194205</td>\n",
        "      <td>5</td>\n",
        "      <td>5</td>\n",
        "    </tr>\n",
@@ -1420,35 +1483,35 @@
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>86</th>\n",
-       "      <td>283676518</td>\n",
-       "      <td>145</td>\n",
-       "      <td>145</td>\n",
-       "      <td>6918939</td>\n",
-       "      <td>shopping</td>\n",
+       "      <th>1272</th>\n",
+       "      <td>303771147</td>\n",
+       "      <td>171</td>\n",
+       "      <td>171</td>\n",
+       "      <td>7409052</td>\n",
+       "      <td>othdiscr</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>joint</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2.18894</td>\n",
-       "      <td>20.746032</td>\n",
-       "      <td>9.793651</td>\n",
-       "      <td>6.652963</td>\n",
-       "      <td>False</td>\n",
-       "      <td>283676518</td>\n",
+       "      <td>9.795165</td>\n",
+       "      <td>12.124129</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>4.666818</td>\n",
+       "      <td>6.381846</td>\n",
        "      <td>5</td>\n",
        "      <td>5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>87</th>\n",
-       "      <td>295260168</td>\n",
-       "      <td>158</td>\n",
-       "      <td>158</td>\n",
-       "      <td>7201469</td>\n",
+       "      <th>1273</th>\n",
+       "      <td>304144212</td>\n",
+       "      <td>77</td>\n",
+       "      <td>126</td>\n",
+       "      <td>7418154</td>\n",
        "      <td>social</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
@@ -1456,23 +1519,23 @@
        "      <td>1</td>\n",
        "      <td>joint</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>3.19780</td>\n",
-       "      <td>25.035085</td>\n",
-       "      <td>34.002224</td>\n",
-       "      <td>14.418824</td>\n",
-       "      <td>False</td>\n",
-       "      <td>295260168</td>\n",
+       "      <td>9.808362</td>\n",
+       "      <td>12.224503</td>\n",
+       "      <td>0.198489</td>\n",
+       "      <td>0.838468</td>\n",
+       "      <td>0.197857</td>\n",
+       "      <td>0.826233</td>\n",
+       "      <td>5.214767</td>\n",
+       "      <td>7.781673</td>\n",
        "      <td>5</td>\n",
        "      <td>5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>88</th>\n",
-       "      <td>297646485</td>\n",
-       "      <td>104</td>\n",
-       "      <td>104</td>\n",
-       "      <td>7259670</td>\n",
+       "      <th>1274</th>\n",
+       "      <td>304463637</td>\n",
+       "      <td>138</td>\n",
+       "      <td>127</td>\n",
+       "      <td>7425942</td>\n",
        "      <td>othdiscr</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
@@ -1480,124 +1543,124 @@
        "      <td>1</td>\n",
        "      <td>joint</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>4.89113</td>\n",
-       "      <td>193.875000</td>\n",
-       "      <td>201.000000</td>\n",
-       "      <td>98.686610</td>\n",
-       "      <td>False</td>\n",
-       "      <td>297646485</td>\n",
+       "      <td>9.674598</td>\n",
+       "      <td>12.273909</td>\n",
+       "      <td>2.314454</td>\n",
+       "      <td>5.062339</td>\n",
+       "      <td>2.170577</td>\n",
+       "      <td>4.928170</td>\n",
+       "      <td>3.927607</td>\n",
+       "      <td>5.937753</td>\n",
        "      <td>5</td>\n",
        "      <td>5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>89</th>\n",
-       "      <td>298814741</td>\n",
-       "      <td>74</td>\n",
-       "      <td>74</td>\n",
-       "      <td>7288164</td>\n",
-       "      <td>othmaint</td>\n",
+       "      <th>1275</th>\n",
+       "      <td>305125582</td>\n",
+       "      <td>156</td>\n",
+       "      <td>177</td>\n",
+       "      <td>7442087</td>\n",
+       "      <td>othdiscr</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>joint</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>4.29646</td>\n",
-       "      <td>57.195122</td>\n",
-       "      <td>95.975610</td>\n",
-       "      <td>35.838026</td>\n",
-       "      <td>True</td>\n",
-       "      <td>298814741</td>\n",
+       "      <td>10.150831</td>\n",
+       "      <td>12.839956</td>\n",
+       "      <td>6.746949</td>\n",
+       "      <td>9.644580</td>\n",
+       "      <td>6.245710</td>\n",
+       "      <td>8.925880</td>\n",
+       "      <td>6.393693</td>\n",
+       "      <td>8.676755</td>\n",
        "      <td>5</td>\n",
        "      <td>5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>90</th>\n",
-       "      <td>301810980</td>\n",
+       "      <th>1276</th>\n",
+       "      <td>305246245</td>\n",
        "      <td>54</td>\n",
        "      <td>54</td>\n",
-       "      <td>7361244</td>\n",
-       "      <td>othmaint</td>\n",
+       "      <td>7445030</td>\n",
+       "      <td>othdiscr</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>joint</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2.47787</td>\n",
-       "      <td>23.993197</td>\n",
-       "      <td>11.945578</td>\n",
-       "      <td>7.975024</td>\n",
-       "      <td>False</td>\n",
-       "      <td>301810980</td>\n",
+       "      <td>10.154352</td>\n",
+       "      <td>12.772396</td>\n",
+       "      <td>5.492171</td>\n",
+       "      <td>8.363419</td>\n",
+       "      <td>5.092918</td>\n",
+       "      <td>7.921567</td>\n",
+       "      <td>4.507081</td>\n",
+       "      <td>7.061687</td>\n",
        "      <td>5</td>\n",
        "      <td>5</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>91 rows × 151 columns</p>\n",
+       "<p>1277 rows × 150 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "      tour_id  model_choice  override_choice  person_id tour_type  \\\n",
-       "0     7785298           146              146     189885    eatout   \n",
-       "1     8708454           145              145     212401    eatout   \n",
-       "2     9715006           115              115     236951  othdiscr   \n",
-       "3    10831112           115              115     264173  shopping   \n",
-       "4    20334787            37               37     495970  othmaint   \n",
-       "..        ...           ...              ...        ...       ...   \n",
-       "86  283676518           145              145    6918939  shopping   \n",
-       "87  295260168           158              158    7201469    social   \n",
-       "88  297646485           104              104    7259670  othdiscr   \n",
-       "89  298814741            74               74    7288164  othmaint   \n",
-       "90  301810980            54               54    7361244  othmaint   \n",
+       "        tour_id  model_choice  override_choice  person_id tour_type  \\\n",
+       "0       7853686           115              104     191553    eatout   \n",
+       "1       7902318           127               91     192739  shopping   \n",
+       "2       7909776            90              105     192921  othdiscr   \n",
+       "3       7988742           101              101     194847  othdiscr   \n",
+       "4       8103874            74               74     197655  shopping   \n",
+       "...         ...           ...              ...        ...       ...   \n",
+       "1272  303771147           171              171    7409052  othdiscr   \n",
+       "1273  304144212            77              126    7418154    social   \n",
+       "1274  304463637           138              127    7425942  othdiscr   \n",
+       "1275  305125582           156              177    7442087  othdiscr   \n",
+       "1276  305246245            54               54    7445030  othdiscr   \n",
        "\n",
-       "    tour_type_count  tour_type_num  tour_num  tour_count tour_category  ...  \\\n",
-       "0                 1              1         1           1         joint  ...   \n",
-       "1                 1              1         1           1         joint  ...   \n",
-       "2                 1              1         1           1         joint  ...   \n",
-       "3                 1              1         1           1         joint  ...   \n",
-       "4                 1              1         1           1         joint  ...   \n",
-       "..              ...            ...       ...         ...           ...  ...   \n",
-       "86                1              1         1           1         joint  ...   \n",
-       "87                1              1         1           1         joint  ...   \n",
-       "88                1              1         1           1         joint  ...   \n",
-       "89                1              1         1           1         joint  ...   \n",
-       "90                1              1         1           1         joint  ...   \n",
+       "      tour_type_count  tour_type_num  tour_num  tour_count tour_category  ...  \\\n",
+       "0                   1              1         1           1         joint  ...   \n",
+       "1                   1              1         1           1         joint  ...   \n",
+       "2                   1              1         1           1         joint  ...   \n",
+       "3                   1              1         1           1         joint  ...   \n",
+       "4                   1              1         1           1         joint  ...   \n",
+       "...               ...            ...       ...         ...           ...  ...   \n",
+       "1272                1              1         1           1         joint  ...   \n",
+       "1273                1              1         1           1         joint  ...   \n",
+       "1274                1              1         1           1         joint  ...   \n",
+       "1275                1              1         1           1         joint  ...   \n",
+       "1276                1              1         1           1         joint  ...   \n",
        "\n",
-       "    COLLPTE  TOPOLOGY  TERMINAL  household_density  employment_density  \\\n",
-       "0       0.0         1   2.94885          23.215385           11.646154   \n",
-       "1       0.0         2   4.64648         196.395950          178.779465   \n",
-       "2       0.0         1   2.08699          16.952703            7.608108   \n",
-       "3       0.0         3   4.73802         117.769796          246.205869   \n",
-       "4       0.0         1   2.17734          17.968750            4.109375   \n",
-       "..      ...       ...       ...                ...                 ...   \n",
-       "86      0.0         1   2.18894          20.746032            9.793651   \n",
-       "87      0.0         1   3.19780          25.035085           34.002224   \n",
-       "88      0.0         1   4.89113         193.875000          201.000000   \n",
-       "89      0.0         1   4.29646          57.195122           95.975610   \n",
-       "90      0.0         1   2.47787          23.993197           11.945578   \n",
+       "      auOpRetail  auOpTotal  trPkRetail  trPkTotal  trOpRetail  trOpTotal  \\\n",
+       "0      10.032432  12.426053    4.842958   6.577576    4.825284   6.554185   \n",
+       "1       9.804714  12.378032    2.085722   3.940109    2.097132   3.946235   \n",
+       "2       9.924635  12.521312    1.451325   3.811134    1.458624   3.813040   \n",
+       "3      10.124314  12.525120    2.760744   4.989736    2.749302   4.964188   \n",
+       "4       9.966499  12.292832    2.097899   4.282017    0.920538   2.790691   \n",
+       "...          ...        ...         ...        ...         ...        ...   \n",
+       "1272    9.795165  12.124129    0.000000   0.000000    0.000000   0.000000   \n",
+       "1273    9.808362  12.224503    0.198489   0.838468    0.197857   0.826233   \n",
+       "1274    9.674598  12.273909    2.314454   5.062339    2.170577   4.928170   \n",
+       "1275   10.150831  12.839956    6.746949   9.644580    6.245710   8.925880   \n",
+       "1276   10.154352  12.772396    5.492171   8.363419    5.092918   7.921567   \n",
        "\n",
-       "    density_index  is_cbd  tour_id.1 start_previous  end_previous  \n",
-       "0        7.755537   False    7785298              5             5  \n",
-       "1       93.587057   False    8708454              5             5  \n",
-       "2        5.251374   False    9715006              5             5  \n",
-       "3       79.663609   False   10831112              5             5  \n",
-       "4        3.344502   False   20334787              5             5  \n",
-       "..            ...     ...        ...            ...           ...  \n",
-       "86       6.652963   False  283676518              5             5  \n",
-       "87      14.418824   False  295260168              5             5  \n",
-       "88      98.686610   False  297646485              5             5  \n",
-       "89      35.838026    True  298814741              5             5  \n",
-       "90       7.975024   False  301810980              5             5  \n",
+       "      nmRetail   nmTotal start_previous  end_previous  \n",
+       "0     5.384032  6.267720              5             5  \n",
+       "1     4.015752  6.526846              5             5  \n",
+       "2     4.422027  6.644415              5             5  \n",
+       "3     4.106787  6.259962              5             5  \n",
+       "4     5.043413  6.194205              5             5  \n",
+       "...        ...       ...            ...           ...  \n",
+       "1272  4.666818  6.381846              5             5  \n",
+       "1273  5.214767  7.781673              5             5  \n",
+       "1274  3.927607  5.937753              5             5  \n",
+       "1275  6.393693  8.676755              5             5  \n",
+       "1276  4.507081  7.061687              5             5  \n",
        "\n",
-       "[91 rows x 151 columns]"
+       "[1277 rows x 150 columns]"
       ]
      },
      "execution_count": 6,
@@ -1643,135 +1706,135 @@
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>tour_id</th>\n",
-       "      <th>variable</th>\n",
-       "      <th>0</th>\n",
-       "      <th>1</th>\n",
-       "      <th>2</th>\n",
-       "      <th>3</th>\n",
-       "      <th>4</th>\n",
-       "      <th>5</th>\n",
-       "      <th>6</th>\n",
-       "      <th>7</th>\n",
+       "      <th>start</th>\n",
+       "      <th>end</th>\n",
+       "      <th>duration</th>\n",
+       "      <th>tdd</th>\n",
+       "      <th>mode_choice_logsum</th>\n",
+       "      <th>util_subsequent_tour_must_start_after_previous_tour_for_this_purpose_ends</th>\n",
+       "      <th>util_free_flow_round_trip_auto_time_shift_effects_duration</th>\n",
+       "      <th>util_shopping_tour_departure_shift_effects</th>\n",
+       "      <th>util_shopping_tour_duration_shift_effects</th>\n",
        "      <th>...</th>\n",
-       "      <th>180</th>\n",
-       "      <th>181</th>\n",
-       "      <th>182</th>\n",
-       "      <th>183</th>\n",
-       "      <th>184</th>\n",
-       "      <th>185</th>\n",
-       "      <th>186</th>\n",
-       "      <th>187</th>\n",
-       "      <th>188</th>\n",
-       "      <th>189</th>\n",
+       "      <th>util_arrival_constants_pm_peak_4</th>\n",
+       "      <th>util_arrival_constants_evening</th>\n",
+       "      <th>util_arrival_constants_late</th>\n",
+       "      <th>util_duration_constants_0_to_1_hours</th>\n",
+       "      <th>util_duration_constants_2_to_3_hours</th>\n",
+       "      <th>util_duration_constants_4_to_5_hours</th>\n",
+       "      <th>util_duration_constants_6_to_7_hours</th>\n",
+       "      <th>util_duration_constants_8_to_10_hours</th>\n",
+       "      <th>util_duration_constants_11_to_13_hours</th>\n",
+       "      <th>util_duration_constants_14_to_18_hours</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>7785298</td>\n",
-       "      <td>duration</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>2.0</td>\n",
+       "      <td>7853686</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>7785298</td>\n",
-       "      <td>end</td>\n",
-       "      <td>5.0</td>\n",
-       "      <td>6.0</td>\n",
-       "      <td>7.0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
+       "      <td>7853686</td>\n",
+       "      <td>5</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
        "      <td>0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>24.259998</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>20.0</td>\n",
-       "      <td>21.0</td>\n",
-       "      <td>22.0</td>\n",
-       "      <td>23.0</td>\n",
-       "      <td>21.0</td>\n",
-       "      <td>22.0</td>\n",
-       "      <td>23.0</td>\n",
-       "      <td>22.0</td>\n",
-       "      <td>23.0</td>\n",
-       "      <td>23.0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>7785298</td>\n",
-       "      <td>mode_choice_logsum</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
+       "      <td>7853686</td>\n",
+       "      <td>5</td>\n",
+       "      <td>7</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
        "      <td>0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>48.519997</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>7785298</td>\n",
-       "      <td>start</td>\n",
-       "      <td>5.0</td>\n",
-       "      <td>5.0</td>\n",
-       "      <td>5.0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
+       "      <td>7853686</td>\n",
+       "      <td>5</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
        "      <td>0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>72.779999</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>20.0</td>\n",
-       "      <td>20.0</td>\n",
-       "      <td>20.0</td>\n",
-       "      <td>20.0</td>\n",
-       "      <td>21.0</td>\n",
-       "      <td>21.0</td>\n",
-       "      <td>21.0</td>\n",
-       "      <td>22.0</td>\n",
-       "      <td>22.0</td>\n",
-       "      <td>23.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>7785298</td>\n",
-       "      <td>util_adjacent_window_exists_after_this_arrival...</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>7853686</td>\n",
+       "      <td>5</td>\n",
+       "      <td>9</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
        "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>97.039993</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
@@ -1780,7 +1843,7 @@
        "      <td>False</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
-       "      <td>False</td>\n",
+       "      <td>True</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
@@ -1811,47 +1874,47 @@
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>5728</th>\n",
-       "      <td>301810980</td>\n",
-       "      <td>util_subsequent_of_2_plus_tours_for_same_purpo...</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
+       "      <th>107101</th>\n",
+       "      <td>305246245</td>\n",
+       "      <td>21</td>\n",
+       "      <td>22</td>\n",
+       "      <td>1</td>\n",
+       "      <td>185</td>\n",
        "      <td>0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>2.480000</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>5729</th>\n",
-       "      <td>301810980</td>\n",
-       "      <td>util_subsequent_tour_must_start_after_previous...</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>107102</th>\n",
+       "      <td>305246245</td>\n",
+       "      <td>21</td>\n",
+       "      <td>23</td>\n",
+       "      <td>2</td>\n",
+       "      <td>186</td>\n",
        "      <td>0</td>\n",
-       "      <td>0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>4.960000</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
+       "      <td>True</td>\n",
        "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
+       "      <td>True</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
@@ -1859,22 +1922,22 @@
        "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>5730</th>\n",
-       "      <td>301810980</td>\n",
-       "      <td>util_university_student_arrive_after_22</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
+       "      <th>107103</th>\n",
+       "      <td>305246245</td>\n",
+       "      <td>22</td>\n",
+       "      <td>22</td>\n",
        "      <td>0</td>\n",
+       "      <td>187</td>\n",
        "      <td>0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
@@ -1883,99 +1946,229 @@
        "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>5731</th>\n",
-       "      <td>301810980</td>\n",
-       "      <td>util_visit_tour_departure_shift_effects</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
+       "      <th>107104</th>\n",
+       "      <td>305246245</td>\n",
+       "      <td>22</td>\n",
+       "      <td>23</td>\n",
+       "      <td>1</td>\n",
+       "      <td>188</td>\n",
        "      <td>0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>2.480000</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>5732</th>\n",
-       "      <td>301810980</td>\n",
-       "      <td>util_visit_tour_duration_shift_effects</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
+       "      <th>107105</th>\n",
+       "      <td>305246245</td>\n",
+       "      <td>23</td>\n",
+       "      <td>23</td>\n",
        "      <td>0</td>\n",
+       "      <td>189</td>\n",
        "      <td>0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>5733 rows × 192 columns</p>\n",
+       "<p>107106 rows × 65 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "        tour_id                                           variable      0  \\\n",
-       "0       7785298                                           duration    0.0   \n",
-       "1       7785298                                                end    5.0   \n",
-       "2       7785298                                 mode_choice_logsum    0.0   \n",
-       "3       7785298                                              start    5.0   \n",
-       "4       7785298  util_adjacent_window_exists_after_this_arrival...  False   \n",
-       "...         ...                                                ...    ...   \n",
-       "5728  301810980  util_subsequent_of_2_plus_tours_for_same_purpo...      0   \n",
-       "5729  301810980  util_subsequent_tour_must_start_after_previous...  False   \n",
-       "5730  301810980            util_university_student_arrive_after_22  False   \n",
-       "5731  301810980            util_visit_tour_departure_shift_effects      0   \n",
-       "5732  301810980             util_visit_tour_duration_shift_effects      0   \n",
+       "          tour_id  start  end  duration  tdd  mode_choice_logsum  \\\n",
+       "0         7853686      5    5         0    0                   0   \n",
+       "1         7853686      5    6         1    1                   0   \n",
+       "2         7853686      5    7         2    2                   0   \n",
+       "3         7853686      5    8         3    3                   0   \n",
+       "4         7853686      5    9         4    4                   0   \n",
+       "...           ...    ...  ...       ...  ...                 ...   \n",
+       "107101  305246245     21   22         1  185                   0   \n",
+       "107102  305246245     21   23         2  186                   0   \n",
+       "107103  305246245     22   22         0  187                   0   \n",
+       "107104  305246245     22   23         1  188                   0   \n",
+       "107105  305246245     23   23         0  189                   0   \n",
+       "\n",
+       "        util_subsequent_tour_must_start_after_previous_tour_for_this_purpose_ends  \\\n",
+       "0                                                   False                           \n",
+       "1                                                   False                           \n",
+       "2                                                   False                           \n",
+       "3                                                   False                           \n",
+       "4                                                   False                           \n",
+       "...                                                   ...                           \n",
+       "107101                                              False                           \n",
+       "107102                                              False                           \n",
+       "107103                                              False                           \n",
+       "107104                                              False                           \n",
+       "107105                                              False                           \n",
+       "\n",
+       "        util_free_flow_round_trip_auto_time_shift_effects_duration  \\\n",
+       "0                                                0.000000            \n",
+       "1                                               24.259998            \n",
+       "2                                               48.519997            \n",
+       "3                                               72.779999            \n",
+       "4                                               97.039993            \n",
+       "...                                                   ...            \n",
+       "107101                                           2.480000            \n",
+       "107102                                           4.960000            \n",
+       "107103                                           0.000000            \n",
+       "107104                                           2.480000            \n",
+       "107105                                           0.000000            \n",
+       "\n",
+       "        util_shopping_tour_departure_shift_effects  \\\n",
+       "0                                                0   \n",
+       "1                                                0   \n",
+       "2                                                0   \n",
+       "3                                                0   \n",
+       "4                                                0   \n",
+       "...                                            ...   \n",
+       "107101                                           0   \n",
+       "107102                                           0   \n",
+       "107103                                           0   \n",
+       "107104                                           0   \n",
+       "107105                                           0   \n",
+       "\n",
+       "        util_shopping_tour_duration_shift_effects  ...  \\\n",
+       "0                                               0  ...   \n",
+       "1                                               0  ...   \n",
+       "2                                               0  ...   \n",
+       "3                                               0  ...   \n",
+       "4                                               0  ...   \n",
+       "...                                           ...  ...   \n",
+       "107101                                          0  ...   \n",
+       "107102                                          0  ...   \n",
+       "107103                                          0  ...   \n",
+       "107104                                          0  ...   \n",
+       "107105                                          0  ...   \n",
+       "\n",
+       "        util_arrival_constants_pm_peak_4  util_arrival_constants_evening  \\\n",
+       "0                                  False                           False   \n",
+       "1                                  False                           False   \n",
+       "2                                  False                           False   \n",
+       "3                                  False                           False   \n",
+       "4                                  False                           False   \n",
+       "...                                  ...                             ...   \n",
+       "107101                             False                           False   \n",
+       "107102                             False                           False   \n",
+       "107103                             False                           False   \n",
+       "107104                             False                           False   \n",
+       "107105                             False                           False   \n",
+       "\n",
+       "        util_arrival_constants_late  util_duration_constants_0_to_1_hours  \\\n",
+       "0                             False                                  True   \n",
+       "1                             False                                  True   \n",
+       "2                             False                                 False   \n",
+       "3                             False                                 False   \n",
+       "4                             False                                 False   \n",
+       "...                             ...                                   ...   \n",
+       "107101                         True                                  True   \n",
+       "107102                         True                                 False   \n",
+       "107103                         True                                  True   \n",
+       "107104                         True                                  True   \n",
+       "107105                         True                                  True   \n",
+       "\n",
+       "        util_duration_constants_2_to_3_hours  \\\n",
+       "0                                      False   \n",
+       "1                                      False   \n",
+       "2                                       True   \n",
+       "3                                       True   \n",
+       "4                                      False   \n",
+       "...                                      ...   \n",
+       "107101                                 False   \n",
+       "107102                                  True   \n",
+       "107103                                 False   \n",
+       "107104                                 False   \n",
+       "107105                                 False   \n",
        "\n",
-       "          1      2      3  4  5  6  7  ...    180    181    182    183    184  \\\n",
-       "0       1.0    2.0      0  0  0  0  0  ...    0.0    1.0    2.0    3.0    0.0   \n",
-       "1       6.0    7.0      0  0  0  0  0  ...   20.0   21.0   22.0   23.0   21.0   \n",
-       "2       0.0    0.0      0  0  0  0  0  ...    0.0    0.0    0.0    0.0    0.0   \n",
-       "3       5.0    5.0      0  0  0  0  0  ...   20.0   20.0   20.0   20.0   21.0   \n",
-       "4     False  False      0  0  0  0  0  ...  False  False  False  False  False   \n",
-       "...     ...    ...    ... .. .. .. ..  ...    ...    ...    ...    ...    ...   \n",
-       "5728      0      0      0  0  0  0  0  ...      0      0      0      0      0   \n",
-       "5729  False  False  False  0  0  0  0  ...  False  False  False  False  False   \n",
-       "5730  False  False  False  0  0  0  0  ...  False  False  False  False  False   \n",
-       "5731      0      0      0  0  0  0  0  ...      0      0      0      0      0   \n",
-       "5732      0      0      0  0  0  0  0  ...      0      0      0      0      0   \n",
+       "        util_duration_constants_4_to_5_hours  \\\n",
+       "0                                      False   \n",
+       "1                                      False   \n",
+       "2                                      False   \n",
+       "3                                      False   \n",
+       "4                                       True   \n",
+       "...                                      ...   \n",
+       "107101                                 False   \n",
+       "107102                                 False   \n",
+       "107103                                 False   \n",
+       "107104                                 False   \n",
+       "107105                                 False   \n",
        "\n",
-       "        185    186    187    188    189  \n",
-       "0       1.0    2.0    0.0    1.0    0.0  \n",
-       "1      22.0   23.0   22.0   23.0   23.0  \n",
-       "2       0.0    0.0    0.0    0.0    0.0  \n",
-       "3      21.0   21.0   22.0   22.0   23.0  \n",
-       "4     False  False  False  False  False  \n",
-       "...     ...    ...    ...    ...    ...  \n",
-       "5728      0      0      0      0      0  \n",
-       "5729  False  False  False  False  False  \n",
-       "5730  False  False  False  False  False  \n",
-       "5731      0      0      0      0      0  \n",
-       "5732      0      0      0      0      0  \n",
+       "        util_duration_constants_6_to_7_hours  \\\n",
+       "0                                      False   \n",
+       "1                                      False   \n",
+       "2                                      False   \n",
+       "3                                      False   \n",
+       "4                                      False   \n",
+       "...                                      ...   \n",
+       "107101                                 False   \n",
+       "107102                                 False   \n",
+       "107103                                 False   \n",
+       "107104                                 False   \n",
+       "107105                                 False   \n",
        "\n",
-       "[5733 rows x 192 columns]"
+       "        util_duration_constants_8_to_10_hours  \\\n",
+       "0                                       False   \n",
+       "1                                       False   \n",
+       "2                                       False   \n",
+       "3                                       False   \n",
+       "4                                       False   \n",
+       "...                                       ...   \n",
+       "107101                                  False   \n",
+       "107102                                  False   \n",
+       "107103                                  False   \n",
+       "107104                                  False   \n",
+       "107105                                  False   \n",
+       "\n",
+       "        util_duration_constants_11_to_13_hours  \\\n",
+       "0                                        False   \n",
+       "1                                        False   \n",
+       "2                                        False   \n",
+       "3                                        False   \n",
+       "4                                        False   \n",
+       "...                                        ...   \n",
+       "107101                                   False   \n",
+       "107102                                   False   \n",
+       "107103                                   False   \n",
+       "107104                                   False   \n",
+       "107105                                   False   \n",
+       "\n",
+       "        util_duration_constants_14_to_18_hours  \n",
+       "0                                        False  \n",
+       "1                                        False  \n",
+       "2                                        False  \n",
+       "3                                        False  \n",
+       "4                                        False  \n",
+       "...                                        ...  \n",
+       "107101                                   False  \n",
+       "107102                                   False  \n",
+       "107103                                   False  \n",
+       "107104                                   False  \n",
+       "107105                                   False  \n",
+       "\n",
+       "[107106 rows x 65 columns]"
       ]
      },
      "execution_count": 7,
@@ -2005,13 +2198,36 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "req_data does not request avail_ca or avail_co but it is set and being provided\n"
+      "problem: chosen_but_not_available has (2 issues)\n"
      ]
     },
+    {
+     "data": {
+      "text/plain": [
+       "(<larch.Model (MNL) \"None\">,\n",
+       " ┣ chosen_but_not_available:   altid  n example rows\n",
+       " ┃                           0   115  1          356\n",
+       " ┃                           1   149  2    732, 1183)"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "model.doctor(repair_ch_av=\"-\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
     {
      "data": {
       "text/html": [
-       "<h3>Iteration 067 [Optimization terminated successfully] </h3>"
+       "<h3>Iteration 144 [Optimization terminated successfully] </h3>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -2023,7 +2239,7 @@
     {
      "data": {
       "text/html": [
-       "<p>Best LL = -173.82837615906058</p>"
+       "<p>Best LL = -2789.512559021124</p>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -2054,913 +2270,867 @@
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>value</th>\n",
+       "      <th>best</th>\n",
        "      <th>initvalue</th>\n",
-       "      <th>nullvalue</th>\n",
        "      <th>minimum</th>\n",
        "      <th>maximum</th>\n",
+       "      <th>nullvalue</th>\n",
        "      <th>holdfast</th>\n",
-       "      <th>note</th>\n",
-       "      <th>best</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>param_name</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>coef_adjacent_window_exists_after_this_arrival_hour_first_tour_interaction</th>\n",
-       "      <td>-13.526580</td>\n",
+       "      <td>0.800851</td>\n",
+       "      <td>0.800851</td>\n",
        "      <td>-0.025700</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-13.526580</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_adjacent_window_exists_after_this_arrival_hour_second_tour_interaction</th>\n",
-       "      <td>-14.169341</td>\n",
+       "      <td>0.494438</td>\n",
+       "      <td>0.494438</td>\n",
        "      <td>-0.027340</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-14.169341</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_adjacent_window_exists_before_this_departure_hour_first_tour_interaction</th>\n",
-       "      <td>-13.495922</td>\n",
+       "      <td>0.008839</td>\n",
+       "      <td>0.008839</td>\n",
        "      <td>0.008442</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-13.495922</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_adjacent_window_exists_before_this_departure_hour_second_tour_interaction</th>\n",
-       "      <td>-7.716247</td>\n",
+       "      <td>-0.549692</td>\n",
+       "      <td>-0.549692</td>\n",
        "      <td>-0.059300</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-7.716247</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_adult_with_children_in_hh_arrive_19_21</th>\n",
-       "      <td>-0.002541</td>\n",
+       "      <td>-0.078997</td>\n",
+       "      <td>-0.078997</td>\n",
        "      <td>0.336000</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.002541</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_arrival_constants_am_peak</th>\n",
-       "      <td>4.647673</td>\n",
+       "      <td>-8.413713</td>\n",
+       "      <td>-8.413713</td>\n",
        "      <td>-8.728880</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>4.647673</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_arrival_constants_early</th>\n",
-       "      <td>24.793142</td>\n",
+       "      <td>-6.758955</td>\n",
+       "      <td>-6.758955</td>\n",
        "      <td>-8.728880</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>24.793142</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_arrival_constants_evening</th>\n",
-       "      <td>-4.291783</td>\n",
+       "      <td>-2.675953</td>\n",
+       "      <td>-2.675953</td>\n",
        "      <td>-2.748940</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-4.291783</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_arrival_constants_late</th>\n",
-       "      <td>-9.617038</td>\n",
+       "      <td>-4.194942</td>\n",
+       "      <td>-4.194942</td>\n",
        "      <td>-4.242530</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-9.617038</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_arrival_constants_midday_1</th>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>-25.0</td>\n",
-       "      <td>25.0</td>\n",
        "      <td>1</td>\n",
-       "      <td></td>\n",
-       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_arrival_constants_midday_2</th>\n",
-       "      <td>2.692519</td>\n",
+       "      <td>1.416723</td>\n",
+       "      <td>1.416723</td>\n",
        "      <td>1.408040</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>2.692519</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_arrival_constants_pm_peak_1</th>\n",
-       "      <td>1.849237</td>\n",
+       "      <td>0.964024</td>\n",
+       "      <td>0.964024</td>\n",
        "      <td>1.020360</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>1.849237</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_arrival_constants_pm_peak_2</th>\n",
-       "      <td>1.518410</td>\n",
+       "      <td>1.200835</td>\n",
+       "      <td>1.200835</td>\n",
        "      <td>1.068630</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>1.518410</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_arrival_constants_pm_peak_3</th>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>-25.0</td>\n",
-       "      <td>25.0</td>\n",
        "      <td>1</td>\n",
-       "      <td></td>\n",
-       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_arrival_constants_pm_peak_4</th>\n",
-       "      <td>-1.182768</td>\n",
+       "      <td>-0.725959</td>\n",
+       "      <td>-0.725959</td>\n",
        "      <td>-0.596260</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-1.182768</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_departure_constants_am_peak_1</th>\n",
-       "      <td>-25.000000</td>\n",
+       "      <td>-13.990759</td>\n",
+       "      <td>-13.990759</td>\n",
        "      <td>-11.595050</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-25.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_departure_constants_am_peak_2</th>\n",
-       "      <td>-4.236849</td>\n",
+       "      <td>-10.163788</td>\n",
+       "      <td>-10.163788</td>\n",
        "      <td>-9.005190</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-4.236849</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_departure_constants_am_peak_3</th>\n",
-       "      <td>0.806223</td>\n",
+       "      <td>-2.799430</td>\n",
+       "      <td>-2.799430</td>\n",
        "      <td>-2.733150</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.806223</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_departure_constants_am_peak_4</th>\n",
-       "      <td>1.408142</td>\n",
+       "      <td>0.514393</td>\n",
+       "      <td>0.514393</td>\n",
        "      <td>0.266540</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>1.408142</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_departure_constants_early</th>\n",
-       "      <td>-24.418086</td>\n",
+       "      <td>-17.865880</td>\n",
+       "      <td>-17.865880</td>\n",
        "      <td>-14.477080</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-24.418086</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_departure_constants_evening</th>\n",
-       "      <td>-14.557517</td>\n",
+       "      <td>-19.574287</td>\n",
+       "      <td>-19.574287</td>\n",
        "      <td>-18.987370</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-14.557517</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_departure_constants_late</th>\n",
-       "      <td>-20.421814</td>\n",
+       "      <td>-21.444922</td>\n",
+       "      <td>-21.444922</td>\n",
        "      <td>-20.278070</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-20.421814</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_departure_constants_midday_1</th>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>-25.0</td>\n",
-       "      <td>25.0</td>\n",
        "      <td>1</td>\n",
-       "      <td></td>\n",
-       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_departure_constants_midday_2</th>\n",
-       "      <td>-4.501238</td>\n",
+       "      <td>-1.886316</td>\n",
+       "      <td>-1.886316</td>\n",
        "      <td>-1.602600</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-4.501238</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_departure_constants_pm_peak</th>\n",
-       "      <td>-12.638403</td>\n",
+       "      <td>-18.238556</td>\n",
+       "      <td>-18.238556</td>\n",
        "      <td>-17.695980</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-12.638403</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_destination_in_cbd_duration_shift_effects</th>\n",
-       "      <td>0.572330</td>\n",
+       "      <td>0.130935</td>\n",
+       "      <td>0.130935</td>\n",
        "      <td>0.106700</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.572330</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_discretionary_tour_duration_lt_2_hours</th>\n",
-       "      <td>-1.022488</td>\n",
+       "      <td>-0.772425</td>\n",
+       "      <td>-0.772425</td>\n",
        "      <td>-0.697400</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-1.022488</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_constants_0_to_1_hours</th>\n",
-       "      <td>-2.750481</td>\n",
+       "      <td>-2.021348</td>\n",
+       "      <td>-2.021348</td>\n",
        "      <td>-2.228260</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-2.750481</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_constants_11_to_13_hours</th>\n",
-       "      <td>-6.162737</td>\n",
+       "      <td>-1.608105</td>\n",
+       "      <td>-1.608105</td>\n",
        "      <td>-0.815190</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-6.162737</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_constants_14_to_18_hours</th>\n",
-       "      <td>-2.800706</td>\n",
+       "      <td>-3.067613</td>\n",
+       "      <td>-3.067613</td>\n",
        "      <td>-2.738440</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-2.800706</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_constants_2_to_3_hours</th>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>-25.0</td>\n",
-       "      <td>25.0</td>\n",
        "      <td>1</td>\n",
-       "      <td></td>\n",
-       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_constants_4_to_5_hours</th>\n",
-       "      <td>0.301145</td>\n",
+       "      <td>-0.519561</td>\n",
+       "      <td>-0.519561</td>\n",
        "      <td>-0.561740</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.301145</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_constants_6_to_7_hours</th>\n",
-       "      <td>0.144072</td>\n",
+       "      <td>-0.868309</td>\n",
+       "      <td>-0.868309</td>\n",
        "      <td>-0.655470</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.144072</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_constants_8_to_10_hours</th>\n",
-       "      <td>-10.570858</td>\n",
+       "      <td>-1.020095</td>\n",
+       "      <td>-1.020095</td>\n",
        "      <td>-0.740620</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-10.570858</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_eat_out_tour_departure_shift_effects</th>\n",
-       "      <td>-0.024649</td>\n",
+       "      <td>0.056578</td>\n",
+       "      <td>0.056578</td>\n",
        "      <td>0.075490</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.024649</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_first_of_2_plus_tours_for_same_purpose_departure_shift_effect</th>\n",
-       "      <td>-1.329351</td>\n",
+       "      <td>-0.506782</td>\n",
+       "      <td>-0.506782</td>\n",
        "      <td>-0.236400</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-1.329351</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_free_flow_round_trip_auto_time_shift_effects_duration</th>\n",
-       "      <td>0.017752</td>\n",
+       "      <td>0.003622</td>\n",
+       "      <td>0.003622</td>\n",
        "      <td>0.003195</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.017752</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_maintenance_tour_depart_before_7</th>\n",
-       "      <td>1.154584</td>\n",
+       "      <td>-0.523693</td>\n",
+       "      <td>-0.523693</td>\n",
        "      <td>-0.882600</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>1.154584</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_maintenance_tour_departure_shift_effects</th>\n",
-       "      <td>-0.159210</td>\n",
+       "      <td>-0.135634</td>\n",
+       "      <td>-0.135634</td>\n",
        "      <td>-0.148900</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.159210</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_maintenance_tour_duration_shift_effects</th>\n",
-       "      <td>-0.146459</td>\n",
+       "      <td>-0.038428</td>\n",
+       "      <td>-0.038428</td>\n",
        "      <td>-0.083720</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.146459</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_number_of_joint_tours_departure_shift_effects</th>\n",
-       "      <td>1.356173</td>\n",
+       "      <td>0.128742</td>\n",
+       "      <td>0.128742</td>\n",
        "      <td>0.052080</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>1.356173</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_number_of_mandatory_tours_departure_shift_effects</th>\n",
-       "      <td>0.076326</td>\n",
+       "      <td>-0.009788</td>\n",
+       "      <td>-0.009788</td>\n",
        "      <td>0.046730</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.076326</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_school_child_age_16_plus_departure_shift_effects</th>\n",
+       "      <td>0.106395</td>\n",
+       "      <td>0.106395</td>\n",
        "      <td>0.072660</td>\n",
-       "      <td>0.072660</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.072660</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_school_child_age_16_plus_duration_shift_effects</th>\n",
+       "      <td>0.315781</td>\n",
+       "      <td>0.315781</td>\n",
        "      <td>0.209500</td>\n",
-       "      <td>0.209500</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.209500</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_school_child_age_under_16_departure_shift_effects</th>\n",
-       "      <td>0.239007</td>\n",
+       "      <td>0.015473</td>\n",
+       "      <td>0.015473</td>\n",
        "      <td>0.046570</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.239007</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_school_child_age_under_16_duration_shift_effects</th>\n",
-       "      <td>-0.567863</td>\n",
+       "      <td>0.327527</td>\n",
+       "      <td>0.327527</td>\n",
        "      <td>0.327200</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.567863</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_school_child_under_16_arrive_after_22</th>\n",
-       "      <td>-6.147237</td>\n",
+       "      <td>-5.038827</td>\n",
+       "      <td>-5.038827</td>\n",
        "      <td>-1.180000</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-6.147237</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_shopping_tour_arrive_after_22</th>\n",
-       "      <td>-7.221041</td>\n",
+       "      <td>-0.033268</td>\n",
+       "      <td>-0.033268</td>\n",
        "      <td>-0.602700</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-7.221041</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_shopping_tour_depart_before_8</th>\n",
-       "      <td>1.458488</td>\n",
+       "      <td>-1.484109</td>\n",
+       "      <td>-1.484109</td>\n",
        "      <td>-1.037000</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>1.458488</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_shopping_tour_departure_shift_effects</th>\n",
-       "      <td>-0.045633</td>\n",
+       "      <td>-0.099254</td>\n",
+       "      <td>-0.099254</td>\n",
        "      <td>-0.060150</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.045633</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_shopping_tour_duration_lt_2_hours</th>\n",
-       "      <td>0.189427</td>\n",
+       "      <td>0.699700</td>\n",
+       "      <td>0.699700</td>\n",
        "      <td>0.516800</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.189427</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_shopping_tour_duration_shift_effects</th>\n",
-       "      <td>-0.359705</td>\n",
+       "      <td>-0.101207</td>\n",
+       "      <td>-0.101207</td>\n",
        "      <td>-0.120800</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.359705</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_some_previously_scheduled_tour_begins_in_this_arrival_hour</th>\n",
-       "      <td>0.411979</td>\n",
+       "      <td>-0.017681</td>\n",
+       "      <td>-0.017681</td>\n",
        "      <td>-0.399200</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.411979</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_some_previously_scheduled_tour_ends_in_this_departure_hour</th>\n",
-       "      <td>0.282029</td>\n",
+       "      <td>-0.288048</td>\n",
+       "      <td>-0.288048</td>\n",
        "      <td>-0.456200</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.282029</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_subsequent_of_2_plus_tours_for_same_purpose_duration_shift_effect</th>\n",
-       "      <td>0.191264</td>\n",
+       "      <td>0.062417</td>\n",
+       "      <td>0.062417</td>\n",
        "      <td>-0.173100</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.191264</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_unavailable</th>\n",
        "      <td>-999.000000</td>\n",
        "      <td>-999.000000</td>\n",
+       "      <td>-999.000000</td>\n",
+       "      <td>-999.0</td>\n",
+       "      <td>-999.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>-25.0</td>\n",
-       "      <td>25.0</td>\n",
        "      <td>1</td>\n",
-       "      <td></td>\n",
-       "      <td>-999.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_university_student_arrive_after_22</th>\n",
-       "      <td>-9.181095</td>\n",
+       "      <td>0.360948</td>\n",
+       "      <td>0.360948</td>\n",
        "      <td>0.546600</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-9.181095</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_visit_tour_departure_shift_effects</th>\n",
-       "      <td>-0.109515</td>\n",
+       "      <td>0.136717</td>\n",
+       "      <td>0.136717</td>\n",
        "      <td>0.096880</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.109515</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_visit_tour_duration_shift_effects</th>\n",
-       "      <td>-0.123814</td>\n",
+       "      <td>0.172436</td>\n",
+       "      <td>0.172436</td>\n",
        "      <td>0.163800</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.123814</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "                                                         value   initvalue  \\\n",
-       "coef_adjacent_window_exists_after_this_arrival_...  -13.526580   -0.025700   \n",
-       "coef_adjacent_window_exists_after_this_arrival_...  -14.169341   -0.027340   \n",
-       "coef_adjacent_window_exists_before_this_departu...  -13.495922    0.008442   \n",
-       "coef_adjacent_window_exists_before_this_departu...   -7.716247   -0.059300   \n",
-       "coef_adult_with_children_in_hh_arrive_19_21          -0.002541    0.336000   \n",
-       "coef_arrival_constants_am_peak                        4.647673   -8.728880   \n",
-       "coef_arrival_constants_early                         24.793142   -8.728880   \n",
-       "coef_arrival_constants_evening                       -4.291783   -2.748940   \n",
-       "coef_arrival_constants_late                          -9.617038   -4.242530   \n",
+       "                                                         value        best  \\\n",
+       "param_name                                                                   \n",
+       "coef_adjacent_window_exists_after_this_arrival_...    0.800851    0.800851   \n",
+       "coef_adjacent_window_exists_after_this_arrival_...    0.494438    0.494438   \n",
+       "coef_adjacent_window_exists_before_this_departu...    0.008839    0.008839   \n",
+       "coef_adjacent_window_exists_before_this_departu...   -0.549692   -0.549692   \n",
+       "coef_adult_with_children_in_hh_arrive_19_21          -0.078997   -0.078997   \n",
+       "coef_arrival_constants_am_peak                       -8.413713   -8.413713   \n",
+       "coef_arrival_constants_early                         -6.758955   -6.758955   \n",
+       "coef_arrival_constants_evening                       -2.675953   -2.675953   \n",
+       "coef_arrival_constants_late                          -4.194942   -4.194942   \n",
        "coef_arrival_constants_midday_1                       0.000000    0.000000   \n",
-       "coef_arrival_constants_midday_2                       2.692519    1.408040   \n",
-       "coef_arrival_constants_pm_peak_1                      1.849237    1.020360   \n",
-       "coef_arrival_constants_pm_peak_2                      1.518410    1.068630   \n",
+       "coef_arrival_constants_midday_2                       1.416723    1.416723   \n",
+       "coef_arrival_constants_pm_peak_1                      0.964024    0.964024   \n",
+       "coef_arrival_constants_pm_peak_2                      1.200835    1.200835   \n",
        "coef_arrival_constants_pm_peak_3                      0.000000    0.000000   \n",
-       "coef_arrival_constants_pm_peak_4                     -1.182768   -0.596260   \n",
-       "coef_departure_constants_am_peak_1                  -25.000000  -11.595050   \n",
-       "coef_departure_constants_am_peak_2                   -4.236849   -9.005190   \n",
-       "coef_departure_constants_am_peak_3                    0.806223   -2.733150   \n",
-       "coef_departure_constants_am_peak_4                    1.408142    0.266540   \n",
-       "coef_departure_constants_early                      -24.418086  -14.477080   \n",
-       "coef_departure_constants_evening                    -14.557517  -18.987370   \n",
-       "coef_departure_constants_late                       -20.421814  -20.278070   \n",
+       "coef_arrival_constants_pm_peak_4                     -0.725959   -0.725959   \n",
+       "coef_departure_constants_am_peak_1                  -13.990759  -13.990759   \n",
+       "coef_departure_constants_am_peak_2                  -10.163788  -10.163788   \n",
+       "coef_departure_constants_am_peak_3                   -2.799430   -2.799430   \n",
+       "coef_departure_constants_am_peak_4                    0.514393    0.514393   \n",
+       "coef_departure_constants_early                      -17.865880  -17.865880   \n",
+       "coef_departure_constants_evening                    -19.574287  -19.574287   \n",
+       "coef_departure_constants_late                       -21.444922  -21.444922   \n",
        "coef_departure_constants_midday_1                     0.000000    0.000000   \n",
-       "coef_departure_constants_midday_2                    -4.501238   -1.602600   \n",
-       "coef_departure_constants_pm_peak                    -12.638403  -17.695980   \n",
-       "coef_destination_in_cbd_duration_shift_effects        0.572330    0.106700   \n",
-       "coef_discretionary_tour_duration_lt_2_hours          -1.022488   -0.697400   \n",
-       "coef_duration_constants_0_to_1_hours                 -2.750481   -2.228260   \n",
-       "coef_duration_constants_11_to_13_hours               -6.162737   -0.815190   \n",
-       "coef_duration_constants_14_to_18_hours               -2.800706   -2.738440   \n",
+       "coef_departure_constants_midday_2                    -1.886316   -1.886316   \n",
+       "coef_departure_constants_pm_peak                    -18.238556  -18.238556   \n",
+       "coef_destination_in_cbd_duration_shift_effects        0.130935    0.130935   \n",
+       "coef_discretionary_tour_duration_lt_2_hours          -0.772425   -0.772425   \n",
+       "coef_duration_constants_0_to_1_hours                 -2.021348   -2.021348   \n",
+       "coef_duration_constants_11_to_13_hours               -1.608105   -1.608105   \n",
+       "coef_duration_constants_14_to_18_hours               -3.067613   -3.067613   \n",
        "coef_duration_constants_2_to_3_hours                  0.000000    0.000000   \n",
-       "coef_duration_constants_4_to_5_hours                  0.301145   -0.561740   \n",
-       "coef_duration_constants_6_to_7_hours                  0.144072   -0.655470   \n",
-       "coef_duration_constants_8_to_10_hours               -10.570858   -0.740620   \n",
-       "coef_eat_out_tour_departure_shift_effects            -0.024649    0.075490   \n",
-       "coef_first_of_2_plus_tours_for_same_purpose_dep...   -1.329351   -0.236400   \n",
-       "coef_free_flow_round_trip_auto_time_shift_effec...    0.017752    0.003195   \n",
-       "coef_maintenance_tour_depart_before_7                 1.154584   -0.882600   \n",
-       "coef_maintenance_tour_departure_shift_effects        -0.159210   -0.148900   \n",
-       "coef_maintenance_tour_duration_shift_effects         -0.146459   -0.083720   \n",
-       "coef_number_of_joint_tours_departure_shift_effects    1.356173    0.052080   \n",
-       "coef_number_of_mandatory_tours_departure_shift_...    0.076326    0.046730   \n",
-       "coef_school_child_age_16_plus_departure_shift_e...    0.072660    0.072660   \n",
-       "coef_school_child_age_16_plus_duration_shift_ef...    0.209500    0.209500   \n",
-       "coef_school_child_age_under_16_departure_shift_...    0.239007    0.046570   \n",
-       "coef_school_child_age_under_16_duration_shift_e...   -0.567863    0.327200   \n",
-       "coef_school_child_under_16_arrive_after_22           -6.147237   -1.180000   \n",
-       "coef_shopping_tour_arrive_after_22                   -7.221041   -0.602700   \n",
-       "coef_shopping_tour_depart_before_8                    1.458488   -1.037000   \n",
-       "coef_shopping_tour_departure_shift_effects           -0.045633   -0.060150   \n",
-       "coef_shopping_tour_duration_lt_2_hours                0.189427    0.516800   \n",
-       "coef_shopping_tour_duration_shift_effects            -0.359705   -0.120800   \n",
-       "coef_some_previously_scheduled_tour_begins_in_t...    0.411979   -0.399200   \n",
-       "coef_some_previously_scheduled_tour_ends_in_thi...    0.282029   -0.456200   \n",
-       "coef_subsequent_of_2_plus_tours_for_same_purpos...    0.191264   -0.173100   \n",
+       "coef_duration_constants_4_to_5_hours                 -0.519561   -0.519561   \n",
+       "coef_duration_constants_6_to_7_hours                 -0.868309   -0.868309   \n",
+       "coef_duration_constants_8_to_10_hours                -1.020095   -1.020095   \n",
+       "coef_eat_out_tour_departure_shift_effects             0.056578    0.056578   \n",
+       "coef_first_of_2_plus_tours_for_same_purpose_dep...   -0.506782   -0.506782   \n",
+       "coef_free_flow_round_trip_auto_time_shift_effec...    0.003622    0.003622   \n",
+       "coef_maintenance_tour_depart_before_7                -0.523693   -0.523693   \n",
+       "coef_maintenance_tour_departure_shift_effects        -0.135634   -0.135634   \n",
+       "coef_maintenance_tour_duration_shift_effects         -0.038428   -0.038428   \n",
+       "coef_number_of_joint_tours_departure_shift_effects    0.128742    0.128742   \n",
+       "coef_number_of_mandatory_tours_departure_shift_...   -0.009788   -0.009788   \n",
+       "coef_school_child_age_16_plus_departure_shift_e...    0.106395    0.106395   \n",
+       "coef_school_child_age_16_plus_duration_shift_ef...    0.315781    0.315781   \n",
+       "coef_school_child_age_under_16_departure_shift_...    0.015473    0.015473   \n",
+       "coef_school_child_age_under_16_duration_shift_e...    0.327527    0.327527   \n",
+       "coef_school_child_under_16_arrive_after_22           -5.038827   -5.038827   \n",
+       "coef_shopping_tour_arrive_after_22                   -0.033268   -0.033268   \n",
+       "coef_shopping_tour_depart_before_8                   -1.484109   -1.484109   \n",
+       "coef_shopping_tour_departure_shift_effects           -0.099254   -0.099254   \n",
+       "coef_shopping_tour_duration_lt_2_hours                0.699700    0.699700   \n",
+       "coef_shopping_tour_duration_shift_effects            -0.101207   -0.101207   \n",
+       "coef_some_previously_scheduled_tour_begins_in_t...   -0.017681   -0.017681   \n",
+       "coef_some_previously_scheduled_tour_ends_in_thi...   -0.288048   -0.288048   \n",
+       "coef_subsequent_of_2_plus_tours_for_same_purpos...    0.062417    0.062417   \n",
        "coef_unavailable                                   -999.000000 -999.000000   \n",
-       "coef_university_student_arrive_after_22              -9.181095    0.546600   \n",
-       "coef_visit_tour_departure_shift_effects              -0.109515    0.096880   \n",
-       "coef_visit_tour_duration_shift_effects               -0.123814    0.163800   \n",
+       "coef_university_student_arrive_after_22               0.360948    0.360948   \n",
+       "coef_visit_tour_departure_shift_effects               0.136717    0.136717   \n",
+       "coef_visit_tour_duration_shift_effects                0.172436    0.172436   \n",
        "\n",
-       "                                                    nullvalue  minimum  \\\n",
-       "coef_adjacent_window_exists_after_this_arrival_...        0.0    -25.0   \n",
-       "coef_adjacent_window_exists_after_this_arrival_...        0.0    -25.0   \n",
-       "coef_adjacent_window_exists_before_this_departu...        0.0    -25.0   \n",
-       "coef_adjacent_window_exists_before_this_departu...        0.0    -25.0   \n",
-       "coef_adult_with_children_in_hh_arrive_19_21               0.0    -25.0   \n",
-       "coef_arrival_constants_am_peak                            0.0    -25.0   \n",
-       "coef_arrival_constants_early                              0.0    -25.0   \n",
-       "coef_arrival_constants_evening                            0.0    -25.0   \n",
-       "coef_arrival_constants_late                               0.0    -25.0   \n",
-       "coef_arrival_constants_midday_1                           0.0    -25.0   \n",
-       "coef_arrival_constants_midday_2                           0.0    -25.0   \n",
-       "coef_arrival_constants_pm_peak_1                          0.0    -25.0   \n",
-       "coef_arrival_constants_pm_peak_2                          0.0    -25.0   \n",
-       "coef_arrival_constants_pm_peak_3                          0.0    -25.0   \n",
-       "coef_arrival_constants_pm_peak_4                          0.0    -25.0   \n",
-       "coef_departure_constants_am_peak_1                        0.0    -25.0   \n",
-       "coef_departure_constants_am_peak_2                        0.0    -25.0   \n",
-       "coef_departure_constants_am_peak_3                        0.0    -25.0   \n",
-       "coef_departure_constants_am_peak_4                        0.0    -25.0   \n",
-       "coef_departure_constants_early                            0.0    -25.0   \n",
-       "coef_departure_constants_evening                          0.0    -25.0   \n",
-       "coef_departure_constants_late                             0.0    -25.0   \n",
-       "coef_departure_constants_midday_1                         0.0    -25.0   \n",
-       "coef_departure_constants_midday_2                         0.0    -25.0   \n",
-       "coef_departure_constants_pm_peak                          0.0    -25.0   \n",
-       "coef_destination_in_cbd_duration_shift_effects            0.0    -25.0   \n",
-       "coef_discretionary_tour_duration_lt_2_hours               0.0    -25.0   \n",
-       "coef_duration_constants_0_to_1_hours                      0.0    -25.0   \n",
-       "coef_duration_constants_11_to_13_hours                    0.0    -25.0   \n",
-       "coef_duration_constants_14_to_18_hours                    0.0    -25.0   \n",
-       "coef_duration_constants_2_to_3_hours                      0.0    -25.0   \n",
-       "coef_duration_constants_4_to_5_hours                      0.0    -25.0   \n",
-       "coef_duration_constants_6_to_7_hours                      0.0    -25.0   \n",
-       "coef_duration_constants_8_to_10_hours                     0.0    -25.0   \n",
-       "coef_eat_out_tour_departure_shift_effects                 0.0    -25.0   \n",
-       "coef_first_of_2_plus_tours_for_same_purpose_dep...        0.0    -25.0   \n",
-       "coef_free_flow_round_trip_auto_time_shift_effec...        0.0    -25.0   \n",
-       "coef_maintenance_tour_depart_before_7                     0.0    -25.0   \n",
-       "coef_maintenance_tour_departure_shift_effects             0.0    -25.0   \n",
-       "coef_maintenance_tour_duration_shift_effects              0.0    -25.0   \n",
-       "coef_number_of_joint_tours_departure_shift_effects        0.0    -25.0   \n",
-       "coef_number_of_mandatory_tours_departure_shift_...        0.0    -25.0   \n",
-       "coef_school_child_age_16_plus_departure_shift_e...        0.0    -25.0   \n",
-       "coef_school_child_age_16_plus_duration_shift_ef...        0.0    -25.0   \n",
-       "coef_school_child_age_under_16_departure_shift_...        0.0    -25.0   \n",
-       "coef_school_child_age_under_16_duration_shift_e...        0.0    -25.0   \n",
-       "coef_school_child_under_16_arrive_after_22                0.0    -25.0   \n",
-       "coef_shopping_tour_arrive_after_22                        0.0    -25.0   \n",
-       "coef_shopping_tour_depart_before_8                        0.0    -25.0   \n",
-       "coef_shopping_tour_departure_shift_effects                0.0    -25.0   \n",
-       "coef_shopping_tour_duration_lt_2_hours                    0.0    -25.0   \n",
-       "coef_shopping_tour_duration_shift_effects                 0.0    -25.0   \n",
-       "coef_some_previously_scheduled_tour_begins_in_t...        0.0    -25.0   \n",
-       "coef_some_previously_scheduled_tour_ends_in_thi...        0.0    -25.0   \n",
-       "coef_subsequent_of_2_plus_tours_for_same_purpos...        0.0    -25.0   \n",
-       "coef_unavailable                                          0.0    -25.0   \n",
-       "coef_university_student_arrive_after_22                   0.0    -25.0   \n",
-       "coef_visit_tour_departure_shift_effects                   0.0    -25.0   \n",
-       "coef_visit_tour_duration_shift_effects                    0.0    -25.0   \n",
+       "                                                     initvalue  minimum  \\\n",
+       "param_name                                                                \n",
+       "coef_adjacent_window_exists_after_this_arrival_...   -0.025700    -25.0   \n",
+       "coef_adjacent_window_exists_after_this_arrival_...   -0.027340    -25.0   \n",
+       "coef_adjacent_window_exists_before_this_departu...    0.008442    -25.0   \n",
+       "coef_adjacent_window_exists_before_this_departu...   -0.059300    -25.0   \n",
+       "coef_adult_with_children_in_hh_arrive_19_21           0.336000    -25.0   \n",
+       "coef_arrival_constants_am_peak                       -8.728880    -25.0   \n",
+       "coef_arrival_constants_early                         -8.728880    -25.0   \n",
+       "coef_arrival_constants_evening                       -2.748940    -25.0   \n",
+       "coef_arrival_constants_late                          -4.242530    -25.0   \n",
+       "coef_arrival_constants_midday_1                       0.000000      0.0   \n",
+       "coef_arrival_constants_midday_2                       1.408040    -25.0   \n",
+       "coef_arrival_constants_pm_peak_1                      1.020360    -25.0   \n",
+       "coef_arrival_constants_pm_peak_2                      1.068630    -25.0   \n",
+       "coef_arrival_constants_pm_peak_3                      0.000000      0.0   \n",
+       "coef_arrival_constants_pm_peak_4                     -0.596260    -25.0   \n",
+       "coef_departure_constants_am_peak_1                  -11.595050    -25.0   \n",
+       "coef_departure_constants_am_peak_2                   -9.005190    -25.0   \n",
+       "coef_departure_constants_am_peak_3                   -2.733150    -25.0   \n",
+       "coef_departure_constants_am_peak_4                    0.266540    -25.0   \n",
+       "coef_departure_constants_early                      -14.477080    -25.0   \n",
+       "coef_departure_constants_evening                    -18.987370    -25.0   \n",
+       "coef_departure_constants_late                       -20.278070    -25.0   \n",
+       "coef_departure_constants_midday_1                     0.000000      0.0   \n",
+       "coef_departure_constants_midday_2                    -1.602600    -25.0   \n",
+       "coef_departure_constants_pm_peak                    -17.695980    -25.0   \n",
+       "coef_destination_in_cbd_duration_shift_effects        0.106700    -25.0   \n",
+       "coef_discretionary_tour_duration_lt_2_hours          -0.697400    -25.0   \n",
+       "coef_duration_constants_0_to_1_hours                 -2.228260    -25.0   \n",
+       "coef_duration_constants_11_to_13_hours               -0.815190    -25.0   \n",
+       "coef_duration_constants_14_to_18_hours               -2.738440    -25.0   \n",
+       "coef_duration_constants_2_to_3_hours                  0.000000      0.0   \n",
+       "coef_duration_constants_4_to_5_hours                 -0.561740    -25.0   \n",
+       "coef_duration_constants_6_to_7_hours                 -0.655470    -25.0   \n",
+       "coef_duration_constants_8_to_10_hours                -0.740620    -25.0   \n",
+       "coef_eat_out_tour_departure_shift_effects             0.075490    -25.0   \n",
+       "coef_first_of_2_plus_tours_for_same_purpose_dep...   -0.236400    -25.0   \n",
+       "coef_free_flow_round_trip_auto_time_shift_effec...    0.003195    -25.0   \n",
+       "coef_maintenance_tour_depart_before_7                -0.882600    -25.0   \n",
+       "coef_maintenance_tour_departure_shift_effects        -0.148900    -25.0   \n",
+       "coef_maintenance_tour_duration_shift_effects         -0.083720    -25.0   \n",
+       "coef_number_of_joint_tours_departure_shift_effects    0.052080    -25.0   \n",
+       "coef_number_of_mandatory_tours_departure_shift_...    0.046730    -25.0   \n",
+       "coef_school_child_age_16_plus_departure_shift_e...    0.072660    -25.0   \n",
+       "coef_school_child_age_16_plus_duration_shift_ef...    0.209500    -25.0   \n",
+       "coef_school_child_age_under_16_departure_shift_...    0.046570    -25.0   \n",
+       "coef_school_child_age_under_16_duration_shift_e...    0.327200    -25.0   \n",
+       "coef_school_child_under_16_arrive_after_22           -1.180000    -25.0   \n",
+       "coef_shopping_tour_arrive_after_22                   -0.602700    -25.0   \n",
+       "coef_shopping_tour_depart_before_8                   -1.037000    -25.0   \n",
+       "coef_shopping_tour_departure_shift_effects           -0.060150    -25.0   \n",
+       "coef_shopping_tour_duration_lt_2_hours                0.516800    -25.0   \n",
+       "coef_shopping_tour_duration_shift_effects            -0.120800    -25.0   \n",
+       "coef_some_previously_scheduled_tour_begins_in_t...   -0.399200    -25.0   \n",
+       "coef_some_previously_scheduled_tour_ends_in_thi...   -0.456200    -25.0   \n",
+       "coef_subsequent_of_2_plus_tours_for_same_purpos...   -0.173100    -25.0   \n",
+       "coef_unavailable                                   -999.000000   -999.0   \n",
+       "coef_university_student_arrive_after_22               0.546600    -25.0   \n",
+       "coef_visit_tour_departure_shift_effects               0.096880    -25.0   \n",
+       "coef_visit_tour_duration_shift_effects                0.163800    -25.0   \n",
        "\n",
-       "                                                    maximum  holdfast note  \\\n",
-       "coef_adjacent_window_exists_after_this_arrival_...     25.0         0        \n",
-       "coef_adjacent_window_exists_after_this_arrival_...     25.0         0        \n",
-       "coef_adjacent_window_exists_before_this_departu...     25.0         0        \n",
-       "coef_adjacent_window_exists_before_this_departu...     25.0         0        \n",
-       "coef_adult_with_children_in_hh_arrive_19_21            25.0         0        \n",
-       "coef_arrival_constants_am_peak                         25.0         0        \n",
-       "coef_arrival_constants_early                           25.0         0        \n",
-       "coef_arrival_constants_evening                         25.0         0        \n",
-       "coef_arrival_constants_late                            25.0         0        \n",
-       "coef_arrival_constants_midday_1                        25.0         1        \n",
-       "coef_arrival_constants_midday_2                        25.0         0        \n",
-       "coef_arrival_constants_pm_peak_1                       25.0         0        \n",
-       "coef_arrival_constants_pm_peak_2                       25.0         0        \n",
-       "coef_arrival_constants_pm_peak_3                       25.0         1        \n",
-       "coef_arrival_constants_pm_peak_4                       25.0         0        \n",
-       "coef_departure_constants_am_peak_1                     25.0         0        \n",
-       "coef_departure_constants_am_peak_2                     25.0         0        \n",
-       "coef_departure_constants_am_peak_3                     25.0         0        \n",
-       "coef_departure_constants_am_peak_4                     25.0         0        \n",
-       "coef_departure_constants_early                         25.0         0        \n",
-       "coef_departure_constants_evening                       25.0         0        \n",
-       "coef_departure_constants_late                          25.0         0        \n",
-       "coef_departure_constants_midday_1                      25.0         1        \n",
-       "coef_departure_constants_midday_2                      25.0         0        \n",
-       "coef_departure_constants_pm_peak                       25.0         0        \n",
-       "coef_destination_in_cbd_duration_shift_effects         25.0         0        \n",
-       "coef_discretionary_tour_duration_lt_2_hours            25.0         0        \n",
-       "coef_duration_constants_0_to_1_hours                   25.0         0        \n",
-       "coef_duration_constants_11_to_13_hours                 25.0         0        \n",
-       "coef_duration_constants_14_to_18_hours                 25.0         0        \n",
-       "coef_duration_constants_2_to_3_hours                   25.0         1        \n",
-       "coef_duration_constants_4_to_5_hours                   25.0         0        \n",
-       "coef_duration_constants_6_to_7_hours                   25.0         0        \n",
-       "coef_duration_constants_8_to_10_hours                  25.0         0        \n",
-       "coef_eat_out_tour_departure_shift_effects              25.0         0        \n",
-       "coef_first_of_2_plus_tours_for_same_purpose_dep...     25.0         0        \n",
-       "coef_free_flow_round_trip_auto_time_shift_effec...     25.0         0        \n",
-       "coef_maintenance_tour_depart_before_7                  25.0         0        \n",
-       "coef_maintenance_tour_departure_shift_effects          25.0         0        \n",
-       "coef_maintenance_tour_duration_shift_effects           25.0         0        \n",
-       "coef_number_of_joint_tours_departure_shift_effects     25.0         0        \n",
-       "coef_number_of_mandatory_tours_departure_shift_...     25.0         0        \n",
-       "coef_school_child_age_16_plus_departure_shift_e...     25.0         0        \n",
-       "coef_school_child_age_16_plus_duration_shift_ef...     25.0         0        \n",
-       "coef_school_child_age_under_16_departure_shift_...     25.0         0        \n",
-       "coef_school_child_age_under_16_duration_shift_e...     25.0         0        \n",
-       "coef_school_child_under_16_arrive_after_22             25.0         0        \n",
-       "coef_shopping_tour_arrive_after_22                     25.0         0        \n",
-       "coef_shopping_tour_depart_before_8                     25.0         0        \n",
-       "coef_shopping_tour_departure_shift_effects             25.0         0        \n",
-       "coef_shopping_tour_duration_lt_2_hours                 25.0         0        \n",
-       "coef_shopping_tour_duration_shift_effects              25.0         0        \n",
-       "coef_some_previously_scheduled_tour_begins_in_t...     25.0         0        \n",
-       "coef_some_previously_scheduled_tour_ends_in_thi...     25.0         0        \n",
-       "coef_subsequent_of_2_plus_tours_for_same_purpos...     25.0         0        \n",
-       "coef_unavailable                                       25.0         1        \n",
-       "coef_university_student_arrive_after_22                25.0         0        \n",
-       "coef_visit_tour_departure_shift_effects                25.0         0        \n",
-       "coef_visit_tour_duration_shift_effects                 25.0         0        \n",
+       "                                                    maximum  nullvalue  \\\n",
+       "param_name                                                               \n",
+       "coef_adjacent_window_exists_after_this_arrival_...     25.0        0.0   \n",
+       "coef_adjacent_window_exists_after_this_arrival_...     25.0        0.0   \n",
+       "coef_adjacent_window_exists_before_this_departu...     25.0        0.0   \n",
+       "coef_adjacent_window_exists_before_this_departu...     25.0        0.0   \n",
+       "coef_adult_with_children_in_hh_arrive_19_21            25.0        0.0   \n",
+       "coef_arrival_constants_am_peak                         25.0        0.0   \n",
+       "coef_arrival_constants_early                           25.0        0.0   \n",
+       "coef_arrival_constants_evening                         25.0        0.0   \n",
+       "coef_arrival_constants_late                            25.0        0.0   \n",
+       "coef_arrival_constants_midday_1                         0.0        0.0   \n",
+       "coef_arrival_constants_midday_2                        25.0        0.0   \n",
+       "coef_arrival_constants_pm_peak_1                       25.0        0.0   \n",
+       "coef_arrival_constants_pm_peak_2                       25.0        0.0   \n",
+       "coef_arrival_constants_pm_peak_3                        0.0        0.0   \n",
+       "coef_arrival_constants_pm_peak_4                       25.0        0.0   \n",
+       "coef_departure_constants_am_peak_1                     25.0        0.0   \n",
+       "coef_departure_constants_am_peak_2                     25.0        0.0   \n",
+       "coef_departure_constants_am_peak_3                     25.0        0.0   \n",
+       "coef_departure_constants_am_peak_4                     25.0        0.0   \n",
+       "coef_departure_constants_early                         25.0        0.0   \n",
+       "coef_departure_constants_evening                       25.0        0.0   \n",
+       "coef_departure_constants_late                          25.0        0.0   \n",
+       "coef_departure_constants_midday_1                       0.0        0.0   \n",
+       "coef_departure_constants_midday_2                      25.0        0.0   \n",
+       "coef_departure_constants_pm_peak                       25.0        0.0   \n",
+       "coef_destination_in_cbd_duration_shift_effects         25.0        0.0   \n",
+       "coef_discretionary_tour_duration_lt_2_hours            25.0        0.0   \n",
+       "coef_duration_constants_0_to_1_hours                   25.0        0.0   \n",
+       "coef_duration_constants_11_to_13_hours                 25.0        0.0   \n",
+       "coef_duration_constants_14_to_18_hours                 25.0        0.0   \n",
+       "coef_duration_constants_2_to_3_hours                    0.0        0.0   \n",
+       "coef_duration_constants_4_to_5_hours                   25.0        0.0   \n",
+       "coef_duration_constants_6_to_7_hours                   25.0        0.0   \n",
+       "coef_duration_constants_8_to_10_hours                  25.0        0.0   \n",
+       "coef_eat_out_tour_departure_shift_effects              25.0        0.0   \n",
+       "coef_first_of_2_plus_tours_for_same_purpose_dep...     25.0        0.0   \n",
+       "coef_free_flow_round_trip_auto_time_shift_effec...     25.0        0.0   \n",
+       "coef_maintenance_tour_depart_before_7                  25.0        0.0   \n",
+       "coef_maintenance_tour_departure_shift_effects          25.0        0.0   \n",
+       "coef_maintenance_tour_duration_shift_effects           25.0        0.0   \n",
+       "coef_number_of_joint_tours_departure_shift_effects     25.0        0.0   \n",
+       "coef_number_of_mandatory_tours_departure_shift_...     25.0        0.0   \n",
+       "coef_school_child_age_16_plus_departure_shift_e...     25.0        0.0   \n",
+       "coef_school_child_age_16_plus_duration_shift_ef...     25.0        0.0   \n",
+       "coef_school_child_age_under_16_departure_shift_...     25.0        0.0   \n",
+       "coef_school_child_age_under_16_duration_shift_e...     25.0        0.0   \n",
+       "coef_school_child_under_16_arrive_after_22             25.0        0.0   \n",
+       "coef_shopping_tour_arrive_after_22                     25.0        0.0   \n",
+       "coef_shopping_tour_depart_before_8                     25.0        0.0   \n",
+       "coef_shopping_tour_departure_shift_effects             25.0        0.0   \n",
+       "coef_shopping_tour_duration_lt_2_hours                 25.0        0.0   \n",
+       "coef_shopping_tour_duration_shift_effects              25.0        0.0   \n",
+       "coef_some_previously_scheduled_tour_begins_in_t...     25.0        0.0   \n",
+       "coef_some_previously_scheduled_tour_ends_in_thi...     25.0        0.0   \n",
+       "coef_subsequent_of_2_plus_tours_for_same_purpos...     25.0        0.0   \n",
+       "coef_unavailable                                     -999.0        0.0   \n",
+       "coef_university_student_arrive_after_22                25.0        0.0   \n",
+       "coef_visit_tour_departure_shift_effects                25.0        0.0   \n",
+       "coef_visit_tour_duration_shift_effects                 25.0        0.0   \n",
        "\n",
-       "                                                          best  \n",
-       "coef_adjacent_window_exists_after_this_arrival_...  -13.526580  \n",
-       "coef_adjacent_window_exists_after_this_arrival_...  -14.169341  \n",
-       "coef_adjacent_window_exists_before_this_departu...  -13.495922  \n",
-       "coef_adjacent_window_exists_before_this_departu...   -7.716247  \n",
-       "coef_adult_with_children_in_hh_arrive_19_21          -0.002541  \n",
-       "coef_arrival_constants_am_peak                        4.647673  \n",
-       "coef_arrival_constants_early                         24.793142  \n",
-       "coef_arrival_constants_evening                       -4.291783  \n",
-       "coef_arrival_constants_late                          -9.617038  \n",
-       "coef_arrival_constants_midday_1                       0.000000  \n",
-       "coef_arrival_constants_midday_2                       2.692519  \n",
-       "coef_arrival_constants_pm_peak_1                      1.849237  \n",
-       "coef_arrival_constants_pm_peak_2                      1.518410  \n",
-       "coef_arrival_constants_pm_peak_3                      0.000000  \n",
-       "coef_arrival_constants_pm_peak_4                     -1.182768  \n",
-       "coef_departure_constants_am_peak_1                  -25.000000  \n",
-       "coef_departure_constants_am_peak_2                   -4.236849  \n",
-       "coef_departure_constants_am_peak_3                    0.806223  \n",
-       "coef_departure_constants_am_peak_4                    1.408142  \n",
-       "coef_departure_constants_early                      -24.418086  \n",
-       "coef_departure_constants_evening                    -14.557517  \n",
-       "coef_departure_constants_late                       -20.421814  \n",
-       "coef_departure_constants_midday_1                     0.000000  \n",
-       "coef_departure_constants_midday_2                    -4.501238  \n",
-       "coef_departure_constants_pm_peak                    -12.638403  \n",
-       "coef_destination_in_cbd_duration_shift_effects        0.572330  \n",
-       "coef_discretionary_tour_duration_lt_2_hours          -1.022488  \n",
-       "coef_duration_constants_0_to_1_hours                 -2.750481  \n",
-       "coef_duration_constants_11_to_13_hours               -6.162737  \n",
-       "coef_duration_constants_14_to_18_hours               -2.800706  \n",
-       "coef_duration_constants_2_to_3_hours                  0.000000  \n",
-       "coef_duration_constants_4_to_5_hours                  0.301145  \n",
-       "coef_duration_constants_6_to_7_hours                  0.144072  \n",
-       "coef_duration_constants_8_to_10_hours               -10.570858  \n",
-       "coef_eat_out_tour_departure_shift_effects            -0.024649  \n",
-       "coef_first_of_2_plus_tours_for_same_purpose_dep...   -1.329351  \n",
-       "coef_free_flow_round_trip_auto_time_shift_effec...    0.017752  \n",
-       "coef_maintenance_tour_depart_before_7                 1.154584  \n",
-       "coef_maintenance_tour_departure_shift_effects        -0.159210  \n",
-       "coef_maintenance_tour_duration_shift_effects         -0.146459  \n",
-       "coef_number_of_joint_tours_departure_shift_effects    1.356173  \n",
-       "coef_number_of_mandatory_tours_departure_shift_...    0.076326  \n",
-       "coef_school_child_age_16_plus_departure_shift_e...    0.072660  \n",
-       "coef_school_child_age_16_plus_duration_shift_ef...    0.209500  \n",
-       "coef_school_child_age_under_16_departure_shift_...    0.239007  \n",
-       "coef_school_child_age_under_16_duration_shift_e...   -0.567863  \n",
-       "coef_school_child_under_16_arrive_after_22           -6.147237  \n",
-       "coef_shopping_tour_arrive_after_22                   -7.221041  \n",
-       "coef_shopping_tour_depart_before_8                    1.458488  \n",
-       "coef_shopping_tour_departure_shift_effects           -0.045633  \n",
-       "coef_shopping_tour_duration_lt_2_hours                0.189427  \n",
-       "coef_shopping_tour_duration_shift_effects            -0.359705  \n",
-       "coef_some_previously_scheduled_tour_begins_in_t...    0.411979  \n",
-       "coef_some_previously_scheduled_tour_ends_in_thi...    0.282029  \n",
-       "coef_subsequent_of_2_plus_tours_for_same_purpos...    0.191264  \n",
-       "coef_unavailable                                   -999.000000  \n",
-       "coef_university_student_arrive_after_22              -9.181095  \n",
-       "coef_visit_tour_departure_shift_effects              -0.109515  \n",
-       "coef_visit_tour_duration_shift_effects               -0.123814  "
+       "                                                    holdfast  \n",
+       "param_name                                                    \n",
+       "coef_adjacent_window_exists_after_this_arrival_...         0  \n",
+       "coef_adjacent_window_exists_after_this_arrival_...         0  \n",
+       "coef_adjacent_window_exists_before_this_departu...         0  \n",
+       "coef_adjacent_window_exists_before_this_departu...         0  \n",
+       "coef_adult_with_children_in_hh_arrive_19_21                0  \n",
+       "coef_arrival_constants_am_peak                             0  \n",
+       "coef_arrival_constants_early                               0  \n",
+       "coef_arrival_constants_evening                             0  \n",
+       "coef_arrival_constants_late                                0  \n",
+       "coef_arrival_constants_midday_1                            1  \n",
+       "coef_arrival_constants_midday_2                            0  \n",
+       "coef_arrival_constants_pm_peak_1                           0  \n",
+       "coef_arrival_constants_pm_peak_2                           0  \n",
+       "coef_arrival_constants_pm_peak_3                           1  \n",
+       "coef_arrival_constants_pm_peak_4                           0  \n",
+       "coef_departure_constants_am_peak_1                         0  \n",
+       "coef_departure_constants_am_peak_2                         0  \n",
+       "coef_departure_constants_am_peak_3                         0  \n",
+       "coef_departure_constants_am_peak_4                         0  \n",
+       "coef_departure_constants_early                             0  \n",
+       "coef_departure_constants_evening                           0  \n",
+       "coef_departure_constants_late                              0  \n",
+       "coef_departure_constants_midday_1                          1  \n",
+       "coef_departure_constants_midday_2                          0  \n",
+       "coef_departure_constants_pm_peak                           0  \n",
+       "coef_destination_in_cbd_duration_shift_effects             0  \n",
+       "coef_discretionary_tour_duration_lt_2_hours                0  \n",
+       "coef_duration_constants_0_to_1_hours                       0  \n",
+       "coef_duration_constants_11_to_13_hours                     0  \n",
+       "coef_duration_constants_14_to_18_hours                     0  \n",
+       "coef_duration_constants_2_to_3_hours                       1  \n",
+       "coef_duration_constants_4_to_5_hours                       0  \n",
+       "coef_duration_constants_6_to_7_hours                       0  \n",
+       "coef_duration_constants_8_to_10_hours                      0  \n",
+       "coef_eat_out_tour_departure_shift_effects                  0  \n",
+       "coef_first_of_2_plus_tours_for_same_purpose_dep...         0  \n",
+       "coef_free_flow_round_trip_auto_time_shift_effec...         0  \n",
+       "coef_maintenance_tour_depart_before_7                      0  \n",
+       "coef_maintenance_tour_departure_shift_effects              0  \n",
+       "coef_maintenance_tour_duration_shift_effects               0  \n",
+       "coef_number_of_joint_tours_departure_shift_effects         0  \n",
+       "coef_number_of_mandatory_tours_departure_shift_...         0  \n",
+       "coef_school_child_age_16_plus_departure_shift_e...         0  \n",
+       "coef_school_child_age_16_plus_duration_shift_ef...         0  \n",
+       "coef_school_child_age_under_16_departure_shift_...         0  \n",
+       "coef_school_child_age_under_16_duration_shift_e...         0  \n",
+       "coef_school_child_under_16_arrive_after_22                 0  \n",
+       "coef_shopping_tour_arrive_after_22                         0  \n",
+       "coef_shopping_tour_depart_before_8                         0  \n",
+       "coef_shopping_tour_departure_shift_effects                 0  \n",
+       "coef_shopping_tour_duration_lt_2_hours                     0  \n",
+       "coef_shopping_tour_duration_shift_effects                  0  \n",
+       "coef_some_previously_scheduled_tour_begins_in_t...         0  \n",
+       "coef_some_previously_scheduled_tour_ends_in_thi...         0  \n",
+       "coef_subsequent_of_2_plus_tours_for_same_purpos...         0  \n",
+       "coef_unavailable                                           1  \n",
+       "coef_university_student_arrive_after_22                    0  \n",
+       "coef_visit_tour_departure_shift_effects                    0  \n",
+       "coef_visit_tour_duration_shift_effects                     0  "
       ]
      },
      "metadata": {},
@@ -2970,10 +3140,8 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "<ipython-input-8-5091d419e17b>:1: PossibleOverspecification: WARNING: Model is possibly over-specified (hessian is nearly singular).\n",
-      "  model.estimate()\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 3.472441734021349e-17 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n"
+      "/Users/jpn/Git/est-mode/larch/src/larch/model/jaxmodel.py:1156: PossibleOverspecification: Model is possibly over-specified (hessian is nearly singular).\n",
+      "  self.calculate_parameter_covariance()\n"
      ]
     },
     {
@@ -2989,39 +3157,39 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>coef_adjacent_window_exists_after_this_arrival_hour_first_tour_interaction</th>\n",
-       "      <td>-13.526580</td>\n",
+       "      <td>0.800851</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_adjacent_window_exists_after_this_arrival_hour_second_tour_interaction</th>\n",
-       "      <td>-14.169341</td>\n",
+       "      <td>0.494438</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_adjacent_window_exists_before_this_departure_hour_first_tour_interaction</th>\n",
-       "      <td>-13.495922</td>\n",
+       "      <td>0.008839</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_adjacent_window_exists_before_this_departure_hour_second_tour_interaction</th>\n",
-       "      <td>-7.716247</td>\n",
+       "      <td>-0.549692</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_adult_with_children_in_hh_arrive_19_21</th>\n",
-       "      <td>-0.002541</td>\n",
+       "      <td>-0.078997</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_arrival_constants_am_peak</th>\n",
-       "      <td>4.647673</td>\n",
+       "      <td>-8.413713</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_arrival_constants_early</th>\n",
-       "      <td>24.793142</td>\n",
+       "      <td>-6.758955</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_arrival_constants_evening</th>\n",
-       "      <td>-4.291783</td>\n",
+       "      <td>-2.675953</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_arrival_constants_late</th>\n",
-       "      <td>-9.617038</td>\n",
+       "      <td>-4.194942</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_arrival_constants_midday_1</th>\n",
@@ -3029,15 +3197,15 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_arrival_constants_midday_2</th>\n",
-       "      <td>2.692519</td>\n",
+       "      <td>1.416723</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_arrival_constants_pm_peak_1</th>\n",
-       "      <td>1.849237</td>\n",
+       "      <td>0.964024</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_arrival_constants_pm_peak_2</th>\n",
-       "      <td>1.518410</td>\n",
+       "      <td>1.200835</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_arrival_constants_pm_peak_3</th>\n",
@@ -3045,35 +3213,35 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_arrival_constants_pm_peak_4</th>\n",
-       "      <td>-1.182768</td>\n",
+       "      <td>-0.725959</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_departure_constants_am_peak_1</th>\n",
-       "      <td>-25.000000</td>\n",
+       "      <td>-13.990759</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_departure_constants_am_peak_2</th>\n",
-       "      <td>-4.236849</td>\n",
+       "      <td>-10.163788</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_departure_constants_am_peak_3</th>\n",
-       "      <td>0.806223</td>\n",
+       "      <td>-2.799430</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_departure_constants_am_peak_4</th>\n",
-       "      <td>1.408142</td>\n",
+       "      <td>0.514393</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_departure_constants_early</th>\n",
-       "      <td>-24.418086</td>\n",
+       "      <td>-17.865880</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_departure_constants_evening</th>\n",
-       "      <td>-14.557517</td>\n",
+       "      <td>-19.574287</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_departure_constants_late</th>\n",
-       "      <td>-20.421814</td>\n",
+       "      <td>-21.444922</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_departure_constants_midday_1</th>\n",
@@ -3081,31 +3249,31 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_departure_constants_midday_2</th>\n",
-       "      <td>-4.501238</td>\n",
+       "      <td>-1.886316</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_departure_constants_pm_peak</th>\n",
-       "      <td>-12.638403</td>\n",
+       "      <td>-18.238556</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_destination_in_cbd_duration_shift_effects</th>\n",
-       "      <td>0.572330</td>\n",
+       "      <td>0.130935</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_discretionary_tour_duration_lt_2_hours</th>\n",
-       "      <td>-1.022488</td>\n",
+       "      <td>-0.772425</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_constants_0_to_1_hours</th>\n",
-       "      <td>-2.750481</td>\n",
+       "      <td>-2.021348</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_constants_11_to_13_hours</th>\n",
-       "      <td>-6.162737</td>\n",
+       "      <td>-1.608105</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_constants_14_to_18_hours</th>\n",
-       "      <td>-2.800706</td>\n",
+       "      <td>-3.067613</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_constants_2_to_3_hours</th>\n",
@@ -3113,118 +3281,118 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_constants_4_to_5_hours</th>\n",
-       "      <td>0.301145</td>\n",
+       "      <td>-0.519561</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_constants_6_to_7_hours</th>\n",
-       "      <td>0.144072</td>\n",
+       "      <td>-0.868309</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_constants_8_to_10_hours</th>\n",
-       "      <td>-10.570858</td>\n",
+       "      <td>-1.020095</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_eat_out_tour_departure_shift_effects</th>\n",
-       "      <td>-0.024649</td>\n",
+       "      <td>0.056578</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_first_of_2_plus_tours_for_same_purpose_departure_shift_effect</th>\n",
-       "      <td>-1.329351</td>\n",
+       "      <td>-0.506782</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_free_flow_round_trip_auto_time_shift_effects_duration</th>\n",
-       "      <td>0.017752</td>\n",
+       "      <td>0.003622</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_maintenance_tour_depart_before_7</th>\n",
-       "      <td>1.154584</td>\n",
+       "      <td>-0.523693</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_maintenance_tour_departure_shift_effects</th>\n",
-       "      <td>-0.159210</td>\n",
+       "      <td>-0.135634</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_maintenance_tour_duration_shift_effects</th>\n",
-       "      <td>-0.146459</td>\n",
+       "      <td>-0.038428</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_number_of_joint_tours_departure_shift_effects</th>\n",
-       "      <td>1.356173</td>\n",
+       "      <td>0.128742</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_number_of_mandatory_tours_departure_shift_effects</th>\n",
-       "      <td>0.076326</td>\n",
+       "      <td>-0.009788</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_school_child_age_16_plus_departure_shift_effects</th>\n",
-       "      <td>0.072660</td>\n",
+       "      <td>0.106395</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_school_child_age_16_plus_duration_shift_effects</th>\n",
-       "      <td>0.209500</td>\n",
+       "      <td>0.315781</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_school_child_age_under_16_departure_shift_effects</th>\n",
-       "      <td>0.239007</td>\n",
+       "      <td>0.015473</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_school_child_age_under_16_duration_shift_effects</th>\n",
-       "      <td>-0.567863</td>\n",
+       "      <td>0.327527</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_school_child_under_16_arrive_after_22</th>\n",
-       "      <td>-6.147237</td>\n",
+       "      <td>-5.038827</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_shopping_tour_arrive_after_22</th>\n",
-       "      <td>-7.221041</td>\n",
+       "      <td>-0.033268</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_shopping_tour_depart_before_8</th>\n",
-       "      <td>1.458488</td>\n",
+       "      <td>-1.484109</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_shopping_tour_departure_shift_effects</th>\n",
-       "      <td>-0.045633</td>\n",
+       "      <td>-0.099254</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_shopping_tour_duration_lt_2_hours</th>\n",
-       "      <td>0.189427</td>\n",
+       "      <td>0.699700</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_shopping_tour_duration_shift_effects</th>\n",
-       "      <td>-0.359705</td>\n",
+       "      <td>-0.101207</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_some_previously_scheduled_tour_begins_in_this_arrival_hour</th>\n",
-       "      <td>0.411979</td>\n",
+       "      <td>-0.017681</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_some_previously_scheduled_tour_ends_in_this_departure_hour</th>\n",
-       "      <td>0.282029</td>\n",
+       "      <td>-0.288048</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_subsequent_of_2_plus_tours_for_same_purpose_duration_shift_effect</th>\n",
-       "      <td>0.191264</td>\n",
+       "      <td>0.062417</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_unavailable</th>\n",
-       "      <td>-25.000000</td>\n",
+       "      <td>-999.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_university_student_arrive_after_22</th>\n",
-       "      <td>-9.181095</td>\n",
+       "      <td>0.360948</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_visit_tour_departure_shift_effects</th>\n",
-       "      <td>-0.109515</td>\n",
+       "      <td>0.136717</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_visit_tour_duration_shift_effects</th>\n",
-       "      <td>-0.123814</td>\n",
+       "      <td>0.172436</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
-       "</table></td></tr><tr><td>loglike</td><td style=\"text-align:left;\">-173.82837615906058</td></tr><tr><td>d_loglike</td><td style=\"text-align:left;\"><table border=\"1\" class=\"dataframe\">\n",
+       "</table></td></tr><tr><td>logloss</td><td style=\"text-align:left;\">2.1895702975048073</td></tr><tr><td>d_logloss</td><td style=\"text-align:left;\"><table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
@@ -3234,39 +3402,39 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>coef_adjacent_window_exists_after_this_arrival_hour_first_tour_interaction</th>\n",
-       "      <td>-9.350492e-07</td>\n",
+       "      <td>6.340297e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_adjacent_window_exists_after_this_arrival_hour_second_tour_interaction</th>\n",
-       "      <td>-3.831848e-07</td>\n",
+       "      <td>4.838604e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_adjacent_window_exists_before_this_departure_hour_first_tour_interaction</th>\n",
-       "      <td>-1.411114e-06</td>\n",
+       "      <td>2.000787e-08</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_adjacent_window_exists_before_this_departure_hour_second_tour_interaction</th>\n",
-       "      <td>-8.562988e-06</td>\n",
+       "      <td>6.385755e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_adult_with_children_in_hh_arrive_19_21</th>\n",
-       "      <td>9.515373e-05</td>\n",
+       "      <td>1.672535e-04</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_arrival_constants_am_peak</th>\n",
-       "      <td>-5.959256e-05</td>\n",
+       "      <td>4.015659e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_arrival_constants_early</th>\n",
-       "      <td>-6.500054e-05</td>\n",
+       "      <td>-7.121334e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_arrival_constants_evening</th>\n",
-       "      <td>2.456794e-04</td>\n",
+       "      <td>1.588972e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_arrival_constants_late</th>\n",
-       "      <td>-2.788545e-04</td>\n",
+       "      <td>1.960950e-04</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_arrival_constants_midday_1</th>\n",
@@ -3274,15 +3442,15 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_arrival_constants_midday_2</th>\n",
-       "      <td>-2.921253e-05</td>\n",
+       "      <td>-7.425169e-06</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_arrival_constants_pm_peak_1</th>\n",
-       "      <td>-8.553639e-05</td>\n",
+       "      <td>-8.554627e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_arrival_constants_pm_peak_2</th>\n",
-       "      <td>2.958919e-05</td>\n",
+       "      <td>-2.178755e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_arrival_constants_pm_peak_3</th>\n",
@@ -3290,35 +3458,35 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_arrival_constants_pm_peak_4</th>\n",
-       "      <td>-6.027051e-06</td>\n",
+       "      <td>3.187347e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_departure_constants_am_peak_1</th>\n",
-       "      <td>-9.035869e-05</td>\n",
+       "      <td>7.176011e-06</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_departure_constants_am_peak_2</th>\n",
-       "      <td>-3.843278e-07</td>\n",
+       "      <td>1.002541e-04</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_departure_constants_am_peak_3</th>\n",
-       "      <td>-1.038927e-04</td>\n",
+       "      <td>5.286380e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_departure_constants_am_peak_4</th>\n",
-       "      <td>2.089562e-05</td>\n",
+       "      <td>5.196924e-06</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_departure_constants_early</th>\n",
-       "      <td>2.533008e-05</td>\n",
+       "      <td>-4.734722e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_departure_constants_evening</th>\n",
-       "      <td>9.169928e-06</td>\n",
+       "      <td>-5.250786e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_departure_constants_late</th>\n",
-       "      <td>-5.558022e-04</td>\n",
+       "      <td>4.394692e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_departure_constants_midday_1</th>\n",
@@ -3326,31 +3494,31 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_departure_constants_midday_2</th>\n",
-       "      <td>2.692412e-05</td>\n",
+       "      <td>-1.886914e-04</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_departure_constants_pm_peak</th>\n",
-       "      <td>1.942225e-04</td>\n",
+       "      <td>3.759255e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_destination_in_cbd_duration_shift_effects</th>\n",
-       "      <td>3.441152e-04</td>\n",
+       "      <td>1.613685e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_discretionary_tour_duration_lt_2_hours</th>\n",
-       "      <td>7.722617e-05</td>\n",
+       "      <td>-2.070609e-04</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_constants_0_to_1_hours</th>\n",
-       "      <td>-1.588601e-04</td>\n",
+       "      <td>4.953135e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_constants_11_to_13_hours</th>\n",
-       "      <td>-3.605513e-04</td>\n",
+       "      <td>2.382282e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_constants_14_to_18_hours</th>\n",
-       "      <td>-1.774351e-04</td>\n",
+       "      <td>-3.488047e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_constants_2_to_3_hours</th>\n",
@@ -3358,99 +3526,99 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_constants_4_to_5_hours</th>\n",
-       "      <td>2.266202e-05</td>\n",
+       "      <td>-7.768694e-07</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_constants_6_to_7_hours</th>\n",
-       "      <td>-4.640922e-05</td>\n",
+       "      <td>-1.838870e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_constants_8_to_10_hours</th>\n",
-       "      <td>-2.554467e-05</td>\n",
+       "      <td>-2.938670e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_eat_out_tour_departure_shift_effects</th>\n",
-       "      <td>-3.267677e-04</td>\n",
+       "      <td>2.917206e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_first_of_2_plus_tours_for_same_purpose_departure_shift_effect</th>\n",
-       "      <td>-1.021958e-05</td>\n",
+       "      <td>9.739371e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_free_flow_round_trip_auto_time_shift_effects_duration</th>\n",
-       "      <td>8.421848e-03</td>\n",
+       "      <td>-1.212989e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_maintenance_tour_depart_before_7</th>\n",
-       "      <td>-1.129004e-04</td>\n",
+       "      <td>8.298165e-06</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_maintenance_tour_departure_shift_effects</th>\n",
-       "      <td>-2.093211e-03</td>\n",
+       "      <td>1.059914e-04</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_maintenance_tour_duration_shift_effects</th>\n",
-       "      <td>2.786266e-04</td>\n",
+       "      <td>2.022297e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_number_of_joint_tours_departure_shift_effects</th>\n",
-       "      <td>-2.856908e-03</td>\n",
+       "      <td>-1.252624e-04</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_number_of_mandatory_tours_departure_shift_effects</th>\n",
-       "      <td>-2.687845e-03</td>\n",
+       "      <td>-1.288240e-04</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_school_child_age_16_plus_departure_shift_effects</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>1.808366e-04</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_school_child_age_16_plus_duration_shift_effects</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>4.559202e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_school_child_age_under_16_departure_shift_effects</th>\n",
-       "      <td>-1.932195e-04</td>\n",
+       "      <td>-1.455769e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_school_child_age_under_16_duration_shift_effects</th>\n",
-       "      <td>1.479815e-04</td>\n",
+       "      <td>-4.476322e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_school_child_under_16_arrive_after_22</th>\n",
-       "      <td>-9.565965e-05</td>\n",
+       "      <td>-4.170945e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_shopping_tour_arrive_after_22</th>\n",
-       "      <td>-7.152259e-05</td>\n",
+       "      <td>-8.668123e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_shopping_tour_depart_before_8</th>\n",
-       "      <td>-3.306479e-05</td>\n",
+       "      <td>6.613654e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_shopping_tour_departure_shift_effects</th>\n",
-       "      <td>-2.740920e-04</td>\n",
+       "      <td>9.925783e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_shopping_tour_duration_lt_2_hours</th>\n",
-       "      <td>3.816925e-05</td>\n",
+       "      <td>8.629531e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_shopping_tour_duration_shift_effects</th>\n",
-       "      <td>1.258312e-04</td>\n",
+       "      <td>1.970358e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_some_previously_scheduled_tour_begins_in_this_arrival_hour</th>\n",
-       "      <td>3.226289e-05</td>\n",
+       "      <td>6.069742e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_some_previously_scheduled_tour_ends_in_this_departure_hour</th>\n",
-       "      <td>3.161563e-04</td>\n",
+       "      <td>3.334213e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_subsequent_of_2_plus_tours_for_same_purpose_duration_shift_effect</th>\n",
-       "      <td>1.181360e-05</td>\n",
+       "      <td>-1.230984e-04</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_unavailable</th>\n",
@@ -3458,161 +3626,161 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_university_student_arrive_after_22</th>\n",
-       "      <td>-2.193359e-06</td>\n",
+       "      <td>-5.714988e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_visit_tour_departure_shift_effects</th>\n",
-       "      <td>-4.986513e-04</td>\n",
+       "      <td>-1.378200e-04</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_visit_tour_duration_shift_effects</th>\n",
-       "      <td>2.469947e-04</td>\n",
+       "      <td>-2.132350e-05</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
-       "</table></td></tr><tr><td>nit</td><td style=\"text-align:left;\">67</td></tr><tr><td>nfev</td><td style=\"text-align:left;\">106</td></tr><tr><td>njev</td><td style=\"text-align:left;\">67</td></tr><tr><td>status</td><td style=\"text-align:left;\">0</td></tr><tr><td>message</td><td style=\"text-align:left;\">'Optimization terminated successfully'</td></tr><tr><td>success</td><td style=\"text-align:left;\">True</td></tr><tr><td>elapsed_time</td><td style=\"text-align:left;\">0:00:00.587568</td></tr><tr><td>method</td><td style=\"text-align:left;\">'slsqp'</td></tr><tr><td>n_cases</td><td style=\"text-align:left;\">91</td></tr><tr><td>iteration_number</td><td style=\"text-align:left;\">67</td></tr><tr><td>logloss</td><td style=\"text-align:left;\">1.9102019358138524</td></tr></table></div>"
+       "</table></td></tr><tr><td>nit</td><td style=\"text-align:left;\">144</td></tr><tr><td>nfev</td><td style=\"text-align:left;\">148</td></tr><tr><td>njev</td><td style=\"text-align:left;\">144</td></tr><tr><td>status</td><td style=\"text-align:left;\">0</td></tr><tr><td>message</td><td style=\"text-align:left;\">'Optimization terminated successfully'</td></tr><tr><td>success</td><td style=\"text-align:left;\">True</td></tr><tr><td>elapsed_time</td><td style=\"text-align:left;\">0:00:03.104941</td></tr><tr><td>method</td><td style=\"text-align:left;\">'slsqp'</td></tr><tr><td>n_cases</td><td style=\"text-align:left;\">1277</td></tr><tr><td>iteration_number</td><td style=\"text-align:left;\">144</td></tr><tr><td>loglike</td><td style=\"text-align:left;\">-2789.5125590211246</td></tr></table></div>"
       ],
       "text/plain": [
-       "┣                x: coef_adjacent_window_exists_after_this_arrival_hour_first_tour_interaction       -13.526580\n",
-       "┃                   coef_adjacent_window_exists_after_this_arrival_hour_second_tour_interaction      -14.169341\n",
-       "┃                   coef_adjacent_window_exists_before_this_departure_hour_first_tour_interaction    -13.495922\n",
-       "┃                   coef_adjacent_window_exists_before_this_departure_hour_second_tour_interaction    -7.716247\n",
-       "┃                   coef_adult_with_children_in_hh_arrive_19_21                                       -0.002541\n",
-       "┃                   coef_arrival_constants_am_peak                                                     4.647673\n",
-       "┃                   coef_arrival_constants_early                                                      24.793142\n",
-       "┃                   coef_arrival_constants_evening                                                    -4.291783\n",
-       "┃                   coef_arrival_constants_late                                                       -9.617038\n",
-       "┃                   coef_arrival_constants_midday_1                                                    0.000000\n",
-       "┃                   coef_arrival_constants_midday_2                                                    2.692519\n",
-       "┃                   coef_arrival_constants_pm_peak_1                                                   1.849237\n",
-       "┃                   coef_arrival_constants_pm_peak_2                                                   1.518410\n",
-       "┃                   coef_arrival_constants_pm_peak_3                                                   0.000000\n",
-       "┃                   coef_arrival_constants_pm_peak_4                                                  -1.182768\n",
-       "┃                   coef_departure_constants_am_peak_1                                               -25.000000\n",
-       "┃                   coef_departure_constants_am_peak_2                                                -4.236849\n",
-       "┃                   coef_departure_constants_am_peak_3                                                 0.806223\n",
-       "┃                   coef_departure_constants_am_peak_4                                                 1.408142\n",
-       "┃                   coef_departure_constants_early                                                   -24.418086\n",
-       "┃                   coef_departure_constants_evening                                                 -14.557517\n",
-       "┃                   coef_departure_constants_late                                                    -20.421814\n",
-       "┃                   coef_departure_constants_midday_1                                                  0.000000\n",
-       "┃                   coef_departure_constants_midday_2                                                 -4.501238\n",
-       "┃                   coef_departure_constants_pm_peak                                                 -12.638403\n",
-       "┃                   coef_destination_in_cbd_duration_shift_effects                                     0.572330\n",
-       "┃                   coef_discretionary_tour_duration_lt_2_hours                                       -1.022488\n",
-       "┃                   coef_duration_constants_0_to_1_hours                                              -2.750481\n",
-       "┃                   coef_duration_constants_11_to_13_hours                                            -6.162737\n",
-       "┃                   coef_duration_constants_14_to_18_hours                                            -2.800706\n",
-       "┃                   coef_duration_constants_2_to_3_hours                                               0.000000\n",
-       "┃                   coef_duration_constants_4_to_5_hours                                               0.301145\n",
-       "┃                   coef_duration_constants_6_to_7_hours                                               0.144072\n",
-       "┃                   coef_duration_constants_8_to_10_hours                                            -10.570858\n",
-       "┃                   coef_eat_out_tour_departure_shift_effects                                         -0.024649\n",
-       "┃                   coef_first_of_2_plus_tours_for_same_purpose_departure_shift_effect                -1.329351\n",
-       "┃                   coef_free_flow_round_trip_auto_time_shift_effects_duration                         0.017752\n",
-       "┃                   coef_maintenance_tour_depart_before_7                                              1.154584\n",
-       "┃                   coef_maintenance_tour_departure_shift_effects                                     -0.159210\n",
-       "┃                   coef_maintenance_tour_duration_shift_effects                                      -0.146459\n",
-       "┃                   coef_number_of_joint_tours_departure_shift_effects                                 1.356173\n",
-       "┃                   coef_number_of_mandatory_tours_departure_shift_effects                             0.076326\n",
-       "┃                   coef_school_child_age_16_plus_departure_shift_effects                              0.072660\n",
-       "┃                   coef_school_child_age_16_plus_duration_shift_effects                               0.209500\n",
-       "┃                   coef_school_child_age_under_16_departure_shift_effects                             0.239007\n",
-       "┃                   coef_school_child_age_under_16_duration_shift_effects                             -0.567863\n",
-       "┃                   coef_school_child_under_16_arrive_after_22                                        -6.147237\n",
-       "┃                   coef_shopping_tour_arrive_after_22                                                -7.221041\n",
-       "┃                   coef_shopping_tour_depart_before_8                                                 1.458488\n",
-       "┃                   coef_shopping_tour_departure_shift_effects                                        -0.045633\n",
-       "┃                   coef_shopping_tour_duration_lt_2_hours                                             0.189427\n",
-       "┃                   coef_shopping_tour_duration_shift_effects                                         -0.359705\n",
-       "┃                   coef_some_previously_scheduled_tour_begins_in_this_arrival_hour                    0.411979\n",
-       "┃                   coef_some_previously_scheduled_tour_ends_in_this_departure_hour                    0.282029\n",
-       "┃                   coef_subsequent_of_2_plus_tours_for_same_purpose_duration_shift_effect             0.191264\n",
-       "┃                   coef_unavailable                                                                 -25.000000\n",
-       "┃                   coef_university_student_arrive_after_22                                           -9.181095\n",
-       "┃                   coef_visit_tour_departure_shift_effects                                           -0.109515\n",
-       "┃                   coef_visit_tour_duration_shift_effects                                            -0.123814\n",
+       "┣                x: coef_adjacent_window_exists_after_this_arrival_hour_first_tour_interaction          0.800851\n",
+       "┃                   coef_adjacent_window_exists_after_this_arrival_hour_second_tour_interaction         0.494438\n",
+       "┃                   coef_adjacent_window_exists_before_this_departure_hour_first_tour_interaction       0.008839\n",
+       "┃                   coef_adjacent_window_exists_before_this_departure_hour_second_tour_interaction     -0.549692\n",
+       "┃                   coef_adult_with_children_in_hh_arrive_19_21                                        -0.078997\n",
+       "┃                   coef_arrival_constants_am_peak                                                     -8.413713\n",
+       "┃                   coef_arrival_constants_early                                                       -6.758955\n",
+       "┃                   coef_arrival_constants_evening                                                     -2.675953\n",
+       "┃                   coef_arrival_constants_late                                                        -4.194942\n",
+       "┃                   coef_arrival_constants_midday_1                                                     0.000000\n",
+       "┃                   coef_arrival_constants_midday_2                                                     1.416723\n",
+       "┃                   coef_arrival_constants_pm_peak_1                                                    0.964024\n",
+       "┃                   coef_arrival_constants_pm_peak_2                                                    1.200835\n",
+       "┃                   coef_arrival_constants_pm_peak_3                                                    0.000000\n",
+       "┃                   coef_arrival_constants_pm_peak_4                                                   -0.725959\n",
+       "┃                   coef_departure_constants_am_peak_1                                                -13.990759\n",
+       "┃                   coef_departure_constants_am_peak_2                                                -10.163788\n",
+       "┃                   coef_departure_constants_am_peak_3                                                 -2.799430\n",
+       "┃                   coef_departure_constants_am_peak_4                                                  0.514393\n",
+       "┃                   coef_departure_constants_early                                                    -17.865880\n",
+       "┃                   coef_departure_constants_evening                                                  -19.574287\n",
+       "┃                   coef_departure_constants_late                                                     -21.444922\n",
+       "┃                   coef_departure_constants_midday_1                                                   0.000000\n",
+       "┃                   coef_departure_constants_midday_2                                                  -1.886316\n",
+       "┃                   coef_departure_constants_pm_peak                                                  -18.238556\n",
+       "┃                   coef_destination_in_cbd_duration_shift_effects                                      0.130935\n",
+       "┃                   coef_discretionary_tour_duration_lt_2_hours                                        -0.772425\n",
+       "┃                   coef_duration_constants_0_to_1_hours                                               -2.021348\n",
+       "┃                   coef_duration_constants_11_to_13_hours                                             -1.608105\n",
+       "┃                   coef_duration_constants_14_to_18_hours                                             -3.067613\n",
+       "┃                   coef_duration_constants_2_to_3_hours                                                0.000000\n",
+       "┃                   coef_duration_constants_4_to_5_hours                                               -0.519561\n",
+       "┃                   coef_duration_constants_6_to_7_hours                                               -0.868309\n",
+       "┃                   coef_duration_constants_8_to_10_hours                                              -1.020095\n",
+       "┃                   coef_eat_out_tour_departure_shift_effects                                           0.056578\n",
+       "┃                   coef_first_of_2_plus_tours_for_same_purpose_departure_shift_effect                 -0.506782\n",
+       "┃                   coef_free_flow_round_trip_auto_time_shift_effects_duration                          0.003622\n",
+       "┃                   coef_maintenance_tour_depart_before_7                                              -0.523693\n",
+       "┃                   coef_maintenance_tour_departure_shift_effects                                      -0.135634\n",
+       "┃                   coef_maintenance_tour_duration_shift_effects                                       -0.038428\n",
+       "┃                   coef_number_of_joint_tours_departure_shift_effects                                  0.128742\n",
+       "┃                   coef_number_of_mandatory_tours_departure_shift_effects                             -0.009788\n",
+       "┃                   coef_school_child_age_16_plus_departure_shift_effects                               0.106395\n",
+       "┃                   coef_school_child_age_16_plus_duration_shift_effects                                0.315781\n",
+       "┃                   coef_school_child_age_under_16_departure_shift_effects                              0.015473\n",
+       "┃                   coef_school_child_age_under_16_duration_shift_effects                               0.327527\n",
+       "┃                   coef_school_child_under_16_arrive_after_22                                         -5.038827\n",
+       "┃                   coef_shopping_tour_arrive_after_22                                                 -0.033268\n",
+       "┃                   coef_shopping_tour_depart_before_8                                                 -1.484109\n",
+       "┃                   coef_shopping_tour_departure_shift_effects                                         -0.099254\n",
+       "┃                   coef_shopping_tour_duration_lt_2_hours                                              0.699700\n",
+       "┃                   coef_shopping_tour_duration_shift_effects                                          -0.101207\n",
+       "┃                   coef_some_previously_scheduled_tour_begins_in_this_arrival_hour                    -0.017681\n",
+       "┃                   coef_some_previously_scheduled_tour_ends_in_this_departure_hour                    -0.288048\n",
+       "┃                   coef_subsequent_of_2_plus_tours_for_same_purpose_duration_shift_effect              0.062417\n",
+       "┃                   coef_unavailable                                                                 -999.000000\n",
+       "┃                   coef_university_student_arrive_after_22                                             0.360948\n",
+       "┃                   coef_visit_tour_departure_shift_effects                                             0.136717\n",
+       "┃                   coef_visit_tour_duration_shift_effects                                              0.172436\n",
        "┃                   dtype: float64\n",
-       "┣          loglike: -173.82837615906058\n",
-       "┣        d_loglike: coef_adjacent_window_exists_after_this_arrival_hour_first_tour_interaction       -9.350492e-07\n",
-       "┃                   coef_adjacent_window_exists_after_this_arrival_hour_second_tour_interaction      -3.831848e-07\n",
-       "┃                   coef_adjacent_window_exists_before_this_departure_hour_first_tour_interaction    -1.411114e-06\n",
-       "┃                   coef_adjacent_window_exists_before_this_departure_hour_second_tour_interaction   -8.562988e-06\n",
-       "┃                   coef_adult_with_children_in_hh_arrive_19_21                                       9.515373e-05\n",
-       "┃                   coef_arrival_constants_am_peak                                                   -5.959256e-05\n",
-       "┃                   coef_arrival_constants_early                                                     -6.500054e-05\n",
-       "┃                   coef_arrival_constants_evening                                                    2.456794e-04\n",
-       "┃                   coef_arrival_constants_late                                                      -2.788545e-04\n",
+       "┣          logloss: 2.1895702975048073\n",
+       "┣        d_logloss: coef_adjacent_window_exists_after_this_arrival_hour_first_tour_interaction        6.340297e-05\n",
+       "┃                   coef_adjacent_window_exists_after_this_arrival_hour_second_tour_interaction       4.838604e-05\n",
+       "┃                   coef_adjacent_window_exists_before_this_departure_hour_first_tour_interaction     2.000787e-08\n",
+       "┃                   coef_adjacent_window_exists_before_this_departure_hour_second_tour_interaction    6.385755e-05\n",
+       "┃                   coef_adult_with_children_in_hh_arrive_19_21                                       1.672535e-04\n",
+       "┃                   coef_arrival_constants_am_peak                                                    4.015659e-05\n",
+       "┃                   coef_arrival_constants_early                                                     -7.121334e-05\n",
+       "┃                   coef_arrival_constants_evening                                                    1.588972e-05\n",
+       "┃                   coef_arrival_constants_late                                                       1.960950e-04\n",
        "┃                   coef_arrival_constants_midday_1                                                   0.000000e+00\n",
-       "┃                   coef_arrival_constants_midday_2                                                  -2.921253e-05\n",
-       "┃                   coef_arrival_constants_pm_peak_1                                                 -8.553639e-05\n",
-       "┃                   coef_arrival_constants_pm_peak_2                                                  2.958919e-05\n",
+       "┃                   coef_arrival_constants_midday_2                                                  -7.425169e-06\n",
+       "┃                   coef_arrival_constants_pm_peak_1                                                 -8.554627e-05\n",
+       "┃                   coef_arrival_constants_pm_peak_2                                                 -2.178755e-05\n",
        "┃                   coef_arrival_constants_pm_peak_3                                                  0.000000e+00\n",
-       "┃                   coef_arrival_constants_pm_peak_4                                                 -6.027051e-06\n",
-       "┃                   coef_departure_constants_am_peak_1                                               -9.035869e-05\n",
-       "┃                   coef_departure_constants_am_peak_2                                               -3.843278e-07\n",
-       "┃                   coef_departure_constants_am_peak_3                                               -1.038927e-04\n",
-       "┃                   coef_departure_constants_am_peak_4                                                2.089562e-05\n",
-       "┃                   coef_departure_constants_early                                                    2.533008e-05\n",
-       "┃                   coef_departure_constants_evening                                                  9.169928e-06\n",
-       "┃                   coef_departure_constants_late                                                    -5.558022e-04\n",
+       "┃                   coef_arrival_constants_pm_peak_4                                                  3.187347e-05\n",
+       "┃                   coef_departure_constants_am_peak_1                                                7.176011e-06\n",
+       "┃                   coef_departure_constants_am_peak_2                                                1.002541e-04\n",
+       "┃                   coef_departure_constants_am_peak_3                                                5.286380e-05\n",
+       "┃                   coef_departure_constants_am_peak_4                                                5.196924e-06\n",
+       "┃                   coef_departure_constants_early                                                   -4.734722e-05\n",
+       "┃                   coef_departure_constants_evening                                                 -5.250786e-05\n",
+       "┃                   coef_departure_constants_late                                                     4.394692e-05\n",
        "┃                   coef_departure_constants_midday_1                                                 0.000000e+00\n",
-       "┃                   coef_departure_constants_midday_2                                                 2.692412e-05\n",
-       "┃                   coef_departure_constants_pm_peak                                                  1.942225e-04\n",
-       "┃                   coef_destination_in_cbd_duration_shift_effects                                    3.441152e-04\n",
-       "┃                   coef_discretionary_tour_duration_lt_2_hours                                       7.722617e-05\n",
-       "┃                   coef_duration_constants_0_to_1_hours                                             -1.588601e-04\n",
-       "┃                   coef_duration_constants_11_to_13_hours                                           -3.605513e-04\n",
-       "┃                   coef_duration_constants_14_to_18_hours                                           -1.774351e-04\n",
+       "┃                   coef_departure_constants_midday_2                                                -1.886914e-04\n",
+       "┃                   coef_departure_constants_pm_peak                                                  3.759255e-05\n",
+       "┃                   coef_destination_in_cbd_duration_shift_effects                                    1.613685e-05\n",
+       "┃                   coef_discretionary_tour_duration_lt_2_hours                                      -2.070609e-04\n",
+       "┃                   coef_duration_constants_0_to_1_hours                                              4.953135e-05\n",
+       "┃                   coef_duration_constants_11_to_13_hours                                            2.382282e-05\n",
+       "┃                   coef_duration_constants_14_to_18_hours                                           -3.488047e-05\n",
        "┃                   coef_duration_constants_2_to_3_hours                                              0.000000e+00\n",
-       "┃                   coef_duration_constants_4_to_5_hours                                              2.266202e-05\n",
-       "┃                   coef_duration_constants_6_to_7_hours                                             -4.640922e-05\n",
-       "┃                   coef_duration_constants_8_to_10_hours                                            -2.554467e-05\n",
-       "┃                   coef_eat_out_tour_departure_shift_effects                                        -3.267677e-04\n",
-       "┃                   coef_first_of_2_plus_tours_for_same_purpose_departure_shift_effect               -1.021958e-05\n",
-       "┃                   coef_free_flow_round_trip_auto_time_shift_effects_duration                        8.421848e-03\n",
-       "┃                   coef_maintenance_tour_depart_before_7                                            -1.129004e-04\n",
-       "┃                   coef_maintenance_tour_departure_shift_effects                                    -2.093211e-03\n",
-       "┃                   coef_maintenance_tour_duration_shift_effects                                      2.786266e-04\n",
-       "┃                   coef_number_of_joint_tours_departure_shift_effects                               -2.856908e-03\n",
-       "┃                   coef_number_of_mandatory_tours_departure_shift_effects                           -2.687845e-03\n",
-       "┃                   coef_school_child_age_16_plus_departure_shift_effects                             0.000000e+00\n",
-       "┃                   coef_school_child_age_16_plus_duration_shift_effects                              0.000000e+00\n",
-       "┃                   coef_school_child_age_under_16_departure_shift_effects                           -1.932195e-04\n",
-       "┃                   coef_school_child_age_under_16_duration_shift_effects                             1.479815e-04\n",
-       "┃                   coef_school_child_under_16_arrive_after_22                                       -9.565965e-05\n",
-       "┃                   coef_shopping_tour_arrive_after_22                                               -7.152259e-05\n",
-       "┃                   coef_shopping_tour_depart_before_8                                               -3.306479e-05\n",
-       "┃                   coef_shopping_tour_departure_shift_effects                                       -2.740920e-04\n",
-       "┃                   coef_shopping_tour_duration_lt_2_hours                                            3.816925e-05\n",
-       "┃                   coef_shopping_tour_duration_shift_effects                                         1.258312e-04\n",
-       "┃                   coef_some_previously_scheduled_tour_begins_in_this_arrival_hour                   3.226289e-05\n",
-       "┃                   coef_some_previously_scheduled_tour_ends_in_this_departure_hour                   3.161563e-04\n",
-       "┃                   coef_subsequent_of_2_plus_tours_for_same_purpose_duration_shift_effect            1.181360e-05\n",
+       "┃                   coef_duration_constants_4_to_5_hours                                             -7.768694e-07\n",
+       "┃                   coef_duration_constants_6_to_7_hours                                             -1.838870e-05\n",
+       "┃                   coef_duration_constants_8_to_10_hours                                            -2.938670e-05\n",
+       "┃                   coef_eat_out_tour_departure_shift_effects                                         2.917206e-05\n",
+       "┃                   coef_first_of_2_plus_tours_for_same_purpose_departure_shift_effect                9.739371e-05\n",
+       "┃                   coef_free_flow_round_trip_auto_time_shift_effects_duration                       -1.212989e-05\n",
+       "┃                   coef_maintenance_tour_depart_before_7                                             8.298165e-06\n",
+       "┃                   coef_maintenance_tour_departure_shift_effects                                     1.059914e-04\n",
+       "┃                   coef_maintenance_tour_duration_shift_effects                                      2.022297e-05\n",
+       "┃                   coef_number_of_joint_tours_departure_shift_effects                               -1.252624e-04\n",
+       "┃                   coef_number_of_mandatory_tours_departure_shift_effects                           -1.288240e-04\n",
+       "┃                   coef_school_child_age_16_plus_departure_shift_effects                             1.808366e-04\n",
+       "┃                   coef_school_child_age_16_plus_duration_shift_effects                              4.559202e-05\n",
+       "┃                   coef_school_child_age_under_16_departure_shift_effects                           -1.455769e-05\n",
+       "┃                   coef_school_child_age_under_16_duration_shift_effects                            -4.476322e-05\n",
+       "┃                   coef_school_child_under_16_arrive_after_22                                       -4.170945e-05\n",
+       "┃                   coef_shopping_tour_arrive_after_22                                               -8.668123e-05\n",
+       "┃                   coef_shopping_tour_depart_before_8                                                6.613654e-05\n",
+       "┃                   coef_shopping_tour_departure_shift_effects                                        9.925783e-05\n",
+       "┃                   coef_shopping_tour_duration_lt_2_hours                                            8.629531e-05\n",
+       "┃                   coef_shopping_tour_duration_shift_effects                                         1.970358e-05\n",
+       "┃                   coef_some_previously_scheduled_tour_begins_in_this_arrival_hour                   6.069742e-05\n",
+       "┃                   coef_some_previously_scheduled_tour_ends_in_this_departure_hour                   3.334213e-05\n",
+       "┃                   coef_subsequent_of_2_plus_tours_for_same_purpose_duration_shift_effect           -1.230984e-04\n",
        "┃                   coef_unavailable                                                                  0.000000e+00\n",
-       "┃                   coef_university_student_arrive_after_22                                          -2.193359e-06\n",
-       "┃                   coef_visit_tour_departure_shift_effects                                          -4.986513e-04\n",
-       "┃                   coef_visit_tour_duration_shift_effects                                            2.469947e-04\n",
+       "┃                   coef_university_student_arrive_after_22                                          -5.714988e-05\n",
+       "┃                   coef_visit_tour_departure_shift_effects                                          -1.378200e-04\n",
+       "┃                   coef_visit_tour_duration_shift_effects                                           -2.132350e-05\n",
        "┃                   dtype: float64\n",
-       "┣              nit: 67\n",
-       "┣             nfev: 106\n",
-       "┣             njev: 67\n",
+       "┣              nit: 144\n",
+       "┣             nfev: 148\n",
+       "┣             njev: 144\n",
        "┣           status: 0\n",
        "┣          message: 'Optimization terminated successfully'\n",
        "┣          success: True\n",
-       "┣     elapsed_time: datetime.timedelta(microseconds=587568)\n",
+       "┣     elapsed_time: datetime.timedelta(seconds=3, microseconds=104941)\n",
        "┣           method: 'slsqp'\n",
-       "┣          n_cases: 91\n",
-       "┣ iteration_number: 67\n",
-       "┣          logloss: 1.9102019358138524"
+       "┣          n_cases: 1277\n",
+       "┣ iteration_number: 144\n",
+       "┣          loglike: -2789.5125590211246"
       ]
      },
-     "execution_count": 8,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "model.estimate()"
+    "model.estimate(maxiter=900)"
    ]
   },
   {
@@ -3624,619 +3792,586 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
      "data": {
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-       "    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,#T_d58ca_row42_col1,#T_d58ca_row42_col2,#T_d58ca_row42_col3,#T_d58ca_row42_col4,#T_d58ca_row42_col5,#T_d58ca_row43_col0,#T_d58ca_row43_col1,#T_d58ca_row43_col2,#T_d58ca_row43_col3,#T_d58ca_row43_col4,#T_d58ca_row43_col5,#T_d58ca_row44_col0,#T_d58ca_row44_col1,#T_d58ca_row44_col2,#T_d58ca_row44_col3,#T_d58ca_row44_col4,#T_d58ca_row44_col5,#T_d58ca_row45_col0,#T_d58ca_row45_col1,#T_d58ca_row45_col2,#T_d58ca_row45_col3,#T_d58ca_row45_col4,#T_d58ca_row45_col5,#T_d58ca_row46_col0,#T_d58ca_row46_col1,#T_d58ca_row46_col2,#T_d58ca_row46_col3,#T_d58ca_row46_col4,#T_d58ca_row46_col5,#T_d58ca_row47_col0,#T_d58ca_row47_col1,#T_d58ca_row47_col2,#T_d58ca_row47_col3,#T_d58ca_row47_col4,#T_d58ca_row47_col5,#T_d58ca_row48_col0,#T_d58ca_row48_col1,#T_d58ca_row48_col2,#T_d58ca_row48_col3,#T_d58ca_row48_col4,#T_d58ca_row48_col5,#T_d58ca_row49_col0,#T_d58ca_row49_col1,#T_d58ca_row49_col2,#T_d58ca_row49_col3,#T_d58ca_row49_col4,#T_d58ca_row49_col5,#T_d58ca_row50_col0,#T_d58ca_row50_col1,#T_d58ca_row50_col2,#T_d58ca_row50_col3,#T_d58ca_row50_col4,#T_d58ca_row50_col5,#T_d58ca_row51_col0,#T_d58ca_row51_col1,#T_d58ca_row51_col2,#T_d58ca_row51_col3,#T_d58ca_row51_col4,#T_d58ca_row51_col5,#T_d58ca_row52_col0,#T_d58ca_row52_col1,#T_d58ca_row52_col2,#T_d58ca_row52_col3,#T_d58ca_row52_col4,#T_d58ca_row52_col5,#T_d58ca_row53_col0,#T_d58ca_row53_col1,#T_d58ca_row53_col2,#T_d58ca_row53_col3,#T_d58ca_row53_col4,#T_d58ca_row53_col5,#T_d58ca_row54_col0,#T_d58ca_row54_col1,#T_d58ca_row54_col2,#T_d58ca_row54_col3,#T_d58ca_row54_col4,#T_d58ca_row54_col5,#T_d58ca_row55_col0,#T_d58ca_row55_col1,#T_d58ca_row55_col2,#T_d58ca_row55_col3,#T_d58ca_row55_col4,#T_d58ca_row55_col5,#T_d58ca_row56_col0,#T_d58ca_row56_col1,#T_d58ca_row56_col2,#T_d58ca_row56_col3,#T_d58ca_row56_col4,#T_d58ca_row56_col5,#T_d58ca_row57_col0,#T_d58ca_row57_col1,#T_d58ca_row57_col2,#T_d58ca_row57_col3,#T_d58ca_row57_col4,#T_d58ca_row57_col5,#T_d58ca_row58_col0,#T_d58ca_row58_col1,#T_d58ca_row58_col2,#T_d58ca_row58_col3,#T_d58ca_row58_col4,#T_d58ca_row58_col5{\n",
-       "            font-family: monospace;\n",
-       "        }</style><table id=\"T_d58ca_\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >Value</th>        <th class=\"col_heading level0 col1\" >Std Err</th>        <th class=\"col_heading level0 col2\" >t Stat</th>        <th class=\"col_heading level0 col3\" >Signif</th>        <th class=\"col_heading level0 col4\" >Like Ratio</th>        <th class=\"col_heading level0 col5\" >Null Value</th>        <th class=\"col_heading level0 col6\" >Constrained</th>    </tr></thead><tbody>\n",
-       "                <tr>\n",
-       "                        <th id=\"T_d58ca_level0_row0\" class=\"row_heading level0 row0\" >coef_adjacent_window_exists_after_this_arrival_hour_first_tour_interaction</th>\n",
-       "                        <td id=\"T_d58ca_row0_col0\" class=\"data row0 col0\" >-13.5</td>\n",
-       "                        <td id=\"T_d58ca_row0_col1\" class=\"data row0 col1\" > 1.03e+03</td>\n",
-       "                        <td id=\"T_d58ca_row0_col2\" class=\"data row0 col2\" >-0.01</td>\n",
-       "                        <td id=\"T_d58ca_row0_col3\" class=\"data row0 col3\" ></td>\n",
-       "                        <td id=\"T_d58ca_row0_col4\" class=\"data row0 col4\" > NA</td>\n",
-       "                        <td id=\"T_d58ca_row0_col5\" class=\"data row0 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_d58ca_row0_col6\" class=\"data row0 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d58ca_level0_row1\" class=\"row_heading level0 row1\" >coef_adjacent_window_exists_after_this_arrival_hour_second_tour_interaction</th>\n",
-       "                        <td id=\"T_d58ca_row1_col0\" class=\"data row1 col0\" >-14.2</td>\n",
-       "                        <td id=\"T_d58ca_row1_col1\" class=\"data row1 col1\" > 1.62e+03</td>\n",
-       "                        <td id=\"T_d58ca_row1_col2\" class=\"data row1 col2\" >-0.01</td>\n",
-       "                        <td id=\"T_d58ca_row1_col3\" class=\"data row1 col3\" ></td>\n",
-       "                        <td id=\"T_d58ca_row1_col4\" class=\"data row1 col4\" > NA</td>\n",
-       "                        <td id=\"T_d58ca_row1_col5\" class=\"data row1 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_d58ca_row1_col6\" class=\"data row1 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d58ca_level0_row2\" class=\"row_heading level0 row2\" >coef_adjacent_window_exists_before_this_departure_hour_first_tour_interaction</th>\n",
-       "                        <td id=\"T_d58ca_row2_col0\" class=\"data row2 col0\" >-13.5</td>\n",
-       "                        <td id=\"T_d58ca_row2_col1\" class=\"data row2 col1\" > 842.</td>\n",
-       "                        <td id=\"T_d58ca_row2_col2\" class=\"data row2 col2\" >-0.02</td>\n",
-       "                        <td id=\"T_d58ca_row2_col3\" class=\"data row2 col3\" ></td>\n",
-       "                        <td id=\"T_d58ca_row2_col4\" class=\"data row2 col4\" > NA</td>\n",
-       "                        <td id=\"T_d58ca_row2_col5\" class=\"data row2 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_d58ca_row2_col6\" class=\"data row2 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d58ca_level0_row3\" class=\"row_heading level0 row3\" >coef_adjacent_window_exists_before_this_departure_hour_second_tour_interaction</th>\n",
-       "                        <td id=\"T_d58ca_row3_col0\" class=\"data row3 col0\" >-7.72</td>\n",
-       "                        <td id=\"T_d58ca_row3_col1\" class=\"data row3 col1\" > 342.</td>\n",
-       "                        <td id=\"T_d58ca_row3_col2\" class=\"data row3 col2\" >-0.02</td>\n",
-       "                        <td id=\"T_d58ca_row3_col3\" class=\"data row3 col3\" ></td>\n",
-       "                        <td id=\"T_d58ca_row3_col4\" class=\"data row3 col4\" > NA</td>\n",
-       "                        <td id=\"T_d58ca_row3_col5\" class=\"data row3 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_d58ca_row3_col6\" class=\"data row3 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d58ca_level0_row4\" class=\"row_heading level0 row4\" >coef_adult_with_children_in_hh_arrive_19_21</th>\n",
-       "                        <td id=\"T_d58ca_row4_col0\" class=\"data row4 col0\" >-0.00254</td>\n",
-       "                        <td id=\"T_d58ca_row4_col1\" class=\"data row4 col1\" > 0.815</td>\n",
-       "                        <td id=\"T_d58ca_row4_col2\" class=\"data row4 col2\" >-0.00</td>\n",
-       "                        <td id=\"T_d58ca_row4_col3\" class=\"data row4 col3\" ></td>\n",
-       "                        <td id=\"T_d58ca_row4_col4\" class=\"data row4 col4\" > NA</td>\n",
-       "                        <td id=\"T_d58ca_row4_col5\" class=\"data row4 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_d58ca_row4_col6\" class=\"data row4 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d58ca_level0_row5\" class=\"row_heading level0 row5\" >coef_arrival_constants_am_peak</th>\n",
-       "                        <td id=\"T_d58ca_row5_col0\" class=\"data row5 col0\" > 4.65</td>\n",
-       "                        <td id=\"T_d58ca_row5_col1\" class=\"data row5 col1\" > 1.75</td>\n",
-       "                        <td id=\"T_d58ca_row5_col2\" class=\"data row5 col2\" > 2.66</td>\n",
-       "                        <td id=\"T_d58ca_row5_col3\" class=\"data row5 col3\" >**</td>\n",
-       "                        <td id=\"T_d58ca_row5_col4\" class=\"data row5 col4\" > NA</td>\n",
-       "                        <td id=\"T_d58ca_row5_col5\" class=\"data row5 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_d58ca_row5_col6\" class=\"data row5 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d58ca_level0_row6\" class=\"row_heading level0 row6\" >coef_arrival_constants_early</th>\n",
-       "                        <td id=\"T_d58ca_row6_col0\" class=\"data row6 col0\" > 24.8</td>\n",
-       "                        <td id=\"T_d58ca_row6_col1\" class=\"data row6 col1\" > 1.71</td>\n",
-       "                        <td id=\"T_d58ca_row6_col2\" class=\"data row6 col2\" > 14.53</td>\n",
-       "                        <td id=\"T_d58ca_row6_col3\" class=\"data row6 col3\" >***</td>\n",
-       "                        <td id=\"T_d58ca_row6_col4\" class=\"data row6 col4\" > NA</td>\n",
-       "                        <td id=\"T_d58ca_row6_col5\" class=\"data row6 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_d58ca_row6_col6\" class=\"data row6 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d58ca_level0_row7\" class=\"row_heading level0 row7\" >coef_arrival_constants_evening</th>\n",
-       "                        <td id=\"T_d58ca_row7_col0\" class=\"data row7 col0\" >-4.29</td>\n",
-       "                        <td id=\"T_d58ca_row7_col1\" class=\"data row7 col1\" > 0.931</td>\n",
-       "                        <td id=\"T_d58ca_row7_col2\" class=\"data row7 col2\" >-4.61</td>\n",
-       "                        <td id=\"T_d58ca_row7_col3\" class=\"data row7 col3\" >***</td>\n",
-       "                        <td id=\"T_d58ca_row7_col4\" class=\"data row7 col4\" > NA</td>\n",
-       "                        <td id=\"T_d58ca_row7_col5\" class=\"data row7 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_d58ca_row7_col6\" class=\"data row7 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d58ca_level0_row8\" class=\"row_heading level0 row8\" >coef_arrival_constants_late</th>\n",
-       "                        <td id=\"T_d58ca_row8_col0\" class=\"data row8 col0\" >-9.62</td>\n",
-       "                        <td id=\"T_d58ca_row8_col1\" class=\"data row8 col1\" > 1.70</td>\n",
-       "                        <td id=\"T_d58ca_row8_col2\" class=\"data row8 col2\" >-5.65</td>\n",
-       "                        <td id=\"T_d58ca_row8_col3\" class=\"data row8 col3\" >***</td>\n",
-       "                        <td id=\"T_d58ca_row8_col4\" class=\"data row8 col4\" > NA</td>\n",
-       "                        <td id=\"T_d58ca_row8_col5\" class=\"data row8 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_d58ca_row8_col6\" class=\"data row8 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d58ca_level0_row9\" class=\"row_heading level0 row9\" >coef_arrival_constants_midday_1</th>\n",
-       "                        <td id=\"T_d58ca_row9_col0\" class=\"data row9 col0\" > 0.00</td>\n",
-       "                        <td id=\"T_d58ca_row9_col1\" class=\"data row9 col1\" > NA</td>\n",
-       "                        <td id=\"T_d58ca_row9_col2\" class=\"data row9 col2\" > NA</td>\n",
-       "                        <td id=\"T_d58ca_row9_col3\" class=\"data row9 col3\" ></td>\n",
-       "                        <td id=\"T_d58ca_row9_col4\" class=\"data row9 col4\" > NA</td>\n",
-       "                        <td id=\"T_d58ca_row9_col5\" class=\"data row9 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_d58ca_row9_col6\" class=\"data row9 col6\" >fixed value</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d58ca_level0_row10\" class=\"row_heading level0 row10\" >coef_arrival_constants_midday_2</th>\n",
-       "                        <td id=\"T_d58ca_row10_col0\" class=\"data row10 col0\" > 2.69</td>\n",
-       "                        <td id=\"T_d58ca_row10_col1\" class=\"data row10 col1\" > 0.752</td>\n",
-       "                        <td id=\"T_d58ca_row10_col2\" class=\"data row10 col2\" > 3.58</td>\n",
-       "                        <td id=\"T_d58ca_row10_col3\" class=\"data row10 col3\" >***</td>\n",
-       "                        <td id=\"T_d58ca_row10_col4\" class=\"data row10 col4\" > NA</td>\n",
-       "                        <td id=\"T_d58ca_row10_col5\" class=\"data row10 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_d58ca_row10_col6\" class=\"data row10 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d58ca_level0_row11\" class=\"row_heading level0 row11\" >coef_arrival_constants_pm_peak_1</th>\n",
-       "                        <td id=\"T_d58ca_row11_col0\" class=\"data row11 col0\" > 1.85</td>\n",
-       "                        <td id=\"T_d58ca_row11_col1\" class=\"data row11 col1\" > 0.647</td>\n",
-       "                        <td id=\"T_d58ca_row11_col2\" class=\"data row11 col2\" > 2.86</td>\n",
-       "                        <td id=\"T_d58ca_row11_col3\" class=\"data row11 col3\" >**</td>\n",
-       "                        <td id=\"T_d58ca_row11_col4\" class=\"data row11 col4\" > NA</td>\n",
-       "                        <td id=\"T_d58ca_row11_col5\" class=\"data row11 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_d58ca_row11_col6\" class=\"data row11 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d58ca_level0_row12\" class=\"row_heading level0 row12\" >coef_arrival_constants_pm_peak_2</th>\n",
-       "                        <td id=\"T_d58ca_row12_col0\" class=\"data row12 col0\" > 1.52</td>\n",
-       "                        <td id=\"T_d58ca_row12_col1\" class=\"data row12 col1\" > 0.532</td>\n",
-       "                        <td id=\"T_d58ca_row12_col2\" class=\"data row12 col2\" > 2.85</td>\n",
-       "                        <td id=\"T_d58ca_row12_col3\" class=\"data row12 col3\" >**</td>\n",
-       "                        <td id=\"T_d58ca_row12_col4\" class=\"data row12 col4\" > NA</td>\n",
-       "                        <td id=\"T_d58ca_row12_col5\" class=\"data row12 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_d58ca_row12_col6\" class=\"data row12 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d58ca_level0_row13\" class=\"row_heading level0 row13\" >coef_arrival_constants_pm_peak_3</th>\n",
-       "                        <td id=\"T_d58ca_row13_col0\" class=\"data row13 col0\" > 0.00</td>\n",
-       "                        <td id=\"T_d58ca_row13_col1\" class=\"data row13 col1\" > NA</td>\n",
-       "                        <td id=\"T_d58ca_row13_col2\" class=\"data row13 col2\" > NA</td>\n",
-       "                        <td id=\"T_d58ca_row13_col3\" class=\"data row13 col3\" ></td>\n",
-       "                        <td id=\"T_d58ca_row13_col4\" class=\"data row13 col4\" > NA</td>\n",
-       "                        <td id=\"T_d58ca_row13_col5\" class=\"data row13 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_d58ca_row13_col6\" class=\"data row13 col6\" >fixed value</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d58ca_level0_row14\" class=\"row_heading level0 row14\" >coef_arrival_constants_pm_peak_4</th>\n",
-       "                        <td id=\"T_d58ca_row14_col0\" class=\"data row14 col0\" >-1.18</td>\n",
-       "                        <td id=\"T_d58ca_row14_col1\" class=\"data row14 col1\" > 0.567</td>\n",
-       "                        <td id=\"T_d58ca_row14_col2\" class=\"data row14 col2\" >-2.08</td>\n",
-       "                        <td id=\"T_d58ca_row14_col3\" class=\"data row14 col3\" >*</td>\n",
-       "                        <td id=\"T_d58ca_row14_col4\" class=\"data row14 col4\" > NA</td>\n",
-       "                        <td id=\"T_d58ca_row14_col5\" class=\"data row14 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_d58ca_row14_col6\" class=\"data row14 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d58ca_level0_row15\" class=\"row_heading level0 row15\" >coef_departure_constants_am_peak_1</th>\n",
-       "                        <td id=\"T_d58ca_row15_col0\" class=\"data row15 col0\" >-25.0</td>\n",
-       "                        <td id=\"T_d58ca_row15_col1\" class=\"data row15 col1\" > NA</td>\n",
-       "                        <td id=\"T_d58ca_row15_col2\" class=\"data row15 col2\" > NA</td>\n",
-       "                        <td id=\"T_d58ca_row15_col3\" class=\"data row15 col3\" >[***]</td>\n",
-       "                        <td id=\"T_d58ca_row15_col4\" class=\"data row15 col4\" > BIG</td>\n",
-       "                        <td id=\"T_d58ca_row15_col5\" class=\"data row15 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_d58ca_row15_col6\" class=\"data row15 col6\" >coef_departure_constants_am_peak_1 ≥ -25.0</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d58ca_level0_row16\" class=\"row_heading level0 row16\" >coef_departure_constants_am_peak_2</th>\n",
-       "                        <td id=\"T_d58ca_row16_col0\" class=\"data row16 col0\" >-4.24</td>\n",
-       "                        <td id=\"T_d58ca_row16_col1\" class=\"data row16 col1\" > 1.90</td>\n",
-       "                        <td id=\"T_d58ca_row16_col2\" class=\"data row16 col2\" >-2.23</td>\n",
-       "                        <td id=\"T_d58ca_row16_col3\" class=\"data row16 col3\" >*</td>\n",
-       "                        <td id=\"T_d58ca_row16_col4\" class=\"data row16 col4\" > NA</td>\n",
-       "                        <td id=\"T_d58ca_row16_col5\" class=\"data row16 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_d58ca_row16_col6\" class=\"data row16 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d58ca_level0_row17\" class=\"row_heading level0 row17\" >coef_departure_constants_am_peak_3</th>\n",
-       "                        <td id=\"T_d58ca_row17_col0\" class=\"data row17 col0\" > 0.806</td>\n",
-       "                        <td id=\"T_d58ca_row17_col1\" class=\"data row17 col1\" > 1.29</td>\n",
-       "                        <td id=\"T_d58ca_row17_col2\" class=\"data row17 col2\" > 0.62</td>\n",
-       "                        <td id=\"T_d58ca_row17_col3\" class=\"data row17 col3\" ></td>\n",
-       "                        <td id=\"T_d58ca_row17_col4\" class=\"data row17 col4\" > NA</td>\n",
-       "                        <td id=\"T_d58ca_row17_col5\" class=\"data row17 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_d58ca_row17_col6\" class=\"data row17 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d58ca_level0_row18\" class=\"row_heading level0 row18\" >coef_departure_constants_am_peak_4</th>\n",
-       "                        <td id=\"T_d58ca_row18_col0\" class=\"data row18 col0\" > 1.41</td>\n",
-       "                        <td id=\"T_d58ca_row18_col1\" class=\"data row18 col1\" > 0.775</td>\n",
-       "                        <td id=\"T_d58ca_row18_col2\" class=\"data row18 col2\" > 1.82</td>\n",
-       "                        <td id=\"T_d58ca_row18_col3\" class=\"data row18 col3\" ></td>\n",
-       "                        <td id=\"T_d58ca_row18_col4\" class=\"data row18 col4\" > NA</td>\n",
-       "                        <td id=\"T_d58ca_row18_col5\" class=\"data row18 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_d58ca_row18_col6\" class=\"data row18 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d58ca_level0_row19\" class=\"row_heading level0 row19\" >coef_departure_constants_early</th>\n",
-       "                        <td id=\"T_d58ca_row19_col0\" class=\"data row19 col0\" >-24.4</td>\n",
-       "                        <td id=\"T_d58ca_row19_col1\" class=\"data row19 col1\" > 1.04</td>\n",
-       "                        <td id=\"T_d58ca_row19_col2\" class=\"data row19 col2\" >-23.39</td>\n",
-       "                        <td id=\"T_d58ca_row19_col3\" class=\"data row19 col3\" >***</td>\n",
-       "                        <td id=\"T_d58ca_row19_col4\" class=\"data row19 col4\" > NA</td>\n",
-       "                        <td id=\"T_d58ca_row19_col5\" class=\"data row19 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_d58ca_row19_col6\" class=\"data row19 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d58ca_level0_row20\" class=\"row_heading level0 row20\" >coef_departure_constants_evening</th>\n",
-       "                        <td id=\"T_d58ca_row20_col0\" class=\"data row20 col0\" >-14.6</td>\n",
-       "                        <td id=\"T_d58ca_row20_col1\" class=\"data row20 col1\" > 2.93</td>\n",
-       "                        <td id=\"T_d58ca_row20_col2\" class=\"data row20 col2\" >-4.96</td>\n",
-       "                        <td id=\"T_d58ca_row20_col3\" class=\"data row20 col3\" >***</td>\n",
-       "                        <td id=\"T_d58ca_row20_col4\" class=\"data row20 col4\" > NA</td>\n",
-       "                        <td id=\"T_d58ca_row20_col5\" class=\"data row20 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_d58ca_row20_col6\" class=\"data row20 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d58ca_level0_row21\" class=\"row_heading level0 row21\" >coef_departure_constants_late</th>\n",
-       "                        <td id=\"T_d58ca_row21_col0\" class=\"data row21 col0\" >-20.4</td>\n",
-       "                        <td id=\"T_d58ca_row21_col1\" class=\"data row21 col1\" > 42.5</td>\n",
-       "                        <td id=\"T_d58ca_row21_col2\" class=\"data row21 col2\" >-0.48</td>\n",
-       "                        <td id=\"T_d58ca_row21_col3\" class=\"data row21 col3\" ></td>\n",
-       "                        <td id=\"T_d58ca_row21_col4\" class=\"data row21 col4\" > NA</td>\n",
-       "                        <td id=\"T_d58ca_row21_col5\" class=\"data row21 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_d58ca_row21_col6\" class=\"data row21 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d58ca_level0_row22\" class=\"row_heading level0 row22\" >coef_departure_constants_midday_1</th>\n",
-       "                        <td id=\"T_d58ca_row22_col0\" class=\"data row22 col0\" > 0.00</td>\n",
-       "                        <td id=\"T_d58ca_row22_col1\" class=\"data row22 col1\" > NA</td>\n",
-       "                        <td id=\"T_d58ca_row22_col2\" class=\"data row22 col2\" > NA</td>\n",
-       "                        <td id=\"T_d58ca_row22_col3\" class=\"data row22 col3\" ></td>\n",
-       "                        <td id=\"T_d58ca_row22_col4\" class=\"data row22 col4\" > NA</td>\n",
-       "                        <td id=\"T_d58ca_row22_col5\" class=\"data row22 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_d58ca_row22_col6\" class=\"data row22 col6\" >fixed value</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d58ca_level0_row23\" class=\"row_heading level0 row23\" >coef_departure_constants_midday_2</th>\n",
-       "                        <td id=\"T_d58ca_row23_col0\" class=\"data row23 col0\" >-4.50</td>\n",
-       "                        <td id=\"T_d58ca_row23_col1\" class=\"data row23 col1\" > 1.17</td>\n",
-       "                        <td id=\"T_d58ca_row23_col2\" class=\"data row23 col2\" >-3.85</td>\n",
-       "                        <td id=\"T_d58ca_row23_col3\" class=\"data row23 col3\" >***</td>\n",
-       "                        <td id=\"T_d58ca_row23_col4\" class=\"data row23 col4\" > NA</td>\n",
-       "                        <td id=\"T_d58ca_row23_col5\" class=\"data row23 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_d58ca_row23_col6\" class=\"data row23 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d58ca_level0_row24\" class=\"row_heading level0 row24\" >coef_departure_constants_pm_peak</th>\n",
-       "                        <td id=\"T_d58ca_row24_col0\" class=\"data row24 col0\" >-12.6</td>\n",
-       "                        <td id=\"T_d58ca_row24_col1\" class=\"data row24 col1\" > 2.65</td>\n",
-       "                        <td id=\"T_d58ca_row24_col2\" class=\"data row24 col2\" >-4.77</td>\n",
-       "                        <td id=\"T_d58ca_row24_col3\" class=\"data row24 col3\" >***</td>\n",
-       "                        <td id=\"T_d58ca_row24_col4\" class=\"data row24 col4\" > NA</td>\n",
-       "                        <td id=\"T_d58ca_row24_col5\" class=\"data row24 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_d58ca_row24_col6\" class=\"data row24 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d58ca_level0_row25\" class=\"row_heading level0 row25\" >coef_destination_in_cbd_duration_shift_effects</th>\n",
-       "                        <td id=\"T_d58ca_row25_col0\" class=\"data row25 col0\" > 0.572</td>\n",
-       "                        <td id=\"T_d58ca_row25_col1\" class=\"data row25 col1\" > 0.222</td>\n",
-       "                        <td id=\"T_d58ca_row25_col2\" class=\"data row25 col2\" > 2.58</td>\n",
-       "                        <td id=\"T_d58ca_row25_col3\" class=\"data row25 col3\" >**</td>\n",
-       "                        <td id=\"T_d58ca_row25_col4\" class=\"data row25 col4\" > NA</td>\n",
-       "                        <td id=\"T_d58ca_row25_col5\" class=\"data row25 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_d58ca_row25_col6\" class=\"data row25 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d58ca_level0_row26\" class=\"row_heading level0 row26\" >coef_discretionary_tour_duration_lt_2_hours</th>\n",
-       "                        <td id=\"T_d58ca_row26_col0\" class=\"data row26 col0\" >-1.02</td>\n",
-       "                        <td id=\"T_d58ca_row26_col1\" class=\"data row26 col1\" > 1.10</td>\n",
-       "                        <td id=\"T_d58ca_row26_col2\" class=\"data row26 col2\" >-0.93</td>\n",
-       "                        <td id=\"T_d58ca_row26_col3\" class=\"data row26 col3\" ></td>\n",
-       "                        <td id=\"T_d58ca_row26_col4\" class=\"data row26 col4\" > NA</td>\n",
-       "                        <td id=\"T_d58ca_row26_col5\" class=\"data row26 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_d58ca_row26_col6\" class=\"data row26 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d58ca_level0_row27\" class=\"row_heading level0 row27\" >coef_duration_constants_0_to_1_hours</th>\n",
-       "                        <td id=\"T_d58ca_row27_col0\" class=\"data row27 col0\" >-2.75</td>\n",
-       "                        <td id=\"T_d58ca_row27_col1\" class=\"data row27 col1\" > 0.678</td>\n",
-       "                        <td id=\"T_d58ca_row27_col2\" class=\"data row27 col2\" >-4.05</td>\n",
-       "                        <td id=\"T_d58ca_row27_col3\" class=\"data row27 col3\" >***</td>\n",
-       "                        <td id=\"T_d58ca_row27_col4\" class=\"data row27 col4\" > NA</td>\n",
-       "                        <td id=\"T_d58ca_row27_col5\" class=\"data row27 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_d58ca_row27_col6\" class=\"data row27 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d58ca_level0_row28\" class=\"row_heading level0 row28\" >coef_duration_constants_11_to_13_hours</th>\n",
-       "                        <td id=\"T_d58ca_row28_col0\" class=\"data row28 col0\" >-6.16</td>\n",
-       "                        <td id=\"T_d58ca_row28_col1\" class=\"data row28 col1\" > 52.7</td>\n",
-       "                        <td id=\"T_d58ca_row28_col2\" class=\"data row28 col2\" >-0.12</td>\n",
-       "                        <td id=\"T_d58ca_row28_col3\" class=\"data row28 col3\" ></td>\n",
-       "                        <td id=\"T_d58ca_row28_col4\" class=\"data row28 col4\" > NA</td>\n",
-       "                        <td id=\"T_d58ca_row28_col5\" class=\"data row28 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_d58ca_row28_col6\" class=\"data row28 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d58ca_level0_row29\" class=\"row_heading level0 row29\" >coef_duration_constants_14_to_18_hours</th>\n",
-       "                        <td id=\"T_d58ca_row29_col0\" class=\"data row29 col0\" >-2.80</td>\n",
-       "                        <td id=\"T_d58ca_row29_col1\" class=\"data row29 col1\" > 75.2</td>\n",
-       "                        <td id=\"T_d58ca_row29_col2\" class=\"data row29 col2\" >-0.04</td>\n",
-       "                        <td id=\"T_d58ca_row29_col3\" class=\"data row29 col3\" ></td>\n",
-       "                        <td id=\"T_d58ca_row29_col4\" class=\"data row29 col4\" > NA</td>\n",
-       "                        <td id=\"T_d58ca_row29_col5\" class=\"data row29 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_d58ca_row29_col6\" class=\"data row29 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d58ca_level0_row30\" class=\"row_heading level0 row30\" >coef_duration_constants_2_to_3_hours</th>\n",
-       "                        <td id=\"T_d58ca_row30_col0\" class=\"data row30 col0\" > 0.00</td>\n",
-       "                        <td id=\"T_d58ca_row30_col1\" class=\"data row30 col1\" > NA</td>\n",
-       "                        <td id=\"T_d58ca_row30_col2\" class=\"data row30 col2\" > NA</td>\n",
-       "                        <td id=\"T_d58ca_row30_col3\" class=\"data row30 col3\" ></td>\n",
-       "                        <td id=\"T_d58ca_row30_col4\" class=\"data row30 col4\" > NA</td>\n",
-       "                        <td id=\"T_d58ca_row30_col5\" class=\"data row30 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_d58ca_row30_col6\" class=\"data row30 col6\" >fixed value</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d58ca_level0_row31\" class=\"row_heading level0 row31\" >coef_duration_constants_4_to_5_hours</th>\n",
-       "                        <td id=\"T_d58ca_row31_col0\" class=\"data row31 col0\" > 0.301</td>\n",
-       "                        <td id=\"T_d58ca_row31_col1\" class=\"data row31 col1\" > 0.552</td>\n",
-       "                        <td id=\"T_d58ca_row31_col2\" class=\"data row31 col2\" > 0.55</td>\n",
-       "                        <td id=\"T_d58ca_row31_col3\" class=\"data row31 col3\" ></td>\n",
-       "                        <td id=\"T_d58ca_row31_col4\" class=\"data row31 col4\" > NA</td>\n",
-       "                        <td id=\"T_d58ca_row31_col5\" class=\"data row31 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_d58ca_row31_col6\" class=\"data row31 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d58ca_level0_row32\" class=\"row_heading level0 row32\" >coef_duration_constants_6_to_7_hours</th>\n",
-       "                        <td id=\"T_d58ca_row32_col0\" class=\"data row32 col0\" > 0.144</td>\n",
-       "                        <td id=\"T_d58ca_row32_col1\" class=\"data row32 col1\" > 1.03</td>\n",
-       "                        <td id=\"T_d58ca_row32_col2\" class=\"data row32 col2\" > 0.14</td>\n",
-       "                        <td id=\"T_d58ca_row32_col3\" class=\"data row32 col3\" ></td>\n",
-       "                        <td id=\"T_d58ca_row32_col4\" class=\"data row32 col4\" > NA</td>\n",
-       "                        <td id=\"T_d58ca_row32_col5\" class=\"data row32 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_d58ca_row32_col6\" class=\"data row32 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d58ca_level0_row33\" class=\"row_heading level0 row33\" >coef_duration_constants_8_to_10_hours</th>\n",
-       "                        <td id=\"T_d58ca_row33_col0\" class=\"data row33 col0\" >-10.6</td>\n",
-       "                        <td id=\"T_d58ca_row33_col1\" class=\"data row33 col1\" > 198.</td>\n",
-       "                        <td id=\"T_d58ca_row33_col2\" class=\"data row33 col2\" >-0.05</td>\n",
-       "                        <td id=\"T_d58ca_row33_col3\" class=\"data row33 col3\" ></td>\n",
-       "                        <td id=\"T_d58ca_row33_col4\" class=\"data row33 col4\" > NA</td>\n",
-       "                        <td id=\"T_d58ca_row33_col5\" class=\"data row33 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_d58ca_row33_col6\" class=\"data row33 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d58ca_level0_row34\" class=\"row_heading level0 row34\" >coef_eat_out_tour_departure_shift_effects</th>\n",
-       "                        <td id=\"T_d58ca_row34_col0\" class=\"data row34 col0\" >-0.0246</td>\n",
-       "                        <td id=\"T_d58ca_row34_col1\" class=\"data row34 col1\" > 0.146</td>\n",
-       "                        <td id=\"T_d58ca_row34_col2\" class=\"data row34 col2\" >-0.17</td>\n",
-       "                        <td id=\"T_d58ca_row34_col3\" class=\"data row34 col3\" ></td>\n",
-       "                        <td id=\"T_d58ca_row34_col4\" class=\"data row34 col4\" > NA</td>\n",
-       "                        <td id=\"T_d58ca_row34_col5\" class=\"data row34 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_d58ca_row34_col6\" class=\"data row34 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d58ca_level0_row35\" class=\"row_heading level0 row35\" >coef_first_of_2_plus_tours_for_same_purpose_departure_shift_effect</th>\n",
-       "                        <td id=\"T_d58ca_row35_col0\" class=\"data row35 col0\" >-1.33</td>\n",
-       "                        <td id=\"T_d58ca_row35_col1\" class=\"data row35 col1\" > 0.662</td>\n",
-       "                        <td id=\"T_d58ca_row35_col2\" class=\"data row35 col2\" >-2.01</td>\n",
-       "                        <td id=\"T_d58ca_row35_col3\" class=\"data row35 col3\" >*</td>\n",
-       "                        <td id=\"T_d58ca_row35_col4\" class=\"data row35 col4\" > NA</td>\n",
-       "                        <td id=\"T_d58ca_row35_col5\" class=\"data row35 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_d58ca_row35_col6\" class=\"data row35 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d58ca_level0_row36\" class=\"row_heading level0 row36\" >coef_free_flow_round_trip_auto_time_shift_effects_duration</th>\n",
-       "                        <td id=\"T_d58ca_row36_col0\" class=\"data row36 col0\" > 0.0178</td>\n",
-       "                        <td id=\"T_d58ca_row36_col1\" class=\"data row36 col1\" > 0.00963</td>\n",
-       "                        <td id=\"T_d58ca_row36_col2\" class=\"data row36 col2\" > 1.84</td>\n",
-       "                        <td id=\"T_d58ca_row36_col3\" class=\"data row36 col3\" ></td>\n",
-       "                        <td id=\"T_d58ca_row36_col4\" class=\"data row36 col4\" > NA</td>\n",
-       "                        <td id=\"T_d58ca_row36_col5\" class=\"data row36 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_d58ca_row36_col6\" class=\"data row36 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d58ca_level0_row37\" class=\"row_heading level0 row37\" >coef_maintenance_tour_depart_before_7</th>\n",
-       "                        <td id=\"T_d58ca_row37_col0\" class=\"data row37 col0\" > 1.15</td>\n",
-       "                        <td id=\"T_d58ca_row37_col1\" class=\"data row37 col1\" > 1.69</td>\n",
-       "                        <td id=\"T_d58ca_row37_col2\" class=\"data row37 col2\" > 0.68</td>\n",
-       "                        <td id=\"T_d58ca_row37_col3\" class=\"data row37 col3\" ></td>\n",
-       "                        <td id=\"T_d58ca_row37_col4\" class=\"data row37 col4\" > NA</td>\n",
-       "                        <td id=\"T_d58ca_row37_col5\" class=\"data row37 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_d58ca_row37_col6\" class=\"data row37 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d58ca_level0_row38\" class=\"row_heading level0 row38\" >coef_maintenance_tour_departure_shift_effects</th>\n",
-       "                        <td id=\"T_d58ca_row38_col0\" class=\"data row38 col0\" >-0.159</td>\n",
-       "                        <td id=\"T_d58ca_row38_col1\" class=\"data row38 col1\" > 0.129</td>\n",
-       "                        <td id=\"T_d58ca_row38_col2\" class=\"data row38 col2\" >-1.23</td>\n",
-       "                        <td id=\"T_d58ca_row38_col3\" class=\"data row38 col3\" ></td>\n",
-       "                        <td id=\"T_d58ca_row38_col4\" class=\"data row38 col4\" > NA</td>\n",
-       "                        <td id=\"T_d58ca_row38_col5\" class=\"data row38 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_d58ca_row38_col6\" class=\"data row38 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d58ca_level0_row39\" class=\"row_heading level0 row39\" >coef_maintenance_tour_duration_shift_effects</th>\n",
-       "                        <td id=\"T_d58ca_row39_col0\" class=\"data row39 col0\" >-0.146</td>\n",
-       "                        <td id=\"T_d58ca_row39_col1\" class=\"data row39 col1\" > 0.234</td>\n",
-       "                        <td id=\"T_d58ca_row39_col2\" class=\"data row39 col2\" >-0.62</td>\n",
-       "                        <td id=\"T_d58ca_row39_col3\" class=\"data row39 col3\" ></td>\n",
-       "                        <td id=\"T_d58ca_row39_col4\" class=\"data row39 col4\" > NA</td>\n",
-       "                        <td id=\"T_d58ca_row39_col5\" class=\"data row39 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_d58ca_row39_col6\" class=\"data row39 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d58ca_level0_row40\" class=\"row_heading level0 row40\" >coef_number_of_joint_tours_departure_shift_effects</th>\n",
-       "                        <td id=\"T_d58ca_row40_col0\" class=\"data row40 col0\" > 1.36</td>\n",
-       "                        <td id=\"T_d58ca_row40_col1\" class=\"data row40 col1\" > 0.199</td>\n",
-       "                        <td id=\"T_d58ca_row40_col2\" class=\"data row40 col2\" > 6.82</td>\n",
-       "                        <td id=\"T_d58ca_row40_col3\" class=\"data row40 col3\" >***</td>\n",
-       "                        <td id=\"T_d58ca_row40_col4\" class=\"data row40 col4\" > NA</td>\n",
-       "                        <td id=\"T_d58ca_row40_col5\" class=\"data row40 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_d58ca_row40_col6\" class=\"data row40 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d58ca_level0_row41\" class=\"row_heading level0 row41\" >coef_number_of_mandatory_tours_departure_shift_effects</th>\n",
-       "                        <td id=\"T_d58ca_row41_col0\" class=\"data row41 col0\" > 0.0763</td>\n",
-       "                        <td id=\"T_d58ca_row41_col1\" class=\"data row41 col1\" > 0.0738</td>\n",
-       "                        <td id=\"T_d58ca_row41_col2\" class=\"data row41 col2\" > 1.03</td>\n",
-       "                        <td id=\"T_d58ca_row41_col3\" class=\"data row41 col3\" ></td>\n",
-       "                        <td id=\"T_d58ca_row41_col4\" class=\"data row41 col4\" > NA</td>\n",
-       "                        <td id=\"T_d58ca_row41_col5\" class=\"data row41 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_d58ca_row41_col6\" class=\"data row41 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d58ca_level0_row42\" class=\"row_heading level0 row42\" >coef_school_child_age_16_plus_departure_shift_effects</th>\n",
-       "                        <td id=\"T_d58ca_row42_col0\" class=\"data row42 col0\" > 0.0727</td>\n",
-       "                        <td id=\"T_d58ca_row42_col1\" class=\"data row42 col1\" > 6.26e-07</td>\n",
-       "                        <td id=\"T_d58ca_row42_col2\" class=\"data row42 col2\" > BIG</td>\n",
-       "                        <td id=\"T_d58ca_row42_col3\" class=\"data row42 col3\" >***</td>\n",
-       "                        <td id=\"T_d58ca_row42_col4\" class=\"data row42 col4\" > NA</td>\n",
-       "                        <td id=\"T_d58ca_row42_col5\" class=\"data row42 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_d58ca_row42_col6\" class=\"data row42 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d58ca_level0_row43\" class=\"row_heading level0 row43\" >coef_school_child_age_16_plus_duration_shift_effects</th>\n",
-       "                        <td id=\"T_d58ca_row43_col0\" class=\"data row43 col0\" > 0.209</td>\n",
-       "                        <td id=\"T_d58ca_row43_col1\" class=\"data row43 col1\" > 2.94e-07</td>\n",
-       "                        <td id=\"T_d58ca_row43_col2\" class=\"data row43 col2\" > BIG</td>\n",
-       "                        <td id=\"T_d58ca_row43_col3\" class=\"data row43 col3\" >***</td>\n",
-       "                        <td id=\"T_d58ca_row43_col4\" class=\"data row43 col4\" > NA</td>\n",
-       "                        <td id=\"T_d58ca_row43_col5\" class=\"data row43 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_d58ca_row43_col6\" class=\"data row43 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d58ca_level0_row44\" class=\"row_heading level0 row44\" >coef_school_child_age_under_16_departure_shift_effects</th>\n",
-       "                        <td id=\"T_d58ca_row44_col0\" class=\"data row44 col0\" > 0.239</td>\n",
-       "                        <td id=\"T_d58ca_row44_col1\" class=\"data row44 col1\" > 0.289</td>\n",
-       "                        <td id=\"T_d58ca_row44_col2\" class=\"data row44 col2\" > 0.83</td>\n",
-       "                        <td id=\"T_d58ca_row44_col3\" class=\"data row44 col3\" ></td>\n",
-       "                        <td id=\"T_d58ca_row44_col4\" class=\"data row44 col4\" > NA</td>\n",
-       "                        <td id=\"T_d58ca_row44_col5\" class=\"data row44 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_d58ca_row44_col6\" class=\"data row44 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d58ca_level0_row45\" class=\"row_heading level0 row45\" >coef_school_child_age_under_16_duration_shift_effects</th>\n",
-       "                        <td id=\"T_d58ca_row45_col0\" class=\"data row45 col0\" >-0.568</td>\n",
-       "                        <td id=\"T_d58ca_row45_col1\" class=\"data row45 col1\" > 0.535</td>\n",
-       "                        <td id=\"T_d58ca_row45_col2\" class=\"data row45 col2\" >-1.06</td>\n",
-       "                        <td id=\"T_d58ca_row45_col3\" class=\"data row45 col3\" ></td>\n",
-       "                        <td id=\"T_d58ca_row45_col4\" class=\"data row45 col4\" > NA</td>\n",
-       "                        <td id=\"T_d58ca_row45_col5\" class=\"data row45 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_d58ca_row45_col6\" class=\"data row45 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d58ca_level0_row46\" class=\"row_heading level0 row46\" >coef_school_child_under_16_arrive_after_22</th>\n",
-       "                        <td id=\"T_d58ca_row46_col0\" class=\"data row46 col0\" >-6.15</td>\n",
-       "                        <td id=\"T_d58ca_row46_col1\" class=\"data row46 col1\" > 102.</td>\n",
-       "                        <td id=\"T_d58ca_row46_col2\" class=\"data row46 col2\" >-0.06</td>\n",
-       "                        <td id=\"T_d58ca_row46_col3\" class=\"data row46 col3\" ></td>\n",
-       "                        <td id=\"T_d58ca_row46_col4\" class=\"data row46 col4\" > NA</td>\n",
-       "                        <td id=\"T_d58ca_row46_col5\" class=\"data row46 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_d58ca_row46_col6\" class=\"data row46 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d58ca_level0_row47\" class=\"row_heading level0 row47\" >coef_shopping_tour_arrive_after_22</th>\n",
-       "                        <td id=\"T_d58ca_row47_col0\" class=\"data row47 col0\" >-7.22</td>\n",
-       "                        <td id=\"T_d58ca_row47_col1\" class=\"data row47 col1\" > 118.</td>\n",
-       "                        <td id=\"T_d58ca_row47_col2\" class=\"data row47 col2\" >-0.06</td>\n",
-       "                        <td id=\"T_d58ca_row47_col3\" class=\"data row47 col3\" ></td>\n",
-       "                        <td id=\"T_d58ca_row47_col4\" class=\"data row47 col4\" > NA</td>\n",
-       "                        <td id=\"T_d58ca_row47_col5\" class=\"data row47 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_d58ca_row47_col6\" class=\"data row47 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d58ca_level0_row48\" class=\"row_heading level0 row48\" >coef_shopping_tour_depart_before_8</th>\n",
-       "                        <td id=\"T_d58ca_row48_col0\" class=\"data row48 col0\" > 1.46</td>\n",
-       "                        <td id=\"T_d58ca_row48_col1\" class=\"data row48 col1\" > 2.09</td>\n",
-       "                        <td id=\"T_d58ca_row48_col2\" class=\"data row48 col2\" > 0.70</td>\n",
-       "                        <td id=\"T_d58ca_row48_col3\" class=\"data row48 col3\" ></td>\n",
-       "                        <td id=\"T_d58ca_row48_col4\" class=\"data row48 col4\" > NA</td>\n",
-       "                        <td id=\"T_d58ca_row48_col5\" class=\"data row48 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_d58ca_row48_col6\" class=\"data row48 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d58ca_level0_row49\" class=\"row_heading level0 row49\" >coef_shopping_tour_departure_shift_effects</th>\n",
-       "                        <td id=\"T_d58ca_row49_col0\" class=\"data row49 col0\" >-0.0456</td>\n",
-       "                        <td id=\"T_d58ca_row49_col1\" class=\"data row49 col1\" > 0.177</td>\n",
-       "                        <td id=\"T_d58ca_row49_col2\" class=\"data row49 col2\" >-0.26</td>\n",
-       "                        <td id=\"T_d58ca_row49_col3\" class=\"data row49 col3\" ></td>\n",
-       "                        <td id=\"T_d58ca_row49_col4\" class=\"data row49 col4\" > NA</td>\n",
-       "                        <td id=\"T_d58ca_row49_col5\" class=\"data row49 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_d58ca_row49_col6\" class=\"data row49 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d58ca_level0_row50\" class=\"row_heading level0 row50\" >coef_shopping_tour_duration_lt_2_hours</th>\n",
-       "                        <td id=\"T_d58ca_row50_col0\" class=\"data row50 col0\" > 0.189</td>\n",
-       "                        <td id=\"T_d58ca_row50_col1\" class=\"data row50 col1\" > 1.14</td>\n",
-       "                        <td id=\"T_d58ca_row50_col2\" class=\"data row50 col2\" > 0.17</td>\n",
-       "                        <td id=\"T_d58ca_row50_col3\" class=\"data row50 col3\" ></td>\n",
-       "                        <td id=\"T_d58ca_row50_col4\" class=\"data row50 col4\" > NA</td>\n",
-       "                        <td id=\"T_d58ca_row50_col5\" class=\"data row50 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_d58ca_row50_col6\" class=\"data row50 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d58ca_level0_row51\" class=\"row_heading level0 row51\" >coef_shopping_tour_duration_shift_effects</th>\n",
-       "                        <td id=\"T_d58ca_row51_col0\" class=\"data row51 col0\" >-0.360</td>\n",
-       "                        <td id=\"T_d58ca_row51_col1\" class=\"data row51 col1\" > 0.344</td>\n",
-       "                        <td id=\"T_d58ca_row51_col2\" class=\"data row51 col2\" >-1.04</td>\n",
-       "                        <td id=\"T_d58ca_row51_col3\" class=\"data row51 col3\" ></td>\n",
-       "                        <td id=\"T_d58ca_row51_col4\" class=\"data row51 col4\" > NA</td>\n",
-       "                        <td id=\"T_d58ca_row51_col5\" class=\"data row51 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_d58ca_row51_col6\" class=\"data row51 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d58ca_level0_row52\" class=\"row_heading level0 row52\" >coef_some_previously_scheduled_tour_begins_in_this_arrival_hour</th>\n",
-       "                        <td id=\"T_d58ca_row52_col0\" class=\"data row52 col0\" > 0.412</td>\n",
-       "                        <td id=\"T_d58ca_row52_col1\" class=\"data row52 col1\" > 0.861</td>\n",
-       "                        <td id=\"T_d58ca_row52_col2\" class=\"data row52 col2\" > 0.48</td>\n",
-       "                        <td id=\"T_d58ca_row52_col3\" class=\"data row52 col3\" ></td>\n",
-       "                        <td id=\"T_d58ca_row52_col4\" class=\"data row52 col4\" > NA</td>\n",
-       "                        <td id=\"T_d58ca_row52_col5\" class=\"data row52 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_d58ca_row52_col6\" class=\"data row52 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d58ca_level0_row53\" class=\"row_heading level0 row53\" >coef_some_previously_scheduled_tour_ends_in_this_departure_hour</th>\n",
-       "                        <td id=\"T_d58ca_row53_col0\" class=\"data row53 col0\" > 0.282</td>\n",
-       "                        <td id=\"T_d58ca_row53_col1\" class=\"data row53 col1\" > 0.440</td>\n",
-       "                        <td id=\"T_d58ca_row53_col2\" class=\"data row53 col2\" > 0.64</td>\n",
-       "                        <td id=\"T_d58ca_row53_col3\" class=\"data row53 col3\" ></td>\n",
-       "                        <td id=\"T_d58ca_row53_col4\" class=\"data row53 col4\" > NA</td>\n",
-       "                        <td id=\"T_d58ca_row53_col5\" class=\"data row53 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_d58ca_row53_col6\" class=\"data row53 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d58ca_level0_row54\" class=\"row_heading level0 row54\" >coef_subsequent_of_2_plus_tours_for_same_purpose_duration_shift_effect</th>\n",
-       "                        <td id=\"T_d58ca_row54_col0\" class=\"data row54 col0\" > 0.191</td>\n",
-       "                        <td id=\"T_d58ca_row54_col1\" class=\"data row54 col1\" > 0.745</td>\n",
-       "                        <td id=\"T_d58ca_row54_col2\" class=\"data row54 col2\" > 0.26</td>\n",
-       "                        <td id=\"T_d58ca_row54_col3\" class=\"data row54 col3\" ></td>\n",
-       "                        <td id=\"T_d58ca_row54_col4\" class=\"data row54 col4\" > NA</td>\n",
-       "                        <td id=\"T_d58ca_row54_col5\" class=\"data row54 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_d58ca_row54_col6\" class=\"data row54 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d58ca_level0_row55\" class=\"row_heading level0 row55\" >coef_unavailable</th>\n",
-       "                        <td id=\"T_d58ca_row55_col0\" class=\"data row55 col0\" >-999.</td>\n",
-       "                        <td id=\"T_d58ca_row55_col1\" class=\"data row55 col1\" > NA</td>\n",
-       "                        <td id=\"T_d58ca_row55_col2\" class=\"data row55 col2\" > NA</td>\n",
-       "                        <td id=\"T_d58ca_row55_col3\" class=\"data row55 col3\" ></td>\n",
-       "                        <td id=\"T_d58ca_row55_col4\" class=\"data row55 col4\" > NA</td>\n",
-       "                        <td id=\"T_d58ca_row55_col5\" class=\"data row55 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_d58ca_row55_col6\" class=\"data row55 col6\" >fixed value</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d58ca_level0_row56\" class=\"row_heading level0 row56\" >coef_university_student_arrive_after_22</th>\n",
-       "                        <td id=\"T_d58ca_row56_col0\" class=\"data row56 col0\" >-9.18</td>\n",
-       "                        <td id=\"T_d58ca_row56_col1\" class=\"data row56 col1\" > 675.</td>\n",
-       "                        <td id=\"T_d58ca_row56_col2\" class=\"data row56 col2\" >-0.01</td>\n",
-       "                        <td id=\"T_d58ca_row56_col3\" class=\"data row56 col3\" ></td>\n",
-       "                        <td id=\"T_d58ca_row56_col4\" class=\"data row56 col4\" > NA</td>\n",
-       "                        <td id=\"T_d58ca_row56_col5\" class=\"data row56 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_d58ca_row56_col6\" class=\"data row56 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d58ca_level0_row57\" class=\"row_heading level0 row57\" >coef_visit_tour_departure_shift_effects</th>\n",
-       "                        <td id=\"T_d58ca_row57_col0\" class=\"data row57 col0\" >-0.110</td>\n",
-       "                        <td id=\"T_d58ca_row57_col1\" class=\"data row57 col1\" > 0.135</td>\n",
-       "                        <td id=\"T_d58ca_row57_col2\" class=\"data row57 col2\" >-0.81</td>\n",
-       "                        <td id=\"T_d58ca_row57_col3\" class=\"data row57 col3\" ></td>\n",
-       "                        <td id=\"T_d58ca_row57_col4\" class=\"data row57 col4\" > NA</td>\n",
-       "                        <td id=\"T_d58ca_row57_col5\" class=\"data row57 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_d58ca_row57_col6\" class=\"data row57 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d58ca_level0_row58\" class=\"row_heading level0 row58\" >coef_visit_tour_duration_shift_effects</th>\n",
-       "                        <td id=\"T_d58ca_row58_col0\" class=\"data row58 col0\" >-0.124</td>\n",
-       "                        <td id=\"T_d58ca_row58_col1\" class=\"data row58 col1\" > 0.317</td>\n",
-       "                        <td id=\"T_d58ca_row58_col2\" class=\"data row58 col2\" >-0.39</td>\n",
-       "                        <td id=\"T_d58ca_row58_col3\" class=\"data row58 col3\" ></td>\n",
-       "                        <td id=\"T_d58ca_row58_col4\" class=\"data row58 col4\" > NA</td>\n",
-       "                        <td id=\"T_d58ca_row58_col5\" class=\"data row58 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_d58ca_row58_col6\" class=\"data row58 col6\" ></td>\n",
-       "            </tr>\n",
-       "    </tbody></table>"
+       "<style type=\"text/css\">\n",
+       "#T_cb2a7 th {\n",
+       "  vertical-align: top;\n",
+       "  text-align: left;\n",
+       "}\n",
+       "#T_cb2a7 td {\n",
+       "  vertical-align: top;\n",
+       "  text-align: left;\n",
+       "}\n",
+       "#T_cb2a7_row0_col0, #T_cb2a7_row0_col1, #T_cb2a7_row0_col2, #T_cb2a7_row0_col3, #T_cb2a7_row0_col4, #T_cb2a7_row1_col0, #T_cb2a7_row1_col1, #T_cb2a7_row1_col2, #T_cb2a7_row1_col3, #T_cb2a7_row1_col4, #T_cb2a7_row2_col0, #T_cb2a7_row2_col1, #T_cb2a7_row2_col2, #T_cb2a7_row2_col3, #T_cb2a7_row2_col4, #T_cb2a7_row3_col0, #T_cb2a7_row3_col1, #T_cb2a7_row3_col2, #T_cb2a7_row3_col3, #T_cb2a7_row3_col4, #T_cb2a7_row4_col0, #T_cb2a7_row4_col1, #T_cb2a7_row4_col2, #T_cb2a7_row4_col3, #T_cb2a7_row4_col4, #T_cb2a7_row5_col0, #T_cb2a7_row5_col1, #T_cb2a7_row5_col2, #T_cb2a7_row5_col3, #T_cb2a7_row5_col4, #T_cb2a7_row6_col0, #T_cb2a7_row6_col1, #T_cb2a7_row6_col2, #T_cb2a7_row6_col3, #T_cb2a7_row6_col4, #T_cb2a7_row7_col0, #T_cb2a7_row7_col1, #T_cb2a7_row7_col2, #T_cb2a7_row7_col3, #T_cb2a7_row7_col4, #T_cb2a7_row8_col0, #T_cb2a7_row8_col1, #T_cb2a7_row8_col2, #T_cb2a7_row8_col3, #T_cb2a7_row8_col4, #T_cb2a7_row9_col0, #T_cb2a7_row9_col1, #T_cb2a7_row9_col2, #T_cb2a7_row9_col3, #T_cb2a7_row9_col4, #T_cb2a7_row10_col0, #T_cb2a7_row10_col1, #T_cb2a7_row10_col2, #T_cb2a7_row10_col3, #T_cb2a7_row10_col4, #T_cb2a7_row11_col0, #T_cb2a7_row11_col1, #T_cb2a7_row11_col2, #T_cb2a7_row11_col3, #T_cb2a7_row11_col4, #T_cb2a7_row12_col0, #T_cb2a7_row12_col1, #T_cb2a7_row12_col2, #T_cb2a7_row12_col3, #T_cb2a7_row12_col4, #T_cb2a7_row13_col0, #T_cb2a7_row13_col1, #T_cb2a7_row13_col2, #T_cb2a7_row13_col3, #T_cb2a7_row13_col4, #T_cb2a7_row14_col0, #T_cb2a7_row14_col1, #T_cb2a7_row14_col2, #T_cb2a7_row14_col3, #T_cb2a7_row14_col4, #T_cb2a7_row15_col0, #T_cb2a7_row15_col1, #T_cb2a7_row15_col2, #T_cb2a7_row15_col3, #T_cb2a7_row15_col4, #T_cb2a7_row16_col0, #T_cb2a7_row16_col1, #T_cb2a7_row16_col2, #T_cb2a7_row16_col3, #T_cb2a7_row16_col4, #T_cb2a7_row17_col0, #T_cb2a7_row17_col1, #T_cb2a7_row17_col2, #T_cb2a7_row17_col3, #T_cb2a7_row17_col4, #T_cb2a7_row18_col0, #T_cb2a7_row18_col1, #T_cb2a7_row18_col2, #T_cb2a7_row18_col3, #T_cb2a7_row18_col4, #T_cb2a7_row19_col0, #T_cb2a7_row19_col1, #T_cb2a7_row19_col2, #T_cb2a7_row19_col3, #T_cb2a7_row19_col4, #T_cb2a7_row20_col0, #T_cb2a7_row20_col1, #T_cb2a7_row20_col2, #T_cb2a7_row20_col3, #T_cb2a7_row20_col4, #T_cb2a7_row21_col0, #T_cb2a7_row21_col1, #T_cb2a7_row21_col2, #T_cb2a7_row21_col3, #T_cb2a7_row21_col4, #T_cb2a7_row22_col0, #T_cb2a7_row22_col1, #T_cb2a7_row22_col2, #T_cb2a7_row22_col3, #T_cb2a7_row22_col4, #T_cb2a7_row23_col0, #T_cb2a7_row23_col1, #T_cb2a7_row23_col2, #T_cb2a7_row23_col3, #T_cb2a7_row23_col4, #T_cb2a7_row24_col0, #T_cb2a7_row24_col1, #T_cb2a7_row24_col2, #T_cb2a7_row24_col3, #T_cb2a7_row24_col4, #T_cb2a7_row25_col0, #T_cb2a7_row25_col1, #T_cb2a7_row25_col2, #T_cb2a7_row25_col3, #T_cb2a7_row25_col4, #T_cb2a7_row26_col0, #T_cb2a7_row26_col1, #T_cb2a7_row26_col2, #T_cb2a7_row26_col3, #T_cb2a7_row26_col4, #T_cb2a7_row27_col0, #T_cb2a7_row27_col1, #T_cb2a7_row27_col2, #T_cb2a7_row27_col3, #T_cb2a7_row27_col4, #T_cb2a7_row28_col0, #T_cb2a7_row28_col1, #T_cb2a7_row28_col2, #T_cb2a7_row28_col3, #T_cb2a7_row28_col4, #T_cb2a7_row29_col0, #T_cb2a7_row29_col1, #T_cb2a7_row29_col2, #T_cb2a7_row29_col3, #T_cb2a7_row29_col4, #T_cb2a7_row30_col0, #T_cb2a7_row30_col1, #T_cb2a7_row30_col2, #T_cb2a7_row30_col3, #T_cb2a7_row30_col4, #T_cb2a7_row31_col0, #T_cb2a7_row31_col1, #T_cb2a7_row31_col2, #T_cb2a7_row31_col3, #T_cb2a7_row31_col4, #T_cb2a7_row32_col0, #T_cb2a7_row32_col1, #T_cb2a7_row32_col2, #T_cb2a7_row32_col3, #T_cb2a7_row32_col4, #T_cb2a7_row33_col0, #T_cb2a7_row33_col1, #T_cb2a7_row33_col2, #T_cb2a7_row33_col3, #T_cb2a7_row33_col4, #T_cb2a7_row34_col0, #T_cb2a7_row34_col1, #T_cb2a7_row34_col2, #T_cb2a7_row34_col3, #T_cb2a7_row34_col4, #T_cb2a7_row35_col0, #T_cb2a7_row35_col1, #T_cb2a7_row35_col2, #T_cb2a7_row35_col3, #T_cb2a7_row35_col4, #T_cb2a7_row36_col0, #T_cb2a7_row36_col1, #T_cb2a7_row36_col2, #T_cb2a7_row36_col3, #T_cb2a7_row36_col4, #T_cb2a7_row37_col0, #T_cb2a7_row37_col1, #T_cb2a7_row37_col2, #T_cb2a7_row37_col3, #T_cb2a7_row37_col4, #T_cb2a7_row38_col0, #T_cb2a7_row38_col1, #T_cb2a7_row38_col2, #T_cb2a7_row38_col3, #T_cb2a7_row38_col4, #T_cb2a7_row39_col0, #T_cb2a7_row39_col1, #T_cb2a7_row39_col2, #T_cb2a7_row39_col3, #T_cb2a7_row39_col4, #T_cb2a7_row40_col0, #T_cb2a7_row40_col1, #T_cb2a7_row40_col2, #T_cb2a7_row40_col3, #T_cb2a7_row40_col4, #T_cb2a7_row41_col0, #T_cb2a7_row41_col1, #T_cb2a7_row41_col2, #T_cb2a7_row41_col3, #T_cb2a7_row41_col4, #T_cb2a7_row42_col0, #T_cb2a7_row42_col1, #T_cb2a7_row42_col2, #T_cb2a7_row42_col3, #T_cb2a7_row42_col4, #T_cb2a7_row43_col0, #T_cb2a7_row43_col1, #T_cb2a7_row43_col2, #T_cb2a7_row43_col3, #T_cb2a7_row43_col4, #T_cb2a7_row44_col0, #T_cb2a7_row44_col1, #T_cb2a7_row44_col2, #T_cb2a7_row44_col3, #T_cb2a7_row44_col4, #T_cb2a7_row45_col0, #T_cb2a7_row45_col1, #T_cb2a7_row45_col2, #T_cb2a7_row45_col3, #T_cb2a7_row45_col4, #T_cb2a7_row46_col0, #T_cb2a7_row46_col1, #T_cb2a7_row46_col2, #T_cb2a7_row46_col3, #T_cb2a7_row46_col4, #T_cb2a7_row47_col0, #T_cb2a7_row47_col1, #T_cb2a7_row47_col2, #T_cb2a7_row47_col3, #T_cb2a7_row47_col4, #T_cb2a7_row48_col0, #T_cb2a7_row48_col1, #T_cb2a7_row48_col2, #T_cb2a7_row48_col3, #T_cb2a7_row48_col4, #T_cb2a7_row49_col0, #T_cb2a7_row49_col1, #T_cb2a7_row49_col2, #T_cb2a7_row49_col3, #T_cb2a7_row49_col4, #T_cb2a7_row50_col0, #T_cb2a7_row50_col1, #T_cb2a7_row50_col2, #T_cb2a7_row50_col3, #T_cb2a7_row50_col4, #T_cb2a7_row51_col0, #T_cb2a7_row51_col1, #T_cb2a7_row51_col2, #T_cb2a7_row51_col3, #T_cb2a7_row51_col4, #T_cb2a7_row52_col0, #T_cb2a7_row52_col1, #T_cb2a7_row52_col2, #T_cb2a7_row52_col3, #T_cb2a7_row52_col4, #T_cb2a7_row53_col0, #T_cb2a7_row53_col1, #T_cb2a7_row53_col2, #T_cb2a7_row53_col3, #T_cb2a7_row53_col4, #T_cb2a7_row54_col0, #T_cb2a7_row54_col1, #T_cb2a7_row54_col2, #T_cb2a7_row54_col3, #T_cb2a7_row54_col4, #T_cb2a7_row55_col0, #T_cb2a7_row55_col1, #T_cb2a7_row55_col2, #T_cb2a7_row55_col3, #T_cb2a7_row55_col4, #T_cb2a7_row56_col0, #T_cb2a7_row56_col1, #T_cb2a7_row56_col2, #T_cb2a7_row56_col3, #T_cb2a7_row56_col4, #T_cb2a7_row57_col0, #T_cb2a7_row57_col1, #T_cb2a7_row57_col2, #T_cb2a7_row57_col3, #T_cb2a7_row57_col4, #T_cb2a7_row58_col0, #T_cb2a7_row58_col1, #T_cb2a7_row58_col2, #T_cb2a7_row58_col3, #T_cb2a7_row58_col4 {\n",
+       "  font-family: monospace;\n",
+       "}\n",
+       "</style>\n",
+       "<table id=\"T_cb2a7\">\n",
+       "  <thead>\n",
+       "    <tr>\n",
+       "      <th class=\"blank level0\" >&nbsp;</th>\n",
+       "      <th id=\"T_cb2a7_level0_col0\" class=\"col_heading level0 col0\" >Value</th>\n",
+       "      <th id=\"T_cb2a7_level0_col1\" class=\"col_heading level0 col1\" >Std Err</th>\n",
+       "      <th id=\"T_cb2a7_level0_col2\" class=\"col_heading level0 col2\" >t Stat</th>\n",
+       "      <th id=\"T_cb2a7_level0_col3\" class=\"col_heading level0 col3\" >Signif</th>\n",
+       "      <th id=\"T_cb2a7_level0_col4\" class=\"col_heading level0 col4\" >Null Value</th>\n",
+       "      <th id=\"T_cb2a7_level0_col5\" class=\"col_heading level0 col5\" >Constrained</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th class=\"index_name level0\" >Parameter</th>\n",
+       "      <th class=\"blank col0\" >&nbsp;</th>\n",
+       "      <th class=\"blank col1\" >&nbsp;</th>\n",
+       "      <th class=\"blank col2\" >&nbsp;</th>\n",
+       "      <th class=\"blank col3\" >&nbsp;</th>\n",
+       "      <th class=\"blank col4\" >&nbsp;</th>\n",
+       "      <th class=\"blank col5\" >&nbsp;</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th id=\"T_cb2a7_level0_row0\" class=\"row_heading level0 row0\" >coef_adjacent_window_exists_after_this_arrival_hour_first_tour_interaction</th>\n",
+       "      <td id=\"T_cb2a7_row0_col0\" class=\"data row0 col0\" > 0.801</td>\n",
+       "      <td id=\"T_cb2a7_row0_col1\" class=\"data row0 col1\" > 3.59</td>\n",
+       "      <td id=\"T_cb2a7_row0_col2\" class=\"data row0 col2\" > 0.22</td>\n",
+       "      <td id=\"T_cb2a7_row0_col3\" class=\"data row0 col3\" ></td>\n",
+       "      <td id=\"T_cb2a7_row0_col4\" class=\"data row0 col4\" > 0.00</td>\n",
+       "      <td id=\"T_cb2a7_row0_col5\" class=\"data row0 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_cb2a7_level0_row1\" class=\"row_heading level0 row1\" >coef_adjacent_window_exists_after_this_arrival_hour_second_tour_interaction</th>\n",
+       "      <td id=\"T_cb2a7_row1_col0\" class=\"data row1 col0\" > 0.494</td>\n",
+       "      <td id=\"T_cb2a7_row1_col1\" class=\"data row1 col1\" > 4.24</td>\n",
+       "      <td id=\"T_cb2a7_row1_col2\" class=\"data row1 col2\" > 0.12</td>\n",
+       "      <td id=\"T_cb2a7_row1_col3\" class=\"data row1 col3\" ></td>\n",
+       "      <td id=\"T_cb2a7_row1_col4\" class=\"data row1 col4\" > 0.00</td>\n",
+       "      <td id=\"T_cb2a7_row1_col5\" class=\"data row1 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_cb2a7_level0_row2\" class=\"row_heading level0 row2\" >coef_adjacent_window_exists_before_this_departure_hour_first_tour_interaction</th>\n",
+       "      <td id=\"T_cb2a7_row2_col0\" class=\"data row2 col0\" > 0.00884</td>\n",
+       "      <td id=\"T_cb2a7_row2_col1\" class=\"data row2 col1\" > 198.</td>\n",
+       "      <td id=\"T_cb2a7_row2_col2\" class=\"data row2 col2\" > 0.00</td>\n",
+       "      <td id=\"T_cb2a7_row2_col3\" class=\"data row2 col3\" ></td>\n",
+       "      <td id=\"T_cb2a7_row2_col4\" class=\"data row2 col4\" > 0.00</td>\n",
+       "      <td id=\"T_cb2a7_row2_col5\" class=\"data row2 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_cb2a7_level0_row3\" class=\"row_heading level0 row3\" >coef_adjacent_window_exists_before_this_departure_hour_second_tour_interaction</th>\n",
+       "      <td id=\"T_cb2a7_row3_col0\" class=\"data row3 col0\" >-0.550</td>\n",
+       "      <td id=\"T_cb2a7_row3_col1\" class=\"data row3 col1\" > 1.32</td>\n",
+       "      <td id=\"T_cb2a7_row3_col2\" class=\"data row3 col2\" >-0.42</td>\n",
+       "      <td id=\"T_cb2a7_row3_col3\" class=\"data row3 col3\" ></td>\n",
+       "      <td id=\"T_cb2a7_row3_col4\" class=\"data row3 col4\" > 0.00</td>\n",
+       "      <td id=\"T_cb2a7_row3_col5\" class=\"data row3 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_cb2a7_level0_row4\" class=\"row_heading level0 row4\" >coef_adult_with_children_in_hh_arrive_19_21</th>\n",
+       "      <td id=\"T_cb2a7_row4_col0\" class=\"data row4 col0\" >-0.0790</td>\n",
+       "      <td id=\"T_cb2a7_row4_col1\" class=\"data row4 col1\" > 0.205</td>\n",
+       "      <td id=\"T_cb2a7_row4_col2\" class=\"data row4 col2\" >-0.39</td>\n",
+       "      <td id=\"T_cb2a7_row4_col3\" class=\"data row4 col3\" ></td>\n",
+       "      <td id=\"T_cb2a7_row4_col4\" class=\"data row4 col4\" > 0.00</td>\n",
+       "      <td id=\"T_cb2a7_row4_col5\" class=\"data row4 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_cb2a7_level0_row5\" class=\"row_heading level0 row5\" >coef_arrival_constants_am_peak</th>\n",
+       "      <td id=\"T_cb2a7_row5_col0\" class=\"data row5 col0\" >-8.41</td>\n",
+       "      <td id=\"T_cb2a7_row5_col1\" class=\"data row5 col1\" > 19.7</td>\n",
+       "      <td id=\"T_cb2a7_row5_col2\" class=\"data row5 col2\" >-0.43</td>\n",
+       "      <td id=\"T_cb2a7_row5_col3\" class=\"data row5 col3\" ></td>\n",
+       "      <td id=\"T_cb2a7_row5_col4\" class=\"data row5 col4\" > 0.00</td>\n",
+       "      <td id=\"T_cb2a7_row5_col5\" class=\"data row5 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_cb2a7_level0_row6\" class=\"row_heading level0 row6\" >coef_arrival_constants_early</th>\n",
+       "      <td id=\"T_cb2a7_row6_col0\" class=\"data row6 col0\" >-6.76</td>\n",
+       "      <td id=\"T_cb2a7_row6_col1\" class=\"data row6 col1\" > 19.7</td>\n",
+       "      <td id=\"T_cb2a7_row6_col2\" class=\"data row6 col2\" >-0.34</td>\n",
+       "      <td id=\"T_cb2a7_row6_col3\" class=\"data row6 col3\" ></td>\n",
+       "      <td id=\"T_cb2a7_row6_col4\" class=\"data row6 col4\" > 0.00</td>\n",
+       "      <td id=\"T_cb2a7_row6_col5\" class=\"data row6 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_cb2a7_level0_row7\" class=\"row_heading level0 row7\" >coef_arrival_constants_evening</th>\n",
+       "      <td id=\"T_cb2a7_row7_col0\" class=\"data row7 col0\" >-2.68</td>\n",
+       "      <td id=\"T_cb2a7_row7_col1\" class=\"data row7 col1\" > 0.227</td>\n",
+       "      <td id=\"T_cb2a7_row7_col2\" class=\"data row7 col2\" >-11.78</td>\n",
+       "      <td id=\"T_cb2a7_row7_col3\" class=\"data row7 col3\" >***</td>\n",
+       "      <td id=\"T_cb2a7_row7_col4\" class=\"data row7 col4\" > 0.00</td>\n",
+       "      <td id=\"T_cb2a7_row7_col5\" class=\"data row7 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_cb2a7_level0_row8\" class=\"row_heading level0 row8\" >coef_arrival_constants_late</th>\n",
+       "      <td id=\"T_cb2a7_row8_col0\" class=\"data row8 col0\" >-4.19</td>\n",
+       "      <td id=\"T_cb2a7_row8_col1\" class=\"data row8 col1\" > 0.286</td>\n",
+       "      <td id=\"T_cb2a7_row8_col2\" class=\"data row8 col2\" >-14.65</td>\n",
+       "      <td id=\"T_cb2a7_row8_col3\" class=\"data row8 col3\" >***</td>\n",
+       "      <td id=\"T_cb2a7_row8_col4\" class=\"data row8 col4\" > 0.00</td>\n",
+       "      <td id=\"T_cb2a7_row8_col5\" class=\"data row8 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_cb2a7_level0_row9\" class=\"row_heading level0 row9\" >coef_arrival_constants_midday_1</th>\n",
+       "      <td id=\"T_cb2a7_row9_col0\" class=\"data row9 col0\" > 0.00</td>\n",
+       "      <td id=\"T_cb2a7_row9_col1\" class=\"data row9 col1\" > 0.00</td>\n",
+       "      <td id=\"T_cb2a7_row9_col2\" class=\"data row9 col2\" > NA</td>\n",
+       "      <td id=\"T_cb2a7_row9_col3\" class=\"data row9 col3\" ></td>\n",
+       "      <td id=\"T_cb2a7_row9_col4\" class=\"data row9 col4\" > 0.00</td>\n",
+       "      <td id=\"T_cb2a7_row9_col5\" class=\"data row9 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_cb2a7_level0_row10\" class=\"row_heading level0 row10\" >coef_arrival_constants_midday_2</th>\n",
+       "      <td id=\"T_cb2a7_row10_col0\" class=\"data row10 col0\" > 1.42</td>\n",
+       "      <td id=\"T_cb2a7_row10_col1\" class=\"data row10 col1\" > 0.133</td>\n",
+       "      <td id=\"T_cb2a7_row10_col2\" class=\"data row10 col2\" > 10.62</td>\n",
+       "      <td id=\"T_cb2a7_row10_col3\" class=\"data row10 col3\" >***</td>\n",
+       "      <td id=\"T_cb2a7_row10_col4\" class=\"data row10 col4\" > 0.00</td>\n",
+       "      <td id=\"T_cb2a7_row10_col5\" class=\"data row10 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_cb2a7_level0_row11\" class=\"row_heading level0 row11\" >coef_arrival_constants_pm_peak_1</th>\n",
+       "      <td id=\"T_cb2a7_row11_col0\" class=\"data row11 col0\" > 0.964</td>\n",
+       "      <td id=\"T_cb2a7_row11_col1\" class=\"data row11 col1\" > 0.146</td>\n",
+       "      <td id=\"T_cb2a7_row11_col2\" class=\"data row11 col2\" > 6.59</td>\n",
+       "      <td id=\"T_cb2a7_row11_col3\" class=\"data row11 col3\" >***</td>\n",
+       "      <td id=\"T_cb2a7_row11_col4\" class=\"data row11 col4\" > 0.00</td>\n",
+       "      <td id=\"T_cb2a7_row11_col5\" class=\"data row11 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_cb2a7_level0_row12\" class=\"row_heading level0 row12\" >coef_arrival_constants_pm_peak_2</th>\n",
+       "      <td id=\"T_cb2a7_row12_col0\" class=\"data row12 col0\" > 1.20</td>\n",
+       "      <td id=\"T_cb2a7_row12_col1\" class=\"data row12 col1\" > 0.131</td>\n",
+       "      <td id=\"T_cb2a7_row12_col2\" class=\"data row12 col2\" > 9.17</td>\n",
+       "      <td id=\"T_cb2a7_row12_col3\" class=\"data row12 col3\" >***</td>\n",
+       "      <td id=\"T_cb2a7_row12_col4\" class=\"data row12 col4\" > 0.00</td>\n",
+       "      <td id=\"T_cb2a7_row12_col5\" class=\"data row12 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_cb2a7_level0_row13\" class=\"row_heading level0 row13\" >coef_arrival_constants_pm_peak_3</th>\n",
+       "      <td id=\"T_cb2a7_row13_col0\" class=\"data row13 col0\" > 0.00</td>\n",
+       "      <td id=\"T_cb2a7_row13_col1\" class=\"data row13 col1\" > 0.00</td>\n",
+       "      <td id=\"T_cb2a7_row13_col2\" class=\"data row13 col2\" > NA</td>\n",
+       "      <td id=\"T_cb2a7_row13_col3\" class=\"data row13 col3\" ></td>\n",
+       "      <td id=\"T_cb2a7_row13_col4\" class=\"data row13 col4\" > 0.00</td>\n",
+       "      <td id=\"T_cb2a7_row13_col5\" class=\"data row13 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_cb2a7_level0_row14\" class=\"row_heading level0 row14\" >coef_arrival_constants_pm_peak_4</th>\n",
+       "      <td id=\"T_cb2a7_row14_col0\" class=\"data row14 col0\" >-0.726</td>\n",
+       "      <td id=\"T_cb2a7_row14_col1\" class=\"data row14 col1\" > 0.157</td>\n",
+       "      <td id=\"T_cb2a7_row14_col2\" class=\"data row14 col2\" >-4.63</td>\n",
+       "      <td id=\"T_cb2a7_row14_col3\" class=\"data row14 col3\" >***</td>\n",
+       "      <td id=\"T_cb2a7_row14_col4\" class=\"data row14 col4\" > 0.00</td>\n",
+       "      <td id=\"T_cb2a7_row14_col5\" class=\"data row14 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_cb2a7_level0_row15\" class=\"row_heading level0 row15\" >coef_departure_constants_am_peak_1</th>\n",
+       "      <td id=\"T_cb2a7_row15_col0\" class=\"data row15 col0\" >-14.0</td>\n",
+       "      <td id=\"T_cb2a7_row15_col1\" class=\"data row15 col1\" > 1.35</td>\n",
+       "      <td id=\"T_cb2a7_row15_col2\" class=\"data row15 col2\" >-10.33</td>\n",
+       "      <td id=\"T_cb2a7_row15_col3\" class=\"data row15 col3\" >***</td>\n",
+       "      <td id=\"T_cb2a7_row15_col4\" class=\"data row15 col4\" > 0.00</td>\n",
+       "      <td id=\"T_cb2a7_row15_col5\" class=\"data row15 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_cb2a7_level0_row16\" class=\"row_heading level0 row16\" >coef_departure_constants_am_peak_2</th>\n",
+       "      <td id=\"T_cb2a7_row16_col0\" class=\"data row16 col0\" >-10.2</td>\n",
+       "      <td id=\"T_cb2a7_row16_col1\" class=\"data row16 col1\" > 0.850</td>\n",
+       "      <td id=\"T_cb2a7_row16_col2\" class=\"data row16 col2\" >-11.96</td>\n",
+       "      <td id=\"T_cb2a7_row16_col3\" class=\"data row16 col3\" >***</td>\n",
+       "      <td id=\"T_cb2a7_row16_col4\" class=\"data row16 col4\" > 0.00</td>\n",
+       "      <td id=\"T_cb2a7_row16_col5\" class=\"data row16 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_cb2a7_level0_row17\" class=\"row_heading level0 row17\" >coef_departure_constants_am_peak_3</th>\n",
+       "      <td id=\"T_cb2a7_row17_col0\" class=\"data row17 col0\" >-2.80</td>\n",
+       "      <td id=\"T_cb2a7_row17_col1\" class=\"data row17 col1\" > 0.381</td>\n",
+       "      <td id=\"T_cb2a7_row17_col2\" class=\"data row17 col2\" >-7.35</td>\n",
+       "      <td id=\"T_cb2a7_row17_col3\" class=\"data row17 col3\" >***</td>\n",
+       "      <td id=\"T_cb2a7_row17_col4\" class=\"data row17 col4\" > 0.00</td>\n",
+       "      <td id=\"T_cb2a7_row17_col5\" class=\"data row17 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_cb2a7_level0_row18\" class=\"row_heading level0 row18\" >coef_departure_constants_am_peak_4</th>\n",
+       "      <td id=\"T_cb2a7_row18_col0\" class=\"data row18 col0\" > 0.514</td>\n",
+       "      <td id=\"T_cb2a7_row18_col1\" class=\"data row18 col1\" > 0.155</td>\n",
+       "      <td id=\"T_cb2a7_row18_col2\" class=\"data row18 col2\" > 3.32</td>\n",
+       "      <td id=\"T_cb2a7_row18_col3\" class=\"data row18 col3\" >***</td>\n",
+       "      <td id=\"T_cb2a7_row18_col4\" class=\"data row18 col4\" > 0.00</td>\n",
+       "      <td id=\"T_cb2a7_row18_col5\" class=\"data row18 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_cb2a7_level0_row19\" class=\"row_heading level0 row19\" >coef_departure_constants_early</th>\n",
+       "      <td id=\"T_cb2a7_row19_col0\" class=\"data row19 col0\" >-17.9</td>\n",
+       "      <td id=\"T_cb2a7_row19_col1\" class=\"data row19 col1\" > 1.63</td>\n",
+       "      <td id=\"T_cb2a7_row19_col2\" class=\"data row19 col2\" >-10.95</td>\n",
+       "      <td id=\"T_cb2a7_row19_col3\" class=\"data row19 col3\" >***</td>\n",
+       "      <td id=\"T_cb2a7_row19_col4\" class=\"data row19 col4\" > 0.00</td>\n",
+       "      <td id=\"T_cb2a7_row19_col5\" class=\"data row19 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_cb2a7_level0_row20\" class=\"row_heading level0 row20\" >coef_departure_constants_evening</th>\n",
+       "      <td id=\"T_cb2a7_row20_col0\" class=\"data row20 col0\" >-19.6</td>\n",
+       "      <td id=\"T_cb2a7_row20_col1\" class=\"data row20 col1\" > 19.7</td>\n",
+       "      <td id=\"T_cb2a7_row20_col2\" class=\"data row20 col2\" >-0.99</td>\n",
+       "      <td id=\"T_cb2a7_row20_col3\" class=\"data row20 col3\" ></td>\n",
+       "      <td id=\"T_cb2a7_row20_col4\" class=\"data row20 col4\" > 0.00</td>\n",
+       "      <td id=\"T_cb2a7_row20_col5\" class=\"data row20 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_cb2a7_level0_row21\" class=\"row_heading level0 row21\" >coef_departure_constants_late</th>\n",
+       "      <td id=\"T_cb2a7_row21_col0\" class=\"data row21 col0\" >-21.4</td>\n",
+       "      <td id=\"T_cb2a7_row21_col1\" class=\"data row21 col1\" > 19.7</td>\n",
+       "      <td id=\"T_cb2a7_row21_col2\" class=\"data row21 col2\" >-1.09</td>\n",
+       "      <td id=\"T_cb2a7_row21_col3\" class=\"data row21 col3\" ></td>\n",
+       "      <td id=\"T_cb2a7_row21_col4\" class=\"data row21 col4\" > 0.00</td>\n",
+       "      <td id=\"T_cb2a7_row21_col5\" class=\"data row21 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_cb2a7_level0_row22\" class=\"row_heading level0 row22\" >coef_departure_constants_midday_1</th>\n",
+       "      <td id=\"T_cb2a7_row22_col0\" class=\"data row22 col0\" > 0.00</td>\n",
+       "      <td id=\"T_cb2a7_row22_col1\" class=\"data row22 col1\" > 0.00</td>\n",
+       "      <td id=\"T_cb2a7_row22_col2\" class=\"data row22 col2\" > NA</td>\n",
+       "      <td id=\"T_cb2a7_row22_col3\" class=\"data row22 col3\" ></td>\n",
+       "      <td id=\"T_cb2a7_row22_col4\" class=\"data row22 col4\" > 0.00</td>\n",
+       "      <td id=\"T_cb2a7_row22_col5\" class=\"data row22 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_cb2a7_level0_row23\" class=\"row_heading level0 row23\" >coef_departure_constants_midday_2</th>\n",
+       "      <td id=\"T_cb2a7_row23_col0\" class=\"data row23 col0\" >-1.89</td>\n",
+       "      <td id=\"T_cb2a7_row23_col1\" class=\"data row23 col1\" > 0.244</td>\n",
+       "      <td id=\"T_cb2a7_row23_col2\" class=\"data row23 col2\" >-7.72</td>\n",
+       "      <td id=\"T_cb2a7_row23_col3\" class=\"data row23 col3\" >***</td>\n",
+       "      <td id=\"T_cb2a7_row23_col4\" class=\"data row23 col4\" > 0.00</td>\n",
+       "      <td id=\"T_cb2a7_row23_col5\" class=\"data row23 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_cb2a7_level0_row24\" class=\"row_heading level0 row24\" >coef_departure_constants_pm_peak</th>\n",
+       "      <td id=\"T_cb2a7_row24_col0\" class=\"data row24 col0\" >-18.2</td>\n",
+       "      <td id=\"T_cb2a7_row24_col1\" class=\"data row24 col1\" > 19.7</td>\n",
+       "      <td id=\"T_cb2a7_row24_col2\" class=\"data row24 col2\" >-0.93</td>\n",
+       "      <td id=\"T_cb2a7_row24_col3\" class=\"data row24 col3\" ></td>\n",
+       "      <td id=\"T_cb2a7_row24_col4\" class=\"data row24 col4\" > 0.00</td>\n",
+       "      <td id=\"T_cb2a7_row24_col5\" class=\"data row24 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_cb2a7_level0_row25\" class=\"row_heading level0 row25\" >coef_destination_in_cbd_duration_shift_effects</th>\n",
+       "      <td id=\"T_cb2a7_row25_col0\" class=\"data row25 col0\" > 0.131</td>\n",
+       "      <td id=\"T_cb2a7_row25_col1\" class=\"data row25 col1\" > 0.0653</td>\n",
+       "      <td id=\"T_cb2a7_row25_col2\" class=\"data row25 col2\" > 2.01</td>\n",
+       "      <td id=\"T_cb2a7_row25_col3\" class=\"data row25 col3\" >*</td>\n",
+       "      <td id=\"T_cb2a7_row25_col4\" class=\"data row25 col4\" > 0.00</td>\n",
+       "      <td id=\"T_cb2a7_row25_col5\" class=\"data row25 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_cb2a7_level0_row26\" class=\"row_heading level0 row26\" >coef_discretionary_tour_duration_lt_2_hours</th>\n",
+       "      <td id=\"T_cb2a7_row26_col0\" class=\"data row26 col0\" >-0.772</td>\n",
+       "      <td id=\"T_cb2a7_row26_col1\" class=\"data row26 col1\" > 0.233</td>\n",
+       "      <td id=\"T_cb2a7_row26_col2\" class=\"data row26 col2\" >-3.32</td>\n",
+       "      <td id=\"T_cb2a7_row26_col3\" class=\"data row26 col3\" >***</td>\n",
+       "      <td id=\"T_cb2a7_row26_col4\" class=\"data row26 col4\" > 0.00</td>\n",
+       "      <td id=\"T_cb2a7_row26_col5\" class=\"data row26 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_cb2a7_level0_row27\" class=\"row_heading level0 row27\" >coef_duration_constants_0_to_1_hours</th>\n",
+       "      <td id=\"T_cb2a7_row27_col0\" class=\"data row27 col0\" >-2.02</td>\n",
+       "      <td id=\"T_cb2a7_row27_col1\" class=\"data row27 col1\" > 0.171</td>\n",
+       "      <td id=\"T_cb2a7_row27_col2\" class=\"data row27 col2\" >-11.83</td>\n",
+       "      <td id=\"T_cb2a7_row27_col3\" class=\"data row27 col3\" >***</td>\n",
+       "      <td id=\"T_cb2a7_row27_col4\" class=\"data row27 col4\" > 0.00</td>\n",
+       "      <td id=\"T_cb2a7_row27_col5\" class=\"data row27 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_cb2a7_level0_row28\" class=\"row_heading level0 row28\" >coef_duration_constants_11_to_13_hours</th>\n",
+       "      <td id=\"T_cb2a7_row28_col0\" class=\"data row28 col0\" >-1.61</td>\n",
+       "      <td id=\"T_cb2a7_row28_col1\" class=\"data row28 col1\" > 0.861</td>\n",
+       "      <td id=\"T_cb2a7_row28_col2\" class=\"data row28 col2\" >-1.87</td>\n",
+       "      <td id=\"T_cb2a7_row28_col3\" class=\"data row28 col3\" ></td>\n",
+       "      <td id=\"T_cb2a7_row28_col4\" class=\"data row28 col4\" > 0.00</td>\n",
+       "      <td id=\"T_cb2a7_row28_col5\" class=\"data row28 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_cb2a7_level0_row29\" class=\"row_heading level0 row29\" >coef_duration_constants_14_to_18_hours</th>\n",
+       "      <td id=\"T_cb2a7_row29_col0\" class=\"data row29 col0\" >-3.07</td>\n",
+       "      <td id=\"T_cb2a7_row29_col1\" class=\"data row29 col1\" > 4.80</td>\n",
+       "      <td id=\"T_cb2a7_row29_col2\" class=\"data row29 col2\" >-0.64</td>\n",
+       "      <td id=\"T_cb2a7_row29_col3\" class=\"data row29 col3\" ></td>\n",
+       "      <td id=\"T_cb2a7_row29_col4\" class=\"data row29 col4\" > 0.00</td>\n",
+       "      <td id=\"T_cb2a7_row29_col5\" class=\"data row29 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_cb2a7_level0_row30\" class=\"row_heading level0 row30\" >coef_duration_constants_2_to_3_hours</th>\n",
+       "      <td id=\"T_cb2a7_row30_col0\" class=\"data row30 col0\" > 0.00</td>\n",
+       "      <td id=\"T_cb2a7_row30_col1\" class=\"data row30 col1\" > 0.00</td>\n",
+       "      <td id=\"T_cb2a7_row30_col2\" class=\"data row30 col2\" > NA</td>\n",
+       "      <td id=\"T_cb2a7_row30_col3\" class=\"data row30 col3\" ></td>\n",
+       "      <td id=\"T_cb2a7_row30_col4\" class=\"data row30 col4\" > 0.00</td>\n",
+       "      <td id=\"T_cb2a7_row30_col5\" class=\"data row30 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_cb2a7_level0_row31\" class=\"row_heading level0 row31\" >coef_duration_constants_4_to_5_hours</th>\n",
+       "      <td id=\"T_cb2a7_row31_col0\" class=\"data row31 col0\" >-0.520</td>\n",
+       "      <td id=\"T_cb2a7_row31_col1\" class=\"data row31 col1\" > 0.116</td>\n",
+       "      <td id=\"T_cb2a7_row31_col2\" class=\"data row31 col2\" >-4.49</td>\n",
+       "      <td id=\"T_cb2a7_row31_col3\" class=\"data row31 col3\" >***</td>\n",
+       "      <td id=\"T_cb2a7_row31_col4\" class=\"data row31 col4\" > 0.00</td>\n",
+       "      <td id=\"T_cb2a7_row31_col5\" class=\"data row31 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_cb2a7_level0_row32\" class=\"row_heading level0 row32\" >coef_duration_constants_6_to_7_hours</th>\n",
+       "      <td id=\"T_cb2a7_row32_col0\" class=\"data row32 col0\" >-0.868</td>\n",
+       "      <td id=\"T_cb2a7_row32_col1\" class=\"data row32 col1\" > 0.210</td>\n",
+       "      <td id=\"T_cb2a7_row32_col2\" class=\"data row32 col2\" >-4.13</td>\n",
+       "      <td id=\"T_cb2a7_row32_col3\" class=\"data row32 col3\" >***</td>\n",
+       "      <td id=\"T_cb2a7_row32_col4\" class=\"data row32 col4\" > 0.00</td>\n",
+       "      <td id=\"T_cb2a7_row32_col5\" class=\"data row32 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_cb2a7_level0_row33\" class=\"row_heading level0 row33\" >coef_duration_constants_8_to_10_hours</th>\n",
+       "      <td id=\"T_cb2a7_row33_col0\" class=\"data row33 col0\" >-1.02</td>\n",
+       "      <td id=\"T_cb2a7_row33_col1\" class=\"data row33 col1\" > 0.359</td>\n",
+       "      <td id=\"T_cb2a7_row33_col2\" class=\"data row33 col2\" >-2.84</td>\n",
+       "      <td id=\"T_cb2a7_row33_col3\" class=\"data row33 col3\" >**</td>\n",
+       "      <td id=\"T_cb2a7_row33_col4\" class=\"data row33 col4\" > 0.00</td>\n",
+       "      <td id=\"T_cb2a7_row33_col5\" class=\"data row33 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_cb2a7_level0_row34\" class=\"row_heading level0 row34\" >coef_eat_out_tour_departure_shift_effects</th>\n",
+       "      <td id=\"T_cb2a7_row34_col0\" class=\"data row34 col0\" > 0.0566</td>\n",
+       "      <td id=\"T_cb2a7_row34_col1\" class=\"data row34 col1\" > 0.0437</td>\n",
+       "      <td id=\"T_cb2a7_row34_col2\" class=\"data row34 col2\" > 1.29</td>\n",
+       "      <td id=\"T_cb2a7_row34_col3\" class=\"data row34 col3\" ></td>\n",
+       "      <td id=\"T_cb2a7_row34_col4\" class=\"data row34 col4\" > 0.00</td>\n",
+       "      <td id=\"T_cb2a7_row34_col5\" class=\"data row34 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_cb2a7_level0_row35\" class=\"row_heading level0 row35\" >coef_first_of_2_plus_tours_for_same_purpose_departure_shift_effect</th>\n",
+       "      <td id=\"T_cb2a7_row35_col0\" class=\"data row35 col0\" >-0.507</td>\n",
+       "      <td id=\"T_cb2a7_row35_col1\" class=\"data row35 col1\" > 0.511</td>\n",
+       "      <td id=\"T_cb2a7_row35_col2\" class=\"data row35 col2\" >-0.99</td>\n",
+       "      <td id=\"T_cb2a7_row35_col3\" class=\"data row35 col3\" ></td>\n",
+       "      <td id=\"T_cb2a7_row35_col4\" class=\"data row35 col4\" > 0.00</td>\n",
+       "      <td id=\"T_cb2a7_row35_col5\" class=\"data row35 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_cb2a7_level0_row36\" class=\"row_heading level0 row36\" >coef_free_flow_round_trip_auto_time_shift_effects_duration</th>\n",
+       "      <td id=\"T_cb2a7_row36_col0\" class=\"data row36 col0\" > 0.00362</td>\n",
+       "      <td id=\"T_cb2a7_row36_col1\" class=\"data row36 col1\" > 0.00112</td>\n",
+       "      <td id=\"T_cb2a7_row36_col2\" class=\"data row36 col2\" > 3.25</td>\n",
+       "      <td id=\"T_cb2a7_row36_col3\" class=\"data row36 col3\" >**</td>\n",
+       "      <td id=\"T_cb2a7_row36_col4\" class=\"data row36 col4\" > 0.00</td>\n",
+       "      <td id=\"T_cb2a7_row36_col5\" class=\"data row36 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_cb2a7_level0_row37\" class=\"row_heading level0 row37\" >coef_maintenance_tour_depart_before_7</th>\n",
+       "      <td id=\"T_cb2a7_row37_col0\" class=\"data row37 col0\" >-0.524</td>\n",
+       "      <td id=\"T_cb2a7_row37_col1\" class=\"data row37 col1\" > 0.819</td>\n",
+       "      <td id=\"T_cb2a7_row37_col2\" class=\"data row37 col2\" >-0.64</td>\n",
+       "      <td id=\"T_cb2a7_row37_col3\" class=\"data row37 col3\" ></td>\n",
+       "      <td id=\"T_cb2a7_row37_col4\" class=\"data row37 col4\" > 0.00</td>\n",
+       "      <td id=\"T_cb2a7_row37_col5\" class=\"data row37 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_cb2a7_level0_row38\" class=\"row_heading level0 row38\" >coef_maintenance_tour_departure_shift_effects</th>\n",
+       "      <td id=\"T_cb2a7_row38_col0\" class=\"data row38 col0\" >-0.136</td>\n",
+       "      <td id=\"T_cb2a7_row38_col1\" class=\"data row38 col1\" > 0.0418</td>\n",
+       "      <td id=\"T_cb2a7_row38_col2\" class=\"data row38 col2\" >-3.24</td>\n",
+       "      <td id=\"T_cb2a7_row38_col3\" class=\"data row38 col3\" >**</td>\n",
+       "      <td id=\"T_cb2a7_row38_col4\" class=\"data row38 col4\" > 0.00</td>\n",
+       "      <td id=\"T_cb2a7_row38_col5\" class=\"data row38 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_cb2a7_level0_row39\" class=\"row_heading level0 row39\" >coef_maintenance_tour_duration_shift_effects</th>\n",
+       "      <td id=\"T_cb2a7_row39_col0\" class=\"data row39 col0\" >-0.0384</td>\n",
+       "      <td id=\"T_cb2a7_row39_col1\" class=\"data row39 col1\" > 0.0575</td>\n",
+       "      <td id=\"T_cb2a7_row39_col2\" class=\"data row39 col2\" >-0.67</td>\n",
+       "      <td id=\"T_cb2a7_row39_col3\" class=\"data row39 col3\" ></td>\n",
+       "      <td id=\"T_cb2a7_row39_col4\" class=\"data row39 col4\" > 0.00</td>\n",
+       "      <td id=\"T_cb2a7_row39_col5\" class=\"data row39 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_cb2a7_level0_row40\" class=\"row_heading level0 row40\" >coef_number_of_joint_tours_departure_shift_effects</th>\n",
+       "      <td id=\"T_cb2a7_row40_col0\" class=\"data row40 col0\" > 0.129</td>\n",
+       "      <td id=\"T_cb2a7_row40_col1\" class=\"data row40 col1\" > 0.0651</td>\n",
+       "      <td id=\"T_cb2a7_row40_col2\" class=\"data row40 col2\" > 1.98</td>\n",
+       "      <td id=\"T_cb2a7_row40_col3\" class=\"data row40 col3\" >*</td>\n",
+       "      <td id=\"T_cb2a7_row40_col4\" class=\"data row40 col4\" > 0.00</td>\n",
+       "      <td id=\"T_cb2a7_row40_col5\" class=\"data row40 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_cb2a7_level0_row41\" class=\"row_heading level0 row41\" >coef_number_of_mandatory_tours_departure_shift_effects</th>\n",
+       "      <td id=\"T_cb2a7_row41_col0\" class=\"data row41 col0\" >-0.00979</td>\n",
+       "      <td id=\"T_cb2a7_row41_col1\" class=\"data row41 col1\" > 0.0303</td>\n",
+       "      <td id=\"T_cb2a7_row41_col2\" class=\"data row41 col2\" >-0.32</td>\n",
+       "      <td id=\"T_cb2a7_row41_col3\" class=\"data row41 col3\" ></td>\n",
+       "      <td id=\"T_cb2a7_row41_col4\" class=\"data row41 col4\" > 0.00</td>\n",
+       "      <td id=\"T_cb2a7_row41_col5\" class=\"data row41 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_cb2a7_level0_row42\" class=\"row_heading level0 row42\" >coef_school_child_age_16_plus_departure_shift_effects</th>\n",
+       "      <td id=\"T_cb2a7_row42_col0\" class=\"data row42 col0\" > 0.106</td>\n",
+       "      <td id=\"T_cb2a7_row42_col1\" class=\"data row42 col1\" > 0.110</td>\n",
+       "      <td id=\"T_cb2a7_row42_col2\" class=\"data row42 col2\" > 0.96</td>\n",
+       "      <td id=\"T_cb2a7_row42_col3\" class=\"data row42 col3\" ></td>\n",
+       "      <td id=\"T_cb2a7_row42_col4\" class=\"data row42 col4\" > 0.00</td>\n",
+       "      <td id=\"T_cb2a7_row42_col5\" class=\"data row42 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_cb2a7_level0_row43\" class=\"row_heading level0 row43\" >coef_school_child_age_16_plus_duration_shift_effects</th>\n",
+       "      <td id=\"T_cb2a7_row43_col0\" class=\"data row43 col0\" > 0.316</td>\n",
+       "      <td id=\"T_cb2a7_row43_col1\" class=\"data row43 col1\" > 0.131</td>\n",
+       "      <td id=\"T_cb2a7_row43_col2\" class=\"data row43 col2\" > 2.40</td>\n",
+       "      <td id=\"T_cb2a7_row43_col3\" class=\"data row43 col3\" >*</td>\n",
+       "      <td id=\"T_cb2a7_row43_col4\" class=\"data row43 col4\" > 0.00</td>\n",
+       "      <td id=\"T_cb2a7_row43_col5\" class=\"data row43 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_cb2a7_level0_row44\" class=\"row_heading level0 row44\" >coef_school_child_age_under_16_departure_shift_effects</th>\n",
+       "      <td id=\"T_cb2a7_row44_col0\" class=\"data row44 col0\" > 0.0155</td>\n",
+       "      <td id=\"T_cb2a7_row44_col1\" class=\"data row44 col1\" > 0.0681</td>\n",
+       "      <td id=\"T_cb2a7_row44_col2\" class=\"data row44 col2\" > 0.23</td>\n",
+       "      <td id=\"T_cb2a7_row44_col3\" class=\"data row44 col3\" ></td>\n",
+       "      <td id=\"T_cb2a7_row44_col4\" class=\"data row44 col4\" > 0.00</td>\n",
+       "      <td id=\"T_cb2a7_row44_col5\" class=\"data row44 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_cb2a7_level0_row45\" class=\"row_heading level0 row45\" >coef_school_child_age_under_16_duration_shift_effects</th>\n",
+       "      <td id=\"T_cb2a7_row45_col0\" class=\"data row45 col0\" > 0.328</td>\n",
+       "      <td id=\"T_cb2a7_row45_col1\" class=\"data row45 col1\" > 0.0792</td>\n",
+       "      <td id=\"T_cb2a7_row45_col2\" class=\"data row45 col2\" > 4.13</td>\n",
+       "      <td id=\"T_cb2a7_row45_col3\" class=\"data row45 col3\" >***</td>\n",
+       "      <td id=\"T_cb2a7_row45_col4\" class=\"data row45 col4\" > 0.00</td>\n",
+       "      <td id=\"T_cb2a7_row45_col5\" class=\"data row45 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_cb2a7_level0_row46\" class=\"row_heading level0 row46\" >coef_school_child_under_16_arrive_after_22</th>\n",
+       "      <td id=\"T_cb2a7_row46_col0\" class=\"data row46 col0\" >-5.04</td>\n",
+       "      <td id=\"T_cb2a7_row46_col1\" class=\"data row46 col1\" > 4.37</td>\n",
+       "      <td id=\"T_cb2a7_row46_col2\" class=\"data row46 col2\" >-1.15</td>\n",
+       "      <td id=\"T_cb2a7_row46_col3\" class=\"data row46 col3\" ></td>\n",
+       "      <td id=\"T_cb2a7_row46_col4\" class=\"data row46 col4\" > 0.00</td>\n",
+       "      <td id=\"T_cb2a7_row46_col5\" class=\"data row46 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_cb2a7_level0_row47\" class=\"row_heading level0 row47\" >coef_shopping_tour_arrive_after_22</th>\n",
+       "      <td id=\"T_cb2a7_row47_col0\" class=\"data row47 col0\" >-0.0333</td>\n",
+       "      <td id=\"T_cb2a7_row47_col1\" class=\"data row47 col1\" > 0.576</td>\n",
+       "      <td id=\"T_cb2a7_row47_col2\" class=\"data row47 col2\" >-0.06</td>\n",
+       "      <td id=\"T_cb2a7_row47_col3\" class=\"data row47 col3\" ></td>\n",
+       "      <td id=\"T_cb2a7_row47_col4\" class=\"data row47 col4\" > 0.00</td>\n",
+       "      <td id=\"T_cb2a7_row47_col5\" class=\"data row47 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_cb2a7_level0_row48\" class=\"row_heading level0 row48\" >coef_shopping_tour_depart_before_8</th>\n",
+       "      <td id=\"T_cb2a7_row48_col0\" class=\"data row48 col0\" >-1.48</td>\n",
+       "      <td id=\"T_cb2a7_row48_col1\" class=\"data row48 col1\" > 1.11</td>\n",
+       "      <td id=\"T_cb2a7_row48_col2\" class=\"data row48 col2\" >-1.34</td>\n",
+       "      <td id=\"T_cb2a7_row48_col3\" class=\"data row48 col3\" ></td>\n",
+       "      <td id=\"T_cb2a7_row48_col4\" class=\"data row48 col4\" > 0.00</td>\n",
+       "      <td id=\"T_cb2a7_row48_col5\" class=\"data row48 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_cb2a7_level0_row49\" class=\"row_heading level0 row49\" >coef_shopping_tour_departure_shift_effects</th>\n",
+       "      <td id=\"T_cb2a7_row49_col0\" class=\"data row49 col0\" >-0.0993</td>\n",
+       "      <td id=\"T_cb2a7_row49_col1\" class=\"data row49 col1\" > 0.0762</td>\n",
+       "      <td id=\"T_cb2a7_row49_col2\" class=\"data row49 col2\" >-1.30</td>\n",
+       "      <td id=\"T_cb2a7_row49_col3\" class=\"data row49 col3\" ></td>\n",
+       "      <td id=\"T_cb2a7_row49_col4\" class=\"data row49 col4\" > 0.00</td>\n",
+       "      <td id=\"T_cb2a7_row49_col5\" class=\"data row49 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_cb2a7_level0_row50\" class=\"row_heading level0 row50\" >coef_shopping_tour_duration_lt_2_hours</th>\n",
+       "      <td id=\"T_cb2a7_row50_col0\" class=\"data row50 col0\" > 0.700</td>\n",
+       "      <td id=\"T_cb2a7_row50_col1\" class=\"data row50 col1\" > 0.275</td>\n",
+       "      <td id=\"T_cb2a7_row50_col2\" class=\"data row50 col2\" > 2.54</td>\n",
+       "      <td id=\"T_cb2a7_row50_col3\" class=\"data row50 col3\" >*</td>\n",
+       "      <td id=\"T_cb2a7_row50_col4\" class=\"data row50 col4\" > 0.00</td>\n",
+       "      <td id=\"T_cb2a7_row50_col5\" class=\"data row50 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_cb2a7_level0_row51\" class=\"row_heading level0 row51\" >coef_shopping_tour_duration_shift_effects</th>\n",
+       "      <td id=\"T_cb2a7_row51_col0\" class=\"data row51 col0\" >-0.101</td>\n",
+       "      <td id=\"T_cb2a7_row51_col1\" class=\"data row51 col1\" > 0.0665</td>\n",
+       "      <td id=\"T_cb2a7_row51_col2\" class=\"data row51 col2\" >-1.52</td>\n",
+       "      <td id=\"T_cb2a7_row51_col3\" class=\"data row51 col3\" ></td>\n",
+       "      <td id=\"T_cb2a7_row51_col4\" class=\"data row51 col4\" > 0.00</td>\n",
+       "      <td id=\"T_cb2a7_row51_col5\" class=\"data row51 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_cb2a7_level0_row52\" class=\"row_heading level0 row52\" >coef_some_previously_scheduled_tour_begins_in_this_arrival_hour</th>\n",
+       "      <td id=\"T_cb2a7_row52_col0\" class=\"data row52 col0\" >-0.0177</td>\n",
+       "      <td id=\"T_cb2a7_row52_col1\" class=\"data row52 col1\" > 0.224</td>\n",
+       "      <td id=\"T_cb2a7_row52_col2\" class=\"data row52 col2\" >-0.08</td>\n",
+       "      <td id=\"T_cb2a7_row52_col3\" class=\"data row52 col3\" ></td>\n",
+       "      <td id=\"T_cb2a7_row52_col4\" class=\"data row52 col4\" > 0.00</td>\n",
+       "      <td id=\"T_cb2a7_row52_col5\" class=\"data row52 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_cb2a7_level0_row53\" class=\"row_heading level0 row53\" >coef_some_previously_scheduled_tour_ends_in_this_departure_hour</th>\n",
+       "      <td id=\"T_cb2a7_row53_col0\" class=\"data row53 col0\" >-0.288</td>\n",
+       "      <td id=\"T_cb2a7_row53_col1\" class=\"data row53 col1\" > 0.121</td>\n",
+       "      <td id=\"T_cb2a7_row53_col2\" class=\"data row53 col2\" >-2.38</td>\n",
+       "      <td id=\"T_cb2a7_row53_col3\" class=\"data row53 col3\" >*</td>\n",
+       "      <td id=\"T_cb2a7_row53_col4\" class=\"data row53 col4\" > 0.00</td>\n",
+       "      <td id=\"T_cb2a7_row53_col5\" class=\"data row53 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_cb2a7_level0_row54\" class=\"row_heading level0 row54\" >coef_subsequent_of_2_plus_tours_for_same_purpose_duration_shift_effect</th>\n",
+       "      <td id=\"T_cb2a7_row54_col0\" class=\"data row54 col0\" > 0.0624</td>\n",
+       "      <td id=\"T_cb2a7_row54_col1\" class=\"data row54 col1\" > 0.340</td>\n",
+       "      <td id=\"T_cb2a7_row54_col2\" class=\"data row54 col2\" > 0.18</td>\n",
+       "      <td id=\"T_cb2a7_row54_col3\" class=\"data row54 col3\" ></td>\n",
+       "      <td id=\"T_cb2a7_row54_col4\" class=\"data row54 col4\" > 0.00</td>\n",
+       "      <td id=\"T_cb2a7_row54_col5\" class=\"data row54 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_cb2a7_level0_row55\" class=\"row_heading level0 row55\" >coef_unavailable</th>\n",
+       "      <td id=\"T_cb2a7_row55_col0\" class=\"data row55 col0\" >-999.</td>\n",
+       "      <td id=\"T_cb2a7_row55_col1\" class=\"data row55 col1\" > 0.00</td>\n",
+       "      <td id=\"T_cb2a7_row55_col2\" class=\"data row55 col2\" > NA</td>\n",
+       "      <td id=\"T_cb2a7_row55_col3\" class=\"data row55 col3\" ></td>\n",
+       "      <td id=\"T_cb2a7_row55_col4\" class=\"data row55 col4\" > 0.00</td>\n",
+       "      <td id=\"T_cb2a7_row55_col5\" class=\"data row55 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_cb2a7_level0_row56\" class=\"row_heading level0 row56\" >coef_university_student_arrive_after_22</th>\n",
+       "      <td id=\"T_cb2a7_row56_col0\" class=\"data row56 col0\" > 0.361</td>\n",
+       "      <td id=\"T_cb2a7_row56_col1\" class=\"data row56 col1\" > 0.694</td>\n",
+       "      <td id=\"T_cb2a7_row56_col2\" class=\"data row56 col2\" > 0.52</td>\n",
+       "      <td id=\"T_cb2a7_row56_col3\" class=\"data row56 col3\" ></td>\n",
+       "      <td id=\"T_cb2a7_row56_col4\" class=\"data row56 col4\" > 0.00</td>\n",
+       "      <td id=\"T_cb2a7_row56_col5\" class=\"data row56 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_cb2a7_level0_row57\" class=\"row_heading level0 row57\" >coef_visit_tour_departure_shift_effects</th>\n",
+       "      <td id=\"T_cb2a7_row57_col0\" class=\"data row57 col0\" > 0.137</td>\n",
+       "      <td id=\"T_cb2a7_row57_col1\" class=\"data row57 col1\" > 0.0492</td>\n",
+       "      <td id=\"T_cb2a7_row57_col2\" class=\"data row57 col2\" > 2.78</td>\n",
+       "      <td id=\"T_cb2a7_row57_col3\" class=\"data row57 col3\" >**</td>\n",
+       "      <td id=\"T_cb2a7_row57_col4\" class=\"data row57 col4\" > 0.00</td>\n",
+       "      <td id=\"T_cb2a7_row57_col5\" class=\"data row57 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_cb2a7_level0_row58\" class=\"row_heading level0 row58\" >coef_visit_tour_duration_shift_effects</th>\n",
+       "      <td id=\"T_cb2a7_row58_col0\" class=\"data row58 col0\" > 0.172</td>\n",
+       "      <td id=\"T_cb2a7_row58_col1\" class=\"data row58 col1\" > 0.0622</td>\n",
+       "      <td id=\"T_cb2a7_row58_col2\" class=\"data row58 col2\" > 2.77</td>\n",
+       "      <td id=\"T_cb2a7_row58_col3\" class=\"data row58 col3\" >**</td>\n",
+       "      <td id=\"T_cb2a7_row58_col4\" class=\"data row58 col4\" > 0.00</td>\n",
+       "      <td id=\"T_cb2a7_row58_col5\" class=\"data row58 col5\" ></td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n"
       ],
       "text/plain": [
-       "<pandas.io.formats.style.Styler at 0x7fe9308f04c0>"
+       "<pandas.io.formats.style.Styler at 0x16afbddb0>"
       ]
      },
-     "execution_count": 9,
+     "execution_count": 10,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -4257,7 +4392,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -4278,20 +4413,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 12,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<larch.util.excel.ExcelWriter at 0x7fe8c01808e0>"
-      ]
-     },
-     "execution_count": 11,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "model.to_xlsx(\n",
     "    result_dir/f\"{modelname}_model_estimation.xlsx\", \n",
@@ -4310,7 +4434,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [
     {
@@ -4355,217 +4479,217 @@
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>coef_free_flow_round_trip_auto_time_shift_effe...</td>\n",
-       "      <td>0.017752</td>\n",
+       "      <td>0.003622</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td>coef_shopping_tour_departure_shift_effects</td>\n",
-       "      <td>-0.045633</td>\n",
+       "      <td>-0.099254</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
        "      <td>coef_shopping_tour_duration_shift_effects</td>\n",
-       "      <td>-0.359705</td>\n",
+       "      <td>-0.101207</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5</th>\n",
        "      <td>coef_maintenance_tour_departure_shift_effects</td>\n",
-       "      <td>-0.159210</td>\n",
+       "      <td>-0.135634</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6</th>\n",
        "      <td>coef_maintenance_tour_duration_shift_effects</td>\n",
-       "      <td>-0.146459</td>\n",
+       "      <td>-0.038428</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>7</th>\n",
        "      <td>coef_visit_tour_departure_shift_effects</td>\n",
-       "      <td>-0.109515</td>\n",
+       "      <td>0.136717</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>8</th>\n",
        "      <td>coef_visit_tour_duration_shift_effects</td>\n",
-       "      <td>-0.123814</td>\n",
+       "      <td>0.172436</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>9</th>\n",
        "      <td>coef_eat_out_tour_departure_shift_effects</td>\n",
-       "      <td>-0.024649</td>\n",
+       "      <td>0.056578</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>10</th>\n",
        "      <td>coef_school_child_age_16_plus_departure_shift_...</td>\n",
-       "      <td>0.072660</td>\n",
+       "      <td>0.106395</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>11</th>\n",
        "      <td>coef_school_child_age_16_plus_duration_shift_e...</td>\n",
-       "      <td>0.209500</td>\n",
+       "      <td>0.315781</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>12</th>\n",
        "      <td>coef_school_child_age_under_16_departure_shift...</td>\n",
-       "      <td>0.239007</td>\n",
+       "      <td>0.015473</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>13</th>\n",
        "      <td>coef_school_child_age_under_16_duration_shift_...</td>\n",
-       "      <td>-0.567863</td>\n",
+       "      <td>0.327527</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>14</th>\n",
        "      <td>coef_destination_in_cbd_duration_shift_effects</td>\n",
-       "      <td>0.572330</td>\n",
+       "      <td>0.130935</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>15</th>\n",
        "      <td>coef_number_of_mandatory_tours_departure_shift...</td>\n",
-       "      <td>0.076326</td>\n",
+       "      <td>-0.009788</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>16</th>\n",
        "      <td>coef_number_of_joint_tours_departure_shift_eff...</td>\n",
-       "      <td>1.356173</td>\n",
+       "      <td>0.128742</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>17</th>\n",
        "      <td>coef_first_of_2_plus_tours_for_same_purpose_de...</td>\n",
-       "      <td>-1.329351</td>\n",
+       "      <td>-0.506782</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>18</th>\n",
        "      <td>coef_subsequent_of_2_plus_tours_for_same_purpo...</td>\n",
-       "      <td>0.191264</td>\n",
+       "      <td>0.062417</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>19</th>\n",
        "      <td>coef_maintenance_tour_depart_before_7</td>\n",
-       "      <td>1.154584</td>\n",
+       "      <td>-0.523693</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>20</th>\n",
        "      <td>coef_shopping_tour_depart_before_8</td>\n",
-       "      <td>1.458488</td>\n",
+       "      <td>-1.484109</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>21</th>\n",
        "      <td>coef_shopping_tour_arrive_after_22</td>\n",
-       "      <td>-7.221041</td>\n",
+       "      <td>-0.033268</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>22</th>\n",
        "      <td>coef_school_child_under_16_arrive_after_22</td>\n",
-       "      <td>-6.147237</td>\n",
+       "      <td>-5.038827</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>23</th>\n",
        "      <td>coef_university_student_arrive_after_22</td>\n",
-       "      <td>-9.181095</td>\n",
+       "      <td>0.360948</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>24</th>\n",
        "      <td>coef_shopping_tour_duration_lt_2_hours</td>\n",
-       "      <td>0.189427</td>\n",
+       "      <td>0.699700</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>25</th>\n",
        "      <td>coef_discretionary_tour_duration_lt_2_hours</td>\n",
-       "      <td>-1.022488</td>\n",
+       "      <td>-0.772425</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>26</th>\n",
        "      <td>coef_adult_with_children_in_hh_arrive_19_21</td>\n",
-       "      <td>-0.002541</td>\n",
+       "      <td>-0.078997</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>27</th>\n",
        "      <td>coef_some_previously_scheduled_tour_ends_in_th...</td>\n",
-       "      <td>0.282029</td>\n",
+       "      <td>-0.288048</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>28</th>\n",
        "      <td>coef_some_previously_scheduled_tour_begins_in_...</td>\n",
-       "      <td>0.411979</td>\n",
+       "      <td>-0.017681</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>29</th>\n",
        "      <td>coef_adjacent_window_exists_before_this_depart...</td>\n",
-       "      <td>-13.495922</td>\n",
+       "      <td>0.008839</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>30</th>\n",
        "      <td>coef_adjacent_window_exists_after_this_arrival...</td>\n",
-       "      <td>-13.526580</td>\n",
+       "      <td>0.800851</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>31</th>\n",
        "      <td>coef_adjacent_window_exists_before_this_depart...</td>\n",
-       "      <td>-7.716247</td>\n",
+       "      <td>-0.549692</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>32</th>\n",
        "      <td>coef_adjacent_window_exists_after_this_arrival...</td>\n",
-       "      <td>-14.169341</td>\n",
+       "      <td>0.494438</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>33</th>\n",
        "      <td>coef_departure_constants_early</td>\n",
-       "      <td>-24.418086</td>\n",
+       "      <td>-17.865880</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>34</th>\n",
        "      <td>coef_departure_constants_am_peak_1</td>\n",
-       "      <td>-25.000000</td>\n",
+       "      <td>-13.990759</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>35</th>\n",
        "      <td>coef_departure_constants_am_peak_2</td>\n",
-       "      <td>-4.236849</td>\n",
+       "      <td>-10.163788</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>36</th>\n",
        "      <td>coef_departure_constants_am_peak_3</td>\n",
-       "      <td>0.806223</td>\n",
+       "      <td>-2.799430</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>37</th>\n",
        "      <td>coef_departure_constants_am_peak_4</td>\n",
-       "      <td>1.408142</td>\n",
+       "      <td>0.514393</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -4577,37 +4701,37 @@
        "    <tr>\n",
        "      <th>39</th>\n",
        "      <td>coef_departure_constants_midday_2</td>\n",
-       "      <td>-4.501238</td>\n",
+       "      <td>-1.886316</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>40</th>\n",
        "      <td>coef_departure_constants_pm_peak</td>\n",
-       "      <td>-12.638403</td>\n",
+       "      <td>-18.238556</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>41</th>\n",
        "      <td>coef_departure_constants_evening</td>\n",
-       "      <td>-14.557517</td>\n",
+       "      <td>-19.574287</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>42</th>\n",
        "      <td>coef_departure_constants_late</td>\n",
-       "      <td>-20.421814</td>\n",
+       "      <td>-21.444922</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>43</th>\n",
        "      <td>coef_arrival_constants_early</td>\n",
-       "      <td>24.793142</td>\n",
+       "      <td>-6.758955</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>44</th>\n",
        "      <td>coef_arrival_constants_am_peak</td>\n",
-       "      <td>4.647673</td>\n",
+       "      <td>-8.413713</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -4619,19 +4743,19 @@
        "    <tr>\n",
        "      <th>46</th>\n",
        "      <td>coef_arrival_constants_midday_2</td>\n",
-       "      <td>2.692519</td>\n",
+       "      <td>1.416723</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>47</th>\n",
        "      <td>coef_arrival_constants_pm_peak_1</td>\n",
-       "      <td>1.849237</td>\n",
+       "      <td>0.964024</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>48</th>\n",
        "      <td>coef_arrival_constants_pm_peak_2</td>\n",
-       "      <td>1.518410</td>\n",
+       "      <td>1.200835</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -4643,25 +4767,25 @@
        "    <tr>\n",
        "      <th>50</th>\n",
        "      <td>coef_arrival_constants_pm_peak_4</td>\n",
-       "      <td>-1.182768</td>\n",
+       "      <td>-0.725959</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>51</th>\n",
        "      <td>coef_arrival_constants_evening</td>\n",
-       "      <td>-4.291783</td>\n",
+       "      <td>-2.675953</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>52</th>\n",
        "      <td>coef_arrival_constants_late</td>\n",
-       "      <td>-9.617038</td>\n",
+       "      <td>-4.194942</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>53</th>\n",
        "      <td>coef_duration_constants_0_to_1_hours</td>\n",
-       "      <td>-2.750481</td>\n",
+       "      <td>-2.021348</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -4673,31 +4797,31 @@
        "    <tr>\n",
        "      <th>55</th>\n",
        "      <td>coef_duration_constants_4_to_5_hours</td>\n",
-       "      <td>0.301145</td>\n",
+       "      <td>-0.519561</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>56</th>\n",
        "      <td>coef_duration_constants_6_to_7_hours</td>\n",
-       "      <td>0.144072</td>\n",
+       "      <td>-0.868309</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>57</th>\n",
        "      <td>coef_duration_constants_8_to_10_hours</td>\n",
-       "      <td>-10.570858</td>\n",
+       "      <td>-1.020095</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>58</th>\n",
        "      <td>coef_duration_constants_11_to_13_hours</td>\n",
-       "      <td>-6.162737</td>\n",
+       "      <td>-1.608105</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>59</th>\n",
        "      <td>coef_duration_constants_14_to_18_hours</td>\n",
-       "      <td>-2.800706</td>\n",
+       "      <td>-3.067613</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
@@ -4708,67 +4832,67 @@
        "                                     coefficient_name       value constrain\n",
        "0                                          coef_dummy    1.000000         T\n",
        "1                                    coef_unavailable -999.000000         T\n",
-       "2   coef_free_flow_round_trip_auto_time_shift_effe...    0.017752         F\n",
-       "3          coef_shopping_tour_departure_shift_effects   -0.045633         F\n",
-       "4           coef_shopping_tour_duration_shift_effects   -0.359705         F\n",
-       "5       coef_maintenance_tour_departure_shift_effects   -0.159210         F\n",
-       "6        coef_maintenance_tour_duration_shift_effects   -0.146459         F\n",
-       "7             coef_visit_tour_departure_shift_effects   -0.109515         F\n",
-       "8              coef_visit_tour_duration_shift_effects   -0.123814         F\n",
-       "9           coef_eat_out_tour_departure_shift_effects   -0.024649         F\n",
-       "10  coef_school_child_age_16_plus_departure_shift_...    0.072660         F\n",
-       "11  coef_school_child_age_16_plus_duration_shift_e...    0.209500         F\n",
-       "12  coef_school_child_age_under_16_departure_shift...    0.239007         F\n",
-       "13  coef_school_child_age_under_16_duration_shift_...   -0.567863         F\n",
-       "14     coef_destination_in_cbd_duration_shift_effects    0.572330         F\n",
-       "15  coef_number_of_mandatory_tours_departure_shift...    0.076326         F\n",
-       "16  coef_number_of_joint_tours_departure_shift_eff...    1.356173         F\n",
-       "17  coef_first_of_2_plus_tours_for_same_purpose_de...   -1.329351         F\n",
-       "18  coef_subsequent_of_2_plus_tours_for_same_purpo...    0.191264         F\n",
-       "19              coef_maintenance_tour_depart_before_7    1.154584         F\n",
-       "20                 coef_shopping_tour_depart_before_8    1.458488         F\n",
-       "21                 coef_shopping_tour_arrive_after_22   -7.221041         F\n",
-       "22         coef_school_child_under_16_arrive_after_22   -6.147237         F\n",
-       "23            coef_university_student_arrive_after_22   -9.181095         F\n",
-       "24             coef_shopping_tour_duration_lt_2_hours    0.189427         F\n",
-       "25        coef_discretionary_tour_duration_lt_2_hours   -1.022488         F\n",
-       "26        coef_adult_with_children_in_hh_arrive_19_21   -0.002541         F\n",
-       "27  coef_some_previously_scheduled_tour_ends_in_th...    0.282029         F\n",
-       "28  coef_some_previously_scheduled_tour_begins_in_...    0.411979         F\n",
-       "29  coef_adjacent_window_exists_before_this_depart...  -13.495922         F\n",
-       "30  coef_adjacent_window_exists_after_this_arrival...  -13.526580         F\n",
-       "31  coef_adjacent_window_exists_before_this_depart...   -7.716247         F\n",
-       "32  coef_adjacent_window_exists_after_this_arrival...  -14.169341         F\n",
-       "33                     coef_departure_constants_early  -24.418086         F\n",
-       "34                 coef_departure_constants_am_peak_1  -25.000000         F\n",
-       "35                 coef_departure_constants_am_peak_2   -4.236849         F\n",
-       "36                 coef_departure_constants_am_peak_3    0.806223         F\n",
-       "37                 coef_departure_constants_am_peak_4    1.408142         F\n",
+       "2   coef_free_flow_round_trip_auto_time_shift_effe...    0.003622         F\n",
+       "3          coef_shopping_tour_departure_shift_effects   -0.099254         F\n",
+       "4           coef_shopping_tour_duration_shift_effects   -0.101207         F\n",
+       "5       coef_maintenance_tour_departure_shift_effects   -0.135634         F\n",
+       "6        coef_maintenance_tour_duration_shift_effects   -0.038428         F\n",
+       "7             coef_visit_tour_departure_shift_effects    0.136717         F\n",
+       "8              coef_visit_tour_duration_shift_effects    0.172436         F\n",
+       "9           coef_eat_out_tour_departure_shift_effects    0.056578         F\n",
+       "10  coef_school_child_age_16_plus_departure_shift_...    0.106395         F\n",
+       "11  coef_school_child_age_16_plus_duration_shift_e...    0.315781         F\n",
+       "12  coef_school_child_age_under_16_departure_shift...    0.015473         F\n",
+       "13  coef_school_child_age_under_16_duration_shift_...    0.327527         F\n",
+       "14     coef_destination_in_cbd_duration_shift_effects    0.130935         F\n",
+       "15  coef_number_of_mandatory_tours_departure_shift...   -0.009788         F\n",
+       "16  coef_number_of_joint_tours_departure_shift_eff...    0.128742         F\n",
+       "17  coef_first_of_2_plus_tours_for_same_purpose_de...   -0.506782         F\n",
+       "18  coef_subsequent_of_2_plus_tours_for_same_purpo...    0.062417         F\n",
+       "19              coef_maintenance_tour_depart_before_7   -0.523693         F\n",
+       "20                 coef_shopping_tour_depart_before_8   -1.484109         F\n",
+       "21                 coef_shopping_tour_arrive_after_22   -0.033268         F\n",
+       "22         coef_school_child_under_16_arrive_after_22   -5.038827         F\n",
+       "23            coef_university_student_arrive_after_22    0.360948         F\n",
+       "24             coef_shopping_tour_duration_lt_2_hours    0.699700         F\n",
+       "25        coef_discretionary_tour_duration_lt_2_hours   -0.772425         F\n",
+       "26        coef_adult_with_children_in_hh_arrive_19_21   -0.078997         F\n",
+       "27  coef_some_previously_scheduled_tour_ends_in_th...   -0.288048         F\n",
+       "28  coef_some_previously_scheduled_tour_begins_in_...   -0.017681         F\n",
+       "29  coef_adjacent_window_exists_before_this_depart...    0.008839         F\n",
+       "30  coef_adjacent_window_exists_after_this_arrival...    0.800851         F\n",
+       "31  coef_adjacent_window_exists_before_this_depart...   -0.549692         F\n",
+       "32  coef_adjacent_window_exists_after_this_arrival...    0.494438         F\n",
+       "33                     coef_departure_constants_early  -17.865880         F\n",
+       "34                 coef_departure_constants_am_peak_1  -13.990759         F\n",
+       "35                 coef_departure_constants_am_peak_2  -10.163788         F\n",
+       "36                 coef_departure_constants_am_peak_3   -2.799430         F\n",
+       "37                 coef_departure_constants_am_peak_4    0.514393         F\n",
        "38                  coef_departure_constants_midday_1    0.000000         T\n",
-       "39                  coef_departure_constants_midday_2   -4.501238         F\n",
-       "40                   coef_departure_constants_pm_peak  -12.638403         F\n",
-       "41                   coef_departure_constants_evening  -14.557517         F\n",
-       "42                      coef_departure_constants_late  -20.421814         F\n",
-       "43                       coef_arrival_constants_early   24.793142         F\n",
-       "44                     coef_arrival_constants_am_peak    4.647673         F\n",
+       "39                  coef_departure_constants_midday_2   -1.886316         F\n",
+       "40                   coef_departure_constants_pm_peak  -18.238556         F\n",
+       "41                   coef_departure_constants_evening  -19.574287         F\n",
+       "42                      coef_departure_constants_late  -21.444922         F\n",
+       "43                       coef_arrival_constants_early   -6.758955         F\n",
+       "44                     coef_arrival_constants_am_peak   -8.413713         F\n",
        "45                    coef_arrival_constants_midday_1    0.000000         T\n",
-       "46                    coef_arrival_constants_midday_2    2.692519         F\n",
-       "47                   coef_arrival_constants_pm_peak_1    1.849237         F\n",
-       "48                   coef_arrival_constants_pm_peak_2    1.518410         F\n",
+       "46                    coef_arrival_constants_midday_2    1.416723         F\n",
+       "47                   coef_arrival_constants_pm_peak_1    0.964024         F\n",
+       "48                   coef_arrival_constants_pm_peak_2    1.200835         F\n",
        "49                   coef_arrival_constants_pm_peak_3    0.000000         T\n",
-       "50                   coef_arrival_constants_pm_peak_4   -1.182768         F\n",
-       "51                     coef_arrival_constants_evening   -4.291783         F\n",
-       "52                        coef_arrival_constants_late   -9.617038         F\n",
-       "53               coef_duration_constants_0_to_1_hours   -2.750481         F\n",
+       "50                   coef_arrival_constants_pm_peak_4   -0.725959         F\n",
+       "51                     coef_arrival_constants_evening   -2.675953         F\n",
+       "52                        coef_arrival_constants_late   -4.194942         F\n",
+       "53               coef_duration_constants_0_to_1_hours   -2.021348         F\n",
        "54               coef_duration_constants_2_to_3_hours    0.000000         T\n",
-       "55               coef_duration_constants_4_to_5_hours    0.301145         F\n",
-       "56               coef_duration_constants_6_to_7_hours    0.144072         F\n",
-       "57              coef_duration_constants_8_to_10_hours  -10.570858         F\n",
-       "58             coef_duration_constants_11_to_13_hours   -6.162737         F\n",
-       "59             coef_duration_constants_14_to_18_hours   -2.800706         F"
+       "55               coef_duration_constants_4_to_5_hours   -0.519561         F\n",
+       "56               coef_duration_constants_6_to_7_hours   -0.868309         F\n",
+       "57              coef_duration_constants_8_to_10_hours   -1.020095         F\n",
+       "58             coef_duration_constants_11_to_13_hours   -1.608105         F\n",
+       "59             coef_duration_constants_14_to_18_hours   -3.067613         F"
       ]
      },
-     "execution_count": 12,
+     "execution_count": 13,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -4785,7 +4909,7 @@
    "toc_visible": true
   },
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "ESTER",
    "language": "python",
    "name": "python3"
   },
@@ -4799,7 +4923,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.8.6"
+   "version": "3.10.15"
   },
   "toc": {
    "base_numbering": 1,
diff --git a/activitysim/examples/example_estimation/notebooks/15_non_mand_tour_freq.ipynb b/activitysim/examples/example_estimation/notebooks/15_non_mand_tour_freq.ipynb
index 81092083fc..933656370f 100644
--- a/activitysim/examples/example_estimation/notebooks/15_non_mand_tour_freq.ipynb
+++ b/activitysim/examples/example_estimation/notebooks/15_non_mand_tour_freq.ipynb
@@ -35,10 +35,22 @@
     "outputId": "d1208b7a-c1f2-4b0b-c439-bf312fe12be0"
    },
    "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "JAX not found. Some functionality will be unavailable.\n"
+     ]
+    },
     {
      "data": {
       "text/plain": [
-       "'1.1.0'"
+       "{'larch': '6.0.32',\n",
+       " 'sharrow': '2.13.0',\n",
+       " 'numpy': '1.26.4',\n",
+       " 'pandas': '1.5.3',\n",
+       " 'xarray': '2024.3.0',\n",
+       " 'numba': '0.60.0'}"
       ]
      },
      "execution_count": 1,
@@ -47,27 +59,49 @@
     }
    ],
    "source": [
-    "import os\n",
-    "import larch  # !conda install larch -c conda-forge # for estimation\n",
+    "import larch as lx\n",
     "import pandas as pd\n",
-    "import activitysim\n",
-    "activitysim.__version__"
+    "\n",
+    "lx.versions()"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "We'll work in our `test` directory, where ActivitySim has saved the estimation data bundles."
+    "For this demo, we will assume that you have already run ActivitySim in estimation\n",
+    "mode, and saved the required estimation data bundles (EDB's) to disk.  See\n",
+    "the [first notebook](./01_estimation_mode.ipynb) for details.  The following module\n",
+    "will run a script to set everything up if the example data is not already available."
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 2,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "EDB directory already populated.\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "PosixPath('test-estimation-data/activitysim-prototype-mtc-extended')"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "os.chdir('test')"
+    "from est_mode_setup import prepare\n",
+    "\n",
+    "prepare()"
    ]
   },
   {
@@ -81,12 +115,67 @@
    "cell_type": "code",
    "execution_count": 3,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Loading EDB for PTYPE_FULL segment\n",
+      "loading from output-est-mode/estimation_data_bundle/non_mandatory_tour_frequency/PTYPE_FULL/non_mandatory_tour_frequency_coefficients_PTYPE_FULL.csv\n",
+      "loading from output-est-mode/estimation_data_bundle/non_mandatory_tour_frequency/PTYPE_FULL/non_mandatory_tour_frequency_choosers_combined.parquet\n",
+      "loading from output-est-mode/estimation_data_bundle/non_mandatory_tour_frequency/PTYPE_FULL/non_mandatory_tour_frequency_interaction_expression_values.parquet\n",
+      "Loading EDB for PTYPE_PART segment\n",
+      "loading from output-est-mode/estimation_data_bundle/non_mandatory_tour_frequency/PTYPE_PART/non_mandatory_tour_frequency_coefficients_PTYPE_PART.csv\n",
+      "loading from output-est-mode/estimation_data_bundle/non_mandatory_tour_frequency/PTYPE_PART/non_mandatory_tour_frequency_choosers_combined.parquet\n",
+      "loading from output-est-mode/estimation_data_bundle/non_mandatory_tour_frequency/PTYPE_PART/non_mandatory_tour_frequency_interaction_expression_values.parquet\n",
+      "Loading EDB for PTYPE_UNIVERSITY segment\n",
+      "loading from output-est-mode/estimation_data_bundle/non_mandatory_tour_frequency/PTYPE_UNIVERSITY/non_mandatory_tour_frequency_coefficients_PTYPE_UNIVERSITY.csv\n",
+      "loading from output-est-mode/estimation_data_bundle/non_mandatory_tour_frequency/PTYPE_UNIVERSITY/non_mandatory_tour_frequency_choosers_combined.parquet\n",
+      "loading from output-est-mode/estimation_data_bundle/non_mandatory_tour_frequency/PTYPE_UNIVERSITY/non_mandatory_tour_frequency_interaction_expression_values.parquet\n",
+      "Loading EDB for PTYPE_NONWORK segment\n",
+      "loading from output-est-mode/estimation_data_bundle/non_mandatory_tour_frequency/PTYPE_NONWORK/non_mandatory_tour_frequency_coefficients_PTYPE_NONWORK.csv\n",
+      "loading from output-est-mode/estimation_data_bundle/non_mandatory_tour_frequency/PTYPE_NONWORK/non_mandatory_tour_frequency_choosers_combined.parquet\n",
+      "loading from output-est-mode/estimation_data_bundle/non_mandatory_tour_frequency/PTYPE_NONWORK/non_mandatory_tour_frequency_interaction_expression_values.parquet\n",
+      "Loading EDB for PTYPE_RETIRED segment\n",
+      "loading from output-est-mode/estimation_data_bundle/non_mandatory_tour_frequency/PTYPE_RETIRED/non_mandatory_tour_frequency_coefficients_PTYPE_RETIRED.csv\n",
+      "loading from output-est-mode/estimation_data_bundle/non_mandatory_tour_frequency/PTYPE_RETIRED/non_mandatory_tour_frequency_choosers_combined.parquet\n",
+      "loading from output-est-mode/estimation_data_bundle/non_mandatory_tour_frequency/PTYPE_RETIRED/non_mandatory_tour_frequency_interaction_expression_values.parquet\n",
+      "Loading EDB for PTYPE_DRIVING segment\n",
+      "loading from output-est-mode/estimation_data_bundle/non_mandatory_tour_frequency/PTYPE_DRIVING/non_mandatory_tour_frequency_coefficients_PTYPE_DRIVING.csv\n",
+      "loading from output-est-mode/estimation_data_bundle/non_mandatory_tour_frequency/PTYPE_DRIVING/non_mandatory_tour_frequency_choosers_combined.parquet\n",
+      "loading from output-est-mode/estimation_data_bundle/non_mandatory_tour_frequency/PTYPE_DRIVING/non_mandatory_tour_frequency_interaction_expression_values.parquet\n",
+      "Loading EDB for PTYPE_SCHOOL segment\n",
+      "loading from output-est-mode/estimation_data_bundle/non_mandatory_tour_frequency/PTYPE_SCHOOL/non_mandatory_tour_frequency_coefficients_PTYPE_SCHOOL.csv\n",
+      "loading from output-est-mode/estimation_data_bundle/non_mandatory_tour_frequency/PTYPE_SCHOOL/non_mandatory_tour_frequency_choosers_combined.parquet\n",
+      "loading from output-est-mode/estimation_data_bundle/non_mandatory_tour_frequency/PTYPE_SCHOOL/non_mandatory_tour_frequency_interaction_expression_values.parquet\n",
+      "Loading EDB for PTYPE_PRESCHOOL segment\n",
+      "loading from output-est-mode/estimation_data_bundle/non_mandatory_tour_frequency/PTYPE_PRESCHOOL/non_mandatory_tour_frequency_coefficients_PTYPE_PRESCHOOL.csv\n",
+      "loading from output-est-mode/estimation_data_bundle/non_mandatory_tour_frequency/PTYPE_PRESCHOOL/non_mandatory_tour_frequency_choosers_combined.parquet\n",
+      "loading from output-est-mode/estimation_data_bundle/non_mandatory_tour_frequency/PTYPE_PRESCHOOL/non_mandatory_tour_frequency_interaction_expression_values.parquet\n",
+      "loading from output-est-mode/estimation_data_bundle/non_mandatory_tour_frequency/PTYPE_FULL/non_mandatory_tour_frequency_SPEC.csv\n",
+      "loading from output-est-mode/estimation_data_bundle/non_mandatory_tour_frequency/PTYPE_FULL/non_mandatory_tour_frequency_alternatives.csv\n",
+      "Creating larch model for PTYPE_FULL\n",
+      "Creating larch model for PTYPE_PART\n",
+      "Creating larch model for PTYPE_UNIVERSITY\n",
+      "Creating larch model for PTYPE_NONWORK\n",
+      "Creating larch model for PTYPE_RETIRED\n",
+      "Creating larch model for PTYPE_DRIVING\n",
+      "Creating larch model for PTYPE_SCHOOL\n",
+      "Creating larch model for PTYPE_PRESCHOOL\n"
+     ]
+    }
+   ],
    "source": [
     "modelname = \"nonmand_tour_freq\"\n",
     "\n",
     "from activitysim.estimation.larch import component_model\n",
-    "model, data = component_model(modelname, return_data=True, condense_parameters=True)"
+    "\n",
+    "model, data = component_model(\n",
+    "    modelname,\n",
+    "    edb_directory=f\"output-est-mode/estimation_data_bundle/non_mandatory_tour_frequency/\",\n",
+    "    return_data=True,\n",
+    "    condense_parameters=True,\n",
+    ")"
    ]
   },
   {
@@ -383,20 +472,20 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>72241</td>\n",
+       "      <td>72355</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>72241</td>\n",
-       "      <td>56</td>\n",
-       "      <td>1</td>\n",
+       "      <td>72355</td>\n",
+       "      <td>52</td>\n",
        "      <td>1</td>\n",
+       "      <td>2</td>\n",
        "      <td>1</td>\n",
        "      <td>3</td>\n",
        "      <td>1</td>\n",
        "      <td>...</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
-       "      <td>0</td>\n",
+       "      <td>1</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
@@ -407,13 +496,13 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>72441</td>\n",
+       "      <td>72384</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>72441</td>\n",
-       "      <td>49</td>\n",
-       "      <td>1</td>\n",
+       "      <td>72384</td>\n",
+       "      <td>28</td>\n",
        "      <td>1</td>\n",
+       "      <td>2</td>\n",
        "      <td>1</td>\n",
        "      <td>3</td>\n",
        "      <td>1</td>\n",
@@ -431,11 +520,11 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>73144</td>\n",
-       "      <td>0</td>\n",
+       "      <td>72407</td>\n",
+       "      <td>1</td>\n",
        "      <td>0</td>\n",
-       "      <td>73144</td>\n",
-       "      <td>31</td>\n",
+       "      <td>72407</td>\n",
+       "      <td>52</td>\n",
        "      <td>1</td>\n",
        "      <td>2</td>\n",
        "      <td>1</td>\n",
@@ -443,8 +532,8 @@
        "      <td>1</td>\n",
        "      <td>...</td>\n",
        "      <td>False</td>\n",
-       "      <td>True</td>\n",
-       "      <td>-1</td>\n",
+       "      <td>False</td>\n",
+       "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
@@ -455,20 +544,20 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>73493</td>\n",
+       "      <td>72459</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>73493</td>\n",
-       "      <td>31</td>\n",
+       "      <td>72459</td>\n",
+       "      <td>38</td>\n",
+       "      <td>1</td>\n",
        "      <td>1</td>\n",
-       "      <td>2</td>\n",
        "      <td>1</td>\n",
        "      <td>3</td>\n",
        "      <td>1</td>\n",
        "      <td>...</td>\n",
        "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>0</td>\n",
+       "      <td>True</td>\n",
+       "      <td>-1</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
@@ -479,11 +568,11 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>73706</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>73706</td>\n",
-       "      <td>26</td>\n",
+       "      <td>72569</td>\n",
+       "      <td>1</td>\n",
+       "      <td>20</td>\n",
+       "      <td>72569</td>\n",
+       "      <td>49</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
@@ -491,14 +580,14 @@
        "      <td>1</td>\n",
        "      <td>...</td>\n",
        "      <td>False</td>\n",
-       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>-1</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>1</td>\n",
        "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -526,14 +615,14 @@
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1759</th>\n",
-       "      <td>7512288</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>2820953</td>\n",
-       "      <td>28</td>\n",
-       "      <td>1</td>\n",
+       "      <th>19354</th>\n",
+       "      <td>7538573</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2847238</td>\n",
+       "      <td>67</td>\n",
        "      <td>1</td>\n",
+       "      <td>2</td>\n",
        "      <td>1</td>\n",
        "      <td>3</td>\n",
        "      <td>1</td>\n",
@@ -546,18 +635,18 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>0</td>\n",
+       "      <td>1</td>\n",
        "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1760</th>\n",
-       "      <td>7512469</td>\n",
+       "      <th>19355</th>\n",
+       "      <td>7538990</td>\n",
        "      <td>1</td>\n",
+       "      <td>19</td>\n",
+       "      <td>2847655</td>\n",
+       "      <td>72</td>\n",
        "      <td>1</td>\n",
-       "      <td>2821134</td>\n",
-       "      <td>34</td>\n",
        "      <td>1</td>\n",
-       "      <td>2</td>\n",
        "      <td>1</td>\n",
        "      <td>3</td>\n",
        "      <td>1</td>\n",
@@ -570,16 +659,16 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>1</td>\n",
+       "      <td>0</td>\n",
        "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1761</th>\n",
-       "      <td>7513117</td>\n",
+       "      <th>19356</th>\n",
+       "      <td>7539071</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>2821782</td>\n",
-       "      <td>16</td>\n",
+       "      <td>2847736</td>\n",
+       "      <td>70</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
@@ -587,8 +676,8 @@
        "      <td>1</td>\n",
        "      <td>...</td>\n",
        "      <td>False</td>\n",
-       "      <td>True</td>\n",
-       "      <td>-1</td>\n",
+       "      <td>False</td>\n",
+       "      <td>1</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
@@ -598,12 +687,12 @@
        "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1762</th>\n",
-       "      <td>7513996</td>\n",
+       "      <th>19357</th>\n",
+       "      <td>7539203</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>2822661</td>\n",
-       "      <td>24</td>\n",
+       "      <td>2847868</td>\n",
+       "      <td>87</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
@@ -622,21 +711,21 @@
        "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1763</th>\n",
-       "      <td>7514404</td>\n",
+       "      <th>19358</th>\n",
+       "      <td>7539317</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>2823069</td>\n",
-       "      <td>30</td>\n",
+       "      <td>2847982</td>\n",
+       "      <td>70</td>\n",
+       "      <td>1</td>\n",
        "      <td>1</td>\n",
-       "      <td>2</td>\n",
        "      <td>1</td>\n",
        "      <td>3</td>\n",
        "      <td>1</td>\n",
        "      <td>...</td>\n",
        "      <td>False</td>\n",
-       "      <td>True</td>\n",
-       "      <td>-1</td>\n",
+       "      <td>False</td>\n",
+       "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
@@ -647,76 +736,76 @@
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>1764 rows × 142 columns</p>\n",
+       "<p>19359 rows × 142 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "      person_id  model_choice  override_choice  household_id  age  PNUM  sex  \\\n",
-       "0         72241             0                0         72241   56     1    1   \n",
-       "1         72441             0                0         72441   49     1    1   \n",
-       "2         73144             0                0         73144   31     1    2   \n",
-       "3         73493             0                0         73493   31     1    2   \n",
-       "4         73706             0                0         73706   26     1    1   \n",
-       "...         ...           ...              ...           ...  ...   ...  ...   \n",
-       "1759    7512288             5                5       2820953   28     1    1   \n",
-       "1760    7512469             1                1       2821134   34     1    2   \n",
-       "1761    7513117             0                0       2821782   16     1    1   \n",
-       "1762    7513996             0                0       2822661   24     1    1   \n",
-       "1763    7514404             0                0       2823069   30     1    2   \n",
-       "\n",
-       "      pemploy  pstudent  ptype  ...  high_income  no_cars  car_sufficiency  \\\n",
-       "0           1         3      1  ...        False    False                0   \n",
-       "1           1         3      1  ...        False    False                0   \n",
-       "2           1         3      1  ...        False     True               -1   \n",
-       "3           1         3      1  ...        False    False                0   \n",
-       "4           1         3      1  ...        False    False                0   \n",
-       "...       ...       ...    ...  ...          ...      ...              ...   \n",
-       "1759        1         3      1  ...        False     True               -1   \n",
-       "1760        1         3      1  ...        False     True               -1   \n",
-       "1761        1         3      1  ...        False     True               -1   \n",
-       "1762        1         3      1  ...        False    False                0   \n",
-       "1763        1         3      1  ...        False     True               -1   \n",
+       "       person_id  model_choice  override_choice  household_id  age  PNUM  sex  \\\n",
+       "0          72355             0                0         72355   52     1    2   \n",
+       "1          72384             0                0         72384   28     1    2   \n",
+       "2          72407             1                0         72407   52     1    2   \n",
+       "3          72459             0                0         72459   38     1    1   \n",
+       "4          72569             1               20         72569   49     1    1   \n",
+       "...          ...           ...              ...           ...  ...   ...  ...   \n",
+       "19354    7538573             0                0       2847238   67     1    2   \n",
+       "19355    7538990             1               19       2847655   72     1    1   \n",
+       "19356    7539071             0                0       2847736   70     1    1   \n",
+       "19357    7539203             0                0       2847868   87     1    1   \n",
+       "19358    7539317             0                0       2847982   70     1    1   \n",
        "\n",
-       "      num_hh_joint_shop_tours  num_hh_joint_eatout_tours  \\\n",
-       "0                           0                          0   \n",
-       "1                           0                          0   \n",
-       "2                           0                          0   \n",
-       "3                           0                          0   \n",
-       "4                           0                          0   \n",
-       "...                       ...                        ...   \n",
-       "1759                        0                          0   \n",
-       "1760                        0                          0   \n",
-       "1761                        0                          0   \n",
-       "1762                        0                          0   \n",
-       "1763                        0                          0   \n",
+       "       pemploy  pstudent  ptype  ...  high_income  no_cars  car_sufficiency  \\\n",
+       "0            1         3      1  ...        False    False                1   \n",
+       "1            1         3      1  ...        False    False                0   \n",
+       "2            1         3      1  ...        False    False                0   \n",
+       "3            1         3      1  ...        False     True               -1   \n",
+       "4            1         3      1  ...        False     True               -1   \n",
+       "...        ...       ...    ...  ...          ...      ...              ...   \n",
+       "19354        1         3      1  ...        False     True               -1   \n",
+       "19355        1         3      1  ...        False     True               -1   \n",
+       "19356        1         3      1  ...        False    False                1   \n",
+       "19357        1         3      1  ...        False    False                0   \n",
+       "19358        1         3      1  ...        False    False                0   \n",
        "\n",
-       "      num_hh_joint_maint_tours  num_hh_joint_social_tours  \\\n",
+       "       num_hh_joint_shop_tours  num_hh_joint_eatout_tours  \\\n",
        "0                            0                          0   \n",
        "1                            0                          0   \n",
        "2                            0                          0   \n",
        "3                            0                          0   \n",
        "4                            0                          0   \n",
        "...                        ...                        ...   \n",
-       "1759                         0                          0   \n",
-       "1760                         0                          0   \n",
-       "1761                         0                          0   \n",
-       "1762                         0                          0   \n",
-       "1763                         0                          0   \n",
+       "19354                        0                          0   \n",
+       "19355                        0                          0   \n",
+       "19356                        0                          0   \n",
+       "19357                        0                          0   \n",
+       "19358                        0                          0   \n",
        "\n",
-       "      num_hh_joint_othdiscr_tours  has_mandatory_tour  has_joint_tour  \n",
-       "0                               0                   1               0  \n",
-       "1                               0                   1               0  \n",
-       "2                               0                   1               0  \n",
-       "3                               0                   1               0  \n",
-       "4                               0                   1               0  \n",
-       "...                           ...                 ...             ...  \n",
-       "1759                            0                   0               0  \n",
-       "1760                            0                   1               0  \n",
-       "1761                            0                   1               0  \n",
-       "1762                            0                   1               0  \n",
-       "1763                            0                   1               0  \n",
+       "       num_hh_joint_maint_tours  num_hh_joint_social_tours  \\\n",
+       "0                             0                          0   \n",
+       "1                             0                          0   \n",
+       "2                             0                          0   \n",
+       "3                             0                          0   \n",
+       "4                             0                          0   \n",
+       "...                         ...                        ...   \n",
+       "19354                         0                          0   \n",
+       "19355                         0                          0   \n",
+       "19356                         0                          0   \n",
+       "19357                         0                          0   \n",
+       "19358                         0                          0   \n",
        "\n",
-       "[1764 rows x 142 columns]"
+       "       num_hh_joint_othdiscr_tours  has_mandatory_tour  has_joint_tour  \n",
+       "0                                0                   1               0  \n",
+       "1                                0                   1               0  \n",
+       "2                                0                   1               0  \n",
+       "3                                0                   1               0  \n",
+       "4                                0                   0               0  \n",
+       "...                            ...                 ...             ...  \n",
+       "19354                            0                   1               0  \n",
+       "19355                            0                   0               0  \n",
+       "19356                            0                   1               0  \n",
+       "19357                            0                   1               0  \n",
+       "19358                            0                   1               0  \n",
+       "\n",
+       "[19359 rows x 142 columns]"
       ]
      },
      "execution_count": 8,
@@ -741,6 +830,1896 @@
    "cell_type": "code",
    "execution_count": 9,
    "metadata": {},
+   "outputs": [
+    {
+     "data": {
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+       "  margin-top: 0;\n",
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+       ".xr-array-name {\n",
+       "  margin-left: 2px;\n",
+       "  margin-right: 10px;\n",
+       "}\n",
+       "\n",
+       ".xr-obj-type {\n",
+       "  color: var(--xr-font-color2);\n",
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+       "\n",
+       ".xr-sections {\n",
+       "  padding-left: 0 !important;\n",
+       "  display: grid;\n",
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+       "\n",
+       ".xr-section-item input {\n",
+       "  display: none;\n",
+       "}\n",
+       "\n",
+       ".xr-section-item input + label {\n",
+       "  color: var(--xr-disabled-color);\n",
+       "}\n",
+       "\n",
+       ".xr-section-item input:enabled + label {\n",
+       "  cursor: pointer;\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
+       ".xr-section-item input:enabled + label:hover {\n",
+       "  color: var(--xr-font-color0);\n",
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+       "  color: var(--xr-font-color2);\n",
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+       "\n",
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+       "  padding-left: 0.5em;\n",
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+       ".xr-var-name:hover,\n",
+       ".xr-var-dims:hover,\n",
+       ".xr-var-dtype:hover,\n",
+       ".xr-attrs dt:hover {\n",
+       "  overflow: visible;\n",
+       "  width: auto;\n",
+       "  z-index: 1;\n",
+       "}\n",
+       "\n",
+       ".xr-var-attrs,\n",
+       ".xr-var-data,\n",
+       ".xr-index-data {\n",
+       "  display: none;\n",
+       "  background-color: var(--xr-background-color) !important;\n",
+       "  padding-bottom: 5px !important;\n",
+       "}\n",
+       "\n",
+       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
+       ".xr-var-data-in:checked ~ .xr-var-data,\n",
+       ".xr-index-data-in:checked ~ .xr-index-data {\n",
+       "  display: block;\n",
+       "}\n",
+       "\n",
+       ".xr-var-data > table {\n",
+       "  float: right;\n",
+       "}\n",
+       "\n",
+       ".xr-var-name span,\n",
+       ".xr-var-data,\n",
+       ".xr-index-name div,\n",
+       ".xr-index-data,\n",
+       ".xr-attrs {\n",
+       "  padding-left: 25px !important;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs,\n",
+       ".xr-var-attrs,\n",
+       ".xr-var-data,\n",
+       ".xr-index-data {\n",
+       "  grid-column: 1 / -1;\n",
+       "}\n",
+       "\n",
+       "dl.xr-attrs {\n",
+       "  padding: 0;\n",
+       "  margin: 0;\n",
+       "  display: grid;\n",
+       "  grid-template-columns: 125px auto;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs dt,\n",
+       ".xr-attrs dd {\n",
+       "  padding: 0;\n",
+       "  margin: 0;\n",
+       "  float: left;\n",
+       "  padding-right: 10px;\n",
+       "  width: auto;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs dt {\n",
+       "  font-weight: normal;\n",
+       "  grid-column: 1;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs dt:hover span {\n",
+       "  display: inline-block;\n",
+       "  background: var(--xr-background-color);\n",
+       "  padding-right: 10px;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs dd {\n",
+       "  grid-column: 2;\n",
+       "  white-space: pre-wrap;\n",
+       "  word-break: break-all;\n",
+       "}\n",
+       "\n",
+       ".xr-icon-database,\n",
+       ".xr-icon-file-text2,\n",
+       ".xr-no-icon {\n",
+       "  display: inline-block;\n",
+       "  vertical-align: middle;\n",
+       "  width: 1em;\n",
+       "  height: 1.5em !important;\n",
+       "  stroke-width: 0;\n",
+       "  stroke: currentColor;\n",
+       "  fill: currentColor;\n",
+       "}\n",
+       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt; Size: 2GB\n",
+       "Dimensions:                                                                      (\n",
+       "                                                                                  person_id: 19359,\n",
+       "                                                                                  alt_id: 96)\n",
+       "Coordinates:\n",
+       "  * person_id                                                                    (person_id) int64 155kB ...\n",
+       "  * alt_id                                                                       (alt_id) int64 768B ...\n",
+       "Data variables: (12/353)\n",
+       "    index                                                                        (person_id, alt_id) int64 15MB ...\n",
+       "    util_escorting_tour                                                          (person_id, alt_id) int64 15MB ...\n",
+       "    util_discretionary_tour                                                      (person_id, alt_id) int64 15MB ...\n",
+       "    util_shopping_tour                                                           (person_id, alt_id) int64 15MB ...\n",
+       "    util_maintenance_tour                                                        (person_id, alt_id) int64 15MB ...\n",
+       "    util_visiting_or_social_tour                                                 (person_id, alt_id) int64 15MB ...\n",
+       "    ...                                                                           ...\n",
+       "    num_hh_joint_eatout_tours                                                    (person_id) int8 19kB ...\n",
+       "    num_hh_joint_maint_tours                                                     (person_id) int8 19kB ...\n",
+       "    num_hh_joint_social_tours                                                    (person_id) int8 19kB ...\n",
+       "    num_hh_joint_othdiscr_tours                                                  (person_id) int8 19kB ...\n",
+       "    has_mandatory_tour                                                           (person_id) int64 155kB ...\n",
+       "    has_joint_tour                                                               (person_id) int64 155kB ...\n",
+       "Attributes:\n",
+       "    _caseid_:  person_id\n",
+       "    _altid_:   alt_id</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-92c0e6fd-336e-418a-890e-ffa07553ed25' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-92c0e6fd-336e-418a-890e-ffa07553ed25' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>person_id</span>: 19359</li><li><span class='xr-has-index'>alt_id</span>: 96</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-d95ac4ed-a2f7-4396-8499-4f3289a7fda6' class='xr-section-summary-in' type='checkbox'  checked><label for='section-d95ac4ed-a2f7-4396-8499-4f3289a7fda6' class='xr-section-summary' >Coordinates: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>person_id</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>72355 72384 ... 7539203 7539317</div><input id='attrs-898a6a09-1bea-4361-9bbd-8e920639c178' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-898a6a09-1bea-4361-9bbd-8e920639c178' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-af36c0d0-1b46-4570-8439-06123bb226cc' class='xr-var-data-in' type='checkbox'><label for='data-af36c0d0-1b46-4570-8439-06123bb226cc' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([  72355,   72384,   72407, ..., 7539071, 7539203, 7539317])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>alt_id</span></div><div class='xr-var-dims'>(alt_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 6 ... 90 91 92 93 94 95</div><input id='attrs-98ec9b9a-aaaa-46b8-bfbe-cadeebe61c41' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-98ec9b9a-aaaa-46b8-bfbe-cadeebe61c41' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bb17338b-6c24-471d-b796-f7e177172f58' class='xr-var-data-in' type='checkbox'><label for='data-bb17338b-6c24-471d-b796-f7e177172f58' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16, 17,\n",
+       "       18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35,\n",
+       "       36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53,\n",
+       "       54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71,\n",
+       "       72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89,\n",
+       "       90, 91, 92, 93, 94, 95])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-8ff9dbd0-3b7c-4b6d-9eea-24256fa2ab8f' class='xr-section-summary-in' type='checkbox'  ><label for='section-8ff9dbd0-3b7c-4b6d-9eea-24256fa2ab8f' class='xr-section-summary' >Data variables: <span>(353)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>index</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 6 ... 90 91 92 93 94 95</div><input id='attrs-a61a2037-71ad-4d42-9e79-e72d345b8c64' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a61a2037-71ad-4d42-9e79-e72d345b8c64' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-37158c91-3f4b-45ff-9124-fcafcb35d4cc' class='xr-var-data-in' type='checkbox'><label for='data-37158c91-3f4b-45ff-9124-fcafcb35d4cc' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[ 0,  1,  2, ..., 93, 94, 95],\n",
+       "       [ 0,  1,  2, ..., 93, 94, 95],\n",
+       "       [ 0,  1,  2, ..., 93, 94, 95],\n",
+       "       ...,\n",
+       "       [ 0,  1,  2, ..., 93, 94, 95],\n",
+       "       [ 0,  1,  2, ..., 93, 94, 95],\n",
+       "       [ 0,  1,  2, ..., 93, 94, 95]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_escorting_tour</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 2 2 2 2 2 2 2 2</div><input id='attrs-6d7a5caf-6ab5-462e-be8f-fe64c2c95dea' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-6d7a5caf-6ab5-462e-be8f-fe64c2c95dea' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e13e3aa8-60dd-4ad8-aa86-88582ecc0fb0' class='xr-var-data-in' type='checkbox'><label for='data-e13e3aa8-60dd-4ad8-aa86-88582ecc0fb0' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, ..., 2, 2, 2],\n",
+       "       [0, 0, 0, ..., 2, 2, 2],\n",
+       "       [0, 0, 0, ..., 2, 2, 2],\n",
+       "       ...,\n",
+       "       [0, 0, 0, ..., 2, 2, 2],\n",
+       "       [0, 0, 0, ..., 2, 2, 2],\n",
+       "       [0, 0, 0, ..., 2, 2, 2]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_discretionary_tour</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 0 1 0 1 0 1 ... 0 1 0 1 0 1 0 1</div><input id='attrs-28aa409a-0cde-4aa6-b63d-7f9519a9d1dc' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-28aa409a-0cde-4aa6-b63d-7f9519a9d1dc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ac461f15-fb89-4412-9969-5b585163af7b' class='xr-var-data-in' type='checkbox'><label for='data-ac461f15-fb89-4412-9969-5b585163af7b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 1, 0, ..., 1, 0, 1],\n",
+       "       [0, 1, 0, ..., 1, 0, 1],\n",
+       "       [0, 1, 0, ..., 1, 0, 1],\n",
+       "       ...,\n",
+       "       [0, 1, 0, ..., 1, 0, 1],\n",
+       "       [0, 1, 0, ..., 1, 0, 1],\n",
+       "       [0, 1, 0, ..., 1, 0, 1]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_shopping_tour</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 1 1 1 1 1 1 1 1</div><input id='attrs-d9090475-2985-4d85-9c2e-592d37d9ea3e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d9090475-2985-4d85-9c2e-592d37d9ea3e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-228b8323-9456-44bf-a251-2191ace0dd18' class='xr-var-data-in' type='checkbox'><label for='data-228b8323-9456-44bf-a251-2191ace0dd18' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, ..., 1, 1, 1],\n",
+       "       [0, 0, 0, ..., 1, 1, 1],\n",
+       "       [0, 0, 0, ..., 1, 1, 1],\n",
+       "       ...,\n",
+       "       [0, 0, 0, ..., 1, 1, 1],\n",
+       "       [0, 0, 0, ..., 1, 1, 1],\n",
+       "       [0, 0, 0, ..., 1, 1, 1]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_maintenance_tour</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 1 1 1 1 1 1 1 1</div><input id='attrs-eca6efed-f51c-47d1-a0e2-12859144c2cf' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-eca6efed-f51c-47d1-a0e2-12859144c2cf' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5184ce26-2b58-46bb-ab54-6ecab056df5f' class='xr-var-data-in' type='checkbox'><label for='data-5184ce26-2b58-46bb-ab54-6ecab056df5f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, ..., 1, 1, 1],\n",
+       "       [0, 0, 0, ..., 1, 1, 1],\n",
+       "       [0, 0, 0, ..., 1, 1, 1],\n",
+       "       ...,\n",
+       "       [0, 0, 0, ..., 1, 1, 1],\n",
+       "       [0, 0, 0, ..., 1, 1, 1],\n",
+       "       [0, 0, 0, ..., 1, 1, 1]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_visiting_or_social_tour</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 1 1 0 0 1 1 ... 0 0 1 1 0 0 1 1</div><input id='attrs-c91c41a7-ddde-4aa0-b1b3-2038c6c3bf92' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c91c41a7-ddde-4aa0-b1b3-2038c6c3bf92' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b20c576d-feda-4035-8506-22b11b348287' class='xr-var-data-in' type='checkbox'><label for='data-b20c576d-feda-4035-8506-22b11b348287' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 1, ..., 0, 1, 1],\n",
+       "       [0, 0, 1, ..., 0, 1, 1],\n",
+       "       [0, 0, 1, ..., 0, 1, 1],\n",
+       "       ...,\n",
+       "       [0, 0, 1, ..., 0, 1, 1],\n",
+       "       [0, 0, 1, ..., 0, 1, 1],\n",
+       "       [0, 0, 1, ..., 0, 1, 1]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_eating_out_tour</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 1 1 1 1 ... 0 0 0 0 1 1 1 1</div><input id='attrs-a79939a8-e664-43de-9e77-78e785aa0a74' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a79939a8-e664-43de-9e77-78e785aa0a74' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c8e8708e-2f16-4085-a40b-b3b526982d64' class='xr-var-data-in' type='checkbox'><label for='data-c8e8708e-2f16-4085-a40b-b3b526982d64' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, ..., 1, 1, 1],\n",
+       "       [0, 0, 0, ..., 1, 1, 1],\n",
+       "       [0, 0, 0, ..., 1, 1, 1],\n",
+       "       ...,\n",
+       "       [0, 0, 0, ..., 1, 1, 1],\n",
+       "       [0, 0, 0, ..., 1, 1, 1],\n",
+       "       [0, 0, 0, ..., 1, 1, 1]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_total_number_of_tours_is_0_no_prior_tours</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False False ... False False</div><input id='attrs-53a83773-f973-49cb-90ae-0101e633622e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-53a83773-f973-49cb-90ae-0101e633622e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6aa62ff1-ad27-4305-b47c-7af018e7e191' class='xr-var-data-in' type='checkbox'><label for='data-6aa62ff1-ad27-4305-b47c-7af018e7e191' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       ...,\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_total_number_of_tours_is_0_prior_tours</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>True False False ... False False</div><input id='attrs-10b2d8d2-b9be-48c5-a0c2-ab307db0414b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-10b2d8d2-b9be-48c5-a0c2-ab307db0414b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3a976493-4a92-41a1-a9dc-146ac103ddcc' class='xr-var-data-in' type='checkbox'><label for='data-3a976493-4a92-41a1-a9dc-146ac103ddcc' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[ True, False, False, ..., False, False, False],\n",
+       "       [ True, False, False, ..., False, False, False],\n",
+       "       [ True, False, False, ..., False, False, False],\n",
+       "       ...,\n",
+       "       [ True, False, False, ..., False, False, False],\n",
+       "       [ True, False, False, ..., False, False, False],\n",
+       "       [ True, False, False, ..., False, False, False]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_total_number_of_tours_is_1</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False True True ... False False</div><input id='attrs-93293597-619a-4bfe-8773-f79104cc5e13' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-93293597-619a-4bfe-8773-f79104cc5e13' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2c277d79-be87-4288-9401-a75cdc610a5b' class='xr-var-data-in' type='checkbox'><label for='data-2c277d79-be87-4288-9401-a75cdc610a5b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[False,  True,  True, ..., False, False, False],\n",
+       "       [False,  True,  True, ..., False, False, False],\n",
+       "       [False,  True,  True, ..., False, False, False],\n",
+       "       ...,\n",
+       "       [False,  True,  True, ..., False, False, False],\n",
+       "       [False,  True,  True, ..., False, False, False],\n",
+       "       [False,  True,  True, ..., False, False, False]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_total_number_of_tours_is_2</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False False ... False False</div><input id='attrs-466f970f-ac31-4ec5-87a4-f659f0ed9e99' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-466f970f-ac31-4ec5-87a4-f659f0ed9e99' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ab76d38e-1fc9-4ffa-a697-a97a15b8ba1b' class='xr-var-data-in' type='checkbox'><label for='data-ab76d38e-1fc9-4ffa-a697-a97a15b8ba1b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       ...,\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_total_number_of_tours_is_3</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False False ... False False</div><input id='attrs-39453f10-7bb1-4d93-abd7-66369d84b043' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-39453f10-7bb1-4d93-abd7-66369d84b043' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ccece21e-2ad9-41ed-b03e-1f0e6ba6ad6b' class='xr-var-data-in' type='checkbox'><label for='data-ccece21e-2ad9-41ed-b03e-1f0e6ba6ad6b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       ...,\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_total_number_of_tours_is_4</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False False ... False False</div><input id='attrs-35b3cd59-efba-41b8-9653-5fdf5d5e02ec' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-35b3cd59-efba-41b8-9653-5fdf5d5e02ec' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-96e51382-a4d1-4dd9-b479-cf120e27297d' class='xr-var-data-in' type='checkbox'><label for='data-96e51382-a4d1-4dd9-b479-cf120e27297d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       ...,\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_total_number_of_tours_is_5</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False False ... False False</div><input id='attrs-03506349-e459-4808-824e-7f28ca2648bf' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-03506349-e459-4808-824e-7f28ca2648bf' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bd980831-a06c-4fe9-84e5-4d621e1c9c68' class='xr-var-data-in' type='checkbox'><label for='data-bd980831-a06c-4fe9-84e5-4d621e1c9c68' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       ...,\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_total_number_of_tours_is_6_plus</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False False ... True True</div><input id='attrs-1fe66425-6b30-4dbe-b936-ee2555eeacad' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-1fe66425-6b30-4dbe-b936-ee2555eeacad' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-db5710a0-e032-4edd-9d90-1a18c49fa56b' class='xr-var-data-in' type='checkbox'><label for='data-db5710a0-e032-4edd-9d90-1a18c49fa56b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[False, False, False, ...,  True,  True,  True],\n",
+       "       [False, False, False, ...,  True,  True,  True],\n",
+       "       [False, False, False, ...,  True,  True,  True],\n",
+       "       ...,\n",
+       "       [False, False, False, ...,  True,  True,  True],\n",
+       "       [False, False, False, ...,  True,  True,  True],\n",
+       "       [False, False, False, ...,  True,  True,  True]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_number_of_mandatory_tours_and_tour_frequency_is_0</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>1 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-e243c1c4-5d99-49f9-878f-b1148132aff7' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e243c1c4-5d99-49f9-878f-b1148132aff7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-afb95f15-9cf3-4537-99e2-b66ba942c3d6' class='xr-var-data-in' type='checkbox'><label for='data-afb95f15-9cf3-4537-99e2-b66ba942c3d6' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[1, 0, 0, ..., 0, 0, 0],\n",
+       "       [1, 0, 0, ..., 0, 0, 0],\n",
+       "       [1, 0, 0, ..., 0, 0, 0],\n",
+       "       ...,\n",
+       "       [1, 0, 0, ..., 0, 0, 0],\n",
+       "       [1, 0, 0, ..., 0, 0, 0],\n",
+       "       [1, 0, 0, ..., 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_number_of_mandatory_tours_and_tour_frequency_is_1</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 1 0 1 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-5c22971f-8ab7-406c-a9d6-112470cd2ebf' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-5c22971f-8ab7-406c-a9d6-112470cd2ebf' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-68b56ee4-271b-4e9e-a818-b29fdd2f9749' class='xr-var-data-in' type='checkbox'><label for='data-68b56ee4-271b-4e9e-a818-b29fdd2f9749' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 1, 1, ..., 0, 0, 0],\n",
+       "       [0, 1, 1, ..., 0, 0, 0],\n",
+       "       [0, 1, 1, ..., 0, 0, 0],\n",
+       "       ...,\n",
+       "       [0, 1, 1, ..., 0, 0, 0],\n",
+       "       [0, 1, 1, ..., 0, 0, 0],\n",
+       "       [0, 1, 1, ..., 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_number_of_mandatory_tours_and_tour_frequency_is_2</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 1 0 1 1 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-25dd92a2-19ee-4f7f-a658-99f84303c5b0' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-25dd92a2-19ee-4f7f-a658-99f84303c5b0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-85269b22-2e1e-4526-9e96-0f7c54762085' class='xr-var-data-in' type='checkbox'><label for='data-85269b22-2e1e-4526-9e96-0f7c54762085' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       ...,\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_number_of_mandatory_tours_and_tour_frequency_is_3</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 1 ... 0 0 0 0 0 0 0 0</div><input id='attrs-028e21d9-4370-4d52-a536-344dde449ab7' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-028e21d9-4370-4d52-a536-344dde449ab7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e5ba71f5-9ed7-48be-9f8c-c25ecc14f543' class='xr-var-data-in' type='checkbox'><label for='data-e5ba71f5-9ed7-48be-9f8c-c25ecc14f543' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       ...,\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_number_of_mandatory_tours_and_tour_frequency_is_4</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 1 0 0 0 0 0 0 0</div><input id='attrs-628254c8-d36d-4eb6-84ee-4fda20fea8f0' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-628254c8-d36d-4eb6-84ee-4fda20fea8f0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-36244498-199f-4659-b55d-da12a9e5447e' class='xr-var-data-in' type='checkbox'><label for='data-36244498-199f-4659-b55d-da12a9e5447e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       ...,\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_number_of_mandatory_tours_and_tour_frequency_is_5_plus</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 1 1 1 1 1 1 1</div><input id='attrs-a92044ee-a193-47b9-82a2-3b146ac3fdb0' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a92044ee-a193-47b9-82a2-3b146ac3fdb0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-774dc244-e604-4f97-ba21-ff594cf85553' class='xr-var-data-in' type='checkbox'><label for='data-774dc244-e604-4f97-ba21-ff594cf85553' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, ..., 1, 1, 1],\n",
+       "       [0, 0, 0, ..., 1, 1, 1],\n",
+       "       [0, 0, 0, ..., 1, 1, 1],\n",
+       "       ...,\n",
+       "       [0, 0, 0, ..., 1, 1, 1],\n",
+       "       [0, 0, 0, ..., 1, 1, 1],\n",
+       "       [0, 0, 0, ..., 1, 1, 1]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_number_of_joint_tours_and_tour_frequency_is_0</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-af2ff0ee-182e-4329-a4b9-6cba63986c8b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-af2ff0ee-182e-4329-a4b9-6cba63986c8b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4754c2a2-c829-484a-b0b7-ddff966b3bf7' class='xr-var-data-in' type='checkbox'><label for='data-4754c2a2-c829-484a-b0b7-ddff966b3bf7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       ...,\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_number_of_joint_tours_and_tour_frequency_is_1</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-43d8dce9-859f-4d2d-aa7a-2f8173b92616' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-43d8dce9-859f-4d2d-aa7a-2f8173b92616' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-43bf654d-3693-4635-aed4-86df946d79e0' class='xr-var-data-in' type='checkbox'><label for='data-43bf654d-3693-4635-aed4-86df946d79e0' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       ...,\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_number_of_joint_tours_and_tour_frequency_is_2</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-9b71acd8-41bd-44f6-9156-831c50047744' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-9b71acd8-41bd-44f6-9156-831c50047744' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2523029e-a1f7-4c31-b060-81f814ea34cc' class='xr-var-data-in' type='checkbox'><label for='data-2523029e-a1f7-4c31-b060-81f814ea34cc' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       ...,\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_number_of_joint_tours_and_tour_frequency_is_3</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-d7ad49aa-105b-4775-878a-268f87d6f9c6' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d7ad49aa-105b-4775-878a-268f87d6f9c6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-06a8220b-c664-4513-b934-fa7bbf889eeb' class='xr-var-data-in' type='checkbox'><label for='data-06a8220b-c664-4513-b934-fa7bbf889eeb' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       ...,\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_number_of_joint_tours_and_tour_frequency_is_4</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-c6ca28bd-c19f-4a5a-9b7f-05dc44453370' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c6ca28bd-c19f-4a5a-9b7f-05dc44453370' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ca2f2068-f999-4b7c-b227-5f7353aa4ed1' class='xr-var-data-in' type='checkbox'><label for='data-ca2f2068-f999-4b7c-b227-5f7353aa4ed1' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       ...,\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_number_of_joint_tours_and_tour_frequency_is_5_plus</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-8b34452e-40f7-434a-87c6-4ef6a5cea1ee' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-8b34452e-40f7-434a-87c6-4ef6a5cea1ee' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-23591ebc-9901-4e91-8d63-c8f587a14bba' class='xr-var-data-in' type='checkbox'><label for='data-23591ebc-9901-4e91-8d63-c8f587a14bba' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       ...,\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_number_of_joint_shopping_tours</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-f58e5800-2ba7-4bc2-baba-51e03a302e24' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f58e5800-2ba7-4bc2-baba-51e03a302e24' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bf7e8cdf-b827-4341-852c-daeebc0541f0' class='xr-var-data-in' type='checkbox'><label for='data-bf7e8cdf-b827-4341-852c-daeebc0541f0' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       ...,\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_number_of_joint_maintenance_tours</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-d84e621d-e753-4d3f-addd-2bd7ae3a8b34' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d84e621d-e753-4d3f-addd-2bd7ae3a8b34' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-61f6bf30-3dc4-4de4-b267-6ce68e5ea44e' class='xr-var-data-in' type='checkbox'><label for='data-61f6bf30-3dc4-4de4-b267-6ce68e5ea44e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       ...,\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_number_of_joint_eating_out_tours</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-53680743-324f-4ed0-8b50-3676dc1cf0ad' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-53680743-324f-4ed0-8b50-3676dc1cf0ad' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b8295b7f-057b-4402-9fcf-03dd7a403f00' class='xr-var-data-in' type='checkbox'><label for='data-b8295b7f-057b-4402-9fcf-03dd7a403f00' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       ...,\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_number_of_joint_visit_tours</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-02245a52-a6a5-4691-835f-eb84cc5c745a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-02245a52-a6a5-4691-835f-eb84cc5c745a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b1e5c1d9-1514-42ce-9fa7-9d44f56b388a' class='xr-var-data-in' type='checkbox'><label for='data-b1e5c1d9-1514-42ce-9fa7-9d44f56b388a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       ...,\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_number_of_joint_discretionary_tours</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-bb5afc54-d872-458e-a8a7-fe831fce602a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-bb5afc54-d872-458e-a8a7-fe831fce602a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ed9b9ae4-8ab7-4f0c-8fbb-3e49a9402b2f' class='xr-var-data-in' type='checkbox'><label for='data-ed9b9ae4-8ab7-4f0c-8fbb-3e49a9402b2f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       ...,\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_logged_maximum_residual_window_tour_frequency_is_0</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.946 0.0 0.0 0.0 ... 0.0 0.0 0.0</div><input id='attrs-d89ae4cc-ab9e-4089-8d96-883db7c050b9' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d89ae4cc-ab9e-4089-8d96-883db7c050b9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-724c7f2f-fe9e-469d-be25-26050ff91154' class='xr-var-data-in' type='checkbox'><label for='data-724c7f2f-fe9e-469d-be25-26050ff91154' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[1.94591015, 0.        , 0.        , ..., 0.        , 0.        ,\n",
+       "        0.        ],\n",
+       "       [2.07944154, 0.        , 0.        , ..., 0.        , 0.        ,\n",
+       "        0.        ],\n",
+       "       [2.19722458, 0.        , 0.        , ..., 0.        , 0.        ,\n",
+       "        0.        ],\n",
+       "       ...,\n",
+       "       [2.07944154, 0.        , 0.        , ..., 0.        , 0.        ,\n",
+       "        0.        ],\n",
+       "       [1.38629436, 0.        , 0.        , ..., 0.        , 0.        ,\n",
+       "        0.        ],\n",
+       "       [1.09861229, 0.        , 0.        , ..., 0.        , 0.        ,\n",
+       "        0.        ]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_logged_maximum_residual_window_tour_frequency_is_1</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 1.946 1.946 0.0 ... 0.0 0.0 0.0</div><input id='attrs-c1653e64-a819-447c-bc5a-29aba4ba5644' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c1653e64-a819-447c-bc5a-29aba4ba5644' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e18716bb-c808-4a3c-80a3-ae62a7929acb' class='xr-var-data-in' type='checkbox'><label for='data-e18716bb-c808-4a3c-80a3-ae62a7929acb' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0.        , 1.94591015, 1.94591015, ..., 0.        , 0.        ,\n",
+       "        0.        ],\n",
+       "       [0.        , 2.07944154, 2.07944154, ..., 0.        , 0.        ,\n",
+       "        0.        ],\n",
+       "       [0.        , 2.19722458, 2.19722458, ..., 0.        , 0.        ,\n",
+       "        0.        ],\n",
+       "       ...,\n",
+       "       [0.        , 2.07944154, 2.07944154, ..., 0.        , 0.        ,\n",
+       "        0.        ],\n",
+       "       [0.        , 1.38629436, 1.38629436, ..., 0.        , 0.        ,\n",
+       "        0.        ],\n",
+       "       [0.        , 1.09861229, 1.09861229, ..., 0.        , 0.        ,\n",
+       "        0.        ]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_logged_maximum_residual_window_tour_frequency_is_2</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.0 0.0 1.946 ... 0.0 0.0 0.0</div><input id='attrs-5491300a-e6ad-45ad-9cb5-859094d69105' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-5491300a-e6ad-45ad-9cb5-859094d69105' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-136cd634-3998-45c9-907d-9ba35d4b55cf' class='xr-var-data-in' type='checkbox'><label for='data-136cd634-3998-45c9-907d-9ba35d4b55cf' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0., 0., 0., ..., 0., 0., 0.],\n",
+       "       [0., 0., 0., ..., 0., 0., 0.],\n",
+       "       [0., 0., 0., ..., 0., 0., 0.],\n",
+       "       ...,\n",
+       "       [0., 0., 0., ..., 0., 0., 0.],\n",
+       "       [0., 0., 0., ..., 0., 0., 0.],\n",
+       "       [0., 0., 0., ..., 0., 0., 0.]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_logged_maximum_residual_window_tour_frequency_is_3</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0</div><input id='attrs-74fca81a-5308-46ed-8d9c-bc5abd873905' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-74fca81a-5308-46ed-8d9c-bc5abd873905' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-870a9bdd-4994-4ff2-9385-51c61e9f4765' class='xr-var-data-in' type='checkbox'><label for='data-870a9bdd-4994-4ff2-9385-51c61e9f4765' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0., 0., 0., ..., 0., 0., 0.],\n",
+       "       [0., 0., 0., ..., 0., 0., 0.],\n",
+       "       [0., 0., 0., ..., 0., 0., 0.],\n",
+       "       ...,\n",
+       "       [0., 0., 0., ..., 0., 0., 0.],\n",
+       "       [0., 0., 0., ..., 0., 0., 0.],\n",
+       "       [0., 0., 0., ..., 0., 0., 0.]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_logged_maximum_residual_window_tour_frequency_is_4</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0</div><input id='attrs-0dce2a85-daab-4d29-8920-134b717d1978' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0dce2a85-daab-4d29-8920-134b717d1978' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5b4cfaf3-87a8-45ac-9eff-9e3d38017901' class='xr-var-data-in' type='checkbox'><label for='data-5b4cfaf3-87a8-45ac-9eff-9e3d38017901' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0., 0., 0., ..., 0., 0., 0.],\n",
+       "       [0., 0., 0., ..., 0., 0., 0.],\n",
+       "       [0., 0., 0., ..., 0., 0., 0.],\n",
+       "       ...,\n",
+       "       [0., 0., 0., ..., 0., 0., 0.],\n",
+       "       [0., 0., 0., ..., 0., 0., 0.],\n",
+       "       [0., 0., 0., ..., 0., 0., 0.]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_logged_maximum_residual_window_tour_frequency_is_5_plus</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.0 0.0 ... 1.099 1.099 1.099</div><input id='attrs-7039888f-baf2-49b8-8beb-b6fd75acd86b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-7039888f-baf2-49b8-8beb-b6fd75acd86b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-db9131fb-d9e4-41f9-963d-57927dd6e8f5' class='xr-var-data-in' type='checkbox'><label for='data-db9131fb-d9e4-41f9-963d-57927dd6e8f5' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0.        , 0.        , 0.        , ..., 1.94591015, 1.94591015,\n",
+       "        1.94591015],\n",
+       "       [0.        , 0.        , 0.        , ..., 2.07944154, 2.07944154,\n",
+       "        2.07944154],\n",
+       "       [0.        , 0.        , 0.        , ..., 2.19722458, 2.19722458,\n",
+       "        2.19722458],\n",
+       "       ...,\n",
+       "       [0.        , 0.        , 0.        , ..., 2.07944154, 2.07944154,\n",
+       "        2.07944154],\n",
+       "       [0.        , 0.        , 0.        , ..., 1.38629436, 1.38629436,\n",
+       "        1.38629436],\n",
+       "       [0.        , 0.        , 0.        , ..., 1.09861229, 1.09861229,\n",
+       "        1.09861229]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_mediumlow_income_group_and_tour_frequency_is_1</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False False ... False False</div><input id='attrs-132b62db-a4d8-4df3-b975-11992995c96c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-132b62db-a4d8-4df3-b975-11992995c96c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-53fb0fcb-f750-4515-88e1-d8df697bca0a' class='xr-var-data-in' type='checkbox'><label for='data-53fb0fcb-f750-4515-88e1-d8df697bca0a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[False, False, False, ..., False, False, False],\n",
+       "       [False,  True,  True, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       ...,\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_mediumlow_income_group_and_tour_frequency_is_2</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False False ... False False</div><input id='attrs-61f463ec-d71c-46e9-8abc-3f325cd92b4c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-61f463ec-d71c-46e9-8abc-3f325cd92b4c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e51f99bd-778f-41bf-b26a-0b26f49decd4' class='xr-var-data-in' type='checkbox'><label for='data-e51f99bd-778f-41bf-b26a-0b26f49decd4' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       ...,\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_mediumlow_income_group_and_tour_frequency_is_3</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False False ... False False</div><input id='attrs-a1c98cb8-1dcd-48f4-92e0-0ef2600dab95' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a1c98cb8-1dcd-48f4-92e0-0ef2600dab95' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-35068155-9a3f-4a18-be3f-453d0c3b522a' class='xr-var-data-in' type='checkbox'><label for='data-35068155-9a3f-4a18-be3f-453d0c3b522a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       ...,\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_mediumlow_income_group_and_tour_frequency_is_4</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False False ... False False</div><input id='attrs-2b2c0199-9f2f-4870-88e3-5de755a3e826' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2b2c0199-9f2f-4870-88e3-5de755a3e826' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b6aff7d6-82cb-4767-8f7c-4aa6d5284491' class='xr-var-data-in' type='checkbox'><label for='data-b6aff7d6-82cb-4767-8f7c-4aa6d5284491' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       ...,\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_mediumlow_income_group_and_tour_frequency_is_5_plus</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False False ... False False</div><input id='attrs-9aae9b4d-fa47-46cf-9fc2-5d1be81cd28e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-9aae9b4d-fa47-46cf-9fc2-5d1be81cd28e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f11025a4-3339-4b1f-be9a-dd65dadeff60' class='xr-var-data-in' type='checkbox'><label for='data-f11025a4-3339-4b1f-be9a-dd65dadeff60' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ...,  True,  True,  True],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       ...,\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_mediumhigh_income_group_and_tour_frequency_is_1</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False False ... False False</div><input id='attrs-c4bfe749-e6df-4638-a5fc-e053e01c5847' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c4bfe749-e6df-4638-a5fc-e053e01c5847' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-32b340e6-a88e-42bf-ad2c-65e29b8178d8' class='xr-var-data-in' type='checkbox'><label for='data-32b340e6-a88e-42bf-ad2c-65e29b8178d8' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       ...,\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_mediumhigh_income_group_and_tour_frequency_is_2</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False False ... False False</div><input id='attrs-947f912d-649d-4438-80a9-5419b64763c4' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-947f912d-649d-4438-80a9-5419b64763c4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-39b39edc-c041-4713-9c1e-701c03d893b6' class='xr-var-data-in' type='checkbox'><label for='data-39b39edc-c041-4713-9c1e-701c03d893b6' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       ...,\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_mediumhigh_income_group_and_tour_frequency_is_3</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False False ... False False</div><input id='attrs-6682e2c4-3edc-4fef-be9f-01fcfcda33cc' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-6682e2c4-3edc-4fef-be9f-01fcfcda33cc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-50b43478-b25d-4545-911c-2e936950d319' class='xr-var-data-in' type='checkbox'><label for='data-50b43478-b25d-4545-911c-2e936950d319' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       ...,\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_mediumhigh_income_group_and_tour_frequency_is_4</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False False ... False False</div><input id='attrs-b23e1445-b4ee-47e1-a90d-bfe0ee07091b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b23e1445-b4ee-47e1-a90d-bfe0ee07091b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-63be472b-c069-4dde-a299-64ed15c1a3cb' class='xr-var-data-in' type='checkbox'><label for='data-63be472b-c069-4dde-a299-64ed15c1a3cb' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       ...,\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_mediumhigh_income_group_and_tour_frequency_is_5_plus</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False False ... False False</div><input id='attrs-d1850274-6120-4b6e-99c4-bf287f7e5dd4' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d1850274-6120-4b6e-99c4-bf287f7e5dd4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6e0e4ae9-6b48-4806-b4cc-32c9075ca9b1' class='xr-var-data-in' type='checkbox'><label for='data-6e0e4ae9-6b48-4806-b4cc-32c9075ca9b1' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       ...,\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_high_income_group_and_tour_frequency_is_1</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False False ... False False</div><input id='attrs-4a1e3f98-0f26-455b-b7a6-4fe08e12396d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4a1e3f98-0f26-455b-b7a6-4fe08e12396d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7de2f136-a10c-4b54-acdb-0a8c1ad75deb' class='xr-var-data-in' type='checkbox'><label for='data-7de2f136-a10c-4b54-acdb-0a8c1ad75deb' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       ...,\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_high_income_group_and_tour_frequency_is_2</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False False ... False False</div><input id='attrs-de54c639-d103-4e8d-822c-0100d9dbec75' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-de54c639-d103-4e8d-822c-0100d9dbec75' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1f96ea08-a1a3-437f-abf4-5b8d04e4e885' class='xr-var-data-in' type='checkbox'><label for='data-1f96ea08-a1a3-437f-abf4-5b8d04e4e885' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       ...,\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_high_income_group_and_tour_frequency_is_3</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False False ... False False</div><input id='attrs-c3dcaeea-a689-4283-9d9d-906e2d5294dd' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c3dcaeea-a689-4283-9d9d-906e2d5294dd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0d8b32bd-7352-45bc-8451-afcd7a7dd420' class='xr-var-data-in' type='checkbox'><label for='data-0d8b32bd-7352-45bc-8451-afcd7a7dd420' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       ...,\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_high_income_group_and_tour_frequency_is_4</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False False ... False False</div><input id='attrs-96ba491c-f8e3-473f-8749-13e4081feadf' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-96ba491c-f8e3-473f-8749-13e4081feadf' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-491bea08-134b-4b7a-9c97-c13f52da01ab' class='xr-var-data-in' type='checkbox'><label for='data-491bea08-134b-4b7a-9c97-c13f52da01ab' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       ...,\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_high_income_group_and_tour_frequency_is_5_plus</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False False ... False False</div><input id='attrs-b7070791-9fdb-4fc1-93d8-2c9eaf8cca48' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b7070791-9fdb-4fc1-93d8-2c9eaf8cca48' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ba9b87ed-e22f-4f83-9296-9177a9898a4f' class='xr-var-data-in' type='checkbox'><label for='data-ba9b87ed-e22f-4f83-9296-9177a9898a4f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       ...,\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_mediumlow_income_group_and_shopping_tour</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-29b04d2a-33cb-4ffe-8abd-4b1d6b142611' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-29b04d2a-33cb-4ffe-8abd-4b1d6b142611' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-497512e0-8a54-4975-af6a-565e6eaaa9e3' class='xr-var-data-in' type='checkbox'><label for='data-497512e0-8a54-4975-af6a-565e6eaaa9e3' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 1, 1, 1],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       ...,\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_mediumhigh_income_group_and_shopping_tour</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-7f83544b-847d-4805-8654-7389a6452915' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-7f83544b-847d-4805-8654-7389a6452915' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-dfb56ffa-221d-450d-aa6d-d191707364af' class='xr-var-data-in' type='checkbox'><label for='data-dfb56ffa-221d-450d-aa6d-d191707364af' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       ...,\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_high_income_group_and_shopping_tour</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-9bcefedf-3fdb-4514-aceb-64a06651db24' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-9bcefedf-3fdb-4514-aceb-64a06651db24' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-80b1a9b1-dec2-4756-803a-c79b73228d3c' class='xr-var-data-in' type='checkbox'><label for='data-80b1a9b1-dec2-4756-803a-c79b73228d3c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       ...,\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_mediumlow_income_group_and_maintenance_tour</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-d2a4ccd1-0bd3-463e-87ac-3abe7adec51b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d2a4ccd1-0bd3-463e-87ac-3abe7adec51b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2d8a2f7e-e3b3-4dc5-ba78-2e3d4bd91cac' class='xr-var-data-in' type='checkbox'><label for='data-2d8a2f7e-e3b3-4dc5-ba78-2e3d4bd91cac' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 1, 1, 1],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       ...,\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_mediumhigh_income_group_and_maintenance_tour</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-4f0032d2-5f57-418a-bb4f-6625c777da1d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4f0032d2-5f57-418a-bb4f-6625c777da1d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-04fbc624-773b-45c2-b2b8-a66f80c5d418' class='xr-var-data-in' type='checkbox'><label for='data-04fbc624-773b-45c2-b2b8-a66f80c5d418' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       ...,\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_high_income_group_and_maintenance_tour</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-e69c710c-dbfa-4230-bd6d-3f16f1b0c276' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e69c710c-dbfa-4230-bd6d-3f16f1b0c276' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c55fcddf-8595-4367-a4da-d81e766874ab' class='xr-var-data-in' type='checkbox'><label for='data-c55fcddf-8595-4367-a4da-d81e766874ab' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       ...,\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_mediumlow_income_group_and_eating_out_tour</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-86c41e28-ab3c-49d0-90fb-09c148a700e0' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-86c41e28-ab3c-49d0-90fb-09c148a700e0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8023efce-6212-4772-aeb9-10f477853193' class='xr-var-data-in' type='checkbox'><label for='data-8023efce-6212-4772-aeb9-10f477853193' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 1, 1, 1],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       ...,\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_mediumhigh_income_group_and_eating_out_tour</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-8a99137f-d10d-4ff8-938f-277e3ad7bfa1' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-8a99137f-d10d-4ff8-938f-277e3ad7bfa1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1a997fd0-92d7-4072-90c5-45b78c155cd3' class='xr-var-data-in' type='checkbox'><label for='data-1a997fd0-92d7-4072-90c5-45b78c155cd3' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       ...,\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_high_income_group_and_eating_out_tour</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-4b9b5b17-cb87-494f-bb6f-429cf3a780bb' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4b9b5b17-cb87-494f-bb6f-429cf3a780bb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-519147c7-3790-4571-bb27-e10469846b2e' class='xr-var-data-in' type='checkbox'><label for='data-519147c7-3790-4571-bb27-e10469846b2e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       ...,\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_mediumlow_income_group_and_discretionary_tour</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-734a3c0f-4495-45ed-bf70-2395892f0857' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-734a3c0f-4495-45ed-bf70-2395892f0857' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-15cd9d79-cd9b-455b-83d7-d36fe5afa546' class='xr-var-data-in' type='checkbox'><label for='data-15cd9d79-cd9b-455b-83d7-d36fe5afa546' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 1, 0, ..., 1, 0, 1],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       ...,\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_mediumhigh_income_group_and_discretionary_tour</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-2ecde678-7e8d-4e7a-8333-e55dbaccf53c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2ecde678-7e8d-4e7a-8333-e55dbaccf53c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-907808a0-0bdb-4991-b182-07d7ccd36cc8' class='xr-var-data-in' type='checkbox'><label for='data-907808a0-0bdb-4991-b182-07d7ccd36cc8' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       ...,\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_high_income_group_and_discretionary_tour</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-cd3763b3-40c6-4f54-a06d-4ccfe76136c9' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-cd3763b3-40c6-4f54-a06d-4ccfe76136c9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-552ea9e7-6fec-4808-9cef-5ef366aec608' class='xr-var-data-in' type='checkbox'><label for='data-552ea9e7-6fec-4808-9cef-5ef366aec608' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       ...,\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_mediumlow_income_group_and_visiting_tour</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-e2ce5d6b-7a3b-4fd8-96c0-e59f128f3e28' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e2ce5d6b-7a3b-4fd8-96c0-e59f128f3e28' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-337521c5-96b1-40a3-aba2-321cc5353672' class='xr-var-data-in' type='checkbox'><label for='data-337521c5-96b1-40a3-aba2-321cc5353672' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 1, ..., 0, 1, 1],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       ...,\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_mediumhigh_income_group_and_visiting_tour</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-3bf48fdb-8ea5-4737-9af2-5f47362ea1ec' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-3bf48fdb-8ea5-4737-9af2-5f47362ea1ec' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-639a16f7-fc89-430b-a638-27dd81bde9f0' class='xr-var-data-in' type='checkbox'><label for='data-639a16f7-fc89-430b-a638-27dd81bde9f0' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       ...,\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_high_income_group_and_visiting_tour</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-c5db5c2d-d225-4845-ba84-7b823bd0dc2e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c5db5c2d-d225-4845-ba84-7b823bd0dc2e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-33757441-291c-4d5a-83b1-8be2a0c0d485' class='xr-var-data-in' type='checkbox'><label for='data-33757441-291c-4d5a-83b1-8be2a0c0d485' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       ...,\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_female_and_tour_frequency_is_1</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False True True ... False False</div><input id='attrs-bbe2ffcc-1796-4b4d-b81d-6ec673bf7086' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-bbe2ffcc-1796-4b4d-b81d-6ec673bf7086' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7abd6d97-830a-4526-950c-e64492764e11' class='xr-var-data-in' type='checkbox'><label for='data-7abd6d97-830a-4526-950c-e64492764e11' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[False,  True,  True, ..., False, False, False],\n",
+       "       [False,  True,  True, ..., False, False, False],\n",
+       "       [False,  True,  True, ..., False, False, False],\n",
+       "       ...,\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_female_and_tour_frequency_is_2</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False False ... False False</div><input id='attrs-3c26d696-b90c-4b20-971f-a5b1ffa6faf9' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-3c26d696-b90c-4b20-971f-a5b1ffa6faf9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-06358c64-e867-45fa-b79b-c262ab9a2dae' class='xr-var-data-in' type='checkbox'><label for='data-06358c64-e867-45fa-b79b-c262ab9a2dae' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       ...,\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_female_and_tour_frequency_is_3</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False False ... False False</div><input id='attrs-1c9cb9e0-a4b4-4ff8-9de9-bb66bb74bf79' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-1c9cb9e0-a4b4-4ff8-9de9-bb66bb74bf79' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a26c44ff-e38f-447c-8d9e-97547128c11d' class='xr-var-data-in' type='checkbox'><label for='data-a26c44ff-e38f-447c-8d9e-97547128c11d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       ...,\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_female_and_tour_frequency_is_4</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False False ... False False</div><input id='attrs-ccbd25ed-79e5-41b6-8bf1-90a4e6bfa42c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ccbd25ed-79e5-41b6-8bf1-90a4e6bfa42c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-31fae11a-c599-4941-9aa3-edce0c80888e' class='xr-var-data-in' type='checkbox'><label for='data-31fae11a-c599-4941-9aa3-edce0c80888e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       ...,\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_female_and_tour_frequency_is_5</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False False ... False False</div><input id='attrs-880772ec-1f2a-46af-ba12-ab24e6982527' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-880772ec-1f2a-46af-ba12-ab24e6982527' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-27c74592-f48e-4e27-86fb-c00b0313f466' class='xr-var-data-in' type='checkbox'><label for='data-27c74592-f48e-4e27-86fb-c00b0313f466' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       ...,\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_female_and_escorting_tour</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-26fabe99-50ba-41d0-8762-3b1926c2fb47' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-26fabe99-50ba-41d0-8762-3b1926c2fb47' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1c273944-c2cd-4393-a447-5454dec22c1f' class='xr-var-data-in' type='checkbox'><label for='data-1c273944-c2cd-4393-a447-5454dec22c1f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, ..., 2, 2, 2],\n",
+       "       [0, 0, 0, ..., 2, 2, 2],\n",
+       "       [0, 0, 0, ..., 2, 2, 2],\n",
+       "       ...,\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_female_and_shopping_tour</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-1e828daa-c87d-45c8-8a94-ee2fc46925e1' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-1e828daa-c87d-45c8-8a94-ee2fc46925e1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-840ebf10-5cc9-4ada-ba59-a4ec8a95d1ba' class='xr-var-data-in' type='checkbox'><label for='data-840ebf10-5cc9-4ada-ba59-a4ec8a95d1ba' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, ..., 1, 1, 1],\n",
+       "       [0, 0, 0, ..., 1, 1, 1],\n",
+       "       [0, 0, 0, ..., 1, 1, 1],\n",
+       "       ...,\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_female_and_maintenance_tour</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-e5cda4c6-93c2-462d-aa65-088725785115' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e5cda4c6-93c2-462d-aa65-088725785115' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-075bffec-c373-441c-9ca2-ca95552e1079' class='xr-var-data-in' type='checkbox'><label for='data-075bffec-c373-441c-9ca2-ca95552e1079' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, ..., 1, 1, 1],\n",
+       "       [0, 0, 0, ..., 1, 1, 1],\n",
+       "       [0, 0, 0, ..., 1, 1, 1],\n",
+       "       ...,\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_female_and_eatingout_tour</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 1 1 1 1 ... 0 0 0 0 0 0 0 0</div><input id='attrs-9485a89a-3f85-4ca0-91e4-c9052d265da1' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-9485a89a-3f85-4ca0-91e4-c9052d265da1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c1f9ed7d-7f46-4cca-839c-f9f4348320d6' class='xr-var-data-in' type='checkbox'><label for='data-c1f9ed7d-7f46-4cca-839c-f9f4348320d6' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, ..., 1, 1, 1],\n",
+       "       [0, 0, 0, ..., 1, 1, 1],\n",
+       "       [0, 0, 0, ..., 1, 1, 1],\n",
+       "       ...,\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_female_and_discretionary_tour</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 0 1 0 1 0 1 ... 0 0 0 0 0 0 0 0</div><input id='attrs-2f9c05c9-f4c2-4836-b301-61bfef0eed67' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2f9c05c9-f4c2-4836-b301-61bfef0eed67' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6c727f75-bd3e-48a8-b541-1504b7b262d5' class='xr-var-data-in' type='checkbox'><label for='data-6c727f75-bd3e-48a8-b541-1504b7b262d5' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 1, 0, ..., 1, 0, 1],\n",
+       "       [0, 1, 0, ..., 1, 0, 1],\n",
+       "       [0, 1, 0, ..., 1, 0, 1],\n",
+       "       ...,\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_zero_car_ownership_and_tour_frequency_is_1</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False False ... False False</div><input id='attrs-69a2db85-eca9-4ebc-999e-f0d2d824746e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-69a2db85-eca9-4ebc-999e-f0d2d824746e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-319d35c4-55c7-4d7f-88e8-276214d0a800' class='xr-var-data-in' type='checkbox'><label for='data-319d35c4-55c7-4d7f-88e8-276214d0a800' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       ...,\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_zero_car_ownership_and_tour_frequency_is_2</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False False ... False False</div><input id='attrs-d9f1f1ab-5714-40e8-9cf6-4634d190f379' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d9f1f1ab-5714-40e8-9cf6-4634d190f379' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0af14ca8-12e9-42e1-8c14-0eaf52d536d9' class='xr-var-data-in' type='checkbox'><label for='data-0af14ca8-12e9-42e1-8c14-0eaf52d536d9' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       ...,\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_zero_car_ownership_and_tour_frequency_is_3</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False False ... False False</div><input id='attrs-dfff6297-3cee-4b66-973c-9ef62b816a37' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-dfff6297-3cee-4b66-973c-9ef62b816a37' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-510b4f29-1706-40c3-beae-ae83959ad99d' class='xr-var-data-in' type='checkbox'><label for='data-510b4f29-1706-40c3-beae-ae83959ad99d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       ...,\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_zero_car_ownership_and_tour_frequency_is_4</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False False ... False False</div><input id='attrs-53e244ca-dc19-4f16-8e0e-156f59b132dd' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-53e244ca-dc19-4f16-8e0e-156f59b132dd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-86e433d6-1279-4d57-9461-93bd6c8c06d0' class='xr-var-data-in' type='checkbox'><label for='data-86e433d6-1279-4d57-9461-93bd6c8c06d0' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       ...,\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_zero_car_ownership_and_tour_frequency_is_5_plus</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False False ... False False</div><input id='attrs-cf0112ec-6424-404e-8a1c-97da9dde9708' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-cf0112ec-6424-404e-8a1c-97da9dde9708' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5caf9a7f-bef3-4380-8b7d-d4ccac452677' class='xr-var-data-in' type='checkbox'><label for='data-5caf9a7f-bef3-4380-8b7d-d4ccac452677' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       ...,\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_car_shortage_vs_workers_and_tour_frequency_is_1</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False False ... False False</div><input id='attrs-9b1c78dc-436a-4c22-b376-71c1e0649c85' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-9b1c78dc-436a-4c22-b376-71c1e0649c85' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b18d7f1b-b0f2-49ee-bed8-c39a894b2c88' class='xr-var-data-in' type='checkbox'><label for='data-b18d7f1b-b0f2-49ee-bed8-c39a894b2c88' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       ...,\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_car_shortage_vs_workers_and_tour_frequency_is_2</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False False ... False False</div><input id='attrs-630d9852-ec70-4740-96c8-5560c749e5ae' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-630d9852-ec70-4740-96c8-5560c749e5ae' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-73d86af5-6c80-4579-bfc0-5129badae0e3' class='xr-var-data-in' type='checkbox'><label for='data-73d86af5-6c80-4579-bfc0-5129badae0e3' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       ...,\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_car_shortage_vs_workers_and_tour_frequency_is_3</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False False ... False False</div><input id='attrs-88c29b43-cdf4-471a-bdcf-89bf66e916f2' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-88c29b43-cdf4-471a-bdcf-89bf66e916f2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8eb4d25b-10aa-408f-b731-d4841e7a97c9' class='xr-var-data-in' type='checkbox'><label for='data-8eb4d25b-10aa-408f-b731-d4841e7a97c9' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       ...,\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_car_shortage_vs_workers_and_tour_frequency_is_4</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False False ... False False</div><input id='attrs-035f597e-7c5d-4939-bbfa-dbb5aba80677' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-035f597e-7c5d-4939-bbfa-dbb5aba80677' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1f9379bf-bbc6-4369-ae70-94839d2a53a3' class='xr-var-data-in' type='checkbox'><label for='data-1f9379bf-bbc6-4369-ae70-94839d2a53a3' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       ...,\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_car_shortage_vs_workers_and_tour_frequency_is_5_plus</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False False ... False False</div><input id='attrs-b1c1fc84-ac3a-464d-a540-676415e11f56' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b1c1fc84-ac3a-464d-a540-676415e11f56' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cc8701b6-c684-4ca7-98bd-8f85339a3a34' class='xr-var-data-in' type='checkbox'><label for='data-cc8701b6-c684-4ca7-98bd-8f85339a3a34' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       ...,\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_car_surplus_vs_workers_and_tour_frequency_is_1</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False True True ... False False</div><input id='attrs-eb25dbcc-3c26-4777-8505-277ae6829ee9' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-eb25dbcc-3c26-4777-8505-277ae6829ee9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-25adac45-8fdc-48e4-98c5-0f455506dc61' class='xr-var-data-in' type='checkbox'><label for='data-25adac45-8fdc-48e4-98c5-0f455506dc61' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[False,  True,  True, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       ...,\n",
+       "       [False,  True,  True, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_car_surplus_vs_workers_and_tour_frequency_is_2</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False False ... False False</div><input id='attrs-91ff0f53-f08f-4c68-88bb-5092e96670e0' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-91ff0f53-f08f-4c68-88bb-5092e96670e0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-aa0f2006-a6b5-4787-820c-d94b36506528' class='xr-var-data-in' type='checkbox'><label for='data-aa0f2006-a6b5-4787-820c-d94b36506528' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       ...,\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_car_surplus_vs_workers_and_tour_frequency_is_3</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False False ... False False</div><input id='attrs-d692ba05-83c5-4e44-a7c7-a0cb2e0772f7' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d692ba05-83c5-4e44-a7c7-a0cb2e0772f7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ab84a377-404c-4ebb-a332-7ae9d2ef9c93' class='xr-var-data-in' type='checkbox'><label for='data-ab84a377-404c-4ebb-a332-7ae9d2ef9c93' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       ...,\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_car_surplus_vs_workers_and_tour_frequency_is_4</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False False ... False False</div><input id='attrs-523e52e1-ba85-4bcc-8e21-b2b882ef6f8c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-523e52e1-ba85-4bcc-8e21-b2b882ef6f8c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cc0a5a70-660c-4c6b-81bf-b181f7472265' class='xr-var-data-in' type='checkbox'><label for='data-cc0a5a70-660c-4c6b-81bf-b181f7472265' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       ...,\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_car_surplus_vs_workers_and_tour_frequency_is_5_plus</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False False ... False False</div><input id='attrs-1ee2e0cd-5462-4b85-a3b7-8a16f73c83a2' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-1ee2e0cd-5462-4b85-a3b7-8a16f73c83a2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-41bb486c-f23b-4ae3-9ad9-446a7b08e560' class='xr-var-data-in' type='checkbox'><label for='data-41bb486c-f23b-4ae3-9ad9-446a7b08e560' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[False, False, False, ...,  True,  True,  True],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       ...,\n",
+       "       [False, False, False, ...,  True,  True,  True],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_presence_of_non_worker_and_tour_frequency_is_1</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False False ... False False</div><input id='attrs-bb3388ca-cc1a-4063-a244-b4b4d85f0004' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-bb3388ca-cc1a-4063-a244-b4b4d85f0004' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a3f87e11-64f2-434a-a23e-03c2a61e2bb9' class='xr-var-data-in' type='checkbox'><label for='data-a3f87e11-64f2-434a-a23e-03c2a61e2bb9' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       ...,\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_presence_of_non_worker_and_tour_frequency_is_2</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False False ... False False</div><input id='attrs-41bd928a-0f29-4d58-9343-68ce3831c863' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-41bd928a-0f29-4d58-9343-68ce3831c863' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b9632435-89f4-4ac9-8963-964baf206403' class='xr-var-data-in' type='checkbox'><label for='data-b9632435-89f4-4ac9-8963-964baf206403' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       ...,\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_presence_of_non_worker_and_tour_frequency_is_3</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False False ... False False</div><input id='attrs-23b052f6-0687-4815-bc57-f0089a4a8af0' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-23b052f6-0687-4815-bc57-f0089a4a8af0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-22887b98-565e-4086-bea4-ce22d4ae573e' class='xr-var-data-in' type='checkbox'><label for='data-22887b98-565e-4086-bea4-ce22d4ae573e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       ...,\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_presence_of_non_worker_and_tour_frequency_is_4</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False False ... False False</div><input id='attrs-b3d4b0e3-9536-4c92-9fa4-9c2528041333' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b3d4b0e3-9536-4c92-9fa4-9c2528041333' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2e0c01ec-b861-44a4-bf57-19d9454746f9' class='xr-var-data-in' type='checkbox'><label for='data-2e0c01ec-b861-44a4-bf57-19d9454746f9' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       ...,\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_presence_of_non_worker_and_tour_frequency_is_5</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False False ... False False</div><input id='attrs-bb5b878f-cd09-4b02-8156-258e7b735e99' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-bb5b878f-cd09-4b02-8156-258e7b735e99' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4e104334-37c9-4ecb-a088-bd8cf56a2c02' class='xr-var-data-in' type='checkbox'><label for='data-4e104334-37c9-4ecb-a088-bd8cf56a2c02' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       ...,\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_presence_of_retiree_and_tour_frequency_is_1</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False False ... False False</div><input id='attrs-b6d3e3cf-ccd9-405b-a4ca-a5cebaaa6899' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b6d3e3cf-ccd9-405b-a4ca-a5cebaaa6899' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-db4d3fcb-0e78-4ad6-a803-dc94bfbb448e' class='xr-var-data-in' type='checkbox'><label for='data-db4d3fcb-0e78-4ad6-a803-dc94bfbb448e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       ...,\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_presence_of_retiree_and_tour_frequency_is_2</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False False ... False False</div><input id='attrs-aeb05e16-3363-4844-aac6-37403e3bfa50' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-aeb05e16-3363-4844-aac6-37403e3bfa50' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3970ddb9-442c-4807-bef9-c01161f7d39d' class='xr-var-data-in' type='checkbox'><label for='data-3970ddb9-442c-4807-bef9-c01161f7d39d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       ...,\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_presence_of_retiree_and_tour_frequency_is_3</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False False ... False False</div><input id='attrs-41571fa3-065d-4bd2-83b8-f2421ea1430b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-41571fa3-065d-4bd2-83b8-f2421ea1430b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8801d078-ba2f-41ab-828f-509b9d19ecdc' class='xr-var-data-in' type='checkbox'><label for='data-8801d078-ba2f-41ab-828f-509b9d19ecdc' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       ...,\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_presence_of_retiree_and_tour_frequency_is_4</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False False ... False False</div><input id='attrs-7f78256e-fe4a-4be7-9806-b92bbe7b00e1' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-7f78256e-fe4a-4be7-9806-b92bbe7b00e1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f1d25e85-9ce1-4963-bda0-4910dfc5469d' class='xr-var-data-in' type='checkbox'><label for='data-f1d25e85-9ce1-4963-bda0-4910dfc5469d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       ...,\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_presence_of_retiree_and_tour_frequency_is_5</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False False ... False False</div><input id='attrs-b91a49e8-1819-4061-b5d5-c346e27e0d30' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b91a49e8-1819-4061-b5d5-c346e27e0d30' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8c0376c6-09c3-493a-8af3-202047b84287' class='xr-var-data-in' type='checkbox'><label for='data-8c0376c6-09c3-493a-8af3-202047b84287' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       ...,\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_presence_of_preschool_kid_in_household_and_tour_frequency_is_1</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False False ... False False</div><input id='attrs-7516ac98-3e8a-40cf-afe6-0cb13299f87e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-7516ac98-3e8a-40cf-afe6-0cb13299f87e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bae55870-97cd-4d4c-919d-8886fa20649c' class='xr-var-data-in' type='checkbox'><label for='data-bae55870-97cd-4d4c-919d-8886fa20649c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       ...,\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_presence_of_preschool_kid_in_household_and_tour_frequency_is_2</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False False ... False False</div><input id='attrs-9eb55fc7-76ce-4104-b876-ee0f43797770' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-9eb55fc7-76ce-4104-b876-ee0f43797770' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6af71dc3-ffe4-4a6a-9c47-d476023e1ce7' class='xr-var-data-in' type='checkbox'><label for='data-6af71dc3-ffe4-4a6a-9c47-d476023e1ce7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       ...,\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_presence_of_preschool_kid_in_household_and_tour_frequency_is_3</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False False ... False False</div><input id='attrs-1b6c82a4-1740-4346-af70-200e4957b1ba' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-1b6c82a4-1740-4346-af70-200e4957b1ba' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cc54ba3c-63a8-41f3-aeae-f14fc15d65ae' class='xr-var-data-in' type='checkbox'><label for='data-cc54ba3c-63a8-41f3-aeae-f14fc15d65ae' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       ...,\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_presence_of_preschool_kid_in_household_and_tour_frequency_is_4</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False False ... False False</div><input id='attrs-7dcab84d-47b4-4167-8cfe-6a4fe413d9bb' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-7dcab84d-47b4-4167-8cfe-6a4fe413d9bb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-794568a1-f346-49f8-a3a4-98e7ac95f92e' class='xr-var-data-in' type='checkbox'><label for='data-794568a1-f346-49f8-a3a4-98e7ac95f92e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       ...,\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_presence_of_preschool_kid_in_household_and_tour_frequency_is_5</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False False ... False False</div><input id='attrs-e310c116-7b10-4237-b88e-c7e0aa651077' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e310c116-7b10-4237-b88e-c7e0aa651077' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c5283149-8947-43ef-9028-cc22f7734661' class='xr-var-data-in' type='checkbox'><label for='data-c5283149-8947-43ef-9028-cc22f7734661' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       ...,\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_presence_of_predriving_school_kid_in_household_and_tour_frequency_is_1</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False False ... False False</div><input id='attrs-4115fd69-26d7-486a-993a-f2741665af21' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4115fd69-26d7-486a-993a-f2741665af21' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fac0a284-8c0d-42ad-8a4f-bb96075d3a82' class='xr-var-data-in' type='checkbox'><label for='data-fac0a284-8c0d-42ad-8a4f-bb96075d3a82' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       ...,\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_presence_of_predriving_school_kid_in_household_and_tour_frequency_is_2</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False False ... False False</div><input id='attrs-bd87c21d-7760-4bea-a806-759c25804ce6' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-bd87c21d-7760-4bea-a806-759c25804ce6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2874db4e-b92f-4ddc-9f3a-ababb8e5bf1c' class='xr-var-data-in' type='checkbox'><label for='data-2874db4e-b92f-4ddc-9f3a-ababb8e5bf1c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       ...,\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_presence_of_predriving_school_kid_in_household_and_tour_frequency_is_3</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False False ... False False</div><input id='attrs-7fd2eca0-15dd-410e-b72c-48cbf4707542' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-7fd2eca0-15dd-410e-b72c-48cbf4707542' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0939d14b-d487-4c1c-8558-c9356e4744fd' class='xr-var-data-in' type='checkbox'><label for='data-0939d14b-d487-4c1c-8558-c9356e4744fd' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       ...,\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_presence_of_predriving_school_kid_in_household_and_tour_frequency_is_4</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False False ... False False</div><input id='attrs-6b1c7d56-58fa-40ad-b325-5e677876c46a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-6b1c7d56-58fa-40ad-b325-5e677876c46a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c2bf6bcd-72f4-40f9-87cb-8b1ade0531be' class='xr-var-data-in' type='checkbox'><label for='data-c2bf6bcd-72f4-40f9-87cb-8b1ade0531be' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       ...,\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_presence_of_predriving_school_kid_in_household_and_tour_frequency_is_5</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False False ... False False</div><input id='attrs-230cad19-6da5-43dc-9795-c33b6d9e6f42' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-230cad19-6da5-43dc-9795-c33b6d9e6f42' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b5e285a3-0e76-49df-b277-7a207e712a87' class='xr-var-data-in' type='checkbox'><label for='data-b5e285a3-0e76-49df-b277-7a207e712a87' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       ...,\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_presence_of_full_time_worker_and_escorting_tour</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-99794eb1-0d72-4945-bd40-3f4dfea51028' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-99794eb1-0d72-4945-bd40-3f4dfea51028' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-549554a6-59b8-4b68-a6b2-fd56f3a6cecb' class='xr-var-data-in' type='checkbox'><label for='data-549554a6-59b8-4b68-a6b2-fd56f3a6cecb' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       ...,\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_presence_of_part_time_worker_and_escorting_tour</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-854999b5-5c5c-4b5b-a958-07ab4a435606' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-854999b5-5c5c-4b5b-a958-07ab4a435606' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-35af3fb7-3a99-40ef-85b6-47a1f59319b4' class='xr-var-data-in' type='checkbox'><label for='data-35af3fb7-3a99-40ef-85b6-47a1f59319b4' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       ...,\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_presence_of_non_worker_and_escorting_tour</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-ca8cae8f-acb0-4682-a2eb-cd61a0ef61f9' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ca8cae8f-acb0-4682-a2eb-cd61a0ef61f9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-58b1b238-81e1-40e9-9388-55c9e067563b' class='xr-var-data-in' type='checkbox'><label for='data-58b1b238-81e1-40e9-9388-55c9e067563b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       ...,\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_presence_of_retiree_and_escorting_tour</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-07443e10-8907-4487-a5c1-1eb4db5f942c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-07443e10-8907-4487-a5c1-1eb4db5f942c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-079c593d-0573-497c-84ef-318166b9b2c5' class='xr-var-data-in' type='checkbox'><label for='data-079c593d-0573-497c-84ef-318166b9b2c5' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       ...,\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_presence_of_university_student_and_escorting_tour</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-9c20c9a9-8921-404c-9d15-c8a67785f07d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-9c20c9a9-8921-404c-9d15-c8a67785f07d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-eb3e81e1-f2cd-41c6-bc50-27375a55f3fe' class='xr-var-data-in' type='checkbox'><label for='data-eb3e81e1-f2cd-41c6-bc50-27375a55f3fe' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       ...,\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_presence_of_driving_school_kid_and_escorting_tour</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-5a9ce324-302b-4e3d-82bf-4dd9eff18451' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-5a9ce324-302b-4e3d-82bf-4dd9eff18451' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bb48a273-6ef9-4b6c-be36-c166b1bacbd2' class='xr-var-data-in' type='checkbox'><label for='data-bb48a273-6ef9-4b6c-be36-c166b1bacbd2' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       ...,\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_presence_of_pre_driving_school_kid_and_escorting_tour</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-3afd6907-4cdf-4ecb-8bd9-892b91a98dfc' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-3afd6907-4cdf-4ecb-8bd9-892b91a98dfc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fd7b9d2c-e306-45c1-a9eb-6a276ce5b1ef' class='xr-var-data-in' type='checkbox'><label for='data-fd7b9d2c-e306-45c1-a9eb-6a276ce5b1ef' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       ...,\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_presence_of_pre_school_kid_and_escorting_tour</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-bcfe1936-ec9b-4239-8a68-905710966801' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-bcfe1936-ec9b-4239-8a68-905710966801' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4de7ed73-07d8-4ee3-bd93-5cf32cb3bafc' class='xr-var-data-in' type='checkbox'><label for='data-4de7ed73-07d8-4ee3-bd93-5cf32cb3bafc' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       ...,\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_at_home_pre_driving_school_kid_and_escorting_tour</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-37c5d55d-059a-4461-a77f-cd995548499b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-37c5d55d-059a-4461-a77f-cd995548499b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2ee50205-5b85-49c9-9c5f-699ad95ed6d4' class='xr-var-data-in' type='checkbox'><label for='data-2ee50205-5b85-49c9-9c5f-699ad95ed6d4' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       ...,\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_at_home_pre_school_kid_and_escorting_tour</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-89faea55-63f1-4057-a156-7f436f0d46f4' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-89faea55-63f1-4057-a156-7f436f0d46f4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-12547962-f46b-451f-ab44-1cc613c9304e' class='xr-var-data-in' type='checkbox'><label for='data-12547962-f46b-451f-ab44-1cc613c9304e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       ...,\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_presence_of_full_time_worker_and_shopping_tour</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-2e9e665b-a104-4fee-99e7-e090875c9005' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2e9e665b-a104-4fee-99e7-e090875c9005' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d8087cb0-5ac2-40f2-982e-65f6e3552a8b' class='xr-var-data-in' type='checkbox'><label for='data-d8087cb0-5ac2-40f2-982e-65f6e3552a8b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       ...,\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_presence_of_part_time_worker_and_shopping_tour</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-eb810a9a-e0ec-4858-a280-79666faa82ad' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-eb810a9a-e0ec-4858-a280-79666faa82ad' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f77257d3-b8a4-483b-a2fb-29fc3c8c46bc' class='xr-var-data-in' type='checkbox'><label for='data-f77257d3-b8a4-483b-a2fb-29fc3c8c46bc' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       ...,\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_presence_of_non_worker_and_shopping_tour</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-0a09ea5c-2de2-4e67-b693-77eec62af0f7' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0a09ea5c-2de2-4e67-b693-77eec62af0f7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4509f184-1be4-443d-8517-b15ef7115b3a' class='xr-var-data-in' type='checkbox'><label for='data-4509f184-1be4-443d-8517-b15ef7115b3a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       ...,\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_presence_of_retiree_and_shopping_tour</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-1cd7d89e-a63d-41c1-91f2-f31050efede0' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-1cd7d89e-a63d-41c1-91f2-f31050efede0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c294346e-49a1-485e-8a32-d97ceae1276e' class='xr-var-data-in' type='checkbox'><label for='data-c294346e-49a1-485e-8a32-d97ceae1276e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       ...,\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_presence_of_university_student_and_shopping_tour</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-f294e6a9-c95e-4577-a7e1-f41cd950b5e9' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f294e6a9-c95e-4577-a7e1-f41cd950b5e9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fc022fe9-208b-40d3-86ac-a4fe691d2c97' class='xr-var-data-in' type='checkbox'><label for='data-fc022fe9-208b-40d3-86ac-a4fe691d2c97' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       ...,\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_presence_of_driving_school_kid_and_shopping_tour</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-8ed632c4-8e4a-4aff-a132-ceb958fbc730' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-8ed632c4-8e4a-4aff-a132-ceb958fbc730' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5e92f736-2172-41eb-9635-0dea7fa487a4' class='xr-var-data-in' type='checkbox'><label for='data-5e92f736-2172-41eb-9635-0dea7fa487a4' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       ...,\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_presence_of_pre_driving_school_kid_and_shopping_tour</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-baad2576-3f2e-46d1-b94b-cfbac4759128' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-baad2576-3f2e-46d1-b94b-cfbac4759128' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c3f4687c-090e-4439-babf-3d5742e36513' class='xr-var-data-in' type='checkbox'><label for='data-c3f4687c-090e-4439-babf-3d5742e36513' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       ...,\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_presence_of_pre_school_kid_and_shopping_tour</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-5f7e4905-3f80-4c11-b242-248a799adb20' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-5f7e4905-3f80-4c11-b242-248a799adb20' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-eed170c0-2e54-40a7-92ec-983fc412bf09' class='xr-var-data-in' type='checkbox'><label for='data-eed170c0-2e54-40a7-92ec-983fc412bf09' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       ...,\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_at_home_pre_driving_school_kid_and_shopping_tour</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-e3560e2e-8062-4550-ad7e-e84714a6bff9' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e3560e2e-8062-4550-ad7e-e84714a6bff9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5bb879f0-a7d1-4224-9c64-9dad41f802ba' class='xr-var-data-in' type='checkbox'><label for='data-5bb879f0-a7d1-4224-9c64-9dad41f802ba' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       ...,\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_at_home_pre_school_kid_and_shopping_tour</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-d2c3cf60-64a6-4c42-9b31-c321f14240b8' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d2c3cf60-64a6-4c42-9b31-c321f14240b8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-854e0695-8bc9-49a1-a2ca-ee558f7fcb33' class='xr-var-data-in' type='checkbox'><label for='data-854e0695-8bc9-49a1-a2ca-ee558f7fcb33' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       ...,\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_presence_of_full_time_worker_and_maintenance_tour</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-03a10f72-107e-4de0-88cb-202b2b429409' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-03a10f72-107e-4de0-88cb-202b2b429409' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c35f9d83-5ccc-4c86-aec4-46fee5399be8' class='xr-var-data-in' type='checkbox'><label for='data-c35f9d83-5ccc-4c86-aec4-46fee5399be8' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       ...,\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_presence_of_part_time_worker_and_maintenance_tour</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-e20e37d2-7ead-4409-8507-104eae99fb7d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e20e37d2-7ead-4409-8507-104eae99fb7d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1ee3f84d-ccd1-4196-b68b-1f92c1936870' class='xr-var-data-in' type='checkbox'><label for='data-1ee3f84d-ccd1-4196-b68b-1f92c1936870' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       ...,\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_presence_of_non_worker_and_maintenance_tour</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-cdc92bb2-7300-4283-9ee0-f25fe98c2cdd' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-cdc92bb2-7300-4283-9ee0-f25fe98c2cdd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-05d8db4e-d24c-4473-8bc3-8f4fe8510067' class='xr-var-data-in' type='checkbox'><label for='data-05d8db4e-d24c-4473-8bc3-8f4fe8510067' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       ...,\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_presence_of_retiree_and_maintenance_tour</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-0d7c7b07-1f2e-4d36-bcf6-bb82bb72a47f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0d7c7b07-1f2e-4d36-bcf6-bb82bb72a47f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-17719d51-011b-44ac-acc6-dbdf01e22de4' class='xr-var-data-in' type='checkbox'><label for='data-17719d51-011b-44ac-acc6-dbdf01e22de4' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       ...,\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_presence_of_university_student_and_maintenance_tour</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-6840047a-94b1-411e-88c5-02a0b472a59f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-6840047a-94b1-411e-88c5-02a0b472a59f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-65ff59ab-740b-416a-ac48-4ee98b18d8e0' class='xr-var-data-in' type='checkbox'><label for='data-65ff59ab-740b-416a-ac48-4ee98b18d8e0' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       ...,\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_presence_of_driving_school_kid_and_maintenance_tour</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-52c53637-7d75-4ad9-931f-19f67f163aa6' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-52c53637-7d75-4ad9-931f-19f67f163aa6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cecd0aec-b37d-4840-a24e-85763d4901dd' class='xr-var-data-in' type='checkbox'><label for='data-cecd0aec-b37d-4840-a24e-85763d4901dd' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       ...,\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_presence_of_pre_driving_school_kid_and_maintenance_tour</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-719adb40-8450-426f-95ec-b3957e0bb148' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-719adb40-8450-426f-95ec-b3957e0bb148' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-20d5cca0-b219-405e-9c10-7c5078a384e8' class='xr-var-data-in' type='checkbox'><label for='data-20d5cca0-b219-405e-9c10-7c5078a384e8' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       ...,\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_presence_of_pre_school_kid_and_maintenance_tour</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-8a05ca70-886a-40e9-874a-7e2a9abfb570' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-8a05ca70-886a-40e9-874a-7e2a9abfb570' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-11330eb1-9395-4acc-9ecd-a65766f7024b' class='xr-var-data-in' type='checkbox'><label for='data-11330eb1-9395-4acc-9ecd-a65766f7024b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       ...,\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_at_home_pre_driving_school_kid_and_maintenance_tour</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-a78eee5b-7af3-485b-b07f-c9e67a85a265' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a78eee5b-7af3-485b-b07f-c9e67a85a265' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8c64bcd7-1d9b-4e7d-951e-5192aee319f2' class='xr-var-data-in' type='checkbox'><label for='data-8c64bcd7-1d9b-4e7d-951e-5192aee319f2' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       ...,\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_at_home_pre_school_kid_and_maintenance_tour</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-2d14dddf-a29f-4c1f-9c51-a666468ee9b8' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2d14dddf-a29f-4c1f-9c51-a666468ee9b8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c03af4ff-1155-416c-93ff-3fe3ae0ac232' class='xr-var-data-in' type='checkbox'><label for='data-c03af4ff-1155-416c-93ff-3fe3ae0ac232' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       ...,\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_presence_of_full_time_worker_and_eating_out_tour</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-0a88662b-6971-4e21-bf8a-03df3109f069' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0a88662b-6971-4e21-bf8a-03df3109f069' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-136bff0b-1404-419d-9372-d3e238c1142b' class='xr-var-data-in' type='checkbox'><label for='data-136bff0b-1404-419d-9372-d3e238c1142b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       ...,\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_presence_of_part_time_worker_and_eating_out_tour</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-ce97ca1d-be61-4d41-98bb-d894931a71f7' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ce97ca1d-be61-4d41-98bb-d894931a71f7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-27826dd2-7097-4055-bff8-e9cfd51a3b9e' class='xr-var-data-in' type='checkbox'><label for='data-27826dd2-7097-4055-bff8-e9cfd51a3b9e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       ...,\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_presence_of_non_worker_and_eating_out_tour</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-f9425c83-c763-459c-b2ba-562f024055bb' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f9425c83-c763-459c-b2ba-562f024055bb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cc367a10-8669-4a19-99ac-fa541483b793' class='xr-var-data-in' type='checkbox'><label for='data-cc367a10-8669-4a19-99ac-fa541483b793' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       ...,\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_presence_of_retiree_and_eating_out_tour</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-3e8be8c0-d4a3-45eb-8c0e-18d8ff043b95' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-3e8be8c0-d4a3-45eb-8c0e-18d8ff043b95' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-aa1e50e5-130c-4b56-b299-d22d6c8b6635' class='xr-var-data-in' type='checkbox'><label for='data-aa1e50e5-130c-4b56-b299-d22d6c8b6635' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       ...,\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_presence_of_university_student_and_eating_out_tour</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-b8eca333-6417-4059-9ec8-d6188f293b05' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b8eca333-6417-4059-9ec8-d6188f293b05' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1726cc67-77f4-4609-a04b-d5791acac486' class='xr-var-data-in' type='checkbox'><label for='data-1726cc67-77f4-4609-a04b-d5791acac486' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       ...,\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_presence_of_driving_school_kid_and_eating_out_tour</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-23501285-a3c7-41be-86cb-e34ed0fa244e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-23501285-a3c7-41be-86cb-e34ed0fa244e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-97c9f3c5-f977-48af-9c96-4ba57a7bd3e5' class='xr-var-data-in' type='checkbox'><label for='data-97c9f3c5-f977-48af-9c96-4ba57a7bd3e5' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       ...,\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_presence_of_pre_driving_school_kid_and_eating_out_tour</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-fd4521e4-4e98-4766-b0f2-e35085c19476' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-fd4521e4-4e98-4766-b0f2-e35085c19476' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-26609d4a-9a36-40cb-9b8a-dfaecac0a346' class='xr-var-data-in' type='checkbox'><label for='data-26609d4a-9a36-40cb-9b8a-dfaecac0a346' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       ...,\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_presence_of_pre_school_kid_and_eating_out_tour</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-9fe54aa0-161a-486e-a912-56e25cad68fd' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-9fe54aa0-161a-486e-a912-56e25cad68fd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9f963a47-8f6d-4edb-ad77-8b582e98ae27' class='xr-var-data-in' type='checkbox'><label for='data-9f963a47-8f6d-4edb-ad77-8b582e98ae27' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       ...,\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_at_home_pre_driving_school_kid_and_eating_out_tour</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-0a0a43c6-1372-4818-899a-348fff9f09b3' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0a0a43c6-1372-4818-899a-348fff9f09b3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cffe5ae7-f1d7-42b6-a83e-19e58baa4ee0' class='xr-var-data-in' type='checkbox'><label for='data-cffe5ae7-f1d7-42b6-a83e-19e58baa4ee0' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       ...,\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_at_home_pre_school_kid_and_eating_out_tour</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-08639eb2-82a6-433d-90f7-d1508e4aead8' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-08639eb2-82a6-433d-90f7-d1508e4aead8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-dc73f2dd-67ac-4b5c-a22f-d96ada5f8071' class='xr-var-data-in' type='checkbox'><label for='data-dc73f2dd-67ac-4b5c-a22f-d96ada5f8071' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       ...,\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_presence_of_full_time_worker_and_discretionary_tour</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-bee71833-c31a-4dc3-9256-9d4fc8fec1c6' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-bee71833-c31a-4dc3-9256-9d4fc8fec1c6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-95326aa6-6d6b-4271-bbe4-06e9a12b492a' class='xr-var-data-in' type='checkbox'><label for='data-95326aa6-6d6b-4271-bbe4-06e9a12b492a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       ...,\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_presence_of_part_time_worker_and_discretionary_tour</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-39fe0d90-3232-4e11-bd55-5920807ee465' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-39fe0d90-3232-4e11-bd55-5920807ee465' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e7a61824-20c5-4ca7-b859-bc018b84bcbd' class='xr-var-data-in' type='checkbox'><label for='data-e7a61824-20c5-4ca7-b859-bc018b84bcbd' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       ...,\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_presence_of_non_worker_and_discretionary_tour</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-d3ef66ea-f69e-493f-88ce-c04b7e318698' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d3ef66ea-f69e-493f-88ce-c04b7e318698' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-88076c28-524d-498f-8311-7bf231bf7c0d' class='xr-var-data-in' type='checkbox'><label for='data-88076c28-524d-498f-8311-7bf231bf7c0d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       ...,\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_presence_of_retiree_and_discretionary_tour</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-515aeb38-7105-4898-94b0-0c61d5c2fa5b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-515aeb38-7105-4898-94b0-0c61d5c2fa5b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-43669500-f756-4043-abab-0b7959e254ba' class='xr-var-data-in' type='checkbox'><label for='data-43669500-f756-4043-abab-0b7959e254ba' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       ...,\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_presence_of_university_student_and_discretionary_tour</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-a463049f-0852-4477-a8cc-69f27ea4eed3' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a463049f-0852-4477-a8cc-69f27ea4eed3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b6974de9-66aa-42e8-b06a-ef02b767a736' class='xr-var-data-in' type='checkbox'><label for='data-b6974de9-66aa-42e8-b06a-ef02b767a736' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       ...,\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_presence_of_driving_school_kid_and_discretionary_tour</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-c4019b6b-b8e9-4b6b-a52e-68a526325539' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c4019b6b-b8e9-4b6b-a52e-68a526325539' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-362a1502-dae2-4392-8ea2-7d5e2293bdb7' class='xr-var-data-in' type='checkbox'><label for='data-362a1502-dae2-4392-8ea2-7d5e2293bdb7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       ...,\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_presence_of_pre_driving_school_kid_and_discretionary_tour</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-ddea1c4d-2cb2-442a-811d-51e137542f56' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ddea1c4d-2cb2-442a-811d-51e137542f56' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b358f31e-383b-405c-baaf-90423768de7b' class='xr-var-data-in' type='checkbox'><label for='data-b358f31e-383b-405c-baaf-90423768de7b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       ...,\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_presence_of_pre_school_kid_and_discretionary_tour</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-189c914b-9644-46f6-9900-9577a1240d92' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-189c914b-9644-46f6-9900-9577a1240d92' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1f306bca-d2d4-42b4-b223-1cd1ea1b0e6c' class='xr-var-data-in' type='checkbox'><label for='data-1f306bca-d2d4-42b4-b223-1cd1ea1b0e6c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       ...,\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_at_home_pre_driving_school_kid_and_discretionary_tour</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-b04b25a5-f40d-495d-b45d-83e913631dd6' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b04b25a5-f40d-495d-b45d-83e913631dd6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-00f4c1c4-1d66-4401-aa8d-7dc5271e686c' class='xr-var-data-in' type='checkbox'><label for='data-00f4c1c4-1d66-4401-aa8d-7dc5271e686c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       ...,\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_at_home_pre_school_kid_and_discretionary_tour</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-fb069def-be59-4f80-811f-563752f12ab3' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-fb069def-be59-4f80-811f-563752f12ab3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-99e2a438-8629-48ba-a329-5f3684ec6866' class='xr-var-data-in' type='checkbox'><label for='data-99e2a438-8629-48ba-a329-5f3684ec6866' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       ...,\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_walk_access_to_retail_and_tour_frequency_is_1</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 5.257 5.257 0.0 ... 0.0 0.0 0.0</div><input id='attrs-44b6e741-08de-48ab-a709-3d38484808df' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-44b6e741-08de-48ab-a709-3d38484808df' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-abb28a07-22c5-4d93-ae10-10ade50ed467' class='xr-var-data-in' type='checkbox'><label for='data-abb28a07-22c5-4d93-ae10-10ade50ed467' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0.        , 5.25696611, 5.25696611, ..., 0.        , 0.        ,\n",
+       "        0.        ],\n",
+       "       [0.        , 5.44727693, 5.44727693, ..., 0.        , 0.        ,\n",
+       "        0.        ],\n",
+       "       [0.        , 5.44727693, 5.44727693, ..., 0.        , 0.        ,\n",
+       "        0.        ],\n",
+       "       ...,\n",
+       "       [0.        , 5.69717208, 5.69717208, ..., 0.        , 0.        ,\n",
+       "        0.        ],\n",
+       "       [0.        , 1.32450515, 1.32450515, ..., 0.        , 0.        ,\n",
+       "        0.        ],\n",
+       "       [0.        , 0.        , 0.        , ..., 0.        , 0.        ,\n",
+       "        0.        ]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_walk_access_to_retail_and_tour_frequency_is_2</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.0 0.0 5.257 ... 0.0 0.0 0.0</div><input id='attrs-a37b19a7-64c8-4e8e-85fc-96ca87fa7d09' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a37b19a7-64c8-4e8e-85fc-96ca87fa7d09' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d6b0fdc5-ce15-40be-b774-8082ecf4cf34' class='xr-var-data-in' type='checkbox'><label for='data-d6b0fdc5-ce15-40be-b774-8082ecf4cf34' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0., 0., 0., ..., 0., 0., 0.],\n",
+       "       [0., 0., 0., ..., 0., 0., 0.],\n",
+       "       [0., 0., 0., ..., 0., 0., 0.],\n",
+       "       ...,\n",
+       "       [0., 0., 0., ..., 0., 0., 0.],\n",
+       "       [0., 0., 0., ..., 0., 0., 0.],\n",
+       "       [0., 0., 0., ..., 0., 0., 0.]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_walk_access_to_retail_and_tour_frequency_is_3</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0</div><input id='attrs-6c7db714-938e-482d-b4ee-8846904689a9' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-6c7db714-938e-482d-b4ee-8846904689a9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-47ea22b6-3007-4ac2-ba15-0b102124d54f' class='xr-var-data-in' type='checkbox'><label for='data-47ea22b6-3007-4ac2-ba15-0b102124d54f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0., 0., 0., ..., 0., 0., 0.],\n",
+       "       [0., 0., 0., ..., 0., 0., 0.],\n",
+       "       [0., 0., 0., ..., 0., 0., 0.],\n",
+       "       ...,\n",
+       "       [0., 0., 0., ..., 0., 0., 0.],\n",
+       "       [0., 0., 0., ..., 0., 0., 0.],\n",
+       "       [0., 0., 0., ..., 0., 0., 0.]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_walk_access_to_retail_and_tour_frequency_is_4</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0</div><input id='attrs-fe2ce8cd-cfe9-4fbf-9145-befe36fe86f2' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-fe2ce8cd-cfe9-4fbf-9145-befe36fe86f2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8e7ec232-6052-4f35-a687-de849f8504a9' class='xr-var-data-in' type='checkbox'><label for='data-8e7ec232-6052-4f35-a687-de849f8504a9' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0., 0., 0., ..., 0., 0., 0.],\n",
+       "       [0., 0., 0., ..., 0., 0., 0.],\n",
+       "       [0., 0., 0., ..., 0., 0., 0.],\n",
+       "       ...,\n",
+       "       [0., 0., 0., ..., 0., 0., 0.],\n",
+       "       [0., 0., 0., ..., 0., 0., 0.],\n",
+       "       [0., 0., 0., ..., 0., 0., 0.]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_walk_access_to_retail_and_tour_frequency_is_5_plus</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0</div><input id='attrs-213e780a-481a-4166-9c29-db709a289543' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-213e780a-481a-4166-9c29-db709a289543' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f0dc72de-35c1-4869-8618-a42f914065a1' class='xr-var-data-in' type='checkbox'><label for='data-f0dc72de-35c1-4869-8618-a42f914065a1' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0.        , 0.        , 0.        , ..., 5.25696611, 5.25696611,\n",
+       "        5.25696611],\n",
+       "       [0.        , 0.        , 0.        , ..., 5.44727693, 5.44727693,\n",
+       "        5.44727693],\n",
+       "       [0.        , 0.        , 0.        , ..., 5.44727693, 5.44727693,\n",
+       "        5.44727693],\n",
+       "       ...,\n",
+       "       [0.        , 0.        , 0.        , ..., 5.69717208, 5.69717208,\n",
+       "        5.69717208],\n",
+       "       [0.        , 0.        , 0.        , ..., 1.32450515, 1.32450515,\n",
+       "        1.32450515],\n",
+       "       [0.        , 0.        , 0.        , ..., 0.        , 0.        ,\n",
+       "        0.        ]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_transit_access_to_retail_and_tour_frequency_is_1</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 6.446 6.446 0.0 ... 0.0 0.0 0.0</div><input id='attrs-40ca92df-aa68-485e-b24a-8468824c5e81' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-40ca92df-aa68-485e-b24a-8468824c5e81' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-50da40b2-259e-43c3-ba3f-93c0a684bf3f' class='xr-var-data-in' type='checkbox'><label for='data-50da40b2-259e-43c3-ba3f-93c0a684bf3f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0.        , 6.44618417, 6.44618417, ..., 0.        , 0.        ,\n",
+       "        0.        ],\n",
+       "       [0.        , 6.29213452, 6.29213452, ..., 0.        , 0.        ,\n",
+       "        0.        ],\n",
+       "       [0.        , 6.29213452, 6.29213452, ..., 0.        , 0.        ,\n",
+       "        0.        ],\n",
+       "       ...,\n",
+       "       [0.        , 4.58118682, 4.58118682, ..., 0.        , 0.        ,\n",
+       "        0.        ],\n",
+       "       [0.        , 0.        , 0.        , ..., 0.        , 0.        ,\n",
+       "        0.        ],\n",
+       "       [0.        , 0.01607704, 0.01607704, ..., 0.        , 0.        ,\n",
+       "        0.        ]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_transit_access_to_retail_and_tour_frequency_is_2</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.0 0.0 6.446 ... 0.0 0.0 0.0</div><input id='attrs-870c7087-7b61-4505-b576-533275931476' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-870c7087-7b61-4505-b576-533275931476' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5a79b00f-1bb9-4e2f-88c0-ba9655edfcbb' class='xr-var-data-in' type='checkbox'><label for='data-5a79b00f-1bb9-4e2f-88c0-ba9655edfcbb' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0., 0., 0., ..., 0., 0., 0.],\n",
+       "       [0., 0., 0., ..., 0., 0., 0.],\n",
+       "       [0., 0., 0., ..., 0., 0., 0.],\n",
+       "       ...,\n",
+       "       [0., 0., 0., ..., 0., 0., 0.],\n",
+       "       [0., 0., 0., ..., 0., 0., 0.],\n",
+       "       [0., 0., 0., ..., 0., 0., 0.]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_transit_access_to_retail_and_tour_frequency_is_3</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0</div><input id='attrs-f07daf94-1c48-49f5-999d-a3a857658290' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f07daf94-1c48-49f5-999d-a3a857658290' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9bc22d08-44f1-45ea-bd6d-5bff56127b1b' class='xr-var-data-in' type='checkbox'><label for='data-9bc22d08-44f1-45ea-bd6d-5bff56127b1b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0., 0., 0., ..., 0., 0., 0.],\n",
+       "       [0., 0., 0., ..., 0., 0., 0.],\n",
+       "       [0., 0., 0., ..., 0., 0., 0.],\n",
+       "       ...,\n",
+       "       [0., 0., 0., ..., 0., 0., 0.],\n",
+       "       [0., 0., 0., ..., 0., 0., 0.],\n",
+       "       [0., 0., 0., ..., 0., 0., 0.]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_transit_access_to_retail_and_tour_frequency_is_4</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0</div><input id='attrs-a9bb9970-fb2d-492b-80ff-e82ac7491cd3' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a9bb9970-fb2d-492b-80ff-e82ac7491cd3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-350f4abe-7382-401a-a355-e054d935eb12' class='xr-var-data-in' type='checkbox'><label for='data-350f4abe-7382-401a-a355-e054d935eb12' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0., 0., 0., ..., 0., 0., 0.],\n",
+       "       [0., 0., 0., ..., 0., 0., 0.],\n",
+       "       [0., 0., 0., ..., 0., 0., 0.],\n",
+       "       ...,\n",
+       "       [0., 0., 0., ..., 0., 0., 0.],\n",
+       "       [0., 0., 0., ..., 0., 0., 0.],\n",
+       "       [0., 0., 0., ..., 0., 0., 0.]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_transit_access_to_retail_and_tour_frequency_is_5_plus</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.0 0.0 ... 0.01608 0.01608</div><input id='attrs-f5bcf847-e277-43ab-8937-fe1dfed2ce2e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f5bcf847-e277-43ab-8937-fe1dfed2ce2e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-44a5ccc8-a317-400b-a01e-286b6fc9de11' class='xr-var-data-in' type='checkbox'><label for='data-44a5ccc8-a317-400b-a01e-286b6fc9de11' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0.        , 0.        , 0.        , ..., 6.44618417, 6.44618417,\n",
+       "        6.44618417],\n",
+       "       [0.        , 0.        , 0.        , ..., 6.29213452, 6.29213452,\n",
+       "        6.29213452],\n",
+       "       [0.        , 0.        , 0.        , ..., 6.29213452, 6.29213452,\n",
+       "        6.29213452],\n",
+       "       ...,\n",
+       "       [0.        , 0.        , 0.        , ..., 4.58118682, 4.58118682,\n",
+       "        4.58118682],\n",
+       "       [0.        , 0.        , 0.        , ..., 0.        , 0.        ,\n",
+       "        0.        ],\n",
+       "       [0.        , 0.        , 0.        , ..., 0.01607704, 0.01607704,\n",
+       "        0.01607704]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_auto_access_to_retail_and_tour_frequency_is_1</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 9.915 9.915 0.0 ... 0.0 0.0 0.0</div><input id='attrs-88accde1-56c7-408f-8cfd-8afffdf59e1f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-88accde1-56c7-408f-8cfd-8afffdf59e1f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5ed2cb7a-4cea-40fb-a4dd-13e7f9e7beb1' class='xr-var-data-in' type='checkbox'><label for='data-5ed2cb7a-4cea-40fb-a4dd-13e7f9e7beb1' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0.        , 9.91534466, 9.91534466, ..., 0.        , 0.        ,\n",
+       "        0.        ],\n",
+       "       [0.        , 9.97176273, 9.97176273, ..., 0.        , 0.        ,\n",
+       "        0.        ],\n",
+       "       [0.        , 9.97176273, 9.97176273, ..., 0.        , 0.        ,\n",
+       "        0.        ],\n",
+       "       ...,\n",
+       "       [0.        , 9.87541294, 9.87541294, ..., 0.        , 0.        ,\n",
+       "        0.        ],\n",
+       "       [0.        , 9.1210013 , 9.1210013 , ..., 0.        , 0.        ,\n",
+       "        0.        ],\n",
+       "       [0.        , 6.4947111 , 6.4947111 , ..., 0.        , 0.        ,\n",
+       "        0.        ]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_auto_access_to_retail_and_tour_frequency_is_2</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.0 0.0 9.915 ... 0.0 0.0 0.0</div><input id='attrs-c040fa69-2df3-4872-b409-90823e742351' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c040fa69-2df3-4872-b409-90823e742351' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d91ceb25-8dd4-4487-89cc-937ead82b710' class='xr-var-data-in' type='checkbox'><label for='data-d91ceb25-8dd4-4487-89cc-937ead82b710' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0., 0., 0., ..., 0., 0., 0.],\n",
+       "       [0., 0., 0., ..., 0., 0., 0.],\n",
+       "       [0., 0., 0., ..., 0., 0., 0.],\n",
+       "       ...,\n",
+       "       [0., 0., 0., ..., 0., 0., 0.],\n",
+       "       [0., 0., 0., ..., 0., 0., 0.],\n",
+       "       [0., 0., 0., ..., 0., 0., 0.]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_auto_access_to_retail_and_tour_frequency_is_3</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0</div><input id='attrs-0376204d-5ab0-4d4d-bf89-311c15ae2fa4' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0376204d-5ab0-4d4d-bf89-311c15ae2fa4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-baf8b970-b8b0-4918-80b6-0285863aecac' class='xr-var-data-in' type='checkbox'><label for='data-baf8b970-b8b0-4918-80b6-0285863aecac' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0., 0., 0., ..., 0., 0., 0.],\n",
+       "       [0., 0., 0., ..., 0., 0., 0.],\n",
+       "       [0., 0., 0., ..., 0., 0., 0.],\n",
+       "       ...,\n",
+       "       [0., 0., 0., ..., 0., 0., 0.],\n",
+       "       [0., 0., 0., ..., 0., 0., 0.],\n",
+       "       [0., 0., 0., ..., 0., 0., 0.]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_auto_access_to_retail_and_tour_frequency_is_4</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0</div><input id='attrs-f25d924f-3d0d-4156-8493-f920f2c66bfa' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f25d924f-3d0d-4156-8493-f920f2c66bfa' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-96f92f4a-b3bb-4a74-ada4-e214addf749c' class='xr-var-data-in' type='checkbox'><label for='data-96f92f4a-b3bb-4a74-ada4-e214addf749c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0., 0., 0., ..., 0., 0., 0.],\n",
+       "       [0., 0., 0., ..., 0., 0., 0.],\n",
+       "       [0., 0., 0., ..., 0., 0., 0.],\n",
+       "       ...,\n",
+       "       [0., 0., 0., ..., 0., 0., 0.],\n",
+       "       [0., 0., 0., ..., 0., 0., 0.],\n",
+       "       [0., 0., 0., ..., 0., 0., 0.]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_auto_access_to_retail_and_tour_frequency_is_5_plus</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.0 0.0 ... 6.495 6.495 6.495</div><input id='attrs-ee799e04-8d25-4bfa-afbf-f5e09d3b8378' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ee799e04-8d25-4bfa-afbf-f5e09d3b8378' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-92994e2d-1be9-459a-9a0e-c6f16d5104d9' class='xr-var-data-in' type='checkbox'><label for='data-92994e2d-1be9-459a-9a0e-c6f16d5104d9' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0.        , 0.        , 0.        , ..., 9.91534466, 9.91534466,\n",
+       "        9.91534466],\n",
+       "       [0.        , 0.        , 0.        , ..., 9.97176273, 9.97176273,\n",
+       "        9.97176273],\n",
+       "       [0.        , 0.        , 0.        , ..., 9.97176273, 9.97176273,\n",
+       "        9.97176273],\n",
+       "       ...,\n",
+       "       [0.        , 0.        , 0.        , ..., 9.87541294, 9.87541294,\n",
+       "        9.87541294],\n",
+       "       [0.        , 0.        , 0.        , ..., 9.1210013 , 9.1210013 ,\n",
+       "        9.1210013 ],\n",
+       "       [0.        , 0.        , 0.        , ..., 6.4947111 , 6.4947111 ,\n",
+       "        6.4947111 ]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_walk_access_to_retail_and_escorting</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0</div><input id='attrs-1f24c312-fbad-481d-922b-30436e96e923' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-1f24c312-fbad-481d-922b-30436e96e923' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ef7df0b8-eb3f-45e6-9b6e-d5889dc68665' class='xr-var-data-in' type='checkbox'><label for='data-ef7df0b8-eb3f-45e6-9b6e-d5889dc68665' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[ 0.        ,  0.        ,  0.        , ..., 10.51393222,\n",
+       "        10.51393222, 10.51393222],\n",
+       "       [ 0.        ,  0.        ,  0.        , ..., 10.89455386,\n",
+       "        10.89455386, 10.89455386],\n",
+       "       [ 0.        ,  0.        ,  0.        , ..., 10.89455386,\n",
+       "        10.89455386, 10.89455386],\n",
+       "       ...,\n",
+       "       [ 0.        ,  0.        ,  0.        , ..., 11.39434416,\n",
+       "        11.39434416, 11.39434416],\n",
+       "       [ 0.        ,  0.        ,  0.        , ...,  2.6490103 ,\n",
+       "         2.6490103 ,  2.6490103 ],\n",
+       "       [ 0.        ,  0.        ,  0.        , ...,  0.        ,\n",
+       "         0.        ,  0.        ]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_transit_access_to_retail_and_escorting</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.0 0.0 ... 0.03215 0.03215</div><input id='attrs-eb9883a8-23c9-423e-9492-9ecce04ce5a5' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-eb9883a8-23c9-423e-9492-9ecce04ce5a5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-48c74bf0-7b88-4c7f-8810-69d910282302' class='xr-var-data-in' type='checkbox'><label for='data-48c74bf0-7b88-4c7f-8810-69d910282302' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[ 0.        ,  0.        ,  0.        , ..., 12.89236833,\n",
+       "        12.89236833, 12.89236833],\n",
+       "       [ 0.        ,  0.        ,  0.        , ..., 12.58426903,\n",
+       "        12.58426903, 12.58426903],\n",
+       "       [ 0.        ,  0.        ,  0.        , ..., 12.58426903,\n",
+       "        12.58426903, 12.58426903],\n",
+       "       ...,\n",
+       "       [ 0.        ,  0.        ,  0.        , ...,  9.16237365,\n",
+       "         9.16237365,  9.16237365],\n",
+       "       [ 0.        ,  0.        ,  0.        , ...,  0.        ,\n",
+       "         0.        ,  0.        ],\n",
+       "       [ 0.        ,  0.        ,  0.        , ...,  0.03215408,\n",
+       "         0.03215408,  0.03215408]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_auto_access_to_retail_and_escorting</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.0 0.0 ... 12.99 12.99 12.99</div><input id='attrs-c183cdce-8c97-482d-8f3b-da8f4dfad3a4' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c183cdce-8c97-482d-8f3b-da8f4dfad3a4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7fa168ad-3bc7-401f-a00f-d1ef141b3db4' class='xr-var-data-in' type='checkbox'><label for='data-7fa168ad-3bc7-401f-a00f-d1ef141b3db4' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[ 0.        ,  0.        ,  0.        , ..., 19.83068932,\n",
+       "        19.83068932, 19.83068932],\n",
+       "       [ 0.        ,  0.        ,  0.        , ..., 19.94352547,\n",
+       "        19.94352547, 19.94352547],\n",
+       "       [ 0.        ,  0.        ,  0.        , ..., 19.94352547,\n",
+       "        19.94352547, 19.94352547],\n",
+       "       ...,\n",
+       "       [ 0.        ,  0.        ,  0.        , ..., 19.75082587,\n",
+       "        19.75082587, 19.75082587],\n",
+       "       [ 0.        ,  0.        ,  0.        , ..., 18.2420026 ,\n",
+       "        18.2420026 , 18.2420026 ],\n",
+       "       [ 0.        ,  0.        ,  0.        , ..., 12.98942219,\n",
+       "        12.98942219, 12.98942219]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_walk_access_to_retail_and_shopping</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0</div><input id='attrs-54483ff5-08eb-487e-8f15-0f5bca26ac66' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-54483ff5-08eb-487e-8f15-0f5bca26ac66' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bc787b39-e4b6-4f5a-b02c-6b6ecabbe71a' class='xr-var-data-in' type='checkbox'><label for='data-bc787b39-e4b6-4f5a-b02c-6b6ecabbe71a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0.        , 0.        , 0.        , ..., 5.25696611, 5.25696611,\n",
+       "        5.25696611],\n",
+       "       [0.        , 0.        , 0.        , ..., 5.44727693, 5.44727693,\n",
+       "        5.44727693],\n",
+       "       [0.        , 0.        , 0.        , ..., 5.44727693, 5.44727693,\n",
+       "        5.44727693],\n",
+       "       ...,\n",
+       "       [0.        , 0.        , 0.        , ..., 5.69717208, 5.69717208,\n",
+       "        5.69717208],\n",
+       "       [0.        , 0.        , 0.        , ..., 1.32450515, 1.32450515,\n",
+       "        1.32450515],\n",
+       "       [0.        , 0.        , 0.        , ..., 0.        , 0.        ,\n",
+       "        0.        ]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_transit_access_to_retail_and_shopping</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.0 0.0 ... 0.01608 0.01608</div><input id='attrs-b47c8ddb-7b4e-4ec8-acd6-a2cbc8071750' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b47c8ddb-7b4e-4ec8-acd6-a2cbc8071750' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9ea8ebed-1c85-495f-9102-1646c9008988' class='xr-var-data-in' type='checkbox'><label for='data-9ea8ebed-1c85-495f-9102-1646c9008988' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0.        , 0.        , 0.        , ..., 6.44618417, 6.44618417,\n",
+       "        6.44618417],\n",
+       "       [0.        , 0.        , 0.        , ..., 6.29213452, 6.29213452,\n",
+       "        6.29213452],\n",
+       "       [0.        , 0.        , 0.        , ..., 6.29213452, 6.29213452,\n",
+       "        6.29213452],\n",
+       "       ...,\n",
+       "       [0.        , 0.        , 0.        , ..., 4.58118682, 4.58118682,\n",
+       "        4.58118682],\n",
+       "       [0.        , 0.        , 0.        , ..., 0.        , 0.        ,\n",
+       "        0.        ],\n",
+       "       [0.        , 0.        , 0.        , ..., 0.01607704, 0.01607704,\n",
+       "        0.01607704]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_auto_access_to_retail_and_shopping</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.0 0.0 ... 6.495 6.495 6.495</div><input id='attrs-a12a6b85-aad7-4cdc-84b2-7914af32a464' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a12a6b85-aad7-4cdc-84b2-7914af32a464' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-18bac0e3-072a-470c-8e7d-60eaf01850b4' class='xr-var-data-in' type='checkbox'><label for='data-18bac0e3-072a-470c-8e7d-60eaf01850b4' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0.        , 0.        , 0.        , ..., 9.91534466, 9.91534466,\n",
+       "        9.91534466],\n",
+       "       [0.        , 0.        , 0.        , ..., 9.97176273, 9.97176273,\n",
+       "        9.97176273],\n",
+       "       [0.        , 0.        , 0.        , ..., 9.97176273, 9.97176273,\n",
+       "        9.97176273],\n",
+       "       ...,\n",
+       "       [0.        , 0.        , 0.        , ..., 9.87541294, 9.87541294,\n",
+       "        9.87541294],\n",
+       "       [0.        , 0.        , 0.        , ..., 9.1210013 , 9.1210013 ,\n",
+       "        9.1210013 ],\n",
+       "       [0.        , 0.        , 0.        , ..., 6.4947111 , 6.4947111 ,\n",
+       "        6.4947111 ]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_walk_access_to_retail_and_maintenance</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0</div><input id='attrs-09ae9715-1878-4ca8-aba1-a0fdd16d9b30' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-09ae9715-1878-4ca8-aba1-a0fdd16d9b30' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c2e4573c-f4b4-4711-b015-525d4fcb51d9' class='xr-var-data-in' type='checkbox'><label for='data-c2e4573c-f4b4-4711-b015-525d4fcb51d9' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0.        , 0.        , 0.        , ..., 5.25696611, 5.25696611,\n",
+       "        5.25696611],\n",
+       "       [0.        , 0.        , 0.        , ..., 5.44727693, 5.44727693,\n",
+       "        5.44727693],\n",
+       "       [0.        , 0.        , 0.        , ..., 5.44727693, 5.44727693,\n",
+       "        5.44727693],\n",
+       "       ...,\n",
+       "       [0.        , 0.        , 0.        , ..., 5.69717208, 5.69717208,\n",
+       "        5.69717208],\n",
+       "       [0.        , 0.        , 0.        , ..., 1.32450515, 1.32450515,\n",
+       "        1.32450515],\n",
+       "       [0.        , 0.        , 0.        , ..., 0.        , 0.        ,\n",
+       "        0.        ]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_transit_access_to_retail_and_maintenance</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.0 0.0 ... 0.01608 0.01608</div><input id='attrs-de037468-6f3f-44f3-934e-6a526ed6adab' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-de037468-6f3f-44f3-934e-6a526ed6adab' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6b8e8aa7-41b5-4215-a72a-143dba97af72' class='xr-var-data-in' type='checkbox'><label for='data-6b8e8aa7-41b5-4215-a72a-143dba97af72' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0.        , 0.        , 0.        , ..., 6.44618417, 6.44618417,\n",
+       "        6.44618417],\n",
+       "       [0.        , 0.        , 0.        , ..., 6.29213452, 6.29213452,\n",
+       "        6.29213452],\n",
+       "       [0.        , 0.        , 0.        , ..., 6.29213452, 6.29213452,\n",
+       "        6.29213452],\n",
+       "       ...,\n",
+       "       [0.        , 0.        , 0.        , ..., 4.58118682, 4.58118682,\n",
+       "        4.58118682],\n",
+       "       [0.        , 0.        , 0.        , ..., 0.        , 0.        ,\n",
+       "        0.        ],\n",
+       "       [0.        , 0.        , 0.        , ..., 0.01607704, 0.01607704,\n",
+       "        0.01607704]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_auto_access_to_retail_and_maintenance</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.0 0.0 ... 6.495 6.495 6.495</div><input id='attrs-76cb95aa-6d94-4969-a013-ac8c78a7b8d4' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-76cb95aa-6d94-4969-a013-ac8c78a7b8d4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-874ca89f-999a-495e-9727-cbfef455bd9d' class='xr-var-data-in' type='checkbox'><label for='data-874ca89f-999a-495e-9727-cbfef455bd9d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0.        , 0.        , 0.        , ..., 9.91534466, 9.91534466,\n",
+       "        9.91534466],\n",
+       "       [0.        , 0.        , 0.        , ..., 9.97176273, 9.97176273,\n",
+       "        9.97176273],\n",
+       "       [0.        , 0.        , 0.        , ..., 9.97176273, 9.97176273,\n",
+       "        9.97176273],\n",
+       "       ...,\n",
+       "       [0.        , 0.        , 0.        , ..., 9.87541294, 9.87541294,\n",
+       "        9.87541294],\n",
+       "       [0.        , 0.        , 0.        , ..., 9.1210013 , 9.1210013 ,\n",
+       "        9.1210013 ],\n",
+       "       [0.        , 0.        , 0.        , ..., 6.4947111 , 6.4947111 ,\n",
+       "        6.4947111 ]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_walk_access_to_retail_and_eating_out</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0</div><input id='attrs-5530dc74-a51f-4259-b709-08b24b14a8c0' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-5530dc74-a51f-4259-b709-08b24b14a8c0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5887328f-1800-4017-b0fe-1ff353a92305' class='xr-var-data-in' type='checkbox'><label for='data-5887328f-1800-4017-b0fe-1ff353a92305' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0.        , 0.        , 0.        , ..., 5.25696611, 5.25696611,\n",
+       "        5.25696611],\n",
+       "       [0.        , 0.        , 0.        , ..., 5.44727693, 5.44727693,\n",
+       "        5.44727693],\n",
+       "       [0.        , 0.        , 0.        , ..., 5.44727693, 5.44727693,\n",
+       "        5.44727693],\n",
+       "       ...,\n",
+       "       [0.        , 0.        , 0.        , ..., 5.69717208, 5.69717208,\n",
+       "        5.69717208],\n",
+       "       [0.        , 0.        , 0.        , ..., 1.32450515, 1.32450515,\n",
+       "        1.32450515],\n",
+       "       [0.        , 0.        , 0.        , ..., 0.        , 0.        ,\n",
+       "        0.        ]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_transit_access_to_retail_and_eating_out</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.0 0.0 ... 0.01608 0.01608</div><input id='attrs-4b5e00b9-4735-49dc-b207-c9d0c4047210' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4b5e00b9-4735-49dc-b207-c9d0c4047210' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-14cabb52-f15b-4dc1-aac2-961560cfb647' class='xr-var-data-in' type='checkbox'><label for='data-14cabb52-f15b-4dc1-aac2-961560cfb647' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0.        , 0.        , 0.        , ..., 6.44618417, 6.44618417,\n",
+       "        6.44618417],\n",
+       "       [0.        , 0.        , 0.        , ..., 6.29213452, 6.29213452,\n",
+       "        6.29213452],\n",
+       "       [0.        , 0.        , 0.        , ..., 6.29213452, 6.29213452,\n",
+       "        6.29213452],\n",
+       "       ...,\n",
+       "       [0.        , 0.        , 0.        , ..., 4.58118682, 4.58118682,\n",
+       "        4.58118682],\n",
+       "       [0.        , 0.        , 0.        , ..., 0.        , 0.        ,\n",
+       "        0.        ],\n",
+       "       [0.        , 0.        , 0.        , ..., 0.01607704, 0.01607704,\n",
+       "        0.01607704]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_auto_access_to_retail_and_eating_out</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.0 0.0 ... 6.495 6.495 6.495</div><input id='attrs-9ad3dd56-355d-43f7-8496-1c5e0022d0cc' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-9ad3dd56-355d-43f7-8496-1c5e0022d0cc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1bf87cf1-d30a-4fdf-9ed2-f2ec3a28871a' class='xr-var-data-in' type='checkbox'><label for='data-1bf87cf1-d30a-4fdf-9ed2-f2ec3a28871a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0.        , 0.        , 0.        , ..., 9.91534466, 9.91534466,\n",
+       "        9.91534466],\n",
+       "       [0.        , 0.        , 0.        , ..., 9.97176273, 9.97176273,\n",
+       "        9.97176273],\n",
+       "       [0.        , 0.        , 0.        , ..., 9.97176273, 9.97176273,\n",
+       "        9.97176273],\n",
+       "       ...,\n",
+       "       [0.        , 0.        , 0.        , ..., 9.87541294, 9.87541294,\n",
+       "        9.87541294],\n",
+       "       [0.        , 0.        , 0.        , ..., 9.1210013 , 9.1210013 ,\n",
+       "        9.1210013 ],\n",
+       "       [0.        , 0.        , 0.        , ..., 6.4947111 , 6.4947111 ,\n",
+       "        6.4947111 ]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_walk_access_to_retail_and_discretionary</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 5.257 0.0 5.257 ... 0.0 0.0 0.0</div><input id='attrs-9c04c396-3159-4e99-8a77-36401155a1de' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-9c04c396-3159-4e99-8a77-36401155a1de' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1581200d-330e-414c-a939-f95a791423f3' class='xr-var-data-in' type='checkbox'><label for='data-1581200d-330e-414c-a939-f95a791423f3' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0.        , 5.25696611, 0.        , ..., 5.25696611, 0.        ,\n",
+       "        5.25696611],\n",
+       "       [0.        , 5.44727693, 0.        , ..., 5.44727693, 0.        ,\n",
+       "        5.44727693],\n",
+       "       [0.        , 5.44727693, 0.        , ..., 5.44727693, 0.        ,\n",
+       "        5.44727693],\n",
+       "       ...,\n",
+       "       [0.        , 5.69717208, 0.        , ..., 5.69717208, 0.        ,\n",
+       "        5.69717208],\n",
+       "       [0.        , 1.32450515, 0.        , ..., 1.32450515, 0.        ,\n",
+       "        1.32450515],\n",
+       "       [0.        , 0.        , 0.        , ..., 0.        , 0.        ,\n",
+       "        0.        ]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_transit_access_to_retail_and_discretionary</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 6.446 0.0 ... 0.0 0.01608</div><input id='attrs-8ea96f5a-147a-433b-a11c-36d0a0e7812f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-8ea96f5a-147a-433b-a11c-36d0a0e7812f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6ad02823-9546-4770-86a7-6c3d72fb574a' class='xr-var-data-in' type='checkbox'><label for='data-6ad02823-9546-4770-86a7-6c3d72fb574a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0.        , 6.44618417, 0.        , ..., 6.44618417, 0.        ,\n",
+       "        6.44618417],\n",
+       "       [0.        , 6.29213452, 0.        , ..., 6.29213452, 0.        ,\n",
+       "        6.29213452],\n",
+       "       [0.        , 6.29213452, 0.        , ..., 6.29213452, 0.        ,\n",
+       "        6.29213452],\n",
+       "       ...,\n",
+       "       [0.        , 4.58118682, 0.        , ..., 4.58118682, 0.        ,\n",
+       "        4.58118682],\n",
+       "       [0.        , 0.        , 0.        , ..., 0.        , 0.        ,\n",
+       "        0.        ],\n",
+       "       [0.        , 0.01607704, 0.        , ..., 0.01607704, 0.        ,\n",
+       "        0.01607704]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_auto_access_to_retail_and_discretionary</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 9.915 0.0 ... 6.495 0.0 6.495</div><input id='attrs-5a9991a1-8f7d-498d-a07f-f3da57cb12d9' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-5a9991a1-8f7d-498d-a07f-f3da57cb12d9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1503ace9-5973-444d-b87e-42bf8cb0588d' class='xr-var-data-in' type='checkbox'><label for='data-1503ace9-5973-444d-b87e-42bf8cb0588d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0.        , 9.91534466, 0.        , ..., 9.91534466, 0.        ,\n",
+       "        9.91534466],\n",
+       "       [0.        , 9.97176273, 0.        , ..., 9.97176273, 0.        ,\n",
+       "        9.97176273],\n",
+       "       [0.        , 9.97176273, 0.        , ..., 9.97176273, 0.        ,\n",
+       "        9.97176273],\n",
+       "       ...,\n",
+       "       [0.        , 9.87541294, 0.        , ..., 9.87541294, 0.        ,\n",
+       "        9.87541294],\n",
+       "       [0.        , 9.1210013 , 0.        , ..., 9.1210013 , 0.        ,\n",
+       "        9.1210013 ],\n",
+       "       [0.        , 6.4947111 , 0.        , ..., 6.4947111 , 0.        ,\n",
+       "        6.4947111 ]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_urban_and_tour_frequency_is_1</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False True True ... False False</div><input id='attrs-97570ba7-ce4f-44a8-801a-c53a2faacb28' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-97570ba7-ce4f-44a8-801a-c53a2faacb28' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-89c6cd93-3423-43b1-829e-6121bce868ff' class='xr-var-data-in' type='checkbox'><label for='data-89c6cd93-3423-43b1-829e-6121bce868ff' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[False,  True,  True, ..., False, False, False],\n",
+       "       [False,  True,  True, ..., False, False, False],\n",
+       "       [False,  True,  True, ..., False, False, False],\n",
+       "       ...,\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_urban_and_tour_frequency_is_2</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False False ... False False</div><input id='attrs-1402f37e-0f4c-4edd-9132-cb41a649b87c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-1402f37e-0f4c-4edd-9132-cb41a649b87c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2470ed1b-0368-4287-bb35-30b44caf5d7f' class='xr-var-data-in' type='checkbox'><label for='data-2470ed1b-0368-4287-bb35-30b44caf5d7f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       ...,\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_urban_and_tour_frequency_is_3</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False False ... False False</div><input id='attrs-0d5ef863-f809-4fb9-a740-177fcc08b616' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0d5ef863-f809-4fb9-a740-177fcc08b616' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bfb1b8d3-9b42-45ce-b6da-66601e7526ce' class='xr-var-data-in' type='checkbox'><label for='data-bfb1b8d3-9b42-45ce-b6da-66601e7526ce' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       ...,\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_urban_and_tour_frequency_is_4</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False False ... False False</div><input id='attrs-f44c81c2-77a5-4d0f-ae58-afc9656eeecd' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f44c81c2-77a5-4d0f-ae58-afc9656eeecd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4b5a6bd8-1aac-48d8-9341-1358bbb0490e' class='xr-var-data-in' type='checkbox'><label for='data-4b5a6bd8-1aac-48d8-9341-1358bbb0490e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       ...,\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_urban_and_tour_frequency_is_5_plus</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False False ... False False</div><input id='attrs-02562c45-6ac1-4283-9312-e21fb9f6c6f3' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-02562c45-6ac1-4283-9312-e21fb9f6c6f3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0e25ae5c-ee3e-4ea2-b9c4-5701d1ce5c55' class='xr-var-data-in' type='checkbox'><label for='data-0e25ae5c-ee3e-4ea2-b9c4-5701d1ce5c55' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[False, False, False, ...,  True,  True,  True],\n",
+       "       [False, False, False, ...,  True,  True,  True],\n",
+       "       [False, False, False, ...,  True,  True,  True],\n",
+       "       ...,\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_urban_and_escorting_tour</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-4a37af20-98c8-480d-b273-a4091c24eb03' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4a37af20-98c8-480d-b273-a4091c24eb03' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9a66d123-de23-4f21-b1b6-6344040b159e' class='xr-var-data-in' type='checkbox'><label for='data-9a66d123-de23-4f21-b1b6-6344040b159e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, ..., 2, 2, 2],\n",
+       "       [0, 0, 0, ..., 2, 2, 2],\n",
+       "       [0, 0, 0, ..., 2, 2, 2],\n",
+       "       ...,\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_urban_and_shopping_tour</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-98c3ea2d-3021-4dfe-9cec-ab1feaf74ae0' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-98c3ea2d-3021-4dfe-9cec-ab1feaf74ae0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e1239768-4322-41ef-badc-7dc9c018c26f' class='xr-var-data-in' type='checkbox'><label for='data-e1239768-4322-41ef-badc-7dc9c018c26f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, ..., 1, 1, 1],\n",
+       "       [0, 0, 0, ..., 1, 1, 1],\n",
+       "       [0, 0, 0, ..., 1, 1, 1],\n",
+       "       ...,\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_urban_and_maintenance_tour</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-7b512236-c931-4743-8197-cd6b4543916a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-7b512236-c931-4743-8197-cd6b4543916a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a5de7326-9b2d-4005-a191-0e6d370ba029' class='xr-var-data-in' type='checkbox'><label for='data-a5de7326-9b2d-4005-a191-0e6d370ba029' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, ..., 1, 1, 1],\n",
+       "       [0, 0, 0, ..., 1, 1, 1],\n",
+       "       [0, 0, 0, ..., 1, 1, 1],\n",
+       "       ...,\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_urban_and_eatingout_tour</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 1 1 1 1 ... 0 0 0 0 0 0 0 0</div><input id='attrs-98d33b1e-0b2c-4a2a-81c8-4432b9679336' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-98d33b1e-0b2c-4a2a-81c8-4432b9679336' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7fff2735-126e-41ae-bba6-508c5775f8c8' class='xr-var-data-in' type='checkbox'><label for='data-7fff2735-126e-41ae-bba6-508c5775f8c8' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, ..., 1, 1, 1],\n",
+       "       [0, 0, 0, ..., 1, 1, 1],\n",
+       "       [0, 0, 0, ..., 1, 1, 1],\n",
+       "       ...,\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_urban_and_discretionary_tour</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 0 1 0 1 0 1 ... 0 0 0 0 0 0 0 0</div><input id='attrs-7d0237c1-40e6-4a1c-b8ab-341b8c619034' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-7d0237c1-40e6-4a1c-b8ab-341b8c619034' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e654bbbd-8d75-40fb-a1f6-5bf0dc266e6b' class='xr-var-data-in' type='checkbox'><label for='data-e654bbbd-8d75-40fb-a1f6-5bf0dc266e6b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 1, 0, ..., 1, 0, 1],\n",
+       "       [0, 1, 0, ..., 1, 0, 1],\n",
+       "       [0, 1, 0, ..., 1, 0, 1],\n",
+       "       ...,\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_1_escort_tour_constant</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False False ... False False</div><input id='attrs-2c5e4922-50e6-4efe-a999-4ef73080e446' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2c5e4922-50e6-4efe-a999-4ef73080e446' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-092d4219-c30f-4ab0-9558-1f292d45a1d2' class='xr-var-data-in' type='checkbox'><label for='data-092d4219-c30f-4ab0-9558-1f292d45a1d2' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       ...,\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False],\n",
+       "       [False, False, False, ..., False, False, False]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_2_plus_escort_tours_constant</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False False ... True True</div><input id='attrs-2b64d667-664b-4ab4-9ae2-52d0d730e6e1' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2b64d667-664b-4ab4-9ae2-52d0d730e6e1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e74df443-ce5e-4676-97e3-c1d8c87f7b34' class='xr-var-data-in' type='checkbox'><label for='data-e74df443-ce5e-4676-97e3-c1d8c87f7b34' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[False, False, False, ...,  True,  True,  True],\n",
+       "       [False, False, False, ...,  True,  True,  True],\n",
+       "       [False, False, False, ...,  True,  True,  True],\n",
+       "       ...,\n",
+       "       [False, False, False, ...,  True,  True,  True],\n",
+       "       [False, False, False, ...,  True,  True,  True],\n",
+       "       [False, False, False, ...,  True,  True,  True]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_1_plus_shopping_tours_constant</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False False ... True True</div><input id='attrs-837b12bc-5270-4927-9615-efe80f02023b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-837b12bc-5270-4927-9615-efe80f02023b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f2239288-38dd-4925-9551-f7703ef4faeb' class='xr-var-data-in' type='checkbox'><label for='data-f2239288-38dd-4925-9551-f7703ef4faeb' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[False, False, False, ...,  True,  True,  True],\n",
+       "       [False, False, False, ...,  True,  True,  True],\n",
+       "       [False, False, False, ...,  True,  True,  True],\n",
+       "       ...,\n",
+       "       [False, False, False, ...,  True,  True,  True],\n",
+       "       [False, False, False, ...,  True,  True,  True],\n",
+       "       [False, False, False, ...,  True,  True,  True]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_1_plus_maintenance_tours_constant</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False False ... True True</div><input id='attrs-e2070919-48ff-4f10-9c6d-6799637ded5f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e2070919-48ff-4f10-9c6d-6799637ded5f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5ee4b50f-8739-49dc-8ecc-fa3e3c40d3bb' class='xr-var-data-in' type='checkbox'><label for='data-5ee4b50f-8739-49dc-8ecc-fa3e3c40d3bb' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[False, False, False, ...,  True,  True,  True],\n",
+       "       [False, False, False, ...,  True,  True,  True],\n",
+       "       [False, False, False, ...,  True,  True,  True],\n",
+       "       ...,\n",
+       "       [False, False, False, ...,  True,  True,  True],\n",
+       "       [False, False, False, ...,  True,  True,  True],\n",
+       "       [False, False, False, ...,  True,  True,  True]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_1_plus_eating_out_tours_constant</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False False ... True True</div><input id='attrs-3a941604-9a43-456e-be23-bf7bc87d7a97' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-3a941604-9a43-456e-be23-bf7bc87d7a97' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4bb58cf8-493b-4bbf-8dd9-f08e133bfee6' class='xr-var-data-in' type='checkbox'><label for='data-4bb58cf8-493b-4bbf-8dd9-f08e133bfee6' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[False, False, False, ...,  True,  True,  True],\n",
+       "       [False, False, False, ...,  True,  True,  True],\n",
+       "       [False, False, False, ...,  True,  True,  True],\n",
+       "       ...,\n",
+       "       [False, False, False, ...,  True,  True,  True],\n",
+       "       [False, False, False, ...,  True,  True,  True],\n",
+       "       [False, False, False, ...,  True,  True,  True]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_1_plus_visting_tours_constant</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False True ... True True</div><input id='attrs-b935faae-9556-4f87-bb63-d8935cb29d63' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b935faae-9556-4f87-bb63-d8935cb29d63' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c59ea31b-0b01-4df5-a7b3-f2acb3a3768c' class='xr-var-data-in' type='checkbox'><label for='data-c59ea31b-0b01-4df5-a7b3-f2acb3a3768c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[False, False,  True, ..., False,  True,  True],\n",
+       "       [False, False,  True, ..., False,  True,  True],\n",
+       "       [False, False,  True, ..., False,  True,  True],\n",
+       "       ...,\n",
+       "       [False, False,  True, ..., False,  True,  True],\n",
+       "       [False, False,  True, ..., False,  True,  True],\n",
+       "       [False, False,  True, ..., False,  True,  True]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_1_plus_other_discretionary_tours_constant</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False True False ... False True</div><input id='attrs-e367cb79-076b-488b-815d-c590b88adb21' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e367cb79-076b-488b-815d-c590b88adb21' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-322c16ef-457d-4cf6-9c4e-e21d6d183323' class='xr-var-data-in' type='checkbox'><label for='data-322c16ef-457d-4cf6-9c4e-e21d6d183323' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[False,  True, False, ...,  True, False,  True],\n",
+       "       [False,  True, False, ...,  True, False,  True],\n",
+       "       [False,  True, False, ...,  True, False,  True],\n",
+       "       ...,\n",
+       "       [False,  True, False, ...,  True, False,  True],\n",
+       "       [False,  True, False, ...,  True, False,  True],\n",
+       "       [False,  True, False, ...,  True, False,  True]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>util_0_auto_household_and_escorting_tour</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-103bcb86-7070-46e0-a87c-0712aa084775' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-103bcb86-7070-46e0-a87c-0712aa084775' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b3f40804-76f2-4b8b-b433-483d0f7e02cc' class='xr-var-data-in' type='checkbox'><label for='data-b3f40804-76f2-4b8b-b433-483d0f7e02cc' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       ...,\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>_avail_</span></div><div class='xr-var-dims'>(person_id, alt_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>True True True ... False False</div><input id='attrs-78463d44-37a5-45ab-8f0b-2677c0093a5a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-78463d44-37a5-45ab-8f0b-2677c0093a5a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-49e3a255-6ad9-497f-8f83-ce4993ddeb2e' class='xr-var-data-in' type='checkbox'><label for='data-49e3a255-6ad9-497f-8f83-ce4993ddeb2e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[ True,  True,  True, ..., False, False, False],\n",
+       "       [ True,  True,  True, ..., False, False, False],\n",
+       "       [ True,  True,  True, ..., False, False, False],\n",
+       "       ...,\n",
+       "       [ True,  True,  True, ..., False, False, False],\n",
+       "       [ True,  True,  True, ..., False, False, False],\n",
+       "       [ True,  True,  True, ..., False, False, False]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>model_choice</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 1 0 1 0 0 8 ... 12 0 0 1 0 0 0</div><input id='attrs-f724a465-4cf0-4ac0-8be0-f11bdf9843bb' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f724a465-4cf0-4ac0-8be0-f11bdf9843bb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9e43caf2-36b5-4687-be6d-8f779cc9e037' class='xr-var-data-in' type='checkbox'><label for='data-9e43caf2-36b5-4687-be6d-8f779cc9e037' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([0, 0, 1, ..., 0, 0, 0])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>override_choice</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 20 0 0 0 ... 2 0 0 19 0 0 0</div><input id='attrs-dbae7464-046b-4252-8dc1-bd4fcffb7cab' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-dbae7464-046b-4252-8dc1-bd4fcffb7cab' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-76f0411c-9630-4672-8031-07955f9c1bec' class='xr-var-data-in' type='checkbox'><label for='data-76f0411c-9630-4672-8031-07955f9c1bec' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([0, 0, 0, ..., 0, 0, 0])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>household_id</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>72355 72384 ... 2847868 2847982</div><input id='attrs-3fe1ce0f-d764-4882-b5ae-67d1bb5b0ddb' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-3fe1ce0f-d764-4882-b5ae-67d1bb5b0ddb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b5f6eb60-5cec-4aa3-add3-7027d357b1ac' class='xr-var-data-in' type='checkbox'><label for='data-b5f6eb60-5cec-4aa3-add3-7027d357b1ac' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([  72355,   72384,   72407, ..., 2847736, 2847868, 2847982])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>age</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>52 28 52 38 49 ... 67 72 70 87 70</div><input id='attrs-0b1ba15c-5500-4247-91f8-21ec63184510' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0b1ba15c-5500-4247-91f8-21ec63184510' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2c657bec-e9f6-4e14-bf39-ab84a95ca3e1' class='xr-var-data-in' type='checkbox'><label for='data-2c657bec-e9f6-4e14-bf39-ab84a95ca3e1' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([52, 28, 52, ..., 70, 87, 70])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>PNUM</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>1 1 1 1 1 1 1 1 ... 1 1 1 1 1 1 1 1</div><input id='attrs-11361eb2-99eb-4245-8014-97cf14f678f7' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-11361eb2-99eb-4245-8014-97cf14f678f7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-162dfde6-069a-4d0a-aae0-8ca8c731449e' class='xr-var-data-in' type='checkbox'><label for='data-162dfde6-069a-4d0a-aae0-8ca8c731449e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([1, 1, 1, ..., 1, 1, 1])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>sex</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>2 2 2 1 1 2 2 1 ... 1 1 1 2 1 1 1 1</div><input id='attrs-a6a978fa-941a-4414-a699-e57aa1967a7c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a6a978fa-941a-4414-a699-e57aa1967a7c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6484abd9-2bb9-4a56-b52b-41bc26b33bd6' class='xr-var-data-in' type='checkbox'><label for='data-6484abd9-2bb9-4a56-b52b-41bc26b33bd6' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([2, 2, 2, ..., 1, 1, 1])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>pemploy</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>1 1 1 1 1 1 1 1 ... 1 1 1 1 1 1 1 1</div><input id='attrs-313e2618-6231-40fe-b91b-4271e59fff73' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-313e2618-6231-40fe-b91b-4271e59fff73' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-89742ba2-026c-49e3-873b-d222f0a9656a' class='xr-var-data-in' type='checkbox'><label for='data-89742ba2-026c-49e3-873b-d222f0a9656a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([1, 1, 1, ..., 1, 1, 1])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>pstudent</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>3 3 3 3 3 3 3 3 ... 3 3 3 3 3 3 3 3</div><input id='attrs-e9c24ab5-b55c-4cdf-b26c-a2349290ffa6' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e9c24ab5-b55c-4cdf-b26c-a2349290ffa6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8a6ea9b4-b479-4bf4-8629-7065ca8c06fa' class='xr-var-data-in' type='checkbox'><label for='data-8a6ea9b4-b479-4bf4-8629-7065ca8c06fa' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([3, 3, 3, ..., 3, 3, 3])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ptype</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>1 1 1 1 1 1 1 1 ... 1 1 1 1 1 1 1 1</div><input id='attrs-e6f2c09d-bd90-473e-bb91-bfe223c5d7ca' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e6f2c09d-bd90-473e-bb91-bfe223c5d7ca' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-466f5e5d-51c4-4ecc-90cc-be3bb1132daf' class='xr-var-data-in' type='checkbox'><label for='data-466f5e5d-51c4-4ecc-90cc-be3bb1132daf' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([1, 1, 1, ..., 1, 1, 1])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>age_16_to_19</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False False ... False False</div><input id='attrs-533d8411-45ca-4564-a46f-8de192d101e3' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-533d8411-45ca-4564-a46f-8de192d101e3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-86ac0db3-c78b-4723-b0dc-8f70856dd814' class='xr-var-data-in' type='checkbox'><label for='data-86ac0db3-c78b-4723-b0dc-8f70856dd814' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([False, False, False, ..., False, False, False])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>age_16_p</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>True True True ... True True True</div><input id='attrs-f920b240-5772-4cea-8efd-6a17f68261c2' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f920b240-5772-4cea-8efd-6a17f68261c2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cda43f89-6052-4129-bee5-524d45b2e27a' class='xr-var-data-in' type='checkbox'><label for='data-cda43f89-6052-4129-bee5-524d45b2e27a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ True,  True,  True, ...,  True,  True,  True])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>adult</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>True True True ... True True True</div><input id='attrs-83be27e4-89d5-42b2-a69c-eace89d50cb2' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-83be27e4-89d5-42b2-a69c-eace89d50cb2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2b9d2bcf-bfac-48e0-8aa2-b213aab291dc' class='xr-var-data-in' type='checkbox'><label for='data-2b9d2bcf-bfac-48e0-8aa2-b213aab291dc' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ True,  True,  True, ...,  True,  True,  True])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>male</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False False ... True True</div><input id='attrs-70797098-6c2f-4401-824e-13650aa5857b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-70797098-6c2f-4401-824e-13650aa5857b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6d33d7bb-cfb7-4a31-a769-5f06c01e0002' class='xr-var-data-in' type='checkbox'><label for='data-6d33d7bb-cfb7-4a31-a769-5f06c01e0002' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([False, False, False, ...,  True,  True,  True])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>female</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>True True True ... False False</div><input id='attrs-0bc6f441-1de6-4952-8c92-90524a5aef6c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0bc6f441-1de6-4952-8c92-90524a5aef6c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-23219c29-33f1-402c-9293-290f65c894fb' class='xr-var-data-in' type='checkbox'><label for='data-23219c29-33f1-402c-9293-290f65c894fb' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ True,  True,  True, ..., False, False, False])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>has_non_worker</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False False ... False False</div><input id='attrs-fb3e92d8-bb1e-435b-8b60-2e055f0a1bde' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-fb3e92d8-bb1e-435b-8b60-2e055f0a1bde' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7dd42c0b-07dc-4326-a6d7-edd4708200fe' class='xr-var-data-in' type='checkbox'><label for='data-7dd42c0b-07dc-4326-a6d7-edd4708200fe' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([False, False, False, ..., False, False, False])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>has_retiree</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False False ... False False</div><input id='attrs-7ead2fcd-9606-4dc2-9285-674ef59787a4' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-7ead2fcd-9606-4dc2-9285-674ef59787a4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-65494bb7-e2de-4c42-a974-5c0e34297338' class='xr-var-data-in' type='checkbox'><label for='data-65494bb7-e2de-4c42-a974-5c0e34297338' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([False, False, False, ..., False, False, False])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>has_preschool_kid</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False False ... False False</div><input id='attrs-b6f002a1-5685-4b66-90b1-afb216582f9b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b6f002a1-5685-4b66-90b1-afb216582f9b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-17b3b164-56f8-4356-abf9-428b418d5856' class='xr-var-data-in' type='checkbox'><label for='data-17b3b164-56f8-4356-abf9-428b418d5856' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([False, False, False, ..., False, False, False])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>has_driving_kid</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False False ... False False</div><input id='attrs-f66bc7d4-3c7a-4d1f-a383-4a1dd9b58cb3' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f66bc7d4-3c7a-4d1f-a383-4a1dd9b58cb3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bc5c4afe-132a-49f0-ac4e-f27c48f48954' class='xr-var-data-in' type='checkbox'><label for='data-bc5c4afe-132a-49f0-ac4e-f27c48f48954' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([False, False, False, ..., False, False, False])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>has_school_kid</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False False ... False False</div><input id='attrs-cabc0c21-f79c-4e7a-8955-8a9ebc0e8503' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-cabc0c21-f79c-4e7a-8955-8a9ebc0e8503' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0e969d2a-ca0a-4245-b368-92610c99b4ba' class='xr-var-data-in' type='checkbox'><label for='data-0e969d2a-ca0a-4245-b368-92610c99b4ba' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([False, False, False, ..., False, False, False])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>has_full_time</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False False ... False False</div><input id='attrs-72459681-b871-4f24-813f-4327dcb4ecba' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-72459681-b871-4f24-813f-4327dcb4ecba' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e9b9a476-3812-46d9-b7ec-f47e9baeffce' class='xr-var-data-in' type='checkbox'><label for='data-e9b9a476-3812-46d9-b7ec-f47e9baeffce' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([False, False, False, ..., False, False, False])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>has_part_time</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False False ... False False</div><input id='attrs-c16bebb4-2463-4733-b638-0244fea07059' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c16bebb4-2463-4733-b638-0244fea07059' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-66e39eb4-afaf-475d-afe6-9bd09b1f7b42' class='xr-var-data-in' type='checkbox'><label for='data-66e39eb4-afaf-475d-afe6-9bd09b1f7b42' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([False, False, False, ..., False, False, False])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>has_university</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False False ... False False</div><input id='attrs-0b64179f-2aa5-4bcc-a132-fa9aeb729509' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0b64179f-2aa5-4bcc-a132-fa9aeb729509' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1e83c9c4-06b4-499c-94c1-8d6ae69653f8' class='xr-var-data-in' type='checkbox'><label for='data-1e83c9c4-06b4-499c-94c1-8d6ae69653f8' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([False, False, False, ..., False, False, False])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>student_is_employed</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False False ... False False</div><input id='attrs-eedf6e07-3c27-4dc0-86b8-27846ad1ef0c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-eedf6e07-3c27-4dc0-86b8-27846ad1ef0c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8e6aa216-374f-48a2-a746-5672865d410a' class='xr-var-data-in' type='checkbox'><label for='data-8e6aa216-374f-48a2-a746-5672865d410a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([False, False, False, ..., False, False, False])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>nonstudent_to_school</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False False ... False False</div><input id='attrs-291edfcd-89e3-4965-a26b-691655cf1f16' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-291edfcd-89e3-4965-a26b-691655cf1f16' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b3800455-c3b0-446b-a33a-d49b6abadcb2' class='xr-var-data-in' type='checkbox'><label for='data-b3800455-c3b0-446b-a33a-d49b6abadcb2' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([False, False, False, ..., False, False, False])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>is_student</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False False ... False False</div><input id='attrs-a318ded5-af47-49a2-a873-0a8a705d3866' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a318ded5-af47-49a2-a873-0a8a705d3866' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d436e5a7-eb47-4931-bf35-1814c37df9ec' class='xr-var-data-in' type='checkbox'><label for='data-d436e5a7-eb47-4931-bf35-1814c37df9ec' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([False, False, False, ..., False, False, False])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>is_gradeschool</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False False ... False False</div><input id='attrs-6ac8dd19-b660-482a-9cfd-07a71cacda75' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-6ac8dd19-b660-482a-9cfd-07a71cacda75' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a3b08638-68ea-4902-85dc-4c163ccf103a' class='xr-var-data-in' type='checkbox'><label for='data-a3b08638-68ea-4902-85dc-4c163ccf103a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([False, False, False, ..., False, False, False])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>is_highschool</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False False ... False False</div><input id='attrs-c1f0024f-dc46-41b0-8723-42270e5a7595' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c1f0024f-dc46-41b0-8723-42270e5a7595' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3dc2c0d1-f360-4561-b0e8-4e0f9491844f' class='xr-var-data-in' type='checkbox'><label for='data-3dc2c0d1-f360-4561-b0e8-4e0f9491844f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([False, False, False, ..., False, False, False])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>is_university</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False False ... False False</div><input id='attrs-25d04571-fac0-4a9b-9caa-0364892df0fd' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-25d04571-fac0-4a9b-9caa-0364892df0fd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8f1069f4-3e58-4784-9ed4-0cb4d2cc5054' class='xr-var-data-in' type='checkbox'><label for='data-8f1069f4-3e58-4784-9ed4-0cb4d2cc5054' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([False, False, False, ..., False, False, False])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>school_segment</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>int8</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-3734df46-3341-4b19-b75d-113b1d59b3fd' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-3734df46-3341-4b19-b75d-113b1d59b3fd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2c36dbcf-4366-4175-a20f-7d6e6ebd43c6' class='xr-var-data-in' type='checkbox'><label for='data-2c36dbcf-4366-4175-a20f-7d6e6ebd43c6' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([0, 0, 0, ..., 0, 0, 0], dtype=int8)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>is_worker</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>True True True ... True True True</div><input id='attrs-2e4809a8-ae7e-454e-9bdd-0b00b5c8007f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2e4809a8-ae7e-454e-9bdd-0b00b5c8007f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2a210a3f-0823-4759-a394-4e032daef65e' class='xr-var-data-in' type='checkbox'><label for='data-2a210a3f-0823-4759-a394-4e032daef65e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ True,  True,  True, ...,  True,  True,  True])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>home_zone_id</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>55 59 59 61 ... 1006 1006 1159 1390</div><input id='attrs-f4b2affe-acae-4f1d-b474-501e67b5046e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f4b2affe-acae-4f1d-b474-501e67b5046e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-40dce676-afa4-489e-a683-d5ac3937e552' class='xr-var-data-in' type='checkbox'><label for='data-40dce676-afa4-489e-a683-d5ac3937e552' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([  55,   59,   59, ..., 1006, 1159, 1390])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>value_of_time</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>5.029 1.0 3.972 ... 6.119 3.104</div><input id='attrs-104d091f-f30c-4e54-9057-a5dd50e6c507' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-104d091f-f30c-4e54-9057-a5dd50e6c507' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-213daed5-94b3-466d-962f-de466c72c835' class='xr-var-data-in' type='checkbox'><label for='data-213daed5-94b3-466d-962f-de466c72c835' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([5.02863828, 1.        , 3.97186837, ..., 2.53878657, 6.1189373 ,\n",
+       "       3.10395287])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>school_zone_id</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>-1 -1 -1 -1 -1 ... -1 -1 -1 -1 -1</div><input id='attrs-7fe3855c-5deb-4661-8ed3-7e10bd21abef' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-7fe3855c-5deb-4661-8ed3-7e10bd21abef' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-92ca94dc-52ab-4594-8e78-827145eb0626' class='xr-var-data-in' type='checkbox'><label for='data-92ca94dc-52ab-4594-8e78-827145eb0626' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([-1, -1, -1, ..., -1, -1, -1])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>school_location_logsum</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan nan nan nan ... nan nan nan nan</div><input id='attrs-bf5db4b6-55f7-4535-9fe3-42e4d37771c9' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-bf5db4b6-55f7-4535-9fe3-42e4d37771c9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2c9a4c9e-00db-47b6-be4a-72f90beb1b2c' class='xr-var-data-in' type='checkbox'><label for='data-2c9a4c9e-00db-47b6-be4a-72f90beb1b2c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([nan, nan, nan, ..., nan, nan, nan])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>distance_to_school</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>nan nan nan nan ... nan nan nan nan</div><input id='attrs-238db27c-e1c8-46f4-b095-c4526872613c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-238db27c-e1c8-46f4-b095-c4526872613c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c2dd4085-8d53-4917-9b75-a7068ad96748' class='xr-var-data-in' type='checkbox'><label for='data-c2dd4085-8d53-4917-9b75-a7068ad96748' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([nan, nan, nan, ..., nan, nan, nan], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>roundtrip_auto_time_to_school</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0</div><input id='attrs-717f9f2f-7162-48eb-ad49-9e0eaa5bf34a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-717f9f2f-7162-48eb-ad49-9e0eaa5bf34a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2b43a372-c6af-42b6-a008-daad6a03329f' class='xr-var-data-in' type='checkbox'><label for='data-2b43a372-c6af-42b6-a008-daad6a03329f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([0., 0., 0., ..., 0., 0., 0.], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>workplace_zone_id</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>17 16 70 30 ... 1019 1019 1152 1381</div><input id='attrs-3fb52f57-88c9-4333-92ff-c4fd07449d75' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-3fb52f57-88c9-4333-92ff-c4fd07449d75' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c2a4fc83-9eca-43ee-af1c-b36d613a0542' class='xr-var-data-in' type='checkbox'><label for='data-c2a4fc83-9eca-43ee-af1c-b36d613a0542' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([  17,   16,   70, ..., 1019, 1152, 1381])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>workplace_location_logsum</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-2.053 -3.721 ... -0.4101 -2.768</div><input id='attrs-e4d63136-60a1-464a-b6c8-501f86b4f0bc' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e4d63136-60a1-464a-b6c8-501f86b4f0bc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4ce1f5c3-7c14-4085-807e-178d9dcd9bc2' class='xr-var-data-in' type='checkbox'><label for='data-4ce1f5c3-7c14-4085-807e-178d9dcd9bc2' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([-2.05332151, -3.7213072 , -0.17909343, ..., -0.57460451,\n",
+       "       -0.41012627, -2.76752792])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>distance_to_work</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>6.76 6.25 2.83 ... 0.96 3.84 18.93</div><input id='attrs-f91d3640-8cd7-4d5b-b3bb-922544680f73' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f91d3640-8cd7-4d5b-b3bb-922544680f73' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-477ce17a-56db-4aaa-9340-a36575d931c0' class='xr-var-data-in' type='checkbox'><label for='data-477ce17a-56db-4aaa-9340-a36575d931c0' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 6.76,  6.25,  2.83, ...,  0.96,  3.84, 18.93], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>workplace_in_cbd</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>True True True ... True False False</div><input id='attrs-f04d6caf-8b53-48dc-8fe8-674b7f8a5c20' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f04d6caf-8b53-48dc-8fe8-674b7f8a5c20' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ccf9b72d-e0e7-4dce-9146-ec0a17de0d14' class='xr-var-data-in' type='checkbox'><label for='data-ccf9b72d-e0e7-4dce-9146-ec0a17de0d14' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ True,  True,  True, ...,  True, False, False])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>work_zone_area_type</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.0 0.0 1.0 1.0 ... 1.0 1.0 4.0 4.0</div><input id='attrs-368b8cb4-4fde-47e6-800f-813c9772d30d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-368b8cb4-4fde-47e6-800f-813c9772d30d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ae3c8a13-f1e6-4fde-8bfb-28a4c8f213f1' class='xr-var-data-in' type='checkbox'><label for='data-ae3c8a13-f1e6-4fde-8bfb-28a4c8f213f1' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([1., 0., 1., ..., 1., 4., 4.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>roundtrip_auto_time_to_work</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>32.68 31.14 12.5 ... 6.2 18.84 66.1</div><input id='attrs-f1735946-10c7-4492-a324-9d655b337b58' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f1735946-10c7-4492-a324-9d655b337b58' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fff75e43-8e00-4c05-8cb9-43b824fab6db' class='xr-var-data-in' type='checkbox'><label for='data-fff75e43-8e00-4c05-8cb9-43b824fab6db' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([32.68, 31.14, 12.5 , ...,  6.2 , 18.84, 66.1 ], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>work_auto_savings</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>52.75 46.11 25.86 ... 134.8 165.3</div><input id='attrs-086a942e-85e0-4e9f-903e-ea4061e85ef2' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-086a942e-85e0-4e9f-903e-ea4061e85ef2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c0034df8-35b5-4ce9-9183-baafc3f9a1b6' class='xr-var-data-in' type='checkbox'><label for='data-c0034df8-35b5-4ce9-9183-baafc3f9a1b6' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 52.74829 ,  46.1109  ,  25.8554  , ...,  32.199997, 134.76    ,\n",
+       "       165.33719 ], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>work_auto_savings_ratio</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>0.4396 0.3843 0.2155 ... 1.0 1.0</div><input id='attrs-fda668d4-41a1-4580-81af-25976c169664' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-fda668d4-41a1-4580-81af-25976c169664' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e01b3525-4243-4558-8231-ad9bbe95d514' class='xr-var-data-in' type='checkbox'><label for='data-e01b3525-4243-4558-8231-ad9bbe95d514' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([0.4395691 , 0.3842575 , 0.21546167, ..., 0.26833332, 1.        ,\n",
+       "       1.        ], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>free_parking_at_work</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False False ... False False</div><input id='attrs-68442158-5a29-4261-9cb7-9845ae3095ce' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-68442158-5a29-4261-9cb7-9845ae3095ce' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5ca63d2e-75f1-4464-9db9-9dd335839db2' class='xr-var-data-in' type='checkbox'><label for='data-5ca63d2e-75f1-4464-9db9-9dd335839db2' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([False, False, False, ...,  True, False, False])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>cdap_activity</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>&#x27;M&#x27; &#x27;M&#x27; &#x27;M&#x27; &#x27;M&#x27; ... &#x27;N&#x27; &#x27;M&#x27; &#x27;M&#x27; &#x27;M&#x27;</div><input id='attrs-793f3d1a-9512-4c63-9e52-434cdcd42924' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-793f3d1a-9512-4c63-9e52-434cdcd42924' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6828b2b6-228b-4107-97e6-d81832c4c4cd' class='xr-var-data-in' type='checkbox'><label for='data-6828b2b6-228b-4107-97e6-d81832c4c4cd' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;M&#x27;, &#x27;M&#x27;, &#x27;M&#x27;, ..., &#x27;M&#x27;, &#x27;M&#x27;, &#x27;M&#x27;], dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>travel_active</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>True True True ... True True True</div><input id='attrs-62d27e39-0617-494f-a61d-a16de17a0d6e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-62d27e39-0617-494f-a61d-a16de17a0d6e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-02a3ee49-00ef-4434-bbe7-6dc222d99baa' class='xr-var-data-in' type='checkbox'><label for='data-02a3ee49-00ef-4434-bbe7-6dc222d99baa' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ True,  True,  True, ...,  True,  True,  True])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>under16_not_at_school</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False False ... False False</div><input id='attrs-f251903e-b808-40fb-b1d0-8227f1014a25' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f251903e-b808-40fb-b1d0-8227f1014a25' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cb05867c-4d76-476e-bfc4-a40642995ba4' class='xr-var-data-in' type='checkbox'><label for='data-cb05867c-4d76-476e-bfc4-a40642995ba4' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([False, False, False, ..., False, False, False])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>has_preschool_kid_at_home</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False False ... False False</div><input id='attrs-6a9193cb-b5c1-4fb7-8e31-0caf7d1ff456' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-6a9193cb-b5c1-4fb7-8e31-0caf7d1ff456' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-93f566b7-9e98-40a1-ab8c-c15bffa59d42' class='xr-var-data-in' type='checkbox'><label for='data-93f566b7-9e98-40a1-ab8c-c15bffa59d42' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([False, False, False, ..., False, False, False])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>has_school_kid_at_home</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False False ... False False</div><input id='attrs-538b609b-53f2-4093-aca6-069909510103' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-538b609b-53f2-4093-aca6-069909510103' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8f4f57cb-fb55-4f2c-bc62-61fdc6ad4030' class='xr-var-data-in' type='checkbox'><label for='data-8f4f57cb-fb55-4f2c-bc62-61fdc6ad4030' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([False, False, False, ..., False, False, False])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>mandatory_tour_frequency</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>&#x27;work1&#x27; &#x27;work1&#x27; ... &#x27;work1&#x27; &#x27;work1&#x27;</div><input id='attrs-f81ebd5e-98a7-4b5b-99b0-200f81d058cd' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f81ebd5e-98a7-4b5b-99b0-200f81d058cd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b6ea251d-70de-4135-9423-901333f0af60' class='xr-var-data-in' type='checkbox'><label for='data-b6ea251d-70de-4135-9423-901333f0af60' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;work1&#x27;, &#x27;work1&#x27;, &#x27;work1&#x27;, ..., &#x27;work1&#x27;, &#x27;work1&#x27;, &#x27;work1&#x27;],\n",
+       "      dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>work_and_school_and_worker</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False False ... False False</div><input id='attrs-779fd893-a774-41ec-a4cf-b4264c379fe4' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-779fd893-a774-41ec-a4cf-b4264c379fe4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5a1ba516-5d67-439c-bbeb-208a64522dbd' class='xr-var-data-in' type='checkbox'><label for='data-5a1ba516-5d67-439c-bbeb-208a64522dbd' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([False, False, False, ..., False, False, False])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>work_and_school_and_student</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False False ... False False</div><input id='attrs-0d897339-ac81-46f7-bf01-ed089313b8b8' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0d897339-ac81-46f7-bf01-ed089313b8b8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-15dd10be-68a1-4564-abb6-88e24a6b8631' class='xr-var-data-in' type='checkbox'><label for='data-15dd10be-68a1-4564-abb6-88e24a6b8631' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([False, False, False, ..., False, False, False])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>num_mand</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>int8</div><div class='xr-var-preview xr-preview'>1 1 1 1 0 1 1 1 ... 1 0 1 1 0 1 1 1</div><input id='attrs-38ab728c-5420-480c-90d9-f8e0af23b709' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-38ab728c-5420-480c-90d9-f8e0af23b709' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7ca40640-1b8b-4265-a17d-ab3bf34ff886' class='xr-var-data-in' type='checkbox'><label for='data-7ca40640-1b8b-4265-a17d-ab3bf34ff886' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([1, 1, 1, ..., 1, 1, 1], dtype=int8)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>num_work_tours</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>int8</div><div class='xr-var-preview xr-preview'>1 1 1 1 0 1 1 1 ... 1 0 1 1 0 1 1 1</div><input id='attrs-c4553bde-2419-4c3c-952e-b0c4ca0d770a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c4553bde-2419-4c3c-952e-b0c4ca0d770a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6277d54f-cc36-4442-81c7-838b40e105b4' class='xr-var-data-in' type='checkbox'><label for='data-6277d54f-cc36-4442-81c7-838b40e105b4' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([1, 1, 1, ..., 1, 1, 1], dtype=int8)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>num_joint_tours</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>int8</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-c80027d6-9cac-4c40-bcf4-43f5f8eac881' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c80027d6-9cac-4c40-bcf4-43f5f8eac881' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9bbca536-d687-4f0f-8c86-9c02b6a8152f' class='xr-var-data-in' type='checkbox'><label for='data-9bbca536-d687-4f0f-8c86-9c02b6a8152f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([0, 0, 0, ..., 0, 0, 0], dtype=int8)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>income</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>12000 25000 12000 15600 ... 0 0 0 0</div><input id='attrs-b9f32100-ffa2-49d6-a2f0-01343c9d9e8e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b9f32100-ffa2-49d6-a2f0-01343c9d9e8e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-732a8ee3-1aab-46aa-a235-2408b2809fab' class='xr-var-data-in' type='checkbox'><label for='data-732a8ee3-1aab-46aa-a235-2408b2809fab' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([12000, 25000, 12000, ...,     0,     0,     0])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>hhsize</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>1 1 1 1 1 1 1 1 ... 1 1 1 1 1 1 1 1</div><input id='attrs-b25c31ae-5603-475a-ad41-c09ef08ae7a7' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b25c31ae-5603-475a-ad41-c09ef08ae7a7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2a5f1525-cf6c-41b8-9ed1-f35c28e55a29' class='xr-var-data-in' type='checkbox'><label for='data-2a5f1525-cf6c-41b8-9ed1-f35c28e55a29' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([1, 1, 1, ..., 1, 1, 1])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>HHT</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>6 6 6 4 4 6 6 4 ... 0 0 0 0 0 0 0 0</div><input id='attrs-bef30c35-aebf-4336-a294-4b8bc3d64026' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-bef30c35-aebf-4336-a294-4b8bc3d64026' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1454f984-2a82-41c4-b70a-72958039136e' class='xr-var-data-in' type='checkbox'><label for='data-1454f984-2a82-41c4-b70a-72958039136e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([6, 6, 6, ..., 0, 0, 0])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>auto_ownership</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>2 1 1 0 0 1 0 1 ... 0 2 0 0 0 2 1 1</div><input id='attrs-573773d3-71f3-49c8-919f-84c5ff4b0fb6' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-573773d3-71f3-49c8-919f-84c5ff4b0fb6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5438ef04-ff46-4a4b-9ec2-d569eeeaab87' class='xr-var-data-in' type='checkbox'><label for='data-5438ef04-ff46-4a4b-9ec2-d569eeeaab87' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([2, 1, 1, ..., 2, 1, 1])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>num_workers</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>1 1 1 1 1 1 1 1 ... 1 1 1 1 1 1 1 1</div><input id='attrs-0253881b-833d-41e9-bb53-c628c2c9202a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0253881b-833d-41e9-bb53-c628c2c9202a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1e21bfc2-f1ea-4083-b698-92ae1b23db6d' class='xr-var-data-in' type='checkbox'><label for='data-1e21bfc2-f1ea-4083-b698-92ae1b23db6d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([1, 1, 1, ..., 1, 1, 1])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>sample_rate</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>1 1 1 1 1 1 1 1 ... 1 1 1 1 1 1 1 1</div><input id='attrs-055d6745-8c7a-4a04-a8cc-2fc867d45dff' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-055d6745-8c7a-4a04-a8cc-2fc867d45dff' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-031fb3cc-3fe8-4966-804f-22bb09070792' class='xr-var-data-in' type='checkbox'><label for='data-031fb3cc-3fe8-4966-804f-22bb09070792' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([1, 1, 1, ..., 1, 1, 1])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>income_in_thousands</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>12.0 25.0 12.0 15.6 ... 0.0 0.0 0.0</div><input id='attrs-09133367-cb59-4556-9bcd-a77d1f85bf77' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-09133367-cb59-4556-9bcd-a77d1f85bf77' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5b6fface-428d-41d0-85f0-97672c0b4547' class='xr-var-data-in' type='checkbox'><label for='data-5b6fface-428d-41d0-85f0-97672c0b4547' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([12., 25., 12., ...,  0.,  0.,  0.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>income_segment</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>1 1 1 1 1 1 1 1 ... 1 1 1 1 1 1 1 1</div><input id='attrs-4156f611-acd6-4788-8261-2aec764ae306' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4156f611-acd6-4788-8261-2aec764ae306' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f7ee154e-282b-487e-8ab3-b854f1891e58' class='xr-var-data-in' type='checkbox'><label for='data-f7ee154e-282b-487e-8ab3-b854f1891e58' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([1, 1, 1, ..., 1, 1, 1])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>median_value_of_time</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>6.01 6.01 6.01 ... 6.01 6.01 6.01</div><input id='attrs-1b675e8c-13fa-408a-bab1-7bceb6bdb91f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-1b675e8c-13fa-408a-bab1-7bceb6bdb91f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a657ad03-4cbe-4366-9b15-28f1beb543b9' class='xr-var-data-in' type='checkbox'><label for='data-a657ad03-4cbe-4366-9b15-28f1beb543b9' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([6.01, 6.01, 6.01, ..., 6.01, 6.01, 6.01])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>hh_value_of_time</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>5.029 1.0 3.972 ... 6.119 3.104</div><input id='attrs-3917d9d6-48c0-4005-a1ea-9cb92d13e562' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-3917d9d6-48c0-4005-a1ea-9cb92d13e562' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cc2f80ae-8572-47be-aad4-93c3891896a0' class='xr-var-data-in' type='checkbox'><label for='data-cc2f80ae-8572-47be-aad4-93c3891896a0' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([5.02863828, 1.        , 3.97186837, ..., 2.53878657, 6.1189373 ,\n",
+       "       3.10395287])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>num_non_workers</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-42662439-085e-4d4e-a5d2-4dafb119f063' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-42662439-085e-4d4e-a5d2-4dafb119f063' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e87f2f8f-8aed-4995-b1f1-774fd612aa88' class='xr-var-data-in' type='checkbox'><label for='data-e87f2f8f-8aed-4995-b1f1-774fd612aa88' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([0, 0, 0, ..., 0, 0, 0])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>num_drivers</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>int8</div><div class='xr-var-preview xr-preview'>1 1 1 1 1 1 1 1 ... 1 1 1 1 1 1 1 1</div><input id='attrs-13c868ae-8584-46ea-bf79-9d5f118b6d00' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-13c868ae-8584-46ea-bf79-9d5f118b6d00' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5bbc5ee6-f43e-401c-9d57-05e0136fd3e9' class='xr-var-data-in' type='checkbox'><label for='data-5bbc5ee6-f43e-401c-9d57-05e0136fd3e9' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([1, 1, 1, ..., 1, 1, 1], dtype=int8)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>num_adults</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>int8</div><div class='xr-var-preview xr-preview'>1 1 1 1 1 1 1 1 ... 1 1 1 1 1 1 1 1</div><input id='attrs-356cbfde-9266-418b-9851-47ee6150c73d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-356cbfde-9266-418b-9851-47ee6150c73d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e548e6f9-e57a-4dd1-b20b-d56d544b3efe' class='xr-var-data-in' type='checkbox'><label for='data-e548e6f9-e57a-4dd1-b20b-d56d544b3efe' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([1, 1, 1, ..., 1, 1, 1], dtype=int8)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>num_children</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>int8</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-9ae8888d-bcf6-4a35-a94b-e9b4e51734a8' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-9ae8888d-bcf6-4a35-a94b-e9b4e51734a8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8c36dfad-2997-4d64-a247-677ba30e10bd' class='xr-var-data-in' type='checkbox'><label for='data-8c36dfad-2997-4d64-a247-677ba30e10bd' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([0, 0, 0, ..., 0, 0, 0], dtype=int8)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>num_young_children</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>int8</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-65a3425e-ca5f-4eff-b282-e4ae64bf19a5' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-65a3425e-ca5f-4eff-b282-e4ae64bf19a5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e20be9d6-6a98-4d44-bc28-826a300072e9' class='xr-var-data-in' type='checkbox'><label for='data-e20be9d6-6a98-4d44-bc28-826a300072e9' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([0, 0, 0, ..., 0, 0, 0], dtype=int8)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>num_children_5_to_15</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>int8</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-42bcf033-f720-4650-83b8-67666216dd72' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-42bcf033-f720-4650-83b8-67666216dd72' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-893408f5-2ccf-4f76-9d1e-f8c9db7aa9e6' class='xr-var-data-in' type='checkbox'><label for='data-893408f5-2ccf-4f76-9d1e-f8c9db7aa9e6' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([0, 0, 0, ..., 0, 0, 0], dtype=int8)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>num_children_16_to_17</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>int8</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-a684eb35-bc72-43bb-9cc7-8b4e1c4c65ec' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a684eb35-bc72-43bb-9cc7-8b4e1c4c65ec' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ba609c2f-678c-4222-a763-f02de6dd483e' class='xr-var-data-in' type='checkbox'><label for='data-ba609c2f-678c-4222-a763-f02de6dd483e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([0, 0, 0, ..., 0, 0, 0], dtype=int8)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>num_college_age</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>int8</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 1 0 0 0 0 0 0 0</div><input id='attrs-adc03087-7ffa-4f70-9d3b-ce2e80b9866d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-adc03087-7ffa-4f70-9d3b-ce2e80b9866d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-07adf59b-91ac-4290-9d93-2772954d147e' class='xr-var-data-in' type='checkbox'><label for='data-07adf59b-91ac-4290-9d93-2772954d147e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([0, 0, 0, ..., 0, 0, 0], dtype=int8)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>num_young_adults</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>int8</div><div class='xr-var-preview xr-preview'>0 1 0 0 0 0 0 1 ... 0 1 0 0 0 0 0 0</div><input id='attrs-6f0156b8-2c58-454e-8545-f4207ba8e698' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-6f0156b8-2c58-454e-8545-f4207ba8e698' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-91819e54-24d5-4585-87f3-b57286589c42' class='xr-var-data-in' type='checkbox'><label for='data-91819e54-24d5-4585-87f3-b57286589c42' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([0, 1, 0, ..., 0, 0, 0], dtype=int8)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>non_family</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>True True True ... False False</div><input id='attrs-6d880281-6617-45f9-a3c9-02f4c2c950c6' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-6d880281-6617-45f9-a3c9-02f4c2c950c6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-dfbb300f-6d6e-411b-bd8b-12002e9809fc' class='xr-var-data-in' type='checkbox'><label for='data-dfbb300f-6d6e-411b-bd8b-12002e9809fc' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ True,  True,  True, ..., False, False, False])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>family</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False False ... False False</div><input id='attrs-439a6586-e0c3-422a-89d7-2d72336fb4da' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-439a6586-e0c3-422a-89d7-2d72336fb4da' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0f298a8c-18fe-4ce7-b4ab-aa59e7d84a55' class='xr-var-data-in' type='checkbox'><label for='data-0f298a8c-18fe-4ce7-b4ab-aa59e7d84a55' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([False, False, False, ..., False, False, False])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>home_is_urban</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>True True True ... False False</div><input id='attrs-ef77b897-8315-4349-857f-ec01e628630b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ef77b897-8315-4349-857f-ec01e628630b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-22852f16-987a-4010-9846-008fc20abb57' class='xr-var-data-in' type='checkbox'><label for='data-22852f16-987a-4010-9846-008fc20abb57' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ True,  True,  True, ..., False, False, False])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>home_is_rural</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False False ... False False</div><input id='attrs-34c45898-4bfe-412e-90e5-1e860a31a290' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-34c45898-4bfe-412e-90e5-1e860a31a290' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-384049c2-4a39-4a3c-a6a9-079400765bef' class='xr-var-data-in' type='checkbox'><label for='data-384049c2-4a39-4a3c-a6a9-079400765bef' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([False, False, False, ..., False, False, False])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>hh_work_auto_savings_ratio</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>0.4396 0.3843 0.2155 ... 1.0 1.0</div><input id='attrs-5aac034b-07bf-45dc-883c-47b35d5440c0' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-5aac034b-07bf-45dc-883c-47b35d5440c0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d15ab828-c075-4147-9314-8808752057bd' class='xr-var-data-in' type='checkbox'><label for='data-d15ab828-c075-4147-9314-8808752057bd' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([0.4395691 , 0.3842575 , 0.21546167, ..., 0.26833332, 1.        ,\n",
+       "       1.        ], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>num_under16_not_at_school</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>int8</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-33937516-d945-417b-85ff-db9e0e6f32e9' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-33937516-d945-417b-85ff-db9e0e6f32e9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-88463809-9c61-4718-95c7-e8b9d7e92520' class='xr-var-data-in' type='checkbox'><label for='data-88463809-9c61-4718-95c7-e8b9d7e92520' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([0, 0, 0, ..., 0, 0, 0], dtype=int8)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>num_travel_active</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>int8</div><div class='xr-var-preview xr-preview'>1 1 1 1 1 1 1 1 ... 1 1 1 1 1 1 1 1</div><input id='attrs-0f7e8762-6d38-4c56-baf0-f359ed902dfc' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0f7e8762-6d38-4c56-baf0-f359ed902dfc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-094dd902-7256-4a3a-ac8b-2b4e091238e9' class='xr-var-data-in' type='checkbox'><label for='data-094dd902-7256-4a3a-ac8b-2b4e091238e9' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([1, 1, 1, ..., 1, 1, 1], dtype=int8)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>num_travel_active_adults</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>int8</div><div class='xr-var-preview xr-preview'>1 1 1 1 1 1 1 1 ... 1 1 1 1 1 1 1 1</div><input id='attrs-07015db4-7654-4e17-9017-84cd6131e25c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-07015db4-7654-4e17-9017-84cd6131e25c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7973d871-7e93-4e98-9338-07d1b454db7a' class='xr-var-data-in' type='checkbox'><label for='data-7973d871-7e93-4e98-9338-07d1b454db7a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([1, 1, 1, ..., 1, 1, 1], dtype=int8)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>num_travel_active_preschoolers</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>int8</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-54d18a6f-d507-4f8a-87cc-819a14ec2de7' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-54d18a6f-d507-4f8a-87cc-819a14ec2de7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-617ade1e-679d-4999-aaf0-8a59739dd9ea' class='xr-var-data-in' type='checkbox'><label for='data-617ade1e-679d-4999-aaf0-8a59739dd9ea' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([0, 0, 0, ..., 0, 0, 0], dtype=int8)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>num_travel_active_children</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>int8</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-ab75cb90-1283-4d3b-8356-75baf3995330' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ab75cb90-1283-4d3b-8356-75baf3995330' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9ecf64ed-dfd7-480a-b7b0-59a461d5d00f' class='xr-var-data-in' type='checkbox'><label for='data-9ecf64ed-dfd7-480a-b7b0-59a461d5d00f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([0, 0, 0, ..., 0, 0, 0], dtype=int8)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>num_travel_active_non_preschoolers</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>int8</div><div class='xr-var-preview xr-preview'>1 1 1 1 1 1 1 1 ... 1 1 1 1 1 1 1 1</div><input id='attrs-40c886e0-da0c-47b9-8e15-cf0847783b63' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-40c886e0-da0c-47b9-8e15-cf0847783b63' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ff4e83ea-ac3d-4596-89b5-520b99ed20f0' class='xr-var-data-in' type='checkbox'><label for='data-ff4e83ea-ac3d-4596-89b5-520b99ed20f0' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([1, 1, 1, ..., 1, 1, 1], dtype=int8)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>participates_in_jtf_model</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False False ... False False</div><input id='attrs-7db69562-98de-46bf-ba0f-74e5d52727fe' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-7db69562-98de-46bf-ba0f-74e5d52727fe' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2e366782-0ac3-4cb9-b4f0-7e819452b3f5' class='xr-var-data-in' type='checkbox'><label for='data-2e366782-0ac3-4cb9-b4f0-7e819452b3f5' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([False, False, False, ..., False, False, False])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>joint_tour_frequency</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>&#x27;0_tours&#x27; &#x27;0_tours&#x27; ... &#x27;0_tours&#x27;</div><input id='attrs-4d2020fb-fff6-463b-a666-54c1a94d063b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4d2020fb-fff6-463b-a666-54c1a94d063b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-33c4915b-bb46-424d-8e94-968e96a57b0a' class='xr-var-data-in' type='checkbox'><label for='data-33c4915b-bb46-424d-8e94-968e96a57b0a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;0_tours&#x27;, &#x27;0_tours&#x27;, &#x27;0_tours&#x27;, ..., &#x27;0_tours&#x27;, &#x27;0_tours&#x27;,\n",
+       "       &#x27;0_tours&#x27;], dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>num_hh_joint_tours</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>int8</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-4807ef14-98ba-4520-aaca-32609f95615d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4807ef14-98ba-4520-aaca-32609f95615d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d4fdde88-ddbf-4910-8d9f-da8e70a9b790' class='xr-var-data-in' type='checkbox'><label for='data-d4fdde88-ddbf-4910-8d9f-da8e70a9b790' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([0, 0, 0, ..., 0, 0, 0], dtype=int8)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>DISTRICT</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>2 2 2 2 2 3 3 ... 3 5 19 19 22 31</div><input id='attrs-d6a4831e-52b3-45c1-a12b-24f07672f2c4' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d6a4831e-52b3-45c1-a12b-24f07672f2c4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-49ec5d0f-aead-4256-a1fd-74385744bd6a' class='xr-var-data-in' type='checkbox'><label for='data-49ec5d0f-aead-4256-a1fd-74385744bd6a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 2,  2,  2, ..., 19, 22, 31])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>SD</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>2 2 2 2 2 3 3 ... 3 5 19 19 22 31</div><input id='attrs-1a7f00e4-74ae-4aca-9f01-cf32c7d1044d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-1a7f00e4-74ae-4aca-9f01-cf32c7d1044d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4bb87239-57f0-45ef-b0cc-16496bc74878' class='xr-var-data-in' type='checkbox'><label for='data-4bb87239-57f0-45ef-b0cc-16496bc74878' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 2,  2,  2, ..., 19, 22, 31])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>county_id</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>1 1 1 1 1 1 1 1 ... 8 8 1 2 4 4 5 8</div><input id='attrs-1ca958cf-f354-4823-bc45-fd47624957ba' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-1ca958cf-f354-4823-bc45-fd47624957ba' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-75ac44ec-76bc-479e-bee6-d5b439c8d90b' class='xr-var-data-in' type='checkbox'><label for='data-75ac44ec-76bc-479e-bee6-d5b439c8d90b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([1, 1, 1, ..., 4, 5, 8])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>TOTHH</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>1597 3292 3292 ... 1403 807 1735</div><input id='attrs-c010a263-5b7a-4ba4-961b-b1fff0d846e8' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c010a263-5b7a-4ba4-961b-b1fff0d846e8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e081ea64-27fb-4cb0-b937-482c5b48360e' class='xr-var-data-in' type='checkbox'><label for='data-e081ea64-27fb-4cb0-b937-482c5b48360e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([1597, 3292, 3292, ..., 1403,  807, 1735])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>TOTPOP</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>3775 8120 8120 ... 3711 3183 3435</div><input id='attrs-035b9b97-c693-42de-b650-55795a82e686' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-035b9b97-c693-42de-b650-55795a82e686' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f3904104-2125-44e1-bb17-0e98cde30083' class='xr-var-data-in' type='checkbox'><label for='data-f3904104-2125-44e1-bb17-0e98cde30083' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([3775, 8120, 8120, ..., 3711, 3183, 3435])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>TOTACRE</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>97.0 200.0 ... 2.987e+03 1.851e+04</div><input id='attrs-c8cf5b5e-f431-4d4f-bd4b-c79fe09fdad4' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c8cf5b5e-f431-4d4f-bd4b-c79fe09fdad4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-01819e35-e344-430d-9eec-30c7876d6a35' class='xr-var-data-in' type='checkbox'><label for='data-01819e35-e344-430d-9eec-30c7876d6a35' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([   97.,   200.,   200., ...,   193.,  2987., 18508.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>RESACRE</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>58.0 110.0 ... 545.2 2.311e+03</div><input id='attrs-7ade5a1d-0c5d-4cda-857f-be3de743d1d4' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-7ade5a1d-0c5d-4cda-857f-be3de743d1d4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fcb80ca1-8850-4ded-ae81-82eeb197cf00' class='xr-var-data-in' type='checkbox'><label for='data-fcb80ca1-8850-4ded-ae81-82eeb197cf00' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([  58.     ,  110.     ,  110.     , ...,  155.     ,  545.24243,\n",
+       "       2311.     ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>CIACRE</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.0 21.0 21.0 ... 38.0 138.0 278.0</div><input id='attrs-12a6cff2-cff8-4b79-abea-cc9907fb5074' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-12a6cff2-cff8-4b79-abea-cc9907fb5074' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a707e873-0d63-49ee-b471-13b47c4df1f7' class='xr-var-data-in' type='checkbox'><label for='data-a707e873-0d63-49ee-b471-13b47c4df1f7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([  1.,  21.,  21., ...,  38., 138., 278.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>TOTEMP</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>796 1074 1074 962 ... 472 1794 286</div><input id='attrs-333373ed-7ff7-451e-89d7-6f6565bacf93' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-333373ed-7ff7-451e-89d7-6f6565bacf93' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b773463f-8b16-45b1-8cff-82efbd4d81dd' class='xr-var-data-in' type='checkbox'><label for='data-b773463f-8b16-45b1-8cff-82efbd4d81dd' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 796, 1074, 1074, ...,  472, 1794,  286])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>AGE0519</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>440 983 983 556 ... 803 803 957 508</div><input id='attrs-2580e726-40a6-4a5c-bd7a-78c15a2147bf' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2580e726-40a6-4a5c-bd7a-78c15a2147bf' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-55f1e613-a085-4e20-b18b-b17826a191b2' class='xr-var-data-in' type='checkbox'><label for='data-55f1e613-a085-4e20-b18b-b17826a191b2' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([440, 983, 983, ..., 803, 957, 508])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>RETEMPN</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>149 217 217 111 ... 118 118 35 19</div><input id='attrs-85167695-60f2-4268-84ac-326d0451e2f9' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-85167695-60f2-4268-84ac-326d0451e2f9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-938d6227-b860-457f-a09c-b67b82652acd' class='xr-var-data-in' type='checkbox'><label for='data-938d6227-b860-457f-a09c-b67b82652acd' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([149, 217, 217, ..., 118,  35,  19])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>FPSEMPN</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>79 133 133 65 ... 108 108 389 32</div><input id='attrs-00f2dfce-bf5e-4539-be8d-b86231451fa8' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-00f2dfce-bf5e-4539-be8d-b86231451fa8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-af7fde8d-e967-43f1-ad76-5b3d9d1cff0c' class='xr-var-data-in' type='checkbox'><label for='data-af7fde8d-e967-43f1-ad76-5b3d9d1cff0c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 79, 133, 133, ..., 108, 389,  32])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>HEREMPN</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>72 506 506 271 ... 158 158 1033 110</div><input id='attrs-0f954230-9106-422c-99f4-5573cdaf8cc0' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0f954230-9106-422c-99f4-5573cdaf8cc0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a3c11fd0-045d-4bfa-b45c-371982fff698' class='xr-var-data-in' type='checkbox'><label for='data-a3c11fd0-045d-4bfa-b45c-371982fff698' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([  72,  506,  506, ...,  158, 1033,  110])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>OTHEMPN</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>490 201 201 509 ... 68 68 278 94</div><input id='attrs-3cfa7431-05f5-4089-b69b-a0c4a697a1b8' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-3cfa7431-05f5-4089-b69b-a0c4a697a1b8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c8577453-d747-451a-b2bc-0c2b0e4592cf' class='xr-var-data-in' type='checkbox'><label for='data-c8577453-d747-451a-b2bc-0c2b0e4592cf' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([490, 201, 201, ...,  68, 278,  94])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>AGREMPN</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>3 0 0 0 0 1 0 0 ... 2 4 2 0 0 6 4</div><input id='attrs-d0966799-41d0-45c6-8bfe-2e6657cd65f4' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d0966799-41d0-45c6-8bfe-2e6657cd65f4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-323b78d3-48da-448c-a141-92da73a5ed0e' class='xr-var-data-in' type='checkbox'><label for='data-323b78d3-48da-448c-a141-92da73a5ed0e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([3, 0, 0, ..., 0, 6, 4])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>MWTEMPN</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>3 17 17 6 12 ... 158 20 20 53 27</div><input id='attrs-f4d2c4d3-968d-4586-a938-ec6d759a54d8' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f4d2c4d3-968d-4586-a938-ec6d759a54d8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-26dc634b-71fe-4967-b580-739f9d503a11' class='xr-var-data-in' type='checkbox'><label for='data-26dc634b-71fe-4967-b580-739f9d503a11' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 3, 17, 17, ..., 20, 53, 27])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>PRKCST</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0</div><input id='attrs-fc8eebeb-e07f-415f-aaf7-bf47c0c9c3a5' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-fc8eebeb-e07f-415f-aaf7-bf47c0c9c3a5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-610e9cc8-0415-4fe6-8479-73f792b18714' class='xr-var-data-in' type='checkbox'><label for='data-610e9cc8-0415-4fe6-8479-73f792b18714' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([0., 0., 0., ..., 0., 0., 0.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>OPRKCST</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0</div><input id='attrs-1a9b41a0-d581-40e3-ad6e-e6119245b933' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-1a9b41a0-d581-40e3-ad6e-e6119245b933' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ab303eef-7ebc-4249-ac04-2cef1b2e8343' class='xr-var-data-in' type='checkbox'><label for='data-ab303eef-7ebc-4249-ac04-2cef1b2e8343' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([0., 0., 0., ..., 0., 0., 0.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>area_type</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>3 3 3 2 2 3 3 2 ... 4 4 1 4 4 4 4 5</div><input id='attrs-ad068713-5721-4c4d-ba96-5118178c7795' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ad068713-5721-4c4d-ba96-5118178c7795' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a2362237-0622-4759-a072-2d912d9f7c3b' class='xr-var-data-in' type='checkbox'><label for='data-a2362237-0622-4759-a072-2d912d9f7c3b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([3, 3, 3, ..., 4, 4, 5])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>HSENROLL</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 3.221e+03 3.221e+03 ... 0.0 0.0</div><input id='attrs-ce9532b5-f97c-4a05-8b2f-8619be3b99ba' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ce9532b5-f97c-4a05-8b2f-8619be3b99ba' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1eacfc51-7665-4f1d-8dde-d2102f848129' class='xr-var-data-in' type='checkbox'><label for='data-1eacfc51-7665-4f1d-8dde-d2102f848129' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([   0.     , 3220.53564, 3220.53564, ...,    0.     ,    0.     ,\n",
+       "          0.     ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>COLLFTE</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.0 0.0 ... 0.0 2.956e+03 0.0</div><input id='attrs-73c0b54b-b971-46a9-a790-3764b1269024' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-73c0b54b-b971-46a9-a790-3764b1269024' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0a5ab683-f193-4e81-91d9-48f6f938ced0' class='xr-var-data-in' type='checkbox'><label for='data-0a5ab683-f193-4e81-91d9-48f6f938ced0' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([   0.     ,    0.     ,    0.     , ...,    0.     , 2956.41772,\n",
+       "          0.     ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>COLLPTE</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.0 0.0 ... 0.0 1.272e+03 0.0</div><input id='attrs-06969427-ccff-41fb-964f-91869934b7d2' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-06969427-ccff-41fb-964f-91869934b7d2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0b15865a-7f15-4f0d-88c5-2e2e04906d9c' class='xr-var-data-in' type='checkbox'><label for='data-0b15865a-7f15-4f0d-88c5-2e2e04906d9c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([   0.     ,    0.     ,    0.     , ...,    0.     , 1272.39648,\n",
+       "          0.     ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>TOPOLOGY</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>1 1 1 1 2 1 1 1 ... 1 3 1 1 1 1 1 1</div><input id='attrs-e6bf2fc1-c961-4319-ae1c-25085304d818' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e6bf2fc1-c961-4319-ae1c-25085304d818' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-af7d8b93-a766-4391-9bf7-e44442178b22' class='xr-var-data-in' type='checkbox'><label for='data-af7d8b93-a766-4391-9bf7-e44442178b22' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([1, 1, 1, ..., 1, 1, 1])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>TERMINAL</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>2.575 2.314 2.314 ... 1.09 0.9249</div><input id='attrs-3e5f23a7-7968-4e9c-a2ac-0615b04f1427' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-3e5f23a7-7968-4e9c-a2ac-0615b04f1427' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-47c0e92f-93c2-43b4-a2b6-0cc366b4d835' class='xr-var-data-in' type='checkbox'><label for='data-47c0e92f-93c2-43b4-a2b6-0cc366b4d835' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([2.57525, 2.31371, 2.31371, ..., 1.33257, 1.09013, 0.92494])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>household_density</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>27.07 25.13 25.13 ... 1.181 0.6701</div><input id='attrs-679ba375-3534-4330-bbec-0fb975f9bb5b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-679ba375-3534-4330-bbec-0fb975f9bb5b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-baf0f509-110a-46a1-b7b8-9b3846e06b6c' class='xr-var-data-in' type='checkbox'><label for='data-baf0f509-110a-46a1-b7b8-9b3846e06b6c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([27.06779661, 25.12977099, 25.12977099, ...,  7.26943005,\n",
+       "        1.18113273,  0.67014291])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>employment_density</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>13.49 8.198 8.198 ... 2.626 0.1105</div><input id='attrs-e16a075e-bb22-45f1-b26a-fc85b5b35b7e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e16a075e-bb22-45f1-b26a-fc85b5b35b7e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b257f51f-666d-49bd-b7fa-289f7939090a' class='xr-var-data-in' type='checkbox'><label for='data-b257f51f-666d-49bd-b7fa-289f7939090a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([13.49152542,  8.19847328,  8.19847328, ...,  2.44559585,\n",
+       "        2.62571515,  0.11046736])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>density_index</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>9.004 6.182 ... 0.8147 0.07403</div><input id='attrs-b2aa6f1e-a080-4c7b-9043-1220a39ea40a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b2aa6f1e-a080-4c7b-9043-1220a39ea40a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e2b2adc7-e1c5-4078-b807-7eb18b44e536' class='xr-var-data-in' type='checkbox'><label for='data-e2b2adc7-e1c5-4078-b807-7eb18b44e536' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([9.0037468 , 6.18171646, 6.18171646, ..., 1.82995786, 0.81466825,\n",
+       "       0.07402892])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>is_cbd</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False False ... False False</div><input id='attrs-7b2a2a97-ce22-4551-b290-73e73c41c646' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-7b2a2a97-ce22-4551-b290-73e73c41c646' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a1c7b356-e7dc-4a65-a737-e9bc4329de4e' class='xr-var-data-in' type='checkbox'><label for='data-a1c7b356-e7dc-4a65-a737-e9bc4329de4e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([False, False, False, ..., False, False, False])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>auPkRetail</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>9.87 9.911 9.911 ... 8.838 6.348</div><input id='attrs-217cb1a9-4900-47e7-999a-1a305a9e09ee' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-217cb1a9-4900-47e7-999a-1a305a9e09ee' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2a6d44a3-bb20-4cb8-ae9e-12565874466a' class='xr-var-data-in' type='checkbox'><label for='data-2a6d44a3-bb20-4cb8-ae9e-12565874466a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([9.87039657, 9.91130815, 9.91130815, ..., 9.68609081, 8.83839046,\n",
+       "       6.34796094])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>auPkTotal</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>12.39 12.44 12.44 ... 11.28 8.563</div><input id='attrs-7f1021de-1d36-4af8-9e0c-5535287e105c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-7f1021de-1d36-4af8-9e0c-5535287e105c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9f3a2688-fb1f-4ed1-8285-38b9c3359fbc' class='xr-var-data-in' type='checkbox'><label for='data-9f3a2688-fb1f-4ed1-8285-38b9c3359fbc' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([12.38799239, 12.43574869, 12.43574869, ..., 12.3899425 ,\n",
+       "       11.28067322,  8.56265118])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>auOpRetail</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>9.915 9.972 9.972 ... 9.121 6.495</div><input id='attrs-15fae469-017f-4409-a19d-af7825ac475f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-15fae469-017f-4409-a19d-af7825ac475f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ec5df7c4-ed56-46c4-92c6-c0039057e9f8' class='xr-var-data-in' type='checkbox'><label for='data-ec5df7c4-ed56-46c4-92c6-c0039057e9f8' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([9.91534466, 9.97176273, 9.97176273, ..., 9.87541294, 9.1210013 ,\n",
+       "       6.4947111 ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>auOpTotal</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>12.43 12.49 12.49 ... 11.61 8.714</div><input id='attrs-9e5a0ded-5bbf-4459-a5b0-13d7db265fa7' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-9e5a0ded-5bbf-4459-a5b0-13d7db265fa7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b41e126c-fe58-4e97-9075-d90a191ca773' class='xr-var-data-in' type='checkbox'><label for='data-b41e126c-fe58-4e97-9075-d90a191ca773' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([12.43057986, 12.48809983, 12.48809983, ..., 12.58644462,\n",
+       "       11.60657254,  8.71381933])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>trPkRetail</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>6.551 6.385 6.385 ... 0.0 0.01974</div><input id='attrs-60b536d6-4763-4f61-ad79-49f605cf138f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-60b536d6-4763-4f61-ad79-49f605cf138f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-978f9ec6-babe-4fab-b444-82db1eafd24c' class='xr-var-data-in' type='checkbox'><label for='data-978f9ec6-babe-4fab-b444-82db1eafd24c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([6.55072565, 6.38461469, 6.38461469, ..., 4.80009044, 0.        ,\n",
+       "       0.01973508])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>trPkTotal</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>9.119 8.911 8.911 ... 0.0 0.2227</div><input id='attrs-1832ff39-ab35-400f-9cf2-2e8eefb38154' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-1832ff39-ab35-400f-9cf2-2e8eefb38154' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a8a8fd25-9380-42e8-b747-678c4b7f9df7' class='xr-var-data-in' type='checkbox'><label for='data-a8a8fd25-9380-42e8-b747-678c4b7f9df7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([9.11901564, 8.91052085, 8.91052085, ..., 8.08865799, 0.        ,\n",
+       "       0.22269621])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>trOpRetail</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>6.446 6.292 6.292 ... 0.0 0.01608</div><input id='attrs-a3644d11-0b9a-4273-9dc5-ee665002bf28' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a3644d11-0b9a-4273-9dc5-ee665002bf28' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-01b0d8a8-9d13-4011-9c4f-7094da834d90' class='xr-var-data-in' type='checkbox'><label for='data-01b0d8a8-9d13-4011-9c4f-7094da834d90' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([6.44618417, 6.29213452, 6.29213452, ..., 4.58118682, 0.        ,\n",
+       "       0.01607704])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>trOpTotal</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>9.035 8.845 8.845 ... 0.0 0.1532</div><input id='attrs-bf27e762-e368-428b-ad7f-a6428a6da0a8' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-bf27e762-e368-428b-ad7f-a6428a6da0a8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-16073c53-2781-4f14-b4bb-03f8e7cab6fc' class='xr-var-data-in' type='checkbox'><label for='data-16073c53-2781-4f14-b4bb-03f8e7cab6fc' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([9.03533332, 8.84528731, 8.84528731, ..., 7.8583613 , 0.        ,\n",
+       "       0.15318924])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>nmRetail</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>5.257 5.447 5.447 ... 1.325 0.0</div><input id='attrs-ba5d1abf-2e67-4bd1-afb8-21846231811e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ba5d1abf-2e67-4bd1-afb8-21846231811e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d7a01750-1d11-47e5-b211-955ffda7d468' class='xr-var-data-in' type='checkbox'><label for='data-d7a01750-1d11-47e5-b211-955ffda7d468' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([5.25696611, 5.44727693, 5.44727693, ..., 5.69717208, 1.32450515,\n",
+       "       0.        ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>nmTotal</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>6.831 7.063 7.063 ... 4.959 0.0</div><input id='attrs-67b6eb55-36a0-4f6f-9687-744ee6945055' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-67b6eb55-36a0-4f6f-9687-744ee6945055' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-00e48066-1dae-4b4a-84c2-c8bf1ffc6138' class='xr-var-data-in' type='checkbox'><label for='data-00e48066-1dae-4b4a-84c2-c8bf1ffc6138' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([6.83127475, 7.06255946, 7.06255946, ..., 9.21285347, 4.95924604,\n",
+       "       0.        ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>max_window</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>6 7 8 5 19 6 6 ... 19 6 9 19 7 3 2</div><input id='attrs-1c3e73fb-3123-4a3e-84f6-04ebf64f0017' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-1c3e73fb-3123-4a3e-84f6-04ebf64f0017' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f2db715f-5705-4f03-8af6-be666b6ebe3c' class='xr-var-data-in' type='checkbox'><label for='data-f2db715f-5705-4f03-8af6-be666b6ebe3c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([6, 7, 8, ..., 7, 3, 2])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>log_max_window</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.946 2.079 2.197 ... 1.386 1.099</div><input id='attrs-e5732ba2-6f02-4e0c-9c67-2a7e0b62a84e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e5732ba2-6f02-4e0c-9c67-2a7e0b62a84e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c4a4afef-e755-471d-9662-b320515e651b' class='xr-var-data-in' type='checkbox'><label for='data-c4a4afef-e755-471d-9662-b320515e651b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([1.94591015, 2.07944154, 2.19722458, ..., 2.07944154, 1.38629436,\n",
+       "       1.09861229])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>medium_low_income</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False True False ... False False</div><input id='attrs-e3a55d01-88ee-439a-86eb-f9ae9bcd0519' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e3a55d01-88ee-439a-86eb-f9ae9bcd0519' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-646f2710-3a4b-42c4-a2f5-c3798034b722' class='xr-var-data-in' type='checkbox'><label for='data-646f2710-3a4b-42c4-a2f5-c3798034b722' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([False,  True, False, ..., False, False, False])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>medium_high_income</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False False ... False False</div><input id='attrs-fccf1f51-dc37-4214-ad2a-3dea5b3bf826' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-fccf1f51-dc37-4214-ad2a-3dea5b3bf826' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9b885316-b493-48bc-9e54-0a23a6dbddb4' class='xr-var-data-in' type='checkbox'><label for='data-9b885316-b493-48bc-9e54-0a23a6dbddb4' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([False, False, False, ..., False, False, False])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>high_income</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False False ... False False</div><input id='attrs-2e17c0e2-e37f-46bf-9601-5fd515aad764' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2e17c0e2-e37f-46bf-9601-5fd515aad764' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9218c9de-695b-4cfa-bdbd-e053eaee007c' class='xr-var-data-in' type='checkbox'><label for='data-9218c9de-695b-4cfa-bdbd-e053eaee007c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([False, False, False, ..., False, False, False])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>no_cars</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False False ... False False</div><input id='attrs-500ed94b-7a29-40a2-95f3-275a02bcdd0c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-500ed94b-7a29-40a2-95f3-275a02bcdd0c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fe6dcaae-e62f-44d2-b810-6a36df2be846' class='xr-var-data-in' type='checkbox'><label for='data-fe6dcaae-e62f-44d2-b810-6a36df2be846' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([False, False, False, ..., False, False, False])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>car_sufficiency</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>1 0 0 -1 -1 0 -1 ... -1 -1 -1 1 0 0</div><input id='attrs-1eb082e0-9c78-4505-9f17-14bfc48e585b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-1eb082e0-9c78-4505-9f17-14bfc48e585b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-85f7a4c2-fbea-446c-a8de-55d453864d3f' class='xr-var-data-in' type='checkbox'><label for='data-85f7a4c2-fbea-446c-a8de-55d453864d3f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([1, 0, 0, ..., 1, 0, 0])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>num_hh_joint_shop_tours</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>int8</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-76f1a453-d9b2-4a65-85b5-0dd0dd7ee0b1' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-76f1a453-d9b2-4a65-85b5-0dd0dd7ee0b1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2e2f8b1a-6cc0-4b67-96c0-675ff3d8ef8d' class='xr-var-data-in' type='checkbox'><label for='data-2e2f8b1a-6cc0-4b67-96c0-675ff3d8ef8d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([0, 0, 0, ..., 0, 0, 0], dtype=int8)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>num_hh_joint_eatout_tours</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>int8</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-235e6a1b-d11a-473a-86b0-70997215146d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-235e6a1b-d11a-473a-86b0-70997215146d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0bba59a7-08c3-442e-8f5b-a2ccb683c4c7' class='xr-var-data-in' type='checkbox'><label for='data-0bba59a7-08c3-442e-8f5b-a2ccb683c4c7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([0, 0, 0, ..., 0, 0, 0], dtype=int8)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>num_hh_joint_maint_tours</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>int8</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-c09c032a-7bfa-4774-8c45-cee8a2e87fd4' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c09c032a-7bfa-4774-8c45-cee8a2e87fd4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3ac448a3-a0b2-4d1f-bf3c-16164c94220a' class='xr-var-data-in' type='checkbox'><label for='data-3ac448a3-a0b2-4d1f-bf3c-16164c94220a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([0, 0, 0, ..., 0, 0, 0], dtype=int8)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>num_hh_joint_social_tours</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>int8</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-103e1984-6576-40a9-b440-8930bce3947a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-103e1984-6576-40a9-b440-8930bce3947a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-26454c2f-dc7a-4ba5-80c1-1002b2c8bbea' class='xr-var-data-in' type='checkbox'><label for='data-26454c2f-dc7a-4ba5-80c1-1002b2c8bbea' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([0, 0, 0, ..., 0, 0, 0], dtype=int8)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>num_hh_joint_othdiscr_tours</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>int8</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-2d245f1f-ffca-4b02-81ab-66212b2bdf68' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2d245f1f-ffca-4b02-81ab-66212b2bdf68' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-509affc2-a70a-4d37-98a4-5590d5a6367b' class='xr-var-data-in' type='checkbox'><label for='data-509affc2-a70a-4d37-98a4-5590d5a6367b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([0, 0, 0, ..., 0, 0, 0], dtype=int8)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>has_mandatory_tour</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>1 1 1 1 0 1 1 1 ... 1 0 1 1 0 1 1 1</div><input id='attrs-c60c13ee-755c-441a-a861-44562fc300e9' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c60c13ee-755c-441a-a861-44562fc300e9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7c5a782c-95ec-494a-9ac8-2dafa3c098bc' class='xr-var-data-in' type='checkbox'><label for='data-7c5a782c-95ec-494a-9ac8-2dafa3c098bc' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([1, 1, 1, ..., 1, 1, 1])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>has_joint_tour</span></div><div class='xr-var-dims'>(person_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-58a155a0-1ae5-4ce6-9904-505ed4325670' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-58a155a0-1ae5-4ce6-9904-505ed4325670' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3af98a7d-fe3a-4eff-9132-83d85803908c' class='xr-var-data-in' type='checkbox'><label for='data-3af98a7d-fe3a-4eff-9132-83d85803908c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([0, 0, 0, ..., 0, 0, 0])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-0e64c8be-ad8b-4e2d-b508-aadf7b2d6ed6' class='xr-section-summary-in' type='checkbox'  ><label for='section-0e64c8be-ad8b-4e2d-b508-aadf7b2d6ed6' class='xr-section-summary' >Indexes: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>person_id</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-b722b6a9-0754-460a-a93a-95625a7874ad' class='xr-index-data-in' type='checkbox'/><label for='index-b722b6a9-0754-460a-a93a-95625a7874ad' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Int64Index([  72355,   72384,   72407,   72459,   72569,   72865,   72942,\n",
+       "              73217,   73757,   74308,\n",
+       "            ...\n",
+       "            7522350, 7522479, 7522632, 7523063, 7538554, 7538573, 7538990,\n",
+       "            7539071, 7539203, 7539317],\n",
+       "           dtype=&#x27;int64&#x27;, name=&#x27;person_id&#x27;, length=19359))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>alt_id</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-feadef38-f930-4279-9af7-ed31aa420021' class='xr-index-data-in' type='checkbox'/><label for='index-feadef38-f930-4279-9af7-ed31aa420021' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Int64Index([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16,\n",
+       "            17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33,\n",
+       "            34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50,\n",
+       "            51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67,\n",
+       "            68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84,\n",
+       "            85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95],\n",
+       "           dtype=&#x27;int64&#x27;, name=&#x27;alt_id&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-ce33f156-711d-4340-bc9b-4a592b88c726' class='xr-section-summary-in' type='checkbox'  checked><label for='section-ce33f156-711d-4340-bc9b-4a592b88c726' class='xr-section-summary' >Attributes: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>_caseid_ :</span></dt><dd>person_id</dd><dt><span>_altid_ :</span></dt><dd>alt_id</dd></dl></div></li></ul></div></div>"
+      ],
+      "text/plain": [
+       "<xarray.Dataset> Size: 2GB\n",
+       "Dimensions:                                                                      (\n",
+       "                                                                                  person_id: 19359,\n",
+       "                                                                                  alt_id: 96)\n",
+       "Coordinates:\n",
+       "  * person_id                                                                    (person_id) int64 155kB ...\n",
+       "  * alt_id                                                                       (alt_id) int64 768B ...\n",
+       "Data variables: (12/353)\n",
+       "    index                                                                        (person_id, alt_id) int64 15MB ...\n",
+       "    util_escorting_tour                                                          (person_id, alt_id) int64 15MB ...\n",
+       "    util_discretionary_tour                                                      (person_id, alt_id) int64 15MB ...\n",
+       "    util_shopping_tour                                                           (person_id, alt_id) int64 15MB ...\n",
+       "    util_maintenance_tour                                                        (person_id, alt_id) int64 15MB ...\n",
+       "    util_visiting_or_social_tour                                                 (person_id, alt_id) int64 15MB ...\n",
+       "    ...                                                                           ...\n",
+       "    num_hh_joint_eatout_tours                                                    (person_id) int8 19kB ...\n",
+       "    num_hh_joint_maint_tours                                                     (person_id) int8 19kB ...\n",
+       "    num_hh_joint_social_tours                                                    (person_id) int8 19kB ...\n",
+       "    num_hh_joint_othdiscr_tours                                                  (person_id) int8 19kB ...\n",
+       "    has_mandatory_tour                                                           (person_id) int64 155kB ...\n",
+       "    has_joint_tour                                                               (person_id) int64 155kB ...\n",
+       "Attributes:\n",
+       "    _caseid_:  person_id\n",
+       "    _altid_:   alt_id"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "model['PTYPE_FULL'].datatree.root_dataset"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
    "outputs": [
     {
      "name": "stdout",
@@ -768,27 +2747,29 @@
    "source": [
     "For future estimation work, parameters can be intelligently named and applied to match the model developer's desired structure (by using the same named parameter for multiple rows of the spec file).  If this is done, the \"short cut\" should be disabled by setting `condense_parameters=False` in the loading step above.\n",
     "\n",
-    "Larch has a built-in estimation methods including BHHH, and also offers access to more advanced general purpose non-linear optimizers in the `scipy` package, including SLSQP, which allows for bounds and constraints on parameters.  BHHH is the default and typically runs faster, but does not follow constraints on parameters."
+    "Larch has a built-in estimation methods including BHHH, and also offers access to more advanced general purpose non-linear optimizers in the `scipy` package, including SLSQP, which allows for bounds and constraints on parameters.  BHHH is the default and typically runs faster, but does not follow constraints on parameters.\n",
+    "\n",
+    "For this model, we will sequentially estimate the models by person type and then save and clear the results, to avoid running out of memory, as the models are large and use a lot of resources. "
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 11,
    "metadata": {
     "scrolled": false
    },
    "outputs": [
     {
-     "name": "stderr",
+     "name": "stdout",
      "output_type": "stream",
      "text": [
-      "req_data does not request avail_ca or avail_co but it is set and being provided\n"
+      "Model PTYPE_FULL\n"
      ]
     },
     {
      "data": {
       "text/html": [
-       "<h3>Iteration 070 [Optimization terminated successfully] </h3>"
+       "<h3>Iteration 049 [Optimization terminated successfully] </h3>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -800,7 +2781,7 @@
     {
      "data": {
       "text/html": [
-       "<p>Best LL = -1831.0744991680774</p>"
+       "<p>Best LL = -19916.199393036724</p>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -831,70 +2812,74 @@
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>value</th>\n",
+       "      <th>best</th>\n",
        "      <th>initvalue</th>\n",
-       "      <th>nullvalue</th>\n",
        "      <th>minimum</th>\n",
        "      <th>maximum</th>\n",
+       "      <th>nullvalue</th>\n",
        "      <th>holdfast</th>\n",
-       "      <th>note</th>\n",
-       "      <th>best</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>param_name</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>coef_0_auto_household_and_escorting_tour</th>\n",
        "      <td>-2.000000</td>\n",
+       "      <td>-2.000000</td>\n",
        "      <td>-2.0000</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-2.0</td>\n",
        "      <td>-2.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>1</td>\n",
-       "      <td></td>\n",
-       "      <td>-2.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_1_escort_tour_constant</th>\n",
-       "      <td>0.319037</td>\n",
+       "      <td>-0.065728</td>\n",
+       "      <td>-0.065728</td>\n",
        "      <td>0.0298</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.319037</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_1_plus_eating_out_tours_constant</th>\n",
-       "      <td>-1.012856</td>\n",
+       "      <td>0.047768</td>\n",
+       "      <td>0.047768</td>\n",
        "      <td>0.0097</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-1.012856</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_1_plus_maintenance_tours_constant</th>\n",
-       "      <td>-2.842643</td>\n",
+       "      <td>0.079776</td>\n",
+       "      <td>0.079776</td>\n",
        "      <td>0.1202</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-2.842643</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_1_plus_other_discretionary_tours_constant</th>\n",
-       "      <td>10.543979</td>\n",
+       "      <td>0.733799</td>\n",
+       "      <td>0.733799</td>\n",
        "      <td>0.7412</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>10.543979</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>...</th>\n",
@@ -905,122 +2890,120 @@
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
-       "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_walk_access_to_retail_and_discretionary</th>\n",
-       "      <td>0.160520</td>\n",
+       "      <td>0.060958</td>\n",
+       "      <td>0.060958</td>\n",
        "      <td>0.0567</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.160520</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_walk_access_to_retail_and_eating_out</th>\n",
-       "      <td>0.211289</td>\n",
+       "      <td>0.156964</td>\n",
+       "      <td>0.156964</td>\n",
        "      <td>0.1450</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.211289</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_walk_access_to_retail_and_escorting</th>\n",
-       "      <td>-0.105285</td>\n",
+       "      <td>0.066031</td>\n",
+       "      <td>0.066031</td>\n",
        "      <td>0.0451</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.105285</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_walk_access_to_retail_and_shopping</th>\n",
-       "      <td>0.030182</td>\n",
+       "      <td>0.031695</td>\n",
+       "      <td>0.031695</td>\n",
        "      <td>0.0330</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.030182</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_zero_car_ownership_and_tour_frequency_is_5_plus</th>\n",
-       "      <td>-0.227492</td>\n",
+       "      <td>-0.239893</td>\n",
+       "      <td>-0.239893</td>\n",
        "      <td>-0.3486</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.227492</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>72 rows × 8 columns</p>\n",
+       "<p>72 rows × 7 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "                                                        value  initvalue  \\\n",
-       "coef_0_auto_household_and_escorting_tour            -2.000000    -2.0000   \n",
-       "coef_1_escort_tour_constant                          0.319037     0.0298   \n",
-       "coef_1_plus_eating_out_tours_constant               -1.012856     0.0097   \n",
-       "coef_1_plus_maintenance_tours_constant              -2.842643     0.1202   \n",
-       "coef_1_plus_other_discretionary_tours_constant      10.543979     0.7412   \n",
-       "...                                                       ...        ...   \n",
-       "coef_walk_access_to_retail_and_discretionary         0.160520     0.0567   \n",
-       "coef_walk_access_to_retail_and_eating_out            0.211289     0.1450   \n",
-       "coef_walk_access_to_retail_and_escorting            -0.105285     0.0451   \n",
-       "coef_walk_access_to_retail_and_shopping              0.030182     0.0330   \n",
-       "coef_zero_car_ownership_and_tour_frequency_is_5...  -0.227492    -0.3486   \n",
+       "                                                       value      best  \\\n",
+       "param_name                                                               \n",
+       "coef_0_auto_household_and_escorting_tour           -2.000000 -2.000000   \n",
+       "coef_1_escort_tour_constant                        -0.065728 -0.065728   \n",
+       "coef_1_plus_eating_out_tours_constant               0.047768  0.047768   \n",
+       "coef_1_plus_maintenance_tours_constant              0.079776  0.079776   \n",
+       "coef_1_plus_other_discretionary_tours_constant      0.733799  0.733799   \n",
+       "...                                                      ...       ...   \n",
+       "coef_walk_access_to_retail_and_discretionary        0.060958  0.060958   \n",
+       "coef_walk_access_to_retail_and_eating_out           0.156964  0.156964   \n",
+       "coef_walk_access_to_retail_and_escorting            0.066031  0.066031   \n",
+       "coef_walk_access_to_retail_and_shopping             0.031695  0.031695   \n",
+       "coef_zero_car_ownership_and_tour_frequency_is_5... -0.239893 -0.239893   \n",
        "\n",
-       "                                                    nullvalue  minimum  \\\n",
-       "coef_0_auto_household_and_escorting_tour                  0.0     -2.0   \n",
-       "coef_1_escort_tour_constant                               0.0      NaN   \n",
-       "coef_1_plus_eating_out_tours_constant                     0.0      NaN   \n",
-       "coef_1_plus_maintenance_tours_constant                    0.0      NaN   \n",
-       "coef_1_plus_other_discretionary_tours_constant            0.0      NaN   \n",
+       "                                                    initvalue  minimum  \\\n",
+       "param_name                                                               \n",
+       "coef_0_auto_household_and_escorting_tour              -2.0000     -2.0   \n",
+       "coef_1_escort_tour_constant                            0.0298    -20.0   \n",
+       "coef_1_plus_eating_out_tours_constant                  0.0097    -20.0   \n",
+       "coef_1_plus_maintenance_tours_constant                 0.1202    -20.0   \n",
+       "coef_1_plus_other_discretionary_tours_constant         0.7412    -20.0   \n",
        "...                                                       ...      ...   \n",
-       "coef_walk_access_to_retail_and_discretionary              0.0      NaN   \n",
-       "coef_walk_access_to_retail_and_eating_out                 0.0      NaN   \n",
-       "coef_walk_access_to_retail_and_escorting                  0.0      NaN   \n",
-       "coef_walk_access_to_retail_and_shopping                   0.0      NaN   \n",
-       "coef_zero_car_ownership_and_tour_frequency_is_5...        0.0      NaN   \n",
+       "coef_walk_access_to_retail_and_discretionary           0.0567    -20.0   \n",
+       "coef_walk_access_to_retail_and_eating_out              0.1450    -20.0   \n",
+       "coef_walk_access_to_retail_and_escorting               0.0451    -20.0   \n",
+       "coef_walk_access_to_retail_and_shopping                0.0330    -20.0   \n",
+       "coef_zero_car_ownership_and_tour_frequency_is_5...    -0.3486    -20.0   \n",
        "\n",
-       "                                                    maximum  holdfast note  \\\n",
-       "coef_0_auto_household_and_escorting_tour               -2.0         1        \n",
-       "coef_1_escort_tour_constant                             NaN         0        \n",
-       "coef_1_plus_eating_out_tours_constant                   NaN         0        \n",
-       "coef_1_plus_maintenance_tours_constant                  NaN         0        \n",
-       "coef_1_plus_other_discretionary_tours_constant          NaN         0        \n",
-       "...                                                     ...       ...  ...   \n",
-       "coef_walk_access_to_retail_and_discretionary            NaN         0        \n",
-       "coef_walk_access_to_retail_and_eating_out               NaN         0        \n",
-       "coef_walk_access_to_retail_and_escorting                NaN         0        \n",
-       "coef_walk_access_to_retail_and_shopping                 NaN         0        \n",
-       "coef_zero_car_ownership_and_tour_frequency_is_5...      NaN         0        \n",
+       "                                                    maximum  nullvalue  \\\n",
+       "param_name                                                               \n",
+       "coef_0_auto_household_and_escorting_tour               -2.0        0.0   \n",
+       "coef_1_escort_tour_constant                            20.0        0.0   \n",
+       "coef_1_plus_eating_out_tours_constant                  20.0        0.0   \n",
+       "coef_1_plus_maintenance_tours_constant                 20.0        0.0   \n",
+       "coef_1_plus_other_discretionary_tours_constant         20.0        0.0   \n",
+       "...                                                     ...        ...   \n",
+       "coef_walk_access_to_retail_and_discretionary           20.0        0.0   \n",
+       "coef_walk_access_to_retail_and_eating_out              20.0        0.0   \n",
+       "coef_walk_access_to_retail_and_escorting               20.0        0.0   \n",
+       "coef_walk_access_to_retail_and_shopping                20.0        0.0   \n",
+       "coef_zero_car_ownership_and_tour_frequency_is_5...     20.0        0.0   \n",
        "\n",
-       "                                                         best  \n",
-       "coef_0_auto_household_and_escorting_tour            -2.000000  \n",
-       "coef_1_escort_tour_constant                          0.319037  \n",
-       "coef_1_plus_eating_out_tours_constant               -1.012856  \n",
-       "coef_1_plus_maintenance_tours_constant              -2.842643  \n",
-       "coef_1_plus_other_discretionary_tours_constant      10.543979  \n",
-       "...                                                       ...  \n",
-       "coef_walk_access_to_retail_and_discretionary         0.160520  \n",
-       "coef_walk_access_to_retail_and_eating_out            0.211289  \n",
-       "coef_walk_access_to_retail_and_escorting            -0.105285  \n",
-       "coef_walk_access_to_retail_and_shopping              0.030182  \n",
-       "coef_zero_car_ownership_and_tour_frequency_is_5...  -0.227492  \n",
+       "                                                    holdfast  \n",
+       "param_name                                                    \n",
+       "coef_0_auto_household_and_escorting_tour                   1  \n",
+       "coef_1_escort_tour_constant                                0  \n",
+       "coef_1_plus_eating_out_tours_constant                      0  \n",
+       "coef_1_plus_maintenance_tours_constant                     0  \n",
+       "coef_1_plus_other_discretionary_tours_constant             0  \n",
+       "...                                                      ...  \n",
+       "coef_walk_access_to_retail_and_discretionary               0  \n",
+       "coef_walk_access_to_retail_and_eating_out                  0  \n",
+       "coef_walk_access_to_retail_and_escorting                   0  \n",
+       "coef_walk_access_to_retail_and_shopping                    0  \n",
+       "coef_zero_car_ownership_and_tour_frequency_is_5...         0  \n",
        "\n",
-       "[72 rows x 8 columns]"
+       "[72 rows x 7 columns]"
       ]
      },
      "metadata": {},
@@ -1030,24 +3013,717 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/var/folders/js/bk_dt9015j79_f6bxnc44dsr0000gp/T/ipykernel_48972/89088409.py:2: PossibleOverspecification: WARNING: Model is possibly over-specified (hessian is nearly singular).\n",
-      "  m.estimate(method='SLSQP')\n",
-      "/Users/jeffnewman/LocalGit/asim-larch/activitysim-larch/conda-environments/AL-ENV/lib/python3.9/site-packages/larch/linalg/__init__.py:18: UserWarning: minimum eig 5.456681257677148e-07 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/var/folders/js/bk_dt9015j79_f6bxnc44dsr0000gp/T/ipykernel_48972/89088409.py:2: PossibleOverspecification: WARNING: Model seems to have 3 parameter estimators with negative variance\n",
-      "- coef_1_escort_tour_constant\n",
-      "- coef_2_plus_escort_tours_constant\n",
-      "- coef_urban_and_escorting_tour\n",
-      "  m.estimate(method='SLSQP')\n",
-      "/var/folders/js/bk_dt9015j79_f6bxnc44dsr0000gp/T/ipykernel_48972/89088409.py:2: RuntimeWarning: invalid value encountered in sqrt\n",
-      "  m.estimate(method='SLSQP')\n",
-      "req_data does not request avail_ca or avail_co but it is set and being provided\n"
+      "/Users/jpn/Git/est-mode/larch/src/larch/model/jaxmodel.py:1156: PossibleOverspecification: Model is possibly over-specified (hessian is nearly singular).\n",
+      "  self.calculate_parameter_covariance()\n"
      ]
     },
     {
      "data": {
       "text/html": [
-       "<h3>Iteration 039 [Optimization terminated successfully] </h3>"
+       "<style type=\"text/css\">\n",
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#T_59c60_row66_col1, #T_59c60_row66_col2, #T_59c60_row66_col3, #T_59c60_row66_col4, #T_59c60_row67_col0, #T_59c60_row67_col1, #T_59c60_row67_col2, #T_59c60_row67_col3, #T_59c60_row67_col4, #T_59c60_row68_col0, #T_59c60_row68_col1, #T_59c60_row68_col2, #T_59c60_row68_col3, #T_59c60_row68_col4, #T_59c60_row69_col0, #T_59c60_row69_col1, #T_59c60_row69_col2, #T_59c60_row69_col3, #T_59c60_row69_col4, #T_59c60_row70_col0, #T_59c60_row70_col1, #T_59c60_row70_col2, #T_59c60_row70_col3, #T_59c60_row70_col4, #T_59c60_row71_col0, #T_59c60_row71_col1, #T_59c60_row71_col2, #T_59c60_row71_col3, #T_59c60_row71_col4 {\n",
+       "  font-family: monospace;\n",
+       "}\n",
+       "</style>\n",
+       "<table id=\"T_59c60\">\n",
+       "  <thead>\n",
+       "    <tr>\n",
+       "      <th class=\"blank level0\" >&nbsp;</th>\n",
+       "      <th id=\"T_59c60_level0_col0\" class=\"col_heading level0 col0\" >Value</th>\n",
+       "      <th id=\"T_59c60_level0_col1\" class=\"col_heading level0 col1\" >Std Err</th>\n",
+       "      <th id=\"T_59c60_level0_col2\" class=\"col_heading level0 col2\" >t Stat</th>\n",
+       "      <th id=\"T_59c60_level0_col3\" class=\"col_heading level0 col3\" >Signif</th>\n",
+       "      <th id=\"T_59c60_level0_col4\" class=\"col_heading level0 col4\" >Null Value</th>\n",
+       "      <th id=\"T_59c60_level0_col5\" class=\"col_heading level0 col5\" >Constrained</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th class=\"index_name level0\" >Parameter</th>\n",
+       "      <th class=\"blank col0\" >&nbsp;</th>\n",
+       "      <th class=\"blank col1\" >&nbsp;</th>\n",
+       "      <th class=\"blank col2\" >&nbsp;</th>\n",
+       "      <th class=\"blank col3\" >&nbsp;</th>\n",
+       "      <th class=\"blank col4\" >&nbsp;</th>\n",
+       "      <th class=\"blank col5\" >&nbsp;</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th id=\"T_59c60_level0_row0\" class=\"row_heading level0 row0\" >coef_0_auto_household_and_escorting_tour</th>\n",
+       "      <td id=\"T_59c60_row0_col0\" class=\"data row0 col0\" >-2.00</td>\n",
+       "      <td id=\"T_59c60_row0_col1\" class=\"data row0 col1\" > 0.00</td>\n",
+       "      <td id=\"T_59c60_row0_col2\" class=\"data row0 col2\" > NA</td>\n",
+       "      <td id=\"T_59c60_row0_col3\" class=\"data row0 col3\" ></td>\n",
+       "      <td id=\"T_59c60_row0_col4\" class=\"data row0 col4\" > 0.00</td>\n",
+       "      <td id=\"T_59c60_row0_col5\" class=\"data row0 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_59c60_level0_row1\" class=\"row_heading level0 row1\" >coef_1_escort_tour_constant</th>\n",
+       "      <td id=\"T_59c60_row1_col0\" class=\"data row1 col0\" >-0.0657</td>\n",
+       "      <td id=\"T_59c60_row1_col1\" class=\"data row1 col1\" > 49.6</td>\n",
+       "      <td id=\"T_59c60_row1_col2\" class=\"data row1 col2\" >-0.00</td>\n",
+       "      <td id=\"T_59c60_row1_col3\" class=\"data row1 col3\" ></td>\n",
+       "      <td id=\"T_59c60_row1_col4\" class=\"data row1 col4\" > 0.00</td>\n",
+       "      <td id=\"T_59c60_row1_col5\" class=\"data row1 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_59c60_level0_row2\" class=\"row_heading level0 row2\" >coef_1_plus_eating_out_tours_constant</th>\n",
+       "      <td id=\"T_59c60_row2_col0\" class=\"data row2 col0\" > 0.0478</td>\n",
+       "      <td id=\"T_59c60_row2_col1\" class=\"data row2 col1\" > 49.6</td>\n",
+       "      <td id=\"T_59c60_row2_col2\" class=\"data row2 col2\" > 0.00</td>\n",
+       "      <td id=\"T_59c60_row2_col3\" class=\"data row2 col3\" ></td>\n",
+       "      <td id=\"T_59c60_row2_col4\" class=\"data row2 col4\" > 0.00</td>\n",
+       "      <td id=\"T_59c60_row2_col5\" class=\"data row2 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_59c60_level0_row3\" class=\"row_heading level0 row3\" >coef_1_plus_maintenance_tours_constant</th>\n",
+       "      <td id=\"T_59c60_row3_col0\" class=\"data row3 col0\" > 0.0798</td>\n",
+       "      <td id=\"T_59c60_row3_col1\" class=\"data row3 col1\" > 49.6</td>\n",
+       "      <td id=\"T_59c60_row3_col2\" class=\"data row3 col2\" > 0.00</td>\n",
+       "      <td id=\"T_59c60_row3_col3\" class=\"data row3 col3\" ></td>\n",
+       "      <td id=\"T_59c60_row3_col4\" class=\"data row3 col4\" > 0.00</td>\n",
+       "      <td id=\"T_59c60_row3_col5\" class=\"data row3 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_59c60_level0_row4\" class=\"row_heading level0 row4\" >coef_1_plus_other_discretionary_tours_constant</th>\n",
+       "      <td id=\"T_59c60_row4_col0\" class=\"data row4 col0\" > 0.734</td>\n",
+       "      <td id=\"T_59c60_row4_col1\" class=\"data row4 col1\" > 49.6</td>\n",
+       "      <td id=\"T_59c60_row4_col2\" class=\"data row4 col2\" > 0.01</td>\n",
+       "      <td id=\"T_59c60_row4_col3\" class=\"data row4 col3\" ></td>\n",
+       "      <td id=\"T_59c60_row4_col4\" class=\"data row4 col4\" > 0.00</td>\n",
+       "      <td id=\"T_59c60_row4_col5\" class=\"data row4 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_59c60_level0_row5\" class=\"row_heading level0 row5\" >coef_1_plus_shopping_tours_constant</th>\n",
+       "      <td id=\"T_59c60_row5_col0\" class=\"data row5 col0\" > 0.360</td>\n",
+       "      <td id=\"T_59c60_row5_col1\" class=\"data row5 col1\" > 49.6</td>\n",
+       "      <td id=\"T_59c60_row5_col2\" class=\"data row5 col2\" > 0.01</td>\n",
+       "      <td id=\"T_59c60_row5_col3\" class=\"data row5 col3\" ></td>\n",
+       "      <td id=\"T_59c60_row5_col4\" class=\"data row5 col4\" > 0.00</td>\n",
+       "      <td id=\"T_59c60_row5_col5\" class=\"data row5 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_59c60_level0_row6\" class=\"row_heading level0 row6\" >coef_1_plus_visting_tours_constant</th>\n",
+       "      <td id=\"T_59c60_row6_col0\" class=\"data row6 col0\" >-0.0190</td>\n",
+       "      <td id=\"T_59c60_row6_col1\" class=\"data row6 col1\" > 49.6</td>\n",
+       "      <td id=\"T_59c60_row6_col2\" class=\"data row6 col2\" >-0.00</td>\n",
+       "      <td id=\"T_59c60_row6_col3\" class=\"data row6 col3\" ></td>\n",
+       "      <td id=\"T_59c60_row6_col4\" class=\"data row6 col4\" > 0.00</td>\n",
+       "      <td id=\"T_59c60_row6_col5\" class=\"data row6 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_59c60_level0_row7\" class=\"row_heading level0 row7\" >coef_2_plus_escort_tours_constant</th>\n",
+       "      <td id=\"T_59c60_row7_col0\" class=\"data row7 col0\" > 0.688</td>\n",
+       "      <td id=\"T_59c60_row7_col1\" class=\"data row7 col1\" > 99.2</td>\n",
+       "      <td id=\"T_59c60_row7_col2\" class=\"data row7 col2\" > 0.01</td>\n",
+       "      <td id=\"T_59c60_row7_col3\" class=\"data row7 col3\" ></td>\n",
+       "      <td id=\"T_59c60_row7_col4\" class=\"data row7 col4\" > 0.00</td>\n",
+       "      <td id=\"T_59c60_row7_col5\" class=\"data row7 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_59c60_level0_row8\" class=\"row_heading level0 row8\" >coef_at_home_pre_driving_school_kid_and_escorting_tour</th>\n",
+       "      <td id=\"T_59c60_row8_col0\" class=\"data row8 col0\" >-0.471</td>\n",
+       "      <td id=\"T_59c60_row8_col1\" class=\"data row8 col1\" > 0.160</td>\n",
+       "      <td id=\"T_59c60_row8_col2\" class=\"data row8 col2\" >-2.94</td>\n",
+       "      <td id=\"T_59c60_row8_col3\" class=\"data row8 col3\" >**</td>\n",
+       "      <td id=\"T_59c60_row8_col4\" class=\"data row8 col4\" > 0.00</td>\n",
+       "      <td id=\"T_59c60_row8_col5\" class=\"data row8 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_59c60_level0_row9\" class=\"row_heading level0 row9\" >coef_at_home_pre_school_kid_and_discretionary_tour</th>\n",
+       "      <td id=\"T_59c60_row9_col0\" class=\"data row9 col0\" >-0.223</td>\n",
+       "      <td id=\"T_59c60_row9_col1\" class=\"data row9 col1\" > 0.186</td>\n",
+       "      <td id=\"T_59c60_row9_col2\" class=\"data row9 col2\" >-1.20</td>\n",
+       "      <td id=\"T_59c60_row9_col3\" class=\"data row9 col3\" ></td>\n",
+       "      <td id=\"T_59c60_row9_col4\" class=\"data row9 col4\" > 0.00</td>\n",
+       "      <td id=\"T_59c60_row9_col5\" class=\"data row9 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_59c60_level0_row10\" class=\"row_heading level0 row10\" >coef_at_home_pre_school_kid_and_escorting_tour</th>\n",
+       "      <td id=\"T_59c60_row10_col0\" class=\"data row10 col0\" >-1.53</td>\n",
+       "      <td id=\"T_59c60_row10_col1\" class=\"data row10 col1\" > 0.227</td>\n",
+       "      <td id=\"T_59c60_row10_col2\" class=\"data row10 col2\" >-6.75</td>\n",
+       "      <td id=\"T_59c60_row10_col3\" class=\"data row10 col3\" >***</td>\n",
+       "      <td id=\"T_59c60_row10_col4\" class=\"data row10 col4\" > 0.00</td>\n",
+       "      <td id=\"T_59c60_row10_col5\" class=\"data row10 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_59c60_level0_row11\" class=\"row_heading level0 row11\" >coef_auto_access_to_retail_and_discretionary</th>\n",
+       "      <td id=\"T_59c60_row11_col0\" class=\"data row11 col0\" > 0.0857</td>\n",
+       "      <td id=\"T_59c60_row11_col1\" class=\"data row11 col1\" > 0.0630</td>\n",
+       "      <td id=\"T_59c60_row11_col2\" class=\"data row11 col2\" > 1.36</td>\n",
+       "      <td id=\"T_59c60_row11_col3\" class=\"data row11 col3\" ></td>\n",
+       "      <td id=\"T_59c60_row11_col4\" class=\"data row11 col4\" > 0.00</td>\n",
+       "      <td id=\"T_59c60_row11_col5\" class=\"data row11 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_59c60_level0_row12\" class=\"row_heading level0 row12\" >coef_auto_access_to_retail_and_maintenance</th>\n",
+       "      <td id=\"T_59c60_row12_col0\" class=\"data row12 col0\" > 0.0843</td>\n",
+       "      <td id=\"T_59c60_row12_col1\" class=\"data row12 col1\" > 0.0587</td>\n",
+       "      <td id=\"T_59c60_row12_col2\" class=\"data row12 col2\" > 1.44</td>\n",
+       "      <td id=\"T_59c60_row12_col3\" class=\"data row12 col3\" ></td>\n",
+       "      <td id=\"T_59c60_row12_col4\" class=\"data row12 col4\" > 0.00</td>\n",
+       "      <td id=\"T_59c60_row12_col5\" class=\"data row12 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_59c60_level0_row13\" class=\"row_heading level0 row13\" >coef_auto_access_to_retail_and_shopping</th>\n",
+       "      <td id=\"T_59c60_row13_col0\" class=\"data row13 col0\" > 0.103</td>\n",
+       "      <td id=\"T_59c60_row13_col1\" class=\"data row13 col1\" > 0.0604</td>\n",
+       "      <td id=\"T_59c60_row13_col2\" class=\"data row13 col2\" > 1.71</td>\n",
+       "      <td id=\"T_59c60_row13_col3\" class=\"data row13 col3\" ></td>\n",
+       "      <td id=\"T_59c60_row13_col4\" class=\"data row13 col4\" > 0.00</td>\n",
+       "      <td id=\"T_59c60_row13_col5\" class=\"data row13 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_59c60_level0_row14\" class=\"row_heading level0 row14\" >coef_car_surplus_vs_workers_and_tour_frequency_is_5_plus</th>\n",
+       "      <td id=\"T_59c60_row14_col0\" class=\"data row14 col0\" > 0.120</td>\n",
+       "      <td id=\"T_59c60_row14_col1\" class=\"data row14 col1\" > 0.0470</td>\n",
+       "      <td id=\"T_59c60_row14_col2\" class=\"data row14 col2\" > 2.55</td>\n",
+       "      <td id=\"T_59c60_row14_col3\" class=\"data row14 col3\" >*</td>\n",
+       "      <td id=\"T_59c60_row14_col4\" class=\"data row14 col4\" > 0.00</td>\n",
+       "      <td id=\"T_59c60_row14_col5\" class=\"data row14 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_59c60_level0_row15\" class=\"row_heading level0 row15\" >coef_female_and_escorting_tour</th>\n",
+       "      <td id=\"T_59c60_row15_col0\" class=\"data row15 col0\" > 0.177</td>\n",
+       "      <td id=\"T_59c60_row15_col1\" class=\"data row15 col1\" > 0.0645</td>\n",
+       "      <td id=\"T_59c60_row15_col2\" class=\"data row15 col2\" > 2.74</td>\n",
+       "      <td id=\"T_59c60_row15_col3\" class=\"data row15 col3\" >**</td>\n",
+       "      <td id=\"T_59c60_row15_col4\" class=\"data row15 col4\" > 0.00</td>\n",
+       "      <td id=\"T_59c60_row15_col5\" class=\"data row15 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_59c60_level0_row16\" class=\"row_heading level0 row16\" >coef_female_and_tour_frequency_is_1</th>\n",
+       "      <td id=\"T_59c60_row16_col0\" class=\"data row16 col0\" >-0.0844</td>\n",
+       "      <td id=\"T_59c60_row16_col1\" class=\"data row16 col1\" > 0.0430</td>\n",
+       "      <td id=\"T_59c60_row16_col2\" class=\"data row16 col2\" >-1.96</td>\n",
+       "      <td id=\"T_59c60_row16_col3\" class=\"data row16 col3\" >*</td>\n",
+       "      <td id=\"T_59c60_row16_col4\" class=\"data row16 col4\" > 0.00</td>\n",
+       "      <td id=\"T_59c60_row16_col5\" class=\"data row16 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_59c60_level0_row17\" class=\"row_heading level0 row17\" >coef_female_and_tour_frequency_is_2</th>\n",
+       "      <td id=\"T_59c60_row17_col0\" class=\"data row17 col0\" >-0.0975</td>\n",
+       "      <td id=\"T_59c60_row17_col1\" class=\"data row17 col1\" > 0.0857</td>\n",
+       "      <td id=\"T_59c60_row17_col2\" class=\"data row17 col2\" >-1.14</td>\n",
+       "      <td id=\"T_59c60_row17_col3\" class=\"data row17 col3\" ></td>\n",
+       "      <td id=\"T_59c60_row17_col4\" class=\"data row17 col4\" > 0.00</td>\n",
+       "      <td id=\"T_59c60_row17_col5\" class=\"data row17 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_59c60_level0_row18\" class=\"row_heading level0 row18\" >coef_female_and_tour_frequency_is_5</th>\n",
+       "      <td id=\"T_59c60_row18_col0\" class=\"data row18 col0\" >-0.446</td>\n",
+       "      <td id=\"T_59c60_row18_col1\" class=\"data row18 col1\" > 0.180</td>\n",
+       "      <td id=\"T_59c60_row18_col2\" class=\"data row18 col2\" >-2.47</td>\n",
+       "      <td id=\"T_59c60_row18_col3\" class=\"data row18 col3\" >*</td>\n",
+       "      <td id=\"T_59c60_row18_col4\" class=\"data row18 col4\" > 0.00</td>\n",
+       "      <td id=\"T_59c60_row18_col5\" class=\"data row18 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_59c60_level0_row19\" class=\"row_heading level0 row19\" >coef_high_income_group_and_discretionary_tour</th>\n",
+       "      <td id=\"T_59c60_row19_col0\" class=\"data row19 col0\" > 0.213</td>\n",
+       "      <td id=\"T_59c60_row19_col1\" class=\"data row19 col1\" > 0.0780</td>\n",
+       "      <td id=\"T_59c60_row19_col2\" class=\"data row19 col2\" > 2.74</td>\n",
+       "      <td id=\"T_59c60_row19_col3\" class=\"data row19 col3\" >**</td>\n",
+       "      <td id=\"T_59c60_row19_col4\" class=\"data row19 col4\" > 0.00</td>\n",
+       "      <td id=\"T_59c60_row19_col5\" class=\"data row19 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_59c60_level0_row20\" class=\"row_heading level0 row20\" >coef_high_income_group_and_eating_out_tour</th>\n",
+       "      <td id=\"T_59c60_row20_col0\" class=\"data row20 col0\" > 0.384</td>\n",
+       "      <td id=\"T_59c60_row20_col1\" class=\"data row20 col1\" > 0.0963</td>\n",
+       "      <td id=\"T_59c60_row20_col2\" class=\"data row20 col2\" > 3.99</td>\n",
+       "      <td id=\"T_59c60_row20_col3\" class=\"data row20 col3\" >***</td>\n",
+       "      <td id=\"T_59c60_row20_col4\" class=\"data row20 col4\" > 0.00</td>\n",
+       "      <td id=\"T_59c60_row20_col5\" class=\"data row20 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_59c60_level0_row21\" class=\"row_heading level0 row21\" >coef_high_income_group_and_tour_frequency_is_1</th>\n",
+       "      <td id=\"T_59c60_row21_col0\" class=\"data row21 col0\" > 0.355</td>\n",
+       "      <td id=\"T_59c60_row21_col1\" class=\"data row21 col1\" > 0.114</td>\n",
+       "      <td id=\"T_59c60_row21_col2\" class=\"data row21 col2\" > 3.12</td>\n",
+       "      <td id=\"T_59c60_row21_col3\" class=\"data row21 col3\" >**</td>\n",
+       "      <td id=\"T_59c60_row21_col4\" class=\"data row21 col4\" > 0.00</td>\n",
+       "      <td id=\"T_59c60_row21_col5\" class=\"data row21 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_59c60_level0_row22\" class=\"row_heading level0 row22\" >coef_high_income_group_and_tour_frequency_is_2</th>\n",
+       "      <td id=\"T_59c60_row22_col0\" class=\"data row22 col0\" > 0.990</td>\n",
+       "      <td id=\"T_59c60_row22_col1\" class=\"data row22 col1\" > 0.240</td>\n",
+       "      <td id=\"T_59c60_row22_col2\" class=\"data row22 col2\" > 4.12</td>\n",
+       "      <td id=\"T_59c60_row22_col3\" class=\"data row22 col3\" >***</td>\n",
+       "      <td id=\"T_59c60_row22_col4\" class=\"data row22 col4\" > 0.00</td>\n",
+       "      <td id=\"T_59c60_row22_col5\" class=\"data row22 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_59c60_level0_row23\" class=\"row_heading level0 row23\" >coef_high_income_group_and_tour_frequency_is_5_plus</th>\n",
+       "      <td id=\"T_59c60_row23_col0\" class=\"data row23 col0\" > 1.29</td>\n",
+       "      <td id=\"T_59c60_row23_col1\" class=\"data row23 col1\" > 0.555</td>\n",
+       "      <td id=\"T_59c60_row23_col2\" class=\"data row23 col2\" > 2.32</td>\n",
+       "      <td id=\"T_59c60_row23_col3\" class=\"data row23 col3\" >*</td>\n",
+       "      <td id=\"T_59c60_row23_col4\" class=\"data row23 col4\" > 0.00</td>\n",
+       "      <td id=\"T_59c60_row23_col5\" class=\"data row23 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_59c60_level0_row24\" class=\"row_heading level0 row24\" >coef_high_income_group_and_visiting_tour</th>\n",
+       "      <td id=\"T_59c60_row24_col0\" class=\"data row24 col0\" >-0.228</td>\n",
+       "      <td id=\"T_59c60_row24_col1\" class=\"data row24 col1\" > 0.122</td>\n",
+       "      <td id=\"T_59c60_row24_col2\" class=\"data row24 col2\" >-1.87</td>\n",
+       "      <td id=\"T_59c60_row24_col3\" class=\"data row24 col3\" ></td>\n",
+       "      <td id=\"T_59c60_row24_col4\" class=\"data row24 col4\" > 0.00</td>\n",
+       "      <td id=\"T_59c60_row24_col5\" class=\"data row24 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_59c60_level0_row25\" class=\"row_heading level0 row25\" >coef_logged_maximum_residual_window_tour_frequency_is_1</th>\n",
+       "      <td id=\"T_59c60_row25_col0\" class=\"data row25 col0\" > 1.28</td>\n",
+       "      <td id=\"T_59c60_row25_col1\" class=\"data row25 col1\" > 0.0731</td>\n",
+       "      <td id=\"T_59c60_row25_col2\" class=\"data row25 col2\" > 17.53</td>\n",
+       "      <td id=\"T_59c60_row25_col3\" class=\"data row25 col3\" >***</td>\n",
+       "      <td id=\"T_59c60_row25_col4\" class=\"data row25 col4\" > 0.00</td>\n",
+       "      <td id=\"T_59c60_row25_col5\" class=\"data row25 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_59c60_level0_row26\" class=\"row_heading level0 row26\" >coef_logged_maximum_residual_window_tour_frequency_is_2</th>\n",
+       "      <td id=\"T_59c60_row26_col0\" class=\"data row26 col0\" > 1.45</td>\n",
+       "      <td id=\"T_59c60_row26_col1\" class=\"data row26 col1\" > 0.0918</td>\n",
+       "      <td id=\"T_59c60_row26_col2\" class=\"data row26 col2\" > 15.83</td>\n",
+       "      <td id=\"T_59c60_row26_col3\" class=\"data row26 col3\" >***</td>\n",
+       "      <td id=\"T_59c60_row26_col4\" class=\"data row26 col4\" > 0.00</td>\n",
+       "      <td id=\"T_59c60_row26_col5\" class=\"data row26 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_59c60_level0_row27\" class=\"row_heading level0 row27\" >coef_logged_maximum_residual_window_tour_frequency_is_5_plus</th>\n",
+       "      <td id=\"T_59c60_row27_col0\" class=\"data row27 col0\" > 1.43</td>\n",
+       "      <td id=\"T_59c60_row27_col1\" class=\"data row27 col1\" > 0.142</td>\n",
+       "      <td id=\"T_59c60_row27_col2\" class=\"data row27 col2\" > 10.06</td>\n",
+       "      <td id=\"T_59c60_row27_col3\" class=\"data row27 col3\" >***</td>\n",
+       "      <td id=\"T_59c60_row27_col4\" class=\"data row27 col4\" > 0.00</td>\n",
+       "      <td id=\"T_59c60_row27_col5\" class=\"data row27 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_59c60_level0_row28\" class=\"row_heading level0 row28\" >coef_mediumhigh_income_group_and_tour_frequency_is_1</th>\n",
+       "      <td id=\"T_59c60_row28_col0\" class=\"data row28 col0\" > 0.376</td>\n",
+       "      <td id=\"T_59c60_row28_col1\" class=\"data row28 col1\" > 0.110</td>\n",
+       "      <td id=\"T_59c60_row28_col2\" class=\"data row28 col2\" > 3.42</td>\n",
+       "      <td id=\"T_59c60_row28_col3\" class=\"data row28 col3\" >***</td>\n",
+       "      <td id=\"T_59c60_row28_col4\" class=\"data row28 col4\" > 0.00</td>\n",
+       "      <td id=\"T_59c60_row28_col5\" class=\"data row28 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_59c60_level0_row29\" class=\"row_heading level0 row29\" >coef_mediumhigh_income_group_and_tour_frequency_is_2</th>\n",
+       "      <td id=\"T_59c60_row29_col0\" class=\"data row29 col0\" > 0.794</td>\n",
+       "      <td id=\"T_59c60_row29_col1\" class=\"data row29 col1\" > 0.235</td>\n",
+       "      <td id=\"T_59c60_row29_col2\" class=\"data row29 col2\" > 3.38</td>\n",
+       "      <td id=\"T_59c60_row29_col3\" class=\"data row29 col3\" >***</td>\n",
+       "      <td id=\"T_59c60_row29_col4\" class=\"data row29 col4\" > 0.00</td>\n",
+       "      <td id=\"T_59c60_row29_col5\" class=\"data row29 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_59c60_level0_row30\" class=\"row_heading level0 row30\" >coef_mediumhigh_income_group_and_tour_frequency_is_5_plus</th>\n",
+       "      <td id=\"T_59c60_row30_col0\" class=\"data row30 col0\" > 1.03</td>\n",
+       "      <td id=\"T_59c60_row30_col1\" class=\"data row30 col1\" > 0.548</td>\n",
+       "      <td id=\"T_59c60_row30_col2\" class=\"data row30 col2\" > 1.88</td>\n",
+       "      <td id=\"T_59c60_row30_col3\" class=\"data row30 col3\" ></td>\n",
+       "      <td id=\"T_59c60_row30_col4\" class=\"data row30 col4\" > 0.00</td>\n",
+       "      <td id=\"T_59c60_row30_col5\" class=\"data row30 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_59c60_level0_row31\" class=\"row_heading level0 row31\" >coef_number_of_joint_eating_out_tours</th>\n",
+       "      <td id=\"T_59c60_row31_col0\" class=\"data row31 col0\" >-0.618</td>\n",
+       "      <td id=\"T_59c60_row31_col1\" class=\"data row31 col1\" > 0.529</td>\n",
+       "      <td id=\"T_59c60_row31_col2\" class=\"data row31 col2\" >-1.17</td>\n",
+       "      <td id=\"T_59c60_row31_col3\" class=\"data row31 col3\" ></td>\n",
+       "      <td id=\"T_59c60_row31_col4\" class=\"data row31 col4\" > 0.00</td>\n",
+       "      <td id=\"T_59c60_row31_col5\" class=\"data row31 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_59c60_level0_row32\" class=\"row_heading level0 row32\" >coef_number_of_mandatory_tours_and_tour_frequency_is_2</th>\n",
+       "      <td id=\"T_59c60_row32_col0\" class=\"data row32 col0\" >-1.07</td>\n",
+       "      <td id=\"T_59c60_row32_col1\" class=\"data row32 col1\" > 0.158</td>\n",
+       "      <td id=\"T_59c60_row32_col2\" class=\"data row32 col2\" >-6.75</td>\n",
+       "      <td id=\"T_59c60_row32_col3\" class=\"data row32 col3\" >***</td>\n",
+       "      <td id=\"T_59c60_row32_col4\" class=\"data row32 col4\" > 0.00</td>\n",
+       "      <td id=\"T_59c60_row32_col5\" class=\"data row32 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_59c60_level0_row33\" class=\"row_heading level0 row33\" >coef_number_of_mandatory_tours_and_tour_frequency_is_5_plus</th>\n",
+       "      <td id=\"T_59c60_row33_col0\" class=\"data row33 col0\" >-2.50</td>\n",
+       "      <td id=\"T_59c60_row33_col1\" class=\"data row33 col1\" > 0.307</td>\n",
+       "      <td id=\"T_59c60_row33_col2\" class=\"data row33 col2\" >-8.15</td>\n",
+       "      <td id=\"T_59c60_row33_col3\" class=\"data row33 col3\" >***</td>\n",
+       "      <td id=\"T_59c60_row33_col4\" class=\"data row33 col4\" > 0.00</td>\n",
+       "      <td id=\"T_59c60_row33_col5\" class=\"data row33 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_59c60_level0_row34\" class=\"row_heading level0 row34\" >coef_presence_of_driving_school_kid_and_discretionary_tour</th>\n",
+       "      <td id=\"T_59c60_row34_col0\" class=\"data row34 col0\" >-0.364</td>\n",
+       "      <td id=\"T_59c60_row34_col1\" class=\"data row34 col1\" > 0.128</td>\n",
+       "      <td id=\"T_59c60_row34_col2\" class=\"data row34 col2\" >-2.84</td>\n",
+       "      <td id=\"T_59c60_row34_col3\" class=\"data row34 col3\" >**</td>\n",
+       "      <td id=\"T_59c60_row34_col4\" class=\"data row34 col4\" > 0.00</td>\n",
+       "      <td id=\"T_59c60_row34_col5\" class=\"data row34 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_59c60_level0_row35\" class=\"row_heading level0 row35\" >coef_presence_of_driving_school_kid_and_escorting_tour</th>\n",
+       "      <td id=\"T_59c60_row35_col0\" class=\"data row35 col0\" > 0.429</td>\n",
+       "      <td id=\"T_59c60_row35_col1\" class=\"data row35 col1\" > 0.0738</td>\n",
+       "      <td id=\"T_59c60_row35_col2\" class=\"data row35 col2\" > 5.81</td>\n",
+       "      <td id=\"T_59c60_row35_col3\" class=\"data row35 col3\" >***</td>\n",
+       "      <td id=\"T_59c60_row35_col4\" class=\"data row35 col4\" > 0.00</td>\n",
+       "      <td id=\"T_59c60_row35_col5\" class=\"data row35 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_59c60_level0_row36\" class=\"row_heading level0 row36\" >coef_presence_of_full_time_worker_and_discretionary_tour</th>\n",
+       "      <td id=\"T_59c60_row36_col0\" class=\"data row36 col0\" >-0.601</td>\n",
+       "      <td id=\"T_59c60_row36_col1\" class=\"data row36 col1\" > 0.0679</td>\n",
+       "      <td id=\"T_59c60_row36_col2\" class=\"data row36 col2\" >-8.86</td>\n",
+       "      <td id=\"T_59c60_row36_col3\" class=\"data row36 col3\" >***</td>\n",
+       "      <td id=\"T_59c60_row36_col4\" class=\"data row36 col4\" > 0.00</td>\n",
+       "      <td id=\"T_59c60_row36_col5\" class=\"data row36 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_59c60_level0_row37\" class=\"row_heading level0 row37\" >coef_presence_of_full_time_worker_and_eating_out_tour</th>\n",
+       "      <td id=\"T_59c60_row37_col0\" class=\"data row37 col0\" >-0.280</td>\n",
+       "      <td id=\"T_59c60_row37_col1\" class=\"data row37 col1\" > 0.0777</td>\n",
+       "      <td id=\"T_59c60_row37_col2\" class=\"data row37 col2\" >-3.60</td>\n",
+       "      <td id=\"T_59c60_row37_col3\" class=\"data row37 col3\" >***</td>\n",
+       "      <td id=\"T_59c60_row37_col4\" class=\"data row37 col4\" > 0.00</td>\n",
+       "      <td id=\"T_59c60_row37_col5\" class=\"data row37 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_59c60_level0_row38\" class=\"row_heading level0 row38\" >coef_presence_of_full_time_worker_and_maintenance_tour</th>\n",
+       "      <td id=\"T_59c60_row38_col0\" class=\"data row38 col0\" >-0.264</td>\n",
+       "      <td id=\"T_59c60_row38_col1\" class=\"data row38 col1\" > 0.0767</td>\n",
+       "      <td id=\"T_59c60_row38_col2\" class=\"data row38 col2\" >-3.45</td>\n",
+       "      <td id=\"T_59c60_row38_col3\" class=\"data row38 col3\" >***</td>\n",
+       "      <td id=\"T_59c60_row38_col4\" class=\"data row38 col4\" > 0.00</td>\n",
+       "      <td id=\"T_59c60_row38_col5\" class=\"data row38 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_59c60_level0_row39\" class=\"row_heading level0 row39\" >coef_presence_of_full_time_worker_and_shopping_tour</th>\n",
+       "      <td id=\"T_59c60_row39_col0\" class=\"data row39 col0\" >-0.175</td>\n",
+       "      <td id=\"T_59c60_row39_col1\" class=\"data row39 col1\" > 0.0618</td>\n",
+       "      <td id=\"T_59c60_row39_col2\" class=\"data row39 col2\" >-2.83</td>\n",
+       "      <td id=\"T_59c60_row39_col3\" class=\"data row39 col3\" >**</td>\n",
+       "      <td id=\"T_59c60_row39_col4\" class=\"data row39 col4\" > 0.00</td>\n",
+       "      <td id=\"T_59c60_row39_col5\" class=\"data row39 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_59c60_level0_row40\" class=\"row_heading level0 row40\" >coef_presence_of_non_worker_and_discretionary_tour</th>\n",
+       "      <td id=\"T_59c60_row40_col0\" class=\"data row40 col0\" >-0.484</td>\n",
+       "      <td id=\"T_59c60_row40_col1\" class=\"data row40 col1\" > 0.0844</td>\n",
+       "      <td id=\"T_59c60_row40_col2\" class=\"data row40 col2\" >-5.73</td>\n",
+       "      <td id=\"T_59c60_row40_col3\" class=\"data row40 col3\" >***</td>\n",
+       "      <td id=\"T_59c60_row40_col4\" class=\"data row40 col4\" > 0.00</td>\n",
+       "      <td id=\"T_59c60_row40_col5\" class=\"data row40 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_59c60_level0_row41\" class=\"row_heading level0 row41\" >coef_presence_of_non_worker_and_eating_out_tour</th>\n",
+       "      <td id=\"T_59c60_row41_col0\" class=\"data row41 col0\" >-0.172</td>\n",
+       "      <td id=\"T_59c60_row41_col1\" class=\"data row41 col1\" > 0.0913</td>\n",
+       "      <td id=\"T_59c60_row41_col2\" class=\"data row41 col2\" >-1.88</td>\n",
+       "      <td id=\"T_59c60_row41_col3\" class=\"data row41 col3\" ></td>\n",
+       "      <td id=\"T_59c60_row41_col4\" class=\"data row41 col4\" > 0.00</td>\n",
+       "      <td id=\"T_59c60_row41_col5\" class=\"data row41 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_59c60_level0_row42\" class=\"row_heading level0 row42\" >coef_presence_of_non_worker_and_escorting_tour</th>\n",
+       "      <td id=\"T_59c60_row42_col0\" class=\"data row42 col0\" >-0.476</td>\n",
+       "      <td id=\"T_59c60_row42_col1\" class=\"data row42 col1\" > 0.0747</td>\n",
+       "      <td id=\"T_59c60_row42_col2\" class=\"data row42 col2\" >-6.37</td>\n",
+       "      <td id=\"T_59c60_row42_col3\" class=\"data row42 col3\" >***</td>\n",
+       "      <td id=\"T_59c60_row42_col4\" class=\"data row42 col4\" > 0.00</td>\n",
+       "      <td id=\"T_59c60_row42_col5\" class=\"data row42 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_59c60_level0_row43\" class=\"row_heading level0 row43\" >coef_presence_of_non_worker_and_maintenance_tour</th>\n",
+       "      <td id=\"T_59c60_row43_col0\" class=\"data row43 col0\" >-0.279</td>\n",
+       "      <td id=\"T_59c60_row43_col1\" class=\"data row43 col1\" > 0.0939</td>\n",
+       "      <td id=\"T_59c60_row43_col2\" class=\"data row43 col2\" >-2.97</td>\n",
+       "      <td id=\"T_59c60_row43_col3\" class=\"data row43 col3\" >**</td>\n",
+       "      <td id=\"T_59c60_row43_col4\" class=\"data row43 col4\" > 0.00</td>\n",
+       "      <td id=\"T_59c60_row43_col5\" class=\"data row43 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_59c60_level0_row44\" class=\"row_heading level0 row44\" >coef_presence_of_non_worker_and_shopping_tour</th>\n",
+       "      <td id=\"T_59c60_row44_col0\" class=\"data row44 col0\" >-0.419</td>\n",
+       "      <td id=\"T_59c60_row44_col1\" class=\"data row44 col1\" > 0.0783</td>\n",
+       "      <td id=\"T_59c60_row44_col2\" class=\"data row44 col2\" >-5.35</td>\n",
+       "      <td id=\"T_59c60_row44_col3\" class=\"data row44 col3\" >***</td>\n",
+       "      <td id=\"T_59c60_row44_col4\" class=\"data row44 col4\" > 0.00</td>\n",
+       "      <td id=\"T_59c60_row44_col5\" class=\"data row44 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_59c60_level0_row45\" class=\"row_heading level0 row45\" >coef_presence_of_part_time_worker_and_discretionary_tour</th>\n",
+       "      <td id=\"T_59c60_row45_col0\" class=\"data row45 col0\" >-0.252</td>\n",
+       "      <td id=\"T_59c60_row45_col1\" class=\"data row45 col1\" > 0.0806</td>\n",
+       "      <td id=\"T_59c60_row45_col2\" class=\"data row45 col2\" >-3.13</td>\n",
+       "      <td id=\"T_59c60_row45_col3\" class=\"data row45 col3\" >**</td>\n",
+       "      <td id=\"T_59c60_row45_col4\" class=\"data row45 col4\" > 0.00</td>\n",
+       "      <td id=\"T_59c60_row45_col5\" class=\"data row45 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_59c60_level0_row46\" class=\"row_heading level0 row46\" >coef_presence_of_part_time_worker_and_maintenance_tour</th>\n",
+       "      <td id=\"T_59c60_row46_col0\" class=\"data row46 col0\" >-0.0951</td>\n",
+       "      <td id=\"T_59c60_row46_col1\" class=\"data row46 col1\" > 0.0856</td>\n",
+       "      <td id=\"T_59c60_row46_col2\" class=\"data row46 col2\" >-1.11</td>\n",
+       "      <td id=\"T_59c60_row46_col3\" class=\"data row46 col3\" ></td>\n",
+       "      <td id=\"T_59c60_row46_col4\" class=\"data row46 col4\" > 0.00</td>\n",
+       "      <td id=\"T_59c60_row46_col5\" class=\"data row46 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_59c60_level0_row47\" class=\"row_heading level0 row47\" >coef_presence_of_part_time_worker_and_shopping_tour</th>\n",
+       "      <td id=\"T_59c60_row47_col0\" class=\"data row47 col0\" >-0.150</td>\n",
+       "      <td id=\"T_59c60_row47_col1\" class=\"data row47 col1\" > 0.0686</td>\n",
+       "      <td id=\"T_59c60_row47_col2\" class=\"data row47 col2\" >-2.19</td>\n",
+       "      <td id=\"T_59c60_row47_col3\" class=\"data row47 col3\" >*</td>\n",
+       "      <td id=\"T_59c60_row47_col4\" class=\"data row47 col4\" > 0.00</td>\n",
+       "      <td id=\"T_59c60_row47_col5\" class=\"data row47 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_59c60_level0_row48\" class=\"row_heading level0 row48\" >coef_presence_of_pre_driving_school_kid_and_discretionary_tour</th>\n",
+       "      <td id=\"T_59c60_row48_col0\" class=\"data row48 col0\" >-0.401</td>\n",
+       "      <td id=\"T_59c60_row48_col1\" class=\"data row48 col1\" > 0.0837</td>\n",
+       "      <td id=\"T_59c60_row48_col2\" class=\"data row48 col2\" >-4.79</td>\n",
+       "      <td id=\"T_59c60_row48_col3\" class=\"data row48 col3\" >***</td>\n",
+       "      <td id=\"T_59c60_row48_col4\" class=\"data row48 col4\" > 0.00</td>\n",
+       "      <td id=\"T_59c60_row48_col5\" class=\"data row48 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_59c60_level0_row49\" class=\"row_heading level0 row49\" >coef_presence_of_pre_driving_school_kid_and_escorting_tour</th>\n",
+       "      <td id=\"T_59c60_row49_col0\" class=\"data row49 col0\" > 1.38</td>\n",
+       "      <td id=\"T_59c60_row49_col1\" class=\"data row49 col1\" > 0.0611</td>\n",
+       "      <td id=\"T_59c60_row49_col2\" class=\"data row49 col2\" > 22.52</td>\n",
+       "      <td id=\"T_59c60_row49_col3\" class=\"data row49 col3\" >***</td>\n",
+       "      <td id=\"T_59c60_row49_col4\" class=\"data row49 col4\" > 0.00</td>\n",
+       "      <td id=\"T_59c60_row49_col5\" class=\"data row49 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_59c60_level0_row50\" class=\"row_heading level0 row50\" >coef_presence_of_pre_school_kid_and_discretionary_tour</th>\n",
+       "      <td id=\"T_59c60_row50_col0\" class=\"data row50 col0\" >-0.509</td>\n",
+       "      <td id=\"T_59c60_row50_col1\" class=\"data row50 col1\" > 0.100</td>\n",
+       "      <td id=\"T_59c60_row50_col2\" class=\"data row50 col2\" >-5.09</td>\n",
+       "      <td id=\"T_59c60_row50_col3\" class=\"data row50 col3\" >***</td>\n",
+       "      <td id=\"T_59c60_row50_col4\" class=\"data row50 col4\" > 0.00</td>\n",
+       "      <td id=\"T_59c60_row50_col5\" class=\"data row50 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_59c60_level0_row51\" class=\"row_heading level0 row51\" >coef_presence_of_pre_school_kid_and_eating_out_tour</th>\n",
+       "      <td id=\"T_59c60_row51_col0\" class=\"data row51 col0\" >-0.481</td>\n",
+       "      <td id=\"T_59c60_row51_col1\" class=\"data row51 col1\" > 0.108</td>\n",
+       "      <td id=\"T_59c60_row51_col2\" class=\"data row51 col2\" >-4.44</td>\n",
+       "      <td id=\"T_59c60_row51_col3\" class=\"data row51 col3\" >***</td>\n",
+       "      <td id=\"T_59c60_row51_col4\" class=\"data row51 col4\" > 0.00</td>\n",
+       "      <td id=\"T_59c60_row51_col5\" class=\"data row51 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_59c60_level0_row52\" class=\"row_heading level0 row52\" >coef_presence_of_pre_school_kid_and_escorting_tour</th>\n",
+       "      <td id=\"T_59c60_row52_col0\" class=\"data row52 col0\" > 0.654</td>\n",
+       "      <td id=\"T_59c60_row52_col1\" class=\"data row52 col1\" > 0.0634</td>\n",
+       "      <td id=\"T_59c60_row52_col2\" class=\"data row52 col2\" > 10.32</td>\n",
+       "      <td id=\"T_59c60_row52_col3\" class=\"data row52 col3\" >***</td>\n",
+       "      <td id=\"T_59c60_row52_col4\" class=\"data row52 col4\" > 0.00</td>\n",
+       "      <td id=\"T_59c60_row52_col5\" class=\"data row52 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_59c60_level0_row53\" class=\"row_heading level0 row53\" >coef_presence_of_pre_school_kid_and_shopping_tour</th>\n",
+       "      <td id=\"T_59c60_row53_col0\" class=\"data row53 col0\" >-0.0802</td>\n",
+       "      <td id=\"T_59c60_row53_col1\" class=\"data row53 col1\" > 0.0795</td>\n",
+       "      <td id=\"T_59c60_row53_col2\" class=\"data row53 col2\" >-1.01</td>\n",
+       "      <td id=\"T_59c60_row53_col3\" class=\"data row53 col3\" ></td>\n",
+       "      <td id=\"T_59c60_row53_col4\" class=\"data row53 col4\" > 0.00</td>\n",
+       "      <td id=\"T_59c60_row53_col5\" class=\"data row53 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_59c60_level0_row54\" class=\"row_heading level0 row54\" >coef_presence_of_retiree_and_discretionary_tour</th>\n",
+       "      <td id=\"T_59c60_row54_col0\" class=\"data row54 col0\" >-1.05</td>\n",
+       "      <td id=\"T_59c60_row54_col1\" class=\"data row54 col1\" > 0.154</td>\n",
+       "      <td id=\"T_59c60_row54_col2\" class=\"data row54 col2\" >-6.82</td>\n",
+       "      <td id=\"T_59c60_row54_col3\" class=\"data row54 col3\" >***</td>\n",
+       "      <td id=\"T_59c60_row54_col4\" class=\"data row54 col4\" > 0.00</td>\n",
+       "      <td id=\"T_59c60_row54_col5\" class=\"data row54 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_59c60_level0_row55\" class=\"row_heading level0 row55\" >coef_presence_of_retiree_and_eating_out_tour</th>\n",
+       "      <td id=\"T_59c60_row55_col0\" class=\"data row55 col0\" >-0.430</td>\n",
+       "      <td id=\"T_59c60_row55_col1\" class=\"data row55 col1\" > 0.147</td>\n",
+       "      <td id=\"T_59c60_row55_col2\" class=\"data row55 col2\" >-2.92</td>\n",
+       "      <td id=\"T_59c60_row55_col3\" class=\"data row55 col3\" >**</td>\n",
+       "      <td id=\"T_59c60_row55_col4\" class=\"data row55 col4\" > 0.00</td>\n",
+       "      <td id=\"T_59c60_row55_col5\" class=\"data row55 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_59c60_level0_row56\" class=\"row_heading level0 row56\" >coef_presence_of_retiree_and_escorting_tour</th>\n",
+       "      <td id=\"T_59c60_row56_col0\" class=\"data row56 col0\" >-0.694</td>\n",
+       "      <td id=\"T_59c60_row56_col1\" class=\"data row56 col1\" > 0.143</td>\n",
+       "      <td id=\"T_59c60_row56_col2\" class=\"data row56 col2\" >-4.86</td>\n",
+       "      <td id=\"T_59c60_row56_col3\" class=\"data row56 col3\" >***</td>\n",
+       "      <td id=\"T_59c60_row56_col4\" class=\"data row56 col4\" > 0.00</td>\n",
+       "      <td id=\"T_59c60_row56_col5\" class=\"data row56 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_59c60_level0_row57\" class=\"row_heading level0 row57\" >coef_presence_of_university_student_and_discretionary_tour</th>\n",
+       "      <td id=\"T_59c60_row57_col0\" class=\"data row57 col0\" >-0.532</td>\n",
+       "      <td id=\"T_59c60_row57_col1\" class=\"data row57 col1\" > 0.114</td>\n",
+       "      <td id=\"T_59c60_row57_col2\" class=\"data row57 col2\" >-4.67</td>\n",
+       "      <td id=\"T_59c60_row57_col3\" class=\"data row57 col3\" >***</td>\n",
+       "      <td id=\"T_59c60_row57_col4\" class=\"data row57 col4\" > 0.00</td>\n",
+       "      <td id=\"T_59c60_row57_col5\" class=\"data row57 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_59c60_level0_row58\" class=\"row_heading level0 row58\" >coef_total_number_of_tours_is_1</th>\n",
+       "      <td id=\"T_59c60_row58_col0\" class=\"data row58 col0\" >-7.26</td>\n",
+       "      <td id=\"T_59c60_row58_col1\" class=\"data row58 col1\" > 49.6</td>\n",
+       "      <td id=\"T_59c60_row58_col2\" class=\"data row58 col2\" >-0.15</td>\n",
+       "      <td id=\"T_59c60_row58_col3\" class=\"data row58 col3\" ></td>\n",
+       "      <td id=\"T_59c60_row58_col4\" class=\"data row58 col4\" > 0.00</td>\n",
+       "      <td id=\"T_59c60_row58_col5\" class=\"data row58 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_59c60_level0_row59\" class=\"row_heading level0 row59\" >coef_total_number_of_tours_is_2</th>\n",
+       "      <td id=\"T_59c60_row59_col0\" class=\"data row59 col0\" >-10.7</td>\n",
+       "      <td id=\"T_59c60_row59_col1\" class=\"data row59 col1\" > 99.2</td>\n",
+       "      <td id=\"T_59c60_row59_col2\" class=\"data row59 col2\" >-0.11</td>\n",
+       "      <td id=\"T_59c60_row59_col3\" class=\"data row59 col3\" ></td>\n",
+       "      <td id=\"T_59c60_row59_col4\" class=\"data row59 col4\" > 0.00</td>\n",
+       "      <td id=\"T_59c60_row59_col5\" class=\"data row59 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_59c60_level0_row60\" class=\"row_heading level0 row60\" >coef_total_number_of_tours_is_3</th>\n",
+       "      <td id=\"T_59c60_row60_col0\" class=\"data row60 col0\" >-13.4</td>\n",
+       "      <td id=\"T_59c60_row60_col1\" class=\"data row60 col1\" > 149.</td>\n",
+       "      <td id=\"T_59c60_row60_col2\" class=\"data row60 col2\" >-0.09</td>\n",
+       "      <td id=\"T_59c60_row60_col3\" class=\"data row60 col3\" ></td>\n",
+       "      <td id=\"T_59c60_row60_col4\" class=\"data row60 col4\" > 0.00</td>\n",
+       "      <td id=\"T_59c60_row60_col5\" class=\"data row60 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_59c60_level0_row61\" class=\"row_heading level0 row61\" >coef_total_number_of_tours_is_4</th>\n",
+       "      <td id=\"T_59c60_row61_col0\" class=\"data row61 col0\" >-16.5</td>\n",
+       "      <td id=\"T_59c60_row61_col1\" class=\"data row61 col1\" > 198.</td>\n",
+       "      <td id=\"T_59c60_row61_col2\" class=\"data row61 col2\" >-0.08</td>\n",
+       "      <td id=\"T_59c60_row61_col3\" class=\"data row61 col3\" ></td>\n",
+       "      <td id=\"T_59c60_row61_col4\" class=\"data row61 col4\" > 0.00</td>\n",
+       "      <td id=\"T_59c60_row61_col5\" class=\"data row61 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_59c60_level0_row62\" class=\"row_heading level0 row62\" >coef_total_number_of_tours_is_5</th>\n",
+       "      <td id=\"T_59c60_row62_col0\" class=\"data row62 col0\" >-19.7</td>\n",
+       "      <td id=\"T_59c60_row62_col1\" class=\"data row62 col1\" > 248.</td>\n",
+       "      <td id=\"T_59c60_row62_col2\" class=\"data row62 col2\" >-0.08</td>\n",
+       "      <td id=\"T_59c60_row62_col3\" class=\"data row62 col3\" ></td>\n",
+       "      <td id=\"T_59c60_row62_col4\" class=\"data row62 col4\" > 0.00</td>\n",
+       "      <td id=\"T_59c60_row62_col5\" class=\"data row62 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_59c60_level0_row63\" class=\"row_heading level0 row63\" >coef_total_number_of_tours_is_6_plus</th>\n",
+       "      <td id=\"T_59c60_row63_col0\" class=\"data row63 col0\" >-999.</td>\n",
+       "      <td id=\"T_59c60_row63_col1\" class=\"data row63 col1\" > 0.00</td>\n",
+       "      <td id=\"T_59c60_row63_col2\" class=\"data row63 col2\" > NA</td>\n",
+       "      <td id=\"T_59c60_row63_col3\" class=\"data row63 col3\" ></td>\n",
+       "      <td id=\"T_59c60_row63_col4\" class=\"data row63 col4\" > 0.00</td>\n",
+       "      <td id=\"T_59c60_row63_col5\" class=\"data row63 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_59c60_level0_row64\" class=\"row_heading level0 row64\" >coef_transit_access_to_retail_and_tour_frequency_is_5_plus</th>\n",
+       "      <td id=\"T_59c60_row64_col0\" class=\"data row64 col0\" > 0.0132</td>\n",
+       "      <td id=\"T_59c60_row64_col1\" class=\"data row64 col1\" > 0.0114</td>\n",
+       "      <td id=\"T_59c60_row64_col2\" class=\"data row64 col2\" > 1.15</td>\n",
+       "      <td id=\"T_59c60_row64_col3\" class=\"data row64 col3\" ></td>\n",
+       "      <td id=\"T_59c60_row64_col4\" class=\"data row64 col4\" > 0.00</td>\n",
+       "      <td id=\"T_59c60_row64_col5\" class=\"data row64 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_59c60_level0_row65\" class=\"row_heading level0 row65\" >coef_urban_and_discretionary_tour</th>\n",
+       "      <td id=\"T_59c60_row65_col0\" class=\"data row65 col0\" > 0.00</td>\n",
+       "      <td id=\"T_59c60_row65_col1\" class=\"data row65 col1\" > 0.00</td>\n",
+       "      <td id=\"T_59c60_row65_col2\" class=\"data row65 col2\" > NA</td>\n",
+       "      <td id=\"T_59c60_row65_col3\" class=\"data row65 col3\" ></td>\n",
+       "      <td id=\"T_59c60_row65_col4\" class=\"data row65 col4\" > 0.00</td>\n",
+       "      <td id=\"T_59c60_row65_col5\" class=\"data row65 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_59c60_level0_row66\" class=\"row_heading level0 row66\" >coef_urban_and_escorting_tour</th>\n",
+       "      <td id=\"T_59c60_row66_col0\" class=\"data row66 col0\" >-0.486</td>\n",
+       "      <td id=\"T_59c60_row66_col1\" class=\"data row66 col1\" > 0.0782</td>\n",
+       "      <td id=\"T_59c60_row66_col2\" class=\"data row66 col2\" >-6.21</td>\n",
+       "      <td id=\"T_59c60_row66_col3\" class=\"data row66 col3\" >***</td>\n",
+       "      <td id=\"T_59c60_row66_col4\" class=\"data row66 col4\" > 0.00</td>\n",
+       "      <td id=\"T_59c60_row66_col5\" class=\"data row66 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_59c60_level0_row67\" class=\"row_heading level0 row67\" >coef_walk_access_to_retail_and_discretionary</th>\n",
+       "      <td id=\"T_59c60_row67_col0\" class=\"data row67 col0\" > 0.0610</td>\n",
+       "      <td id=\"T_59c60_row67_col1\" class=\"data row67 col1\" > 0.0251</td>\n",
+       "      <td id=\"T_59c60_row67_col2\" class=\"data row67 col2\" > 2.42</td>\n",
+       "      <td id=\"T_59c60_row67_col3\" class=\"data row67 col3\" >*</td>\n",
+       "      <td id=\"T_59c60_row67_col4\" class=\"data row67 col4\" > 0.00</td>\n",
+       "      <td id=\"T_59c60_row67_col5\" class=\"data row67 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_59c60_level0_row68\" class=\"row_heading level0 row68\" >coef_walk_access_to_retail_and_eating_out</th>\n",
+       "      <td id=\"T_59c60_row68_col0\" class=\"data row68 col0\" > 0.157</td>\n",
+       "      <td id=\"T_59c60_row68_col1\" class=\"data row68 col1\" > 0.0243</td>\n",
+       "      <td id=\"T_59c60_row68_col2\" class=\"data row68 col2\" > 6.47</td>\n",
+       "      <td id=\"T_59c60_row68_col3\" class=\"data row68 col3\" >***</td>\n",
+       "      <td id=\"T_59c60_row68_col4\" class=\"data row68 col4\" > 0.00</td>\n",
+       "      <td id=\"T_59c60_row68_col5\" class=\"data row68 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_59c60_level0_row69\" class=\"row_heading level0 row69\" >coef_walk_access_to_retail_and_escorting</th>\n",
+       "      <td id=\"T_59c60_row69_col0\" class=\"data row69 col0\" > 0.0660</td>\n",
+       "      <td id=\"T_59c60_row69_col1\" class=\"data row69 col1\" > 0.0200</td>\n",
+       "      <td id=\"T_59c60_row69_col2\" class=\"data row69 col2\" > 3.30</td>\n",
+       "      <td id=\"T_59c60_row69_col3\" class=\"data row69 col3\" >***</td>\n",
+       "      <td id=\"T_59c60_row69_col4\" class=\"data row69 col4\" > 0.00</td>\n",
+       "      <td id=\"T_59c60_row69_col5\" class=\"data row69 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_59c60_level0_row70\" class=\"row_heading level0 row70\" >coef_walk_access_to_retail_and_shopping</th>\n",
+       "      <td id=\"T_59c60_row70_col0\" class=\"data row70 col0\" > 0.0317</td>\n",
+       "      <td id=\"T_59c60_row70_col1\" class=\"data row70 col1\" > 0.0241</td>\n",
+       "      <td id=\"T_59c60_row70_col2\" class=\"data row70 col2\" > 1.31</td>\n",
+       "      <td id=\"T_59c60_row70_col3\" class=\"data row70 col3\" ></td>\n",
+       "      <td id=\"T_59c60_row70_col4\" class=\"data row70 col4\" > 0.00</td>\n",
+       "      <td id=\"T_59c60_row70_col5\" class=\"data row70 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_59c60_level0_row71\" class=\"row_heading level0 row71\" >coef_zero_car_ownership_and_tour_frequency_is_5_plus</th>\n",
+       "      <td id=\"T_59c60_row71_col0\" class=\"data row71 col0\" >-0.240</td>\n",
+       "      <td id=\"T_59c60_row71_col1\" class=\"data row71 col1\" > 0.109</td>\n",
+       "      <td id=\"T_59c60_row71_col2\" class=\"data row71 col2\" >-2.19</td>\n",
+       "      <td id=\"T_59c60_row71_col3\" class=\"data row71 col3\" >*</td>\n",
+       "      <td id=\"T_59c60_row71_col4\" class=\"data row71 col4\" > 0.00</td>\n",
+       "      <td id=\"T_59c60_row71_col5\" class=\"data row71 col5\" ></td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n"
+      ],
+      "text/plain": [
+       "<pandas.io.formats.style.Styler at 0x3e0890130>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Model PTYPE_PART\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<h3>Iteration 060 [Optimization terminated successfully] </h3>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -1059,7 +3735,7 @@
     {
      "data": {
       "text/html": [
-       "<p>Best LL = -856.8595081667797</p>"
+       "<p>Best LL = -9327.08229602112</p>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -1090,793 +3766,755 @@
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>value</th>\n",
+       "      <th>best</th>\n",
        "      <th>initvalue</th>\n",
-       "      <th>nullvalue</th>\n",
        "      <th>minimum</th>\n",
        "      <th>maximum</th>\n",
+       "      <th>nullvalue</th>\n",
        "      <th>holdfast</th>\n",
-       "      <th>note</th>\n",
-       "      <th>best</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>param_name</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>coef_0_auto_household_and_escorting_tour</th>\n",
        "      <td>-2.000000</td>\n",
-       "      <td>-2.0000</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>-2.000000</td>\n",
+       "      <td>-2.000000</td>\n",
        "      <td>-2.0</td>\n",
        "      <td>-2.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>1</td>\n",
-       "      <td></td>\n",
-       "      <td>-2.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_1_escort_tour_constant</th>\n",
-       "      <td>0.777927</td>\n",
-       "      <td>0.5272</td>\n",
+       "      <td>0.430423</td>\n",
+       "      <td>0.430423</td>\n",
+       "      <td>0.527200</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.777927</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_1_plus_eating_out_tours_constant</th>\n",
-       "      <td>1.665075</td>\n",
-       "      <td>0.6914</td>\n",
+       "      <td>0.732307</td>\n",
+       "      <td>0.732307</td>\n",
+       "      <td>0.691400</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>1.665075</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_1_plus_maintenance_tours_constant</th>\n",
-       "      <td>1.214734</td>\n",
-       "      <td>0.5533</td>\n",
+       "      <td>0.480847</td>\n",
+       "      <td>0.480847</td>\n",
+       "      <td>0.553300</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>1.214734</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_1_plus_other_discretionary_tours_constant</th>\n",
-       "      <td>1.783871</td>\n",
-       "      <td>0.7989</td>\n",
+       "      <td>0.900550</td>\n",
+       "      <td>0.900550</td>\n",
+       "      <td>0.798900</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>1.783871</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_1_plus_shopping_tours_constant</th>\n",
-       "      <td>1.521613</td>\n",
-       "      <td>0.7569</td>\n",
+       "      <td>0.731723</td>\n",
+       "      <td>0.731723</td>\n",
+       "      <td>0.756900</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>1.521613</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_1_plus_visting_tours_constant</th>\n",
-       "      <td>1.045482</td>\n",
-       "      <td>0.1405</td>\n",
+       "      <td>0.250360</td>\n",
+       "      <td>0.250360</td>\n",
+       "      <td>0.140500</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>1.045482</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_2_plus_escort_tours_constant</th>\n",
-       "      <td>1.882661</td>\n",
-       "      <td>1.5987</td>\n",
+       "      <td>1.457716</td>\n",
+       "      <td>1.457716</td>\n",
+       "      <td>1.598700</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>1.882661</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_car_shortage_vs_workers_and_tour_frequency_is_5_plus</th>\n",
-       "      <td>0.049232</td>\n",
-       "      <td>-0.5498</td>\n",
+       "      <td>-0.400969</td>\n",
+       "      <td>-0.400969</td>\n",
+       "      <td>-0.549800</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.049232</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_female_and_discretionary_tour</th>\n",
-       "      <td>0.439252</td>\n",
-       "      <td>0.3072</td>\n",
+       "      <td>0.316191</td>\n",
+       "      <td>0.316191</td>\n",
+       "      <td>0.307200</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.439252</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_female_and_shopping_tour</th>\n",
-       "      <td>0.753133</td>\n",
-       "      <td>0.4524</td>\n",
+       "      <td>0.352178</td>\n",
+       "      <td>0.352178</td>\n",
+       "      <td>0.452400</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.753133</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_high_income_group_and_discretionary_tour</th>\n",
-       "      <td>0.236506</td>\n",
-       "      <td>0.2960</td>\n",
+       "      <td>0.245706</td>\n",
+       "      <td>0.245706</td>\n",
+       "      <td>0.296000</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.236506</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_high_income_group_and_maintenance_tour</th>\n",
-       "      <td>1.385100</td>\n",
-       "      <td>0.6763</td>\n",
+       "      <td>0.828693</td>\n",
+       "      <td>0.828693</td>\n",
+       "      <td>0.676300</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>1.385100</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_high_income_group_and_shopping_tour</th>\n",
-       "      <td>0.819417</td>\n",
-       "      <td>0.7066</td>\n",
+       "      <td>0.846024</td>\n",
+       "      <td>0.846024</td>\n",
+       "      <td>0.706600</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.819417</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_high_income_group_and_tour_frequency_is_1</th>\n",
-       "      <td>1.145715</td>\n",
-       "      <td>0.8682</td>\n",
+       "      <td>0.809721</td>\n",
+       "      <td>0.809721</td>\n",
+       "      <td>0.868200</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>1.145715</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_high_income_group_and_tour_frequency_is_2</th>\n",
-       "      <td>1.347519</td>\n",
-       "      <td>1.5362</td>\n",
+       "      <td>1.223360</td>\n",
+       "      <td>1.223360</td>\n",
+       "      <td>1.536200</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>1.347519</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_high_income_group_and_tour_frequency_is_5_plus</th>\n",
-       "      <td>1.498903</td>\n",
-       "      <td>1.9331</td>\n",
+       "      <td>1.571734</td>\n",
+       "      <td>1.571734</td>\n",
+       "      <td>1.933100</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>1.498903</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_high_income_group_and_visiting_tour</th>\n",
-       "      <td>-0.517316</td>\n",
-       "      <td>-0.6868</td>\n",
+       "      <td>-0.714757</td>\n",
+       "      <td>-0.714757</td>\n",
+       "      <td>-0.686800</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.517316</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_logged_maximum_residual_window_tour_frequency_is_1</th>\n",
-       "      <td>0.768519</td>\n",
-       "      <td>1.5748</td>\n",
+       "      <td>1.659306</td>\n",
+       "      <td>1.659306</td>\n",
+       "      <td>1.574800</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.768519</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_logged_maximum_residual_window_tour_frequency_is_5_plus</th>\n",
-       "      <td>1.243995</td>\n",
-       "      <td>2.0026</td>\n",
+       "      <td>1.957087</td>\n",
+       "      <td>1.957087</td>\n",
+       "      <td>2.002600</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>1.243995</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_mediumhigh_income_group_and_shopping_tour</th>\n",
-       "      <td>0.605047</td>\n",
-       "      <td>0.4421</td>\n",
+       "      <td>0.573217</td>\n",
+       "      <td>0.573217</td>\n",
+       "      <td>0.442100</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.605047</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_mediumlow_income_group_and_tour_frequency_is_1</th>\n",
-       "      <td>0.784377</td>\n",
-       "      <td>0.5981</td>\n",
+       "      <td>0.685180</td>\n",
+       "      <td>0.685180</td>\n",
+       "      <td>0.598100</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.784377</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_mediumlow_income_group_and_tour_frequency_is_2</th>\n",
-       "      <td>0.776466</td>\n",
-       "      <td>0.9178</td>\n",
+       "      <td>0.592898</td>\n",
+       "      <td>0.592898</td>\n",
+       "      <td>0.917800</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.776466</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_mediumlow_income_group_and_tour_frequency_is_5_plus</th>\n",
-       "      <td>0.850898</td>\n",
-       "      <td>1.7539</td>\n",
+       "      <td>1.597675</td>\n",
+       "      <td>1.597675</td>\n",
+       "      <td>1.753900</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.850898</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_number_of_joint_tours_and_tour_frequency_is_4</th>\n",
-       "      <td>-1.347657</td>\n",
-       "      <td>-1.1986</td>\n",
+       "      <td>-0.760824</td>\n",
+       "      <td>-0.760824</td>\n",
+       "      <td>-1.198600</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-1.347657</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_number_of_joint_tours_and_tour_frequency_is_5_plus</th>\n",
        "      <td>-999.000000</td>\n",
-       "      <td>-999.0000</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>-999.000000</td>\n",
+       "      <td>-999.000000</td>\n",
        "      <td>-999.0</td>\n",
        "      <td>-999.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>1</td>\n",
-       "      <td></td>\n",
-       "      <td>-999.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_number_of_mandatory_tours_and_tour_frequency_is_1</th>\n",
-       "      <td>-0.989069</td>\n",
-       "      <td>-0.2390</td>\n",
+       "      <td>-0.358322</td>\n",
+       "      <td>-0.358322</td>\n",
+       "      <td>-0.239000</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.989069</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_number_of_mandatory_tours_and_tour_frequency_is_2</th>\n",
-       "      <td>-2.829794</td>\n",
-       "      <td>-1.8208</td>\n",
+       "      <td>-1.622848</td>\n",
+       "      <td>-1.622848</td>\n",
+       "      <td>-1.820800</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-2.829794</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_number_of_mandatory_tours_and_tour_frequency_is_5_plus</th>\n",
-       "      <td>-2.785677</td>\n",
-       "      <td>-2.5923</td>\n",
+       "      <td>-2.631492</td>\n",
+       "      <td>-2.631492</td>\n",
+       "      <td>-2.592300</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-2.785677</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_presence_of_driving_school_kid_and_escorting_tour</th>\n",
-       "      <td>1.029447</td>\n",
-       "      <td>0.4164</td>\n",
+       "      <td>0.367517</td>\n",
+       "      <td>0.367517</td>\n",
+       "      <td>0.416400</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>1.029447</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_presence_of_full_time_worker_and_maintenance_tour</th>\n",
-       "      <td>-0.484999</td>\n",
-       "      <td>-0.3131</td>\n",
+       "      <td>-0.254950</td>\n",
+       "      <td>-0.254950</td>\n",
+       "      <td>-0.313100</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.484999</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_presence_of_non_worker_and_discretionary_tour</th>\n",
-       "      <td>-0.556803</td>\n",
-       "      <td>-1.0371</td>\n",
+       "      <td>-0.828046</td>\n",
+       "      <td>-0.828046</td>\n",
+       "      <td>-1.037100</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.556803</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_presence_of_non_worker_and_eating_out_tour</th>\n",
-       "      <td>-0.231608</td>\n",
-       "      <td>-0.6545</td>\n",
+       "      <td>-0.660344</td>\n",
+       "      <td>-0.660344</td>\n",
+       "      <td>-0.654500</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.231608</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_presence_of_non_worker_and_escorting_tour</th>\n",
-       "      <td>-0.617113</td>\n",
-       "      <td>-0.5263</td>\n",
+       "      <td>-0.530905</td>\n",
+       "      <td>-0.530905</td>\n",
+       "      <td>-0.526300</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.617113</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_presence_of_part_time_worker_and_maintenance_tour</th>\n",
-       "      <td>-1.034909</td>\n",
-       "      <td>-0.5621</td>\n",
+       "      <td>-0.576071</td>\n",
+       "      <td>-0.576071</td>\n",
+       "      <td>-0.562100</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-1.034909</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_presence_of_pre_driving_school_kid_and_escorting_tour</th>\n",
-       "      <td>1.808890</td>\n",
-       "      <td>1.5795</td>\n",
+       "      <td>1.756066</td>\n",
+       "      <td>1.756066</td>\n",
+       "      <td>1.579500</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>1.808890</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_presence_of_pre_school_kid_and_escorting_tour</th>\n",
-       "      <td>0.291702</td>\n",
-       "      <td>0.5414</td>\n",
+       "      <td>0.549515</td>\n",
+       "      <td>0.549515</td>\n",
+       "      <td>0.541400</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.291702</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_presence_of_preschool_kid_in_household_and_tour_frequency_is_1</th>\n",
-       "      <td>0.308611</td>\n",
-       "      <td>-0.1559</td>\n",
+       "      <td>-0.340060</td>\n",
+       "      <td>-0.340060</td>\n",
+       "      <td>-0.155900</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.308611</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_presence_of_preschool_kid_in_household_and_tour_frequency_is_5</th>\n",
-       "      <td>-0.530685</td>\n",
-       "      <td>-0.5681</td>\n",
+       "      <td>-0.650421</td>\n",
+       "      <td>-0.650421</td>\n",
+       "      <td>-0.568100</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.530685</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_presence_of_retiree_and_eating_out_tour</th>\n",
-       "      <td>0.109209</td>\n",
-       "      <td>-1.3890</td>\n",
+       "      <td>-1.202708</td>\n",
+       "      <td>-1.202708</td>\n",
+       "      <td>-1.389000</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.109209</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_presence_of_retiree_and_escorting_tour</th>\n",
-       "      <td>-0.461150</td>\n",
-       "      <td>-0.7516</td>\n",
+       "      <td>-0.801304</td>\n",
+       "      <td>-0.801304</td>\n",
+       "      <td>-0.751600</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.461150</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_presence_of_university_student_and_eating_out_tour</th>\n",
-       "      <td>-1.759323</td>\n",
-       "      <td>-1.4318</td>\n",
+       "      <td>-1.695822</td>\n",
+       "      <td>-1.695822</td>\n",
+       "      <td>-1.431800</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-1.759323</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_total_number_of_tours_is_1</th>\n",
-       "      <td>-6.812615</td>\n",
-       "      <td>-7.6391</td>\n",
+       "      <td>-7.835780</td>\n",
+       "      <td>-7.835780</td>\n",
+       "      <td>-7.639100</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-6.812615</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_total_number_of_tours_is_2</th>\n",
-       "      <td>-9.848060</td>\n",
-       "      <td>-10.4557</td>\n",
+       "      <td>-10.277923</td>\n",
+       "      <td>-10.277923</td>\n",
+       "      <td>-10.455700</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-9.848060</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_total_number_of_tours_is_3</th>\n",
-       "      <td>-12.828277</td>\n",
-       "      <td>-14.0176</td>\n",
+       "      <td>-14.048815</td>\n",
+       "      <td>-14.048815</td>\n",
+       "      <td>-14.017600</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-12.828277</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_total_number_of_tours_is_4</th>\n",
-       "      <td>-17.097027</td>\n",
-       "      <td>-16.9717</td>\n",
+       "      <td>-17.043997</td>\n",
+       "      <td>-17.043997</td>\n",
+       "      <td>-16.971701</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-17.097027</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_urban_and_discretionary_tour</th>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.0000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>1</td>\n",
-       "      <td></td>\n",
-       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_urban_and_escorting_tour</th>\n",
-       "      <td>0.425750</td>\n",
-       "      <td>-0.3929</td>\n",
+       "      <td>-0.503217</td>\n",
+       "      <td>-0.503217</td>\n",
+       "      <td>-0.392900</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.425750</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_walk_access_to_retail_and_tour_frequency_is_1</th>\n",
-       "      <td>0.080140</td>\n",
-       "      <td>0.0899</td>\n",
+       "      <td>0.108136</td>\n",
+       "      <td>0.108136</td>\n",
+       "      <td>0.089900</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.080140</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_walk_access_to_retail_and_tour_frequency_is_2</th>\n",
-       "      <td>0.103820</td>\n",
-       "      <td>0.1447</td>\n",
+       "      <td>0.128901</td>\n",
+       "      <td>0.128901</td>\n",
+       "      <td>0.144700</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.103820</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_walk_access_to_retail_and_tour_frequency_is_5_plus</th>\n",
-       "      <td>0.050631</td>\n",
-       "      <td>0.3479</td>\n",
+       "      <td>0.385133</td>\n",
+       "      <td>0.385133</td>\n",
+       "      <td>0.347900</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.050631</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "                                                         value  initvalue  \\\n",
-       "coef_0_auto_household_and_escorting_tour             -2.000000    -2.0000   \n",
-       "coef_1_escort_tour_constant                           0.777927     0.5272   \n",
-       "coef_1_plus_eating_out_tours_constant                 1.665075     0.6914   \n",
-       "coef_1_plus_maintenance_tours_constant                1.214734     0.5533   \n",
-       "coef_1_plus_other_discretionary_tours_constant        1.783871     0.7989   \n",
-       "coef_1_plus_shopping_tours_constant                   1.521613     0.7569   \n",
-       "coef_1_plus_visting_tours_constant                    1.045482     0.1405   \n",
-       "coef_2_plus_escort_tours_constant                     1.882661     1.5987   \n",
-       "coef_car_shortage_vs_workers_and_tour_frequency...    0.049232    -0.5498   \n",
-       "coef_female_and_discretionary_tour                    0.439252     0.3072   \n",
-       "coef_female_and_shopping_tour                         0.753133     0.4524   \n",
-       "coef_high_income_group_and_discretionary_tour         0.236506     0.2960   \n",
-       "coef_high_income_group_and_maintenance_tour           1.385100     0.6763   \n",
-       "coef_high_income_group_and_shopping_tour              0.819417     0.7066   \n",
-       "coef_high_income_group_and_tour_frequency_is_1        1.145715     0.8682   \n",
-       "coef_high_income_group_and_tour_frequency_is_2        1.347519     1.5362   \n",
-       "coef_high_income_group_and_tour_frequency_is_5_...    1.498903     1.9331   \n",
-       "coef_high_income_group_and_visiting_tour             -0.517316    -0.6868   \n",
-       "coef_logged_maximum_residual_window_tour_freque...    0.768519     1.5748   \n",
-       "coef_logged_maximum_residual_window_tour_freque...    1.243995     2.0026   \n",
-       "coef_mediumhigh_income_group_and_shopping_tour        0.605047     0.4421   \n",
-       "coef_mediumlow_income_group_and_tour_frequency_...    0.784377     0.5981   \n",
-       "coef_mediumlow_income_group_and_tour_frequency_...    0.776466     0.9178   \n",
-       "coef_mediumlow_income_group_and_tour_frequency_...    0.850898     1.7539   \n",
-       "coef_number_of_joint_tours_and_tour_frequency_is_4   -1.347657    -1.1986   \n",
-       "coef_number_of_joint_tours_and_tour_frequency_i... -999.000000  -999.0000   \n",
-       "coef_number_of_mandatory_tours_and_tour_frequen...   -0.989069    -0.2390   \n",
-       "coef_number_of_mandatory_tours_and_tour_frequen...   -2.829794    -1.8208   \n",
-       "coef_number_of_mandatory_tours_and_tour_frequen...   -2.785677    -2.5923   \n",
-       "coef_presence_of_driving_school_kid_and_escorti...    1.029447     0.4164   \n",
-       "coef_presence_of_full_time_worker_and_maintenan...   -0.484999    -0.3131   \n",
-       "coef_presence_of_non_worker_and_discretionary_tour   -0.556803    -1.0371   \n",
-       "coef_presence_of_non_worker_and_eating_out_tour      -0.231608    -0.6545   \n",
-       "coef_presence_of_non_worker_and_escorting_tour       -0.617113    -0.5263   \n",
-       "coef_presence_of_part_time_worker_and_maintenan...   -1.034909    -0.5621   \n",
-       "coef_presence_of_pre_driving_school_kid_and_esc...    1.808890     1.5795   \n",
-       "coef_presence_of_pre_school_kid_and_escorting_tour    0.291702     0.5414   \n",
-       "coef_presence_of_preschool_kid_in_household_and...    0.308611    -0.1559   \n",
-       "coef_presence_of_preschool_kid_in_household_and...   -0.530685    -0.5681   \n",
-       "coef_presence_of_retiree_and_eating_out_tour          0.109209    -1.3890   \n",
-       "coef_presence_of_retiree_and_escorting_tour          -0.461150    -0.7516   \n",
-       "coef_presence_of_university_student_and_eating_...   -1.759323    -1.4318   \n",
-       "coef_total_number_of_tours_is_1                      -6.812615    -7.6391   \n",
-       "coef_total_number_of_tours_is_2                      -9.848060   -10.4557   \n",
-       "coef_total_number_of_tours_is_3                     -12.828277   -14.0176   \n",
-       "coef_total_number_of_tours_is_4                     -17.097027   -16.9717   \n",
-       "coef_urban_and_discretionary_tour                     0.000000     0.0000   \n",
-       "coef_urban_and_escorting_tour                         0.425750    -0.3929   \n",
-       "coef_walk_access_to_retail_and_tour_frequency_is_1    0.080140     0.0899   \n",
-       "coef_walk_access_to_retail_and_tour_frequency_is_2    0.103820     0.1447   \n",
-       "coef_walk_access_to_retail_and_tour_frequency_i...    0.050631     0.3479   \n",
+       "                                                         value        best  \\\n",
+       "param_name                                                                   \n",
+       "coef_0_auto_household_and_escorting_tour             -2.000000   -2.000000   \n",
+       "coef_1_escort_tour_constant                           0.430423    0.430423   \n",
+       "coef_1_plus_eating_out_tours_constant                 0.732307    0.732307   \n",
+       "coef_1_plus_maintenance_tours_constant                0.480847    0.480847   \n",
+       "coef_1_plus_other_discretionary_tours_constant        0.900550    0.900550   \n",
+       "coef_1_plus_shopping_tours_constant                   0.731723    0.731723   \n",
+       "coef_1_plus_visting_tours_constant                    0.250360    0.250360   \n",
+       "coef_2_plus_escort_tours_constant                     1.457716    1.457716   \n",
+       "coef_car_shortage_vs_workers_and_tour_frequency...   -0.400969   -0.400969   \n",
+       "coef_female_and_discretionary_tour                    0.316191    0.316191   \n",
+       "coef_female_and_shopping_tour                         0.352178    0.352178   \n",
+       "coef_high_income_group_and_discretionary_tour         0.245706    0.245706   \n",
+       "coef_high_income_group_and_maintenance_tour           0.828693    0.828693   \n",
+       "coef_high_income_group_and_shopping_tour              0.846024    0.846024   \n",
+       "coef_high_income_group_and_tour_frequency_is_1        0.809721    0.809721   \n",
+       "coef_high_income_group_and_tour_frequency_is_2        1.223360    1.223360   \n",
+       "coef_high_income_group_and_tour_frequency_is_5_...    1.571734    1.571734   \n",
+       "coef_high_income_group_and_visiting_tour             -0.714757   -0.714757   \n",
+       "coef_logged_maximum_residual_window_tour_freque...    1.659306    1.659306   \n",
+       "coef_logged_maximum_residual_window_tour_freque...    1.957087    1.957087   \n",
+       "coef_mediumhigh_income_group_and_shopping_tour        0.573217    0.573217   \n",
+       "coef_mediumlow_income_group_and_tour_frequency_...    0.685180    0.685180   \n",
+       "coef_mediumlow_income_group_and_tour_frequency_...    0.592898    0.592898   \n",
+       "coef_mediumlow_income_group_and_tour_frequency_...    1.597675    1.597675   \n",
+       "coef_number_of_joint_tours_and_tour_frequency_is_4   -0.760824   -0.760824   \n",
+       "coef_number_of_joint_tours_and_tour_frequency_i... -999.000000 -999.000000   \n",
+       "coef_number_of_mandatory_tours_and_tour_frequen...   -0.358322   -0.358322   \n",
+       "coef_number_of_mandatory_tours_and_tour_frequen...   -1.622848   -1.622848   \n",
+       "coef_number_of_mandatory_tours_and_tour_frequen...   -2.631492   -2.631492   \n",
+       "coef_presence_of_driving_school_kid_and_escorti...    0.367517    0.367517   \n",
+       "coef_presence_of_full_time_worker_and_maintenan...   -0.254950   -0.254950   \n",
+       "coef_presence_of_non_worker_and_discretionary_tour   -0.828046   -0.828046   \n",
+       "coef_presence_of_non_worker_and_eating_out_tour      -0.660344   -0.660344   \n",
+       "coef_presence_of_non_worker_and_escorting_tour       -0.530905   -0.530905   \n",
+       "coef_presence_of_part_time_worker_and_maintenan...   -0.576071   -0.576071   \n",
+       "coef_presence_of_pre_driving_school_kid_and_esc...    1.756066    1.756066   \n",
+       "coef_presence_of_pre_school_kid_and_escorting_tour    0.549515    0.549515   \n",
+       "coef_presence_of_preschool_kid_in_household_and...   -0.340060   -0.340060   \n",
+       "coef_presence_of_preschool_kid_in_household_and...   -0.650421   -0.650421   \n",
+       "coef_presence_of_retiree_and_eating_out_tour         -1.202708   -1.202708   \n",
+       "coef_presence_of_retiree_and_escorting_tour          -0.801304   -0.801304   \n",
+       "coef_presence_of_university_student_and_eating_...   -1.695822   -1.695822   \n",
+       "coef_total_number_of_tours_is_1                      -7.835780   -7.835780   \n",
+       "coef_total_number_of_tours_is_2                     -10.277923  -10.277923   \n",
+       "coef_total_number_of_tours_is_3                     -14.048815  -14.048815   \n",
+       "coef_total_number_of_tours_is_4                     -17.043997  -17.043997   \n",
+       "coef_urban_and_discretionary_tour                     0.000000    0.000000   \n",
+       "coef_urban_and_escorting_tour                        -0.503217   -0.503217   \n",
+       "coef_walk_access_to_retail_and_tour_frequency_is_1    0.108136    0.108136   \n",
+       "coef_walk_access_to_retail_and_tour_frequency_is_2    0.128901    0.128901   \n",
+       "coef_walk_access_to_retail_and_tour_frequency_i...    0.385133    0.385133   \n",
        "\n",
-       "                                                    nullvalue  minimum  \\\n",
-       "coef_0_auto_household_and_escorting_tour                  0.0     -2.0   \n",
-       "coef_1_escort_tour_constant                               0.0      NaN   \n",
-       "coef_1_plus_eating_out_tours_constant                     0.0      NaN   \n",
-       "coef_1_plus_maintenance_tours_constant                    0.0      NaN   \n",
-       "coef_1_plus_other_discretionary_tours_constant            0.0      NaN   \n",
-       "coef_1_plus_shopping_tours_constant                       0.0      NaN   \n",
-       "coef_1_plus_visting_tours_constant                        0.0      NaN   \n",
-       "coef_2_plus_escort_tours_constant                         0.0      NaN   \n",
-       "coef_car_shortage_vs_workers_and_tour_frequency...        0.0      NaN   \n",
-       "coef_female_and_discretionary_tour                        0.0      NaN   \n",
-       "coef_female_and_shopping_tour                             0.0      NaN   \n",
-       "coef_high_income_group_and_discretionary_tour             0.0      NaN   \n",
-       "coef_high_income_group_and_maintenance_tour               0.0      NaN   \n",
-       "coef_high_income_group_and_shopping_tour                  0.0      NaN   \n",
-       "coef_high_income_group_and_tour_frequency_is_1            0.0      NaN   \n",
-       "coef_high_income_group_and_tour_frequency_is_2            0.0      NaN   \n",
-       "coef_high_income_group_and_tour_frequency_is_5_...        0.0      NaN   \n",
-       "coef_high_income_group_and_visiting_tour                  0.0      NaN   \n",
-       "coef_logged_maximum_residual_window_tour_freque...        0.0      NaN   \n",
-       "coef_logged_maximum_residual_window_tour_freque...        0.0      NaN   \n",
-       "coef_mediumhigh_income_group_and_shopping_tour            0.0      NaN   \n",
-       "coef_mediumlow_income_group_and_tour_frequency_...        0.0      NaN   \n",
-       "coef_mediumlow_income_group_and_tour_frequency_...        0.0      NaN   \n",
-       "coef_mediumlow_income_group_and_tour_frequency_...        0.0      NaN   \n",
-       "coef_number_of_joint_tours_and_tour_frequency_is_4        0.0      NaN   \n",
-       "coef_number_of_joint_tours_and_tour_frequency_i...        0.0   -999.0   \n",
-       "coef_number_of_mandatory_tours_and_tour_frequen...        0.0      NaN   \n",
-       "coef_number_of_mandatory_tours_and_tour_frequen...        0.0      NaN   \n",
-       "coef_number_of_mandatory_tours_and_tour_frequen...        0.0      NaN   \n",
-       "coef_presence_of_driving_school_kid_and_escorti...        0.0      NaN   \n",
-       "coef_presence_of_full_time_worker_and_maintenan...        0.0      NaN   \n",
-       "coef_presence_of_non_worker_and_discretionary_tour        0.0      NaN   \n",
-       "coef_presence_of_non_worker_and_eating_out_tour           0.0      NaN   \n",
-       "coef_presence_of_non_worker_and_escorting_tour            0.0      NaN   \n",
-       "coef_presence_of_part_time_worker_and_maintenan...        0.0      NaN   \n",
-       "coef_presence_of_pre_driving_school_kid_and_esc...        0.0      NaN   \n",
-       "coef_presence_of_pre_school_kid_and_escorting_tour        0.0      NaN   \n",
-       "coef_presence_of_preschool_kid_in_household_and...        0.0      NaN   \n",
-       "coef_presence_of_preschool_kid_in_household_and...        0.0      NaN   \n",
-       "coef_presence_of_retiree_and_eating_out_tour              0.0      NaN   \n",
-       "coef_presence_of_retiree_and_escorting_tour               0.0      NaN   \n",
-       "coef_presence_of_university_student_and_eating_...        0.0      NaN   \n",
-       "coef_total_number_of_tours_is_1                           0.0      NaN   \n",
-       "coef_total_number_of_tours_is_2                           0.0      NaN   \n",
-       "coef_total_number_of_tours_is_3                           0.0      NaN   \n",
-       "coef_total_number_of_tours_is_4                           0.0      NaN   \n",
-       "coef_urban_and_discretionary_tour                         0.0      0.0   \n",
-       "coef_urban_and_escorting_tour                             0.0      NaN   \n",
-       "coef_walk_access_to_retail_and_tour_frequency_is_1        0.0      NaN   \n",
-       "coef_walk_access_to_retail_and_tour_frequency_is_2        0.0      NaN   \n",
-       "coef_walk_access_to_retail_and_tour_frequency_i...        0.0      NaN   \n",
+       "                                                     initvalue  minimum  \\\n",
+       "param_name                                                                \n",
+       "coef_0_auto_household_and_escorting_tour             -2.000000     -2.0   \n",
+       "coef_1_escort_tour_constant                           0.527200    -20.0   \n",
+       "coef_1_plus_eating_out_tours_constant                 0.691400    -20.0   \n",
+       "coef_1_plus_maintenance_tours_constant                0.553300    -20.0   \n",
+       "coef_1_plus_other_discretionary_tours_constant        0.798900    -20.0   \n",
+       "coef_1_plus_shopping_tours_constant                   0.756900    -20.0   \n",
+       "coef_1_plus_visting_tours_constant                    0.140500    -20.0   \n",
+       "coef_2_plus_escort_tours_constant                     1.598700    -20.0   \n",
+       "coef_car_shortage_vs_workers_and_tour_frequency...   -0.549800    -20.0   \n",
+       "coef_female_and_discretionary_tour                    0.307200    -20.0   \n",
+       "coef_female_and_shopping_tour                         0.452400    -20.0   \n",
+       "coef_high_income_group_and_discretionary_tour         0.296000    -20.0   \n",
+       "coef_high_income_group_and_maintenance_tour           0.676300    -20.0   \n",
+       "coef_high_income_group_and_shopping_tour              0.706600    -20.0   \n",
+       "coef_high_income_group_and_tour_frequency_is_1        0.868200    -20.0   \n",
+       "coef_high_income_group_and_tour_frequency_is_2        1.536200    -20.0   \n",
+       "coef_high_income_group_and_tour_frequency_is_5_...    1.933100    -20.0   \n",
+       "coef_high_income_group_and_visiting_tour             -0.686800    -20.0   \n",
+       "coef_logged_maximum_residual_window_tour_freque...    1.574800    -20.0   \n",
+       "coef_logged_maximum_residual_window_tour_freque...    2.002600    -20.0   \n",
+       "coef_mediumhigh_income_group_and_shopping_tour        0.442100    -20.0   \n",
+       "coef_mediumlow_income_group_and_tour_frequency_...    0.598100    -20.0   \n",
+       "coef_mediumlow_income_group_and_tour_frequency_...    0.917800    -20.0   \n",
+       "coef_mediumlow_income_group_and_tour_frequency_...    1.753900    -20.0   \n",
+       "coef_number_of_joint_tours_and_tour_frequency_is_4   -1.198600    -20.0   \n",
+       "coef_number_of_joint_tours_and_tour_frequency_i... -999.000000   -999.0   \n",
+       "coef_number_of_mandatory_tours_and_tour_frequen...   -0.239000    -20.0   \n",
+       "coef_number_of_mandatory_tours_and_tour_frequen...   -1.820800    -20.0   \n",
+       "coef_number_of_mandatory_tours_and_tour_frequen...   -2.592300    -20.0   \n",
+       "coef_presence_of_driving_school_kid_and_escorti...    0.416400    -20.0   \n",
+       "coef_presence_of_full_time_worker_and_maintenan...   -0.313100    -20.0   \n",
+       "coef_presence_of_non_worker_and_discretionary_tour   -1.037100    -20.0   \n",
+       "coef_presence_of_non_worker_and_eating_out_tour      -0.654500    -20.0   \n",
+       "coef_presence_of_non_worker_and_escorting_tour       -0.526300    -20.0   \n",
+       "coef_presence_of_part_time_worker_and_maintenan...   -0.562100    -20.0   \n",
+       "coef_presence_of_pre_driving_school_kid_and_esc...    1.579500    -20.0   \n",
+       "coef_presence_of_pre_school_kid_and_escorting_tour    0.541400    -20.0   \n",
+       "coef_presence_of_preschool_kid_in_household_and...   -0.155900    -20.0   \n",
+       "coef_presence_of_preschool_kid_in_household_and...   -0.568100    -20.0   \n",
+       "coef_presence_of_retiree_and_eating_out_tour         -1.389000    -20.0   \n",
+       "coef_presence_of_retiree_and_escorting_tour          -0.751600    -20.0   \n",
+       "coef_presence_of_university_student_and_eating_...   -1.431800    -20.0   \n",
+       "coef_total_number_of_tours_is_1                      -7.639100    -20.0   \n",
+       "coef_total_number_of_tours_is_2                     -10.455700    -20.0   \n",
+       "coef_total_number_of_tours_is_3                     -14.017600    -20.0   \n",
+       "coef_total_number_of_tours_is_4                     -16.971701    -20.0   \n",
+       "coef_urban_and_discretionary_tour                     0.000000      0.0   \n",
+       "coef_urban_and_escorting_tour                        -0.392900    -20.0   \n",
+       "coef_walk_access_to_retail_and_tour_frequency_is_1    0.089900    -20.0   \n",
+       "coef_walk_access_to_retail_and_tour_frequency_is_2    0.144700    -20.0   \n",
+       "coef_walk_access_to_retail_and_tour_frequency_i...    0.347900    -20.0   \n",
        "\n",
-       "                                                    maximum  holdfast note  \\\n",
-       "coef_0_auto_household_and_escorting_tour               -2.0         1        \n",
-       "coef_1_escort_tour_constant                             NaN         0        \n",
-       "coef_1_plus_eating_out_tours_constant                   NaN         0        \n",
-       "coef_1_plus_maintenance_tours_constant                  NaN         0        \n",
-       "coef_1_plus_other_discretionary_tours_constant          NaN         0        \n",
-       "coef_1_plus_shopping_tours_constant                     NaN         0        \n",
-       "coef_1_plus_visting_tours_constant                      NaN         0        \n",
-       "coef_2_plus_escort_tours_constant                       NaN         0        \n",
-       "coef_car_shortage_vs_workers_and_tour_frequency...      NaN         0        \n",
-       "coef_female_and_discretionary_tour                      NaN         0        \n",
-       "coef_female_and_shopping_tour                           NaN         0        \n",
-       "coef_high_income_group_and_discretionary_tour           NaN         0        \n",
-       "coef_high_income_group_and_maintenance_tour             NaN         0        \n",
-       "coef_high_income_group_and_shopping_tour                NaN         0        \n",
-       "coef_high_income_group_and_tour_frequency_is_1          NaN         0        \n",
-       "coef_high_income_group_and_tour_frequency_is_2          NaN         0        \n",
-       "coef_high_income_group_and_tour_frequency_is_5_...      NaN         0        \n",
-       "coef_high_income_group_and_visiting_tour                NaN         0        \n",
-       "coef_logged_maximum_residual_window_tour_freque...      NaN         0        \n",
-       "coef_logged_maximum_residual_window_tour_freque...      NaN         0        \n",
-       "coef_mediumhigh_income_group_and_shopping_tour          NaN         0        \n",
-       "coef_mediumlow_income_group_and_tour_frequency_...      NaN         0        \n",
-       "coef_mediumlow_income_group_and_tour_frequency_...      NaN         0        \n",
-       "coef_mediumlow_income_group_and_tour_frequency_...      NaN         0        \n",
-       "coef_number_of_joint_tours_and_tour_frequency_is_4      NaN         0        \n",
-       "coef_number_of_joint_tours_and_tour_frequency_i...   -999.0         1        \n",
-       "coef_number_of_mandatory_tours_and_tour_frequen...      NaN         0        \n",
-       "coef_number_of_mandatory_tours_and_tour_frequen...      NaN         0        \n",
-       "coef_number_of_mandatory_tours_and_tour_frequen...      NaN         0        \n",
-       "coef_presence_of_driving_school_kid_and_escorti...      NaN         0        \n",
-       "coef_presence_of_full_time_worker_and_maintenan...      NaN         0        \n",
-       "coef_presence_of_non_worker_and_discretionary_tour      NaN         0        \n",
-       "coef_presence_of_non_worker_and_eating_out_tour         NaN         0        \n",
-       "coef_presence_of_non_worker_and_escorting_tour          NaN         0        \n",
-       "coef_presence_of_part_time_worker_and_maintenan...      NaN         0        \n",
-       "coef_presence_of_pre_driving_school_kid_and_esc...      NaN         0        \n",
-       "coef_presence_of_pre_school_kid_and_escorting_tour      NaN         0        \n",
-       "coef_presence_of_preschool_kid_in_household_and...      NaN         0        \n",
-       "coef_presence_of_preschool_kid_in_household_and...      NaN         0        \n",
-       "coef_presence_of_retiree_and_eating_out_tour            NaN         0        \n",
-       "coef_presence_of_retiree_and_escorting_tour             NaN         0        \n",
-       "coef_presence_of_university_student_and_eating_...      NaN         0        \n",
-       "coef_total_number_of_tours_is_1                         NaN         0        \n",
-       "coef_total_number_of_tours_is_2                         NaN         0        \n",
-       "coef_total_number_of_tours_is_3                         NaN         0        \n",
-       "coef_total_number_of_tours_is_4                         NaN         0        \n",
-       "coef_urban_and_discretionary_tour                       0.0         1        \n",
-       "coef_urban_and_escorting_tour                           NaN         0        \n",
-       "coef_walk_access_to_retail_and_tour_frequency_is_1      NaN         0        \n",
-       "coef_walk_access_to_retail_and_tour_frequency_is_2      NaN         0        \n",
-       "coef_walk_access_to_retail_and_tour_frequency_i...      NaN         0        \n",
+       "                                                    maximum  nullvalue  \\\n",
+       "param_name                                                               \n",
+       "coef_0_auto_household_and_escorting_tour               -2.0        0.0   \n",
+       "coef_1_escort_tour_constant                            20.0        0.0   \n",
+       "coef_1_plus_eating_out_tours_constant                  20.0        0.0   \n",
+       "coef_1_plus_maintenance_tours_constant                 20.0        0.0   \n",
+       "coef_1_plus_other_discretionary_tours_constant         20.0        0.0   \n",
+       "coef_1_plus_shopping_tours_constant                    20.0        0.0   \n",
+       "coef_1_plus_visting_tours_constant                     20.0        0.0   \n",
+       "coef_2_plus_escort_tours_constant                      20.0        0.0   \n",
+       "coef_car_shortage_vs_workers_and_tour_frequency...     20.0        0.0   \n",
+       "coef_female_and_discretionary_tour                     20.0        0.0   \n",
+       "coef_female_and_shopping_tour                          20.0        0.0   \n",
+       "coef_high_income_group_and_discretionary_tour          20.0        0.0   \n",
+       "coef_high_income_group_and_maintenance_tour            20.0        0.0   \n",
+       "coef_high_income_group_and_shopping_tour               20.0        0.0   \n",
+       "coef_high_income_group_and_tour_frequency_is_1         20.0        0.0   \n",
+       "coef_high_income_group_and_tour_frequency_is_2         20.0        0.0   \n",
+       "coef_high_income_group_and_tour_frequency_is_5_...     20.0        0.0   \n",
+       "coef_high_income_group_and_visiting_tour               20.0        0.0   \n",
+       "coef_logged_maximum_residual_window_tour_freque...     20.0        0.0   \n",
+       "coef_logged_maximum_residual_window_tour_freque...     20.0        0.0   \n",
+       "coef_mediumhigh_income_group_and_shopping_tour         20.0        0.0   \n",
+       "coef_mediumlow_income_group_and_tour_frequency_...     20.0        0.0   \n",
+       "coef_mediumlow_income_group_and_tour_frequency_...     20.0        0.0   \n",
+       "coef_mediumlow_income_group_and_tour_frequency_...     20.0        0.0   \n",
+       "coef_number_of_joint_tours_and_tour_frequency_is_4     20.0        0.0   \n",
+       "coef_number_of_joint_tours_and_tour_frequency_i...   -999.0        0.0   \n",
+       "coef_number_of_mandatory_tours_and_tour_frequen...     20.0        0.0   \n",
+       "coef_number_of_mandatory_tours_and_tour_frequen...     20.0        0.0   \n",
+       "coef_number_of_mandatory_tours_and_tour_frequen...     20.0        0.0   \n",
+       "coef_presence_of_driving_school_kid_and_escorti...     20.0        0.0   \n",
+       "coef_presence_of_full_time_worker_and_maintenan...     20.0        0.0   \n",
+       "coef_presence_of_non_worker_and_discretionary_tour     20.0        0.0   \n",
+       "coef_presence_of_non_worker_and_eating_out_tour        20.0        0.0   \n",
+       "coef_presence_of_non_worker_and_escorting_tour         20.0        0.0   \n",
+       "coef_presence_of_part_time_worker_and_maintenan...     20.0        0.0   \n",
+       "coef_presence_of_pre_driving_school_kid_and_esc...     20.0        0.0   \n",
+       "coef_presence_of_pre_school_kid_and_escorting_tour     20.0        0.0   \n",
+       "coef_presence_of_preschool_kid_in_household_and...     20.0        0.0   \n",
+       "coef_presence_of_preschool_kid_in_household_and...     20.0        0.0   \n",
+       "coef_presence_of_retiree_and_eating_out_tour           20.0        0.0   \n",
+       "coef_presence_of_retiree_and_escorting_tour            20.0        0.0   \n",
+       "coef_presence_of_university_student_and_eating_...     20.0        0.0   \n",
+       "coef_total_number_of_tours_is_1                        20.0        0.0   \n",
+       "coef_total_number_of_tours_is_2                        20.0        0.0   \n",
+       "coef_total_number_of_tours_is_3                        20.0        0.0   \n",
+       "coef_total_number_of_tours_is_4                        20.0        0.0   \n",
+       "coef_urban_and_discretionary_tour                       0.0        0.0   \n",
+       "coef_urban_and_escorting_tour                          20.0        0.0   \n",
+       "coef_walk_access_to_retail_and_tour_frequency_is_1     20.0        0.0   \n",
+       "coef_walk_access_to_retail_and_tour_frequency_is_2     20.0        0.0   \n",
+       "coef_walk_access_to_retail_and_tour_frequency_i...     20.0        0.0   \n",
        "\n",
-       "                                                          best  \n",
-       "coef_0_auto_household_and_escorting_tour             -2.000000  \n",
-       "coef_1_escort_tour_constant                           0.777927  \n",
-       "coef_1_plus_eating_out_tours_constant                 1.665075  \n",
-       "coef_1_plus_maintenance_tours_constant                1.214734  \n",
-       "coef_1_plus_other_discretionary_tours_constant        1.783871  \n",
-       "coef_1_plus_shopping_tours_constant                   1.521613  \n",
-       "coef_1_plus_visting_tours_constant                    1.045482  \n",
-       "coef_2_plus_escort_tours_constant                     1.882661  \n",
-       "coef_car_shortage_vs_workers_and_tour_frequency...    0.049232  \n",
-       "coef_female_and_discretionary_tour                    0.439252  \n",
-       "coef_female_and_shopping_tour                         0.753133  \n",
-       "coef_high_income_group_and_discretionary_tour         0.236506  \n",
-       "coef_high_income_group_and_maintenance_tour           1.385100  \n",
-       "coef_high_income_group_and_shopping_tour              0.819417  \n",
-       "coef_high_income_group_and_tour_frequency_is_1        1.145715  \n",
-       "coef_high_income_group_and_tour_frequency_is_2        1.347519  \n",
-       "coef_high_income_group_and_tour_frequency_is_5_...    1.498903  \n",
-       "coef_high_income_group_and_visiting_tour             -0.517316  \n",
-       "coef_logged_maximum_residual_window_tour_freque...    0.768519  \n",
-       "coef_logged_maximum_residual_window_tour_freque...    1.243995  \n",
-       "coef_mediumhigh_income_group_and_shopping_tour        0.605047  \n",
-       "coef_mediumlow_income_group_and_tour_frequency_...    0.784377  \n",
-       "coef_mediumlow_income_group_and_tour_frequency_...    0.776466  \n",
-       "coef_mediumlow_income_group_and_tour_frequency_...    0.850898  \n",
-       "coef_number_of_joint_tours_and_tour_frequency_is_4   -1.347657  \n",
-       "coef_number_of_joint_tours_and_tour_frequency_i... -999.000000  \n",
-       "coef_number_of_mandatory_tours_and_tour_frequen...   -0.989069  \n",
-       "coef_number_of_mandatory_tours_and_tour_frequen...   -2.829794  \n",
-       "coef_number_of_mandatory_tours_and_tour_frequen...   -2.785677  \n",
-       "coef_presence_of_driving_school_kid_and_escorti...    1.029447  \n",
-       "coef_presence_of_full_time_worker_and_maintenan...   -0.484999  \n",
-       "coef_presence_of_non_worker_and_discretionary_tour   -0.556803  \n",
-       "coef_presence_of_non_worker_and_eating_out_tour      -0.231608  \n",
-       "coef_presence_of_non_worker_and_escorting_tour       -0.617113  \n",
-       "coef_presence_of_part_time_worker_and_maintenan...   -1.034909  \n",
-       "coef_presence_of_pre_driving_school_kid_and_esc...    1.808890  \n",
-       "coef_presence_of_pre_school_kid_and_escorting_tour    0.291702  \n",
-       "coef_presence_of_preschool_kid_in_household_and...    0.308611  \n",
-       "coef_presence_of_preschool_kid_in_household_and...   -0.530685  \n",
-       "coef_presence_of_retiree_and_eating_out_tour          0.109209  \n",
-       "coef_presence_of_retiree_and_escorting_tour          -0.461150  \n",
-       "coef_presence_of_university_student_and_eating_...   -1.759323  \n",
-       "coef_total_number_of_tours_is_1                      -6.812615  \n",
-       "coef_total_number_of_tours_is_2                      -9.848060  \n",
-       "coef_total_number_of_tours_is_3                     -12.828277  \n",
-       "coef_total_number_of_tours_is_4                     -17.097027  \n",
-       "coef_urban_and_discretionary_tour                     0.000000  \n",
-       "coef_urban_and_escorting_tour                         0.425750  \n",
-       "coef_walk_access_to_retail_and_tour_frequency_is_1    0.080140  \n",
-       "coef_walk_access_to_retail_and_tour_frequency_is_2    0.103820  \n",
-       "coef_walk_access_to_retail_and_tour_frequency_i...    0.050631  "
+       "                                                    holdfast  \n",
+       "param_name                                                    \n",
+       "coef_0_auto_household_and_escorting_tour                   1  \n",
+       "coef_1_escort_tour_constant                                0  \n",
+       "coef_1_plus_eating_out_tours_constant                      0  \n",
+       "coef_1_plus_maintenance_tours_constant                     0  \n",
+       "coef_1_plus_other_discretionary_tours_constant             0  \n",
+       "coef_1_plus_shopping_tours_constant                        0  \n",
+       "coef_1_plus_visting_tours_constant                         0  \n",
+       "coef_2_plus_escort_tours_constant                          0  \n",
+       "coef_car_shortage_vs_workers_and_tour_frequency...         0  \n",
+       "coef_female_and_discretionary_tour                         0  \n",
+       "coef_female_and_shopping_tour                              0  \n",
+       "coef_high_income_group_and_discretionary_tour              0  \n",
+       "coef_high_income_group_and_maintenance_tour                0  \n",
+       "coef_high_income_group_and_shopping_tour                   0  \n",
+       "coef_high_income_group_and_tour_frequency_is_1             0  \n",
+       "coef_high_income_group_and_tour_frequency_is_2             0  \n",
+       "coef_high_income_group_and_tour_frequency_is_5_...         0  \n",
+       "coef_high_income_group_and_visiting_tour                   0  \n",
+       "coef_logged_maximum_residual_window_tour_freque...         0  \n",
+       "coef_logged_maximum_residual_window_tour_freque...         0  \n",
+       "coef_mediumhigh_income_group_and_shopping_tour             0  \n",
+       "coef_mediumlow_income_group_and_tour_frequency_...         0  \n",
+       "coef_mediumlow_income_group_and_tour_frequency_...         0  \n",
+       "coef_mediumlow_income_group_and_tour_frequency_...         0  \n",
+       "coef_number_of_joint_tours_and_tour_frequency_is_4         0  \n",
+       "coef_number_of_joint_tours_and_tour_frequency_i...         1  \n",
+       "coef_number_of_mandatory_tours_and_tour_frequen...         0  \n",
+       "coef_number_of_mandatory_tours_and_tour_frequen...         0  \n",
+       "coef_number_of_mandatory_tours_and_tour_frequen...         0  \n",
+       "coef_presence_of_driving_school_kid_and_escorti...         0  \n",
+       "coef_presence_of_full_time_worker_and_maintenan...         0  \n",
+       "coef_presence_of_non_worker_and_discretionary_tour         0  \n",
+       "coef_presence_of_non_worker_and_eating_out_tour            0  \n",
+       "coef_presence_of_non_worker_and_escorting_tour             0  \n",
+       "coef_presence_of_part_time_worker_and_maintenan...         0  \n",
+       "coef_presence_of_pre_driving_school_kid_and_esc...         0  \n",
+       "coef_presence_of_pre_school_kid_and_escorting_tour         0  \n",
+       "coef_presence_of_preschool_kid_in_household_and...         0  \n",
+       "coef_presence_of_preschool_kid_in_household_and...         0  \n",
+       "coef_presence_of_retiree_and_eating_out_tour               0  \n",
+       "coef_presence_of_retiree_and_escorting_tour                0  \n",
+       "coef_presence_of_university_student_and_eating_...         0  \n",
+       "coef_total_number_of_tours_is_1                            0  \n",
+       "coef_total_number_of_tours_is_2                            0  \n",
+       "coef_total_number_of_tours_is_3                            0  \n",
+       "coef_total_number_of_tours_is_4                            0  \n",
+       "coef_urban_and_discretionary_tour                          1  \n",
+       "coef_urban_and_escorting_tour                              0  \n",
+       "coef_walk_access_to_retail_and_tour_frequency_is_1         0  \n",
+       "coef_walk_access_to_retail_and_tour_frequency_is_2         0  \n",
+       "coef_walk_access_to_retail_and_tour_frequency_i...         0  "
       ]
      },
      "metadata": {},
@@ -1886,23 +4524,528 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/var/folders/js/bk_dt9015j79_f6bxnc44dsr0000gp/T/ipykernel_48972/89088409.py:2: PossibleOverspecification: WARNING: Model is possibly over-specified (hessian is nearly singular).\n",
-      "  m.estimate(method='SLSQP')\n",
-      "/Users/jeffnewman/LocalGit/asim-larch/activitysim-larch/conda-environments/AL-ENV/lib/python3.9/site-packages/larch/linalg/__init__.py:18: UserWarning: minimum eig 3.818666298527715e-07 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/var/folders/js/bk_dt9015j79_f6bxnc44dsr0000gp/T/ipykernel_48972/89088409.py:2: PossibleOverspecification: WARNING: Model seems to have 2 parameter estimators with negative variance\n",
-      "- coef_1_escort_tour_constant\n",
-      "- coef_2_plus_escort_tours_constant\n",
-      "  m.estimate(method='SLSQP')\n",
-      "/var/folders/js/bk_dt9015j79_f6bxnc44dsr0000gp/T/ipykernel_48972/89088409.py:2: RuntimeWarning: invalid value encountered in sqrt\n",
-      "  m.estimate(method='SLSQP')\n",
-      "req_data does not request avail_ca or avail_co but it is set and being provided\n"
+      "/Users/jpn/Git/est-mode/larch/src/larch/model/jaxmodel.py:1156: PossibleOverspecification: Model is possibly over-specified (hessian is nearly singular).\n",
+      "  self.calculate_parameter_covariance()\n"
      ]
     },
     {
      "data": {
       "text/html": [
-       "<h3>Iteration 076 [Optimization terminated successfully] </h3>"
+       "<style type=\"text/css\">\n",
+       "#T_ae349 th {\n",
+       "  vertical-align: top;\n",
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#T_ae349_row47_col2, #T_ae349_row47_col3, #T_ae349_row47_col4, #T_ae349_row48_col0, #T_ae349_row48_col1, #T_ae349_row48_col2, #T_ae349_row48_col3, #T_ae349_row48_col4, #T_ae349_row49_col0, #T_ae349_row49_col1, #T_ae349_row49_col2, #T_ae349_row49_col3, #T_ae349_row49_col4, #T_ae349_row50_col0, #T_ae349_row50_col1, #T_ae349_row50_col2, #T_ae349_row50_col3, #T_ae349_row50_col4 {\n",
+       "  font-family: monospace;\n",
+       "}\n",
+       "</style>\n",
+       "<table id=\"T_ae349\">\n",
+       "  <thead>\n",
+       "    <tr>\n",
+       "      <th class=\"blank level0\" >&nbsp;</th>\n",
+       "      <th id=\"T_ae349_level0_col0\" class=\"col_heading level0 col0\" >Value</th>\n",
+       "      <th id=\"T_ae349_level0_col1\" class=\"col_heading level0 col1\" >Std Err</th>\n",
+       "      <th id=\"T_ae349_level0_col2\" class=\"col_heading level0 col2\" >t Stat</th>\n",
+       "      <th id=\"T_ae349_level0_col3\" class=\"col_heading level0 col3\" >Signif</th>\n",
+       "      <th id=\"T_ae349_level0_col4\" class=\"col_heading level0 col4\" >Null Value</th>\n",
+       "      <th id=\"T_ae349_level0_col5\" class=\"col_heading level0 col5\" >Constrained</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th class=\"index_name level0\" >Parameter</th>\n",
+       "      <th class=\"blank col0\" >&nbsp;</th>\n",
+       "      <th class=\"blank col1\" >&nbsp;</th>\n",
+       "      <th class=\"blank col2\" >&nbsp;</th>\n",
+       "      <th class=\"blank col3\" >&nbsp;</th>\n",
+       "      <th class=\"blank col4\" >&nbsp;</th>\n",
+       "      <th class=\"blank col5\" >&nbsp;</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ae349_level0_row0\" class=\"row_heading level0 row0\" >coef_0_auto_household_and_escorting_tour</th>\n",
+       "      <td id=\"T_ae349_row0_col0\" class=\"data row0 col0\" >-2.00</td>\n",
+       "      <td id=\"T_ae349_row0_col1\" class=\"data row0 col1\" > 0.00</td>\n",
+       "      <td id=\"T_ae349_row0_col2\" class=\"data row0 col2\" > NA</td>\n",
+       "      <td id=\"T_ae349_row0_col3\" class=\"data row0 col3\" ></td>\n",
+       "      <td id=\"T_ae349_row0_col4\" class=\"data row0 col4\" > 0.00</td>\n",
+       "      <td id=\"T_ae349_row0_col5\" class=\"data row0 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ae349_level0_row1\" class=\"row_heading level0 row1\" >coef_1_escort_tour_constant</th>\n",
+       "      <td id=\"T_ae349_row1_col0\" class=\"data row1 col0\" > 0.430</td>\n",
+       "      <td id=\"T_ae349_row1_col1\" class=\"data row1 col1\" > NA</td>\n",
+       "      <td id=\"T_ae349_row1_col2\" class=\"data row1 col2\" > NA</td>\n",
+       "      <td id=\"T_ae349_row1_col3\" class=\"data row1 col3\" ></td>\n",
+       "      <td id=\"T_ae349_row1_col4\" class=\"data row1 col4\" > 0.00</td>\n",
+       "      <td id=\"T_ae349_row1_col5\" class=\"data row1 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ae349_level0_row2\" class=\"row_heading level0 row2\" >coef_1_plus_eating_out_tours_constant</th>\n",
+       "      <td id=\"T_ae349_row2_col0\" class=\"data row2 col0\" > 0.732</td>\n",
+       "      <td id=\"T_ae349_row2_col1\" class=\"data row2 col1\" > NA</td>\n",
+       "      <td id=\"T_ae349_row2_col2\" class=\"data row2 col2\" > NA</td>\n",
+       "      <td id=\"T_ae349_row2_col3\" class=\"data row2 col3\" ></td>\n",
+       "      <td id=\"T_ae349_row2_col4\" class=\"data row2 col4\" > 0.00</td>\n",
+       "      <td id=\"T_ae349_row2_col5\" class=\"data row2 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ae349_level0_row3\" class=\"row_heading level0 row3\" >coef_1_plus_maintenance_tours_constant</th>\n",
+       "      <td id=\"T_ae349_row3_col0\" class=\"data row3 col0\" > 0.481</td>\n",
+       "      <td id=\"T_ae349_row3_col1\" class=\"data row3 col1\" > NA</td>\n",
+       "      <td id=\"T_ae349_row3_col2\" class=\"data row3 col2\" > NA</td>\n",
+       "      <td id=\"T_ae349_row3_col3\" class=\"data row3 col3\" ></td>\n",
+       "      <td id=\"T_ae349_row3_col4\" class=\"data row3 col4\" > 0.00</td>\n",
+       "      <td id=\"T_ae349_row3_col5\" class=\"data row3 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ae349_level0_row4\" class=\"row_heading level0 row4\" >coef_1_plus_other_discretionary_tours_constant</th>\n",
+       "      <td id=\"T_ae349_row4_col0\" class=\"data row4 col0\" > 0.901</td>\n",
+       "      <td id=\"T_ae349_row4_col1\" class=\"data row4 col1\" > NA</td>\n",
+       "      <td id=\"T_ae349_row4_col2\" class=\"data row4 col2\" > NA</td>\n",
+       "      <td id=\"T_ae349_row4_col3\" class=\"data row4 col3\" ></td>\n",
+       "      <td id=\"T_ae349_row4_col4\" class=\"data row4 col4\" > 0.00</td>\n",
+       "      <td id=\"T_ae349_row4_col5\" class=\"data row4 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ae349_level0_row5\" class=\"row_heading level0 row5\" >coef_1_plus_shopping_tours_constant</th>\n",
+       "      <td id=\"T_ae349_row5_col0\" class=\"data row5 col0\" > 0.732</td>\n",
+       "      <td id=\"T_ae349_row5_col1\" class=\"data row5 col1\" > NA</td>\n",
+       "      <td id=\"T_ae349_row5_col2\" class=\"data row5 col2\" > NA</td>\n",
+       "      <td id=\"T_ae349_row5_col3\" class=\"data row5 col3\" ></td>\n",
+       "      <td id=\"T_ae349_row5_col4\" class=\"data row5 col4\" > 0.00</td>\n",
+       "      <td id=\"T_ae349_row5_col5\" class=\"data row5 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ae349_level0_row6\" class=\"row_heading level0 row6\" >coef_1_plus_visting_tours_constant</th>\n",
+       "      <td id=\"T_ae349_row6_col0\" class=\"data row6 col0\" > 0.250</td>\n",
+       "      <td id=\"T_ae349_row6_col1\" class=\"data row6 col1\" > NA</td>\n",
+       "      <td id=\"T_ae349_row6_col2\" class=\"data row6 col2\" > NA</td>\n",
+       "      <td id=\"T_ae349_row6_col3\" class=\"data row6 col3\" ></td>\n",
+       "      <td id=\"T_ae349_row6_col4\" class=\"data row6 col4\" > 0.00</td>\n",
+       "      <td id=\"T_ae349_row6_col5\" class=\"data row6 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ae349_level0_row7\" class=\"row_heading level0 row7\" >coef_2_plus_escort_tours_constant</th>\n",
+       "      <td id=\"T_ae349_row7_col0\" class=\"data row7 col0\" > 1.46</td>\n",
+       "      <td id=\"T_ae349_row7_col1\" class=\"data row7 col1\" > NA</td>\n",
+       "      <td id=\"T_ae349_row7_col2\" class=\"data row7 col2\" > NA</td>\n",
+       "      <td id=\"T_ae349_row7_col3\" class=\"data row7 col3\" ></td>\n",
+       "      <td id=\"T_ae349_row7_col4\" class=\"data row7 col4\" > 0.00</td>\n",
+       "      <td id=\"T_ae349_row7_col5\" class=\"data row7 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ae349_level0_row8\" class=\"row_heading level0 row8\" >coef_car_shortage_vs_workers_and_tour_frequency_is_5_plus</th>\n",
+       "      <td id=\"T_ae349_row8_col0\" class=\"data row8 col0\" >-0.401</td>\n",
+       "      <td id=\"T_ae349_row8_col1\" class=\"data row8 col1\" > 0.0883</td>\n",
+       "      <td id=\"T_ae349_row8_col2\" class=\"data row8 col2\" >-4.54</td>\n",
+       "      <td id=\"T_ae349_row8_col3\" class=\"data row8 col3\" >***</td>\n",
+       "      <td id=\"T_ae349_row8_col4\" class=\"data row8 col4\" > 0.00</td>\n",
+       "      <td id=\"T_ae349_row8_col5\" class=\"data row8 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ae349_level0_row9\" class=\"row_heading level0 row9\" >coef_female_and_discretionary_tour</th>\n",
+       "      <td id=\"T_ae349_row9_col0\" class=\"data row9 col0\" > 0.316</td>\n",
+       "      <td id=\"T_ae349_row9_col1\" class=\"data row9 col1\" > 0.0881</td>\n",
+       "      <td id=\"T_ae349_row9_col2\" class=\"data row9 col2\" > 3.59</td>\n",
+       "      <td id=\"T_ae349_row9_col3\" class=\"data row9 col3\" >***</td>\n",
+       "      <td id=\"T_ae349_row9_col4\" class=\"data row9 col4\" > 0.00</td>\n",
+       "      <td id=\"T_ae349_row9_col5\" class=\"data row9 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ae349_level0_row10\" class=\"row_heading level0 row10\" >coef_female_and_shopping_tour</th>\n",
+       "      <td id=\"T_ae349_row10_col0\" class=\"data row10 col0\" > 0.352</td>\n",
+       "      <td id=\"T_ae349_row10_col1\" class=\"data row10 col1\" > 0.0792</td>\n",
+       "      <td id=\"T_ae349_row10_col2\" class=\"data row10 col2\" > 4.45</td>\n",
+       "      <td id=\"T_ae349_row10_col3\" class=\"data row10 col3\" >***</td>\n",
+       "      <td id=\"T_ae349_row10_col4\" class=\"data row10 col4\" > 0.00</td>\n",
+       "      <td id=\"T_ae349_row10_col5\" class=\"data row10 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ae349_level0_row11\" class=\"row_heading level0 row11\" >coef_high_income_group_and_discretionary_tour</th>\n",
+       "      <td id=\"T_ae349_row11_col0\" class=\"data row11 col0\" > 0.246</td>\n",
+       "      <td id=\"T_ae349_row11_col1\" class=\"data row11 col1\" > 0.163</td>\n",
+       "      <td id=\"T_ae349_row11_col2\" class=\"data row11 col2\" > 1.50</td>\n",
+       "      <td id=\"T_ae349_row11_col3\" class=\"data row11 col3\" ></td>\n",
+       "      <td id=\"T_ae349_row11_col4\" class=\"data row11 col4\" > 0.00</td>\n",
+       "      <td id=\"T_ae349_row11_col5\" class=\"data row11 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ae349_level0_row12\" class=\"row_heading level0 row12\" >coef_high_income_group_and_maintenance_tour</th>\n",
+       "      <td id=\"T_ae349_row12_col0\" class=\"data row12 col0\" > 0.829</td>\n",
+       "      <td id=\"T_ae349_row12_col1\" class=\"data row12 col1\" > 0.195</td>\n",
+       "      <td id=\"T_ae349_row12_col2\" class=\"data row12 col2\" > 4.25</td>\n",
+       "      <td id=\"T_ae349_row12_col3\" class=\"data row12 col3\" >***</td>\n",
+       "      <td id=\"T_ae349_row12_col4\" class=\"data row12 col4\" > 0.00</td>\n",
+       "      <td id=\"T_ae349_row12_col5\" class=\"data row12 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ae349_level0_row13\" class=\"row_heading level0 row13\" >coef_high_income_group_and_shopping_tour</th>\n",
+       "      <td id=\"T_ae349_row13_col0\" class=\"data row13 col0\" > 0.846</td>\n",
+       "      <td id=\"T_ae349_row13_col1\" class=\"data row13 col1\" > 0.170</td>\n",
+       "      <td id=\"T_ae349_row13_col2\" class=\"data row13 col2\" > 4.98</td>\n",
+       "      <td id=\"T_ae349_row13_col3\" class=\"data row13 col3\" >***</td>\n",
+       "      <td id=\"T_ae349_row13_col4\" class=\"data row13 col4\" > 0.00</td>\n",
+       "      <td id=\"T_ae349_row13_col5\" class=\"data row13 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ae349_level0_row14\" class=\"row_heading level0 row14\" >coef_high_income_group_and_tour_frequency_is_1</th>\n",
+       "      <td id=\"T_ae349_row14_col0\" class=\"data row14 col0\" > 0.810</td>\n",
+       "      <td id=\"T_ae349_row14_col1\" class=\"data row14 col1\" > 0.162</td>\n",
+       "      <td id=\"T_ae349_row14_col2\" class=\"data row14 col2\" > 5.00</td>\n",
+       "      <td id=\"T_ae349_row14_col3\" class=\"data row14 col3\" >***</td>\n",
+       "      <td id=\"T_ae349_row14_col4\" class=\"data row14 col4\" > 0.00</td>\n",
+       "      <td id=\"T_ae349_row14_col5\" class=\"data row14 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ae349_level0_row15\" class=\"row_heading level0 row15\" >coef_high_income_group_and_tour_frequency_is_2</th>\n",
+       "      <td id=\"T_ae349_row15_col0\" class=\"data row15 col0\" > 1.22</td>\n",
+       "      <td id=\"T_ae349_row15_col1\" class=\"data row15 col1\" > 0.228</td>\n",
+       "      <td id=\"T_ae349_row15_col2\" class=\"data row15 col2\" > 5.37</td>\n",
+       "      <td id=\"T_ae349_row15_col3\" class=\"data row15 col3\" >***</td>\n",
+       "      <td id=\"T_ae349_row15_col4\" class=\"data row15 col4\" > 0.00</td>\n",
+       "      <td id=\"T_ae349_row15_col5\" class=\"data row15 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ae349_level0_row16\" class=\"row_heading level0 row16\" >coef_high_income_group_and_tour_frequency_is_5_plus</th>\n",
+       "      <td id=\"T_ae349_row16_col0\" class=\"data row16 col0\" > 1.57</td>\n",
+       "      <td id=\"T_ae349_row16_col1\" class=\"data row16 col1\" > 0.350</td>\n",
+       "      <td id=\"T_ae349_row16_col2\" class=\"data row16 col2\" > 4.49</td>\n",
+       "      <td id=\"T_ae349_row16_col3\" class=\"data row16 col3\" >***</td>\n",
+       "      <td id=\"T_ae349_row16_col4\" class=\"data row16 col4\" > 0.00</td>\n",
+       "      <td id=\"T_ae349_row16_col5\" class=\"data row16 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ae349_level0_row17\" class=\"row_heading level0 row17\" >coef_high_income_group_and_visiting_tour</th>\n",
+       "      <td id=\"T_ae349_row17_col0\" class=\"data row17 col0\" >-0.715</td>\n",
+       "      <td id=\"T_ae349_row17_col1\" class=\"data row17 col1\" > 0.204</td>\n",
+       "      <td id=\"T_ae349_row17_col2\" class=\"data row17 col2\" >-3.50</td>\n",
+       "      <td id=\"T_ae349_row17_col3\" class=\"data row17 col3\" >***</td>\n",
+       "      <td id=\"T_ae349_row17_col4\" class=\"data row17 col4\" > 0.00</td>\n",
+       "      <td id=\"T_ae349_row17_col5\" class=\"data row17 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ae349_level0_row18\" class=\"row_heading level0 row18\" >coef_logged_maximum_residual_window_tour_frequency_is_1</th>\n",
+       "      <td id=\"T_ae349_row18_col0\" class=\"data row18 col0\" > 1.66</td>\n",
+       "      <td id=\"T_ae349_row18_col1\" class=\"data row18 col1\" > 0.131</td>\n",
+       "      <td id=\"T_ae349_row18_col2\" class=\"data row18 col2\" > 12.64</td>\n",
+       "      <td id=\"T_ae349_row18_col3\" class=\"data row18 col3\" >***</td>\n",
+       "      <td id=\"T_ae349_row18_col4\" class=\"data row18 col4\" > 0.00</td>\n",
+       "      <td id=\"T_ae349_row18_col5\" class=\"data row18 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ae349_level0_row19\" class=\"row_heading level0 row19\" >coef_logged_maximum_residual_window_tour_frequency_is_5_plus</th>\n",
+       "      <td id=\"T_ae349_row19_col0\" class=\"data row19 col0\" > 1.96</td>\n",
+       "      <td id=\"T_ae349_row19_col1\" class=\"data row19 col1\" > 0.141</td>\n",
+       "      <td id=\"T_ae349_row19_col2\" class=\"data row19 col2\" > 13.90</td>\n",
+       "      <td id=\"T_ae349_row19_col3\" class=\"data row19 col3\" >***</td>\n",
+       "      <td id=\"T_ae349_row19_col4\" class=\"data row19 col4\" > 0.00</td>\n",
+       "      <td id=\"T_ae349_row19_col5\" class=\"data row19 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ae349_level0_row20\" class=\"row_heading level0 row20\" >coef_mediumhigh_income_group_and_shopping_tour</th>\n",
+       "      <td id=\"T_ae349_row20_col0\" class=\"data row20 col0\" > 0.573</td>\n",
+       "      <td id=\"T_ae349_row20_col1\" class=\"data row20 col1\" > 0.164</td>\n",
+       "      <td id=\"T_ae349_row20_col2\" class=\"data row20 col2\" > 3.49</td>\n",
+       "      <td id=\"T_ae349_row20_col3\" class=\"data row20 col3\" >***</td>\n",
+       "      <td id=\"T_ae349_row20_col4\" class=\"data row20 col4\" > 0.00</td>\n",
+       "      <td id=\"T_ae349_row20_col5\" class=\"data row20 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ae349_level0_row21\" class=\"row_heading level0 row21\" >coef_mediumlow_income_group_and_tour_frequency_is_1</th>\n",
+       "      <td id=\"T_ae349_row21_col0\" class=\"data row21 col0\" > 0.685</td>\n",
+       "      <td id=\"T_ae349_row21_col1\" class=\"data row21 col1\" > 0.171</td>\n",
+       "      <td id=\"T_ae349_row21_col2\" class=\"data row21 col2\" > 4.01</td>\n",
+       "      <td id=\"T_ae349_row21_col3\" class=\"data row21 col3\" >***</td>\n",
+       "      <td id=\"T_ae349_row21_col4\" class=\"data row21 col4\" > 0.00</td>\n",
+       "      <td id=\"T_ae349_row21_col5\" class=\"data row21 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ae349_level0_row22\" class=\"row_heading level0 row22\" >coef_mediumlow_income_group_and_tour_frequency_is_2</th>\n",
+       "      <td id=\"T_ae349_row22_col0\" class=\"data row22 col0\" > 0.593</td>\n",
+       "      <td id=\"T_ae349_row22_col1\" class=\"data row22 col1\" > 0.242</td>\n",
+       "      <td id=\"T_ae349_row22_col2\" class=\"data row22 col2\" > 2.45</td>\n",
+       "      <td id=\"T_ae349_row22_col3\" class=\"data row22 col3\" >*</td>\n",
+       "      <td id=\"T_ae349_row22_col4\" class=\"data row22 col4\" > 0.00</td>\n",
+       "      <td id=\"T_ae349_row22_col5\" class=\"data row22 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ae349_level0_row23\" class=\"row_heading level0 row23\" >coef_mediumlow_income_group_and_tour_frequency_is_5_plus</th>\n",
+       "      <td id=\"T_ae349_row23_col0\" class=\"data row23 col0\" > 1.60</td>\n",
+       "      <td id=\"T_ae349_row23_col1\" class=\"data row23 col1\" > 0.362</td>\n",
+       "      <td id=\"T_ae349_row23_col2\" class=\"data row23 col2\" > 4.41</td>\n",
+       "      <td id=\"T_ae349_row23_col3\" class=\"data row23 col3\" >***</td>\n",
+       "      <td id=\"T_ae349_row23_col4\" class=\"data row23 col4\" > 0.00</td>\n",
+       "      <td id=\"T_ae349_row23_col5\" class=\"data row23 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ae349_level0_row24\" class=\"row_heading level0 row24\" >coef_number_of_joint_tours_and_tour_frequency_is_4</th>\n",
+       "      <td id=\"T_ae349_row24_col0\" class=\"data row24 col0\" >-0.761</td>\n",
+       "      <td id=\"T_ae349_row24_col1\" class=\"data row24 col1\" > 0.227</td>\n",
+       "      <td id=\"T_ae349_row24_col2\" class=\"data row24 col2\" >-3.36</td>\n",
+       "      <td id=\"T_ae349_row24_col3\" class=\"data row24 col3\" >***</td>\n",
+       "      <td id=\"T_ae349_row24_col4\" class=\"data row24 col4\" > 0.00</td>\n",
+       "      <td id=\"T_ae349_row24_col5\" class=\"data row24 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ae349_level0_row25\" class=\"row_heading level0 row25\" >coef_number_of_joint_tours_and_tour_frequency_is_5_plus</th>\n",
+       "      <td id=\"T_ae349_row25_col0\" class=\"data row25 col0\" >-999.</td>\n",
+       "      <td id=\"T_ae349_row25_col1\" class=\"data row25 col1\" > 0.00</td>\n",
+       "      <td id=\"T_ae349_row25_col2\" class=\"data row25 col2\" > NA</td>\n",
+       "      <td id=\"T_ae349_row25_col3\" class=\"data row25 col3\" ></td>\n",
+       "      <td id=\"T_ae349_row25_col4\" class=\"data row25 col4\" > 0.00</td>\n",
+       "      <td id=\"T_ae349_row25_col5\" class=\"data row25 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ae349_level0_row26\" class=\"row_heading level0 row26\" >coef_number_of_mandatory_tours_and_tour_frequency_is_1</th>\n",
+       "      <td id=\"T_ae349_row26_col0\" class=\"data row26 col0\" >-0.358</td>\n",
+       "      <td id=\"T_ae349_row26_col1\" class=\"data row26 col1\" > 0.150</td>\n",
+       "      <td id=\"T_ae349_row26_col2\" class=\"data row26 col2\" >-2.39</td>\n",
+       "      <td id=\"T_ae349_row26_col3\" class=\"data row26 col3\" >*</td>\n",
+       "      <td id=\"T_ae349_row26_col4\" class=\"data row26 col4\" > 0.00</td>\n",
+       "      <td id=\"T_ae349_row26_col5\" class=\"data row26 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ae349_level0_row27\" class=\"row_heading level0 row27\" >coef_number_of_mandatory_tours_and_tour_frequency_is_2</th>\n",
+       "      <td id=\"T_ae349_row27_col0\" class=\"data row27 col0\" >-1.62</td>\n",
+       "      <td id=\"T_ae349_row27_col1\" class=\"data row27 col1\" > 0.237</td>\n",
+       "      <td id=\"T_ae349_row27_col2\" class=\"data row27 col2\" >-6.86</td>\n",
+       "      <td id=\"T_ae349_row27_col3\" class=\"data row27 col3\" >***</td>\n",
+       "      <td id=\"T_ae349_row27_col4\" class=\"data row27 col4\" > 0.00</td>\n",
+       "      <td id=\"T_ae349_row27_col5\" class=\"data row27 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ae349_level0_row28\" class=\"row_heading level0 row28\" >coef_number_of_mandatory_tours_and_tour_frequency_is_5_plus</th>\n",
+       "      <td id=\"T_ae349_row28_col0\" class=\"data row28 col0\" >-2.63</td>\n",
+       "      <td id=\"T_ae349_row28_col1\" class=\"data row28 col1\" > 0.260</td>\n",
+       "      <td id=\"T_ae349_row28_col2\" class=\"data row28 col2\" >-10.11</td>\n",
+       "      <td id=\"T_ae349_row28_col3\" class=\"data row28 col3\" >***</td>\n",
+       "      <td id=\"T_ae349_row28_col4\" class=\"data row28 col4\" > 0.00</td>\n",
+       "      <td id=\"T_ae349_row28_col5\" class=\"data row28 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ae349_level0_row29\" class=\"row_heading level0 row29\" >coef_presence_of_driving_school_kid_and_escorting_tour</th>\n",
+       "      <td id=\"T_ae349_row29_col0\" class=\"data row29 col0\" > 0.368</td>\n",
+       "      <td id=\"T_ae349_row29_col1\" class=\"data row29 col1\" > 0.0942</td>\n",
+       "      <td id=\"T_ae349_row29_col2\" class=\"data row29 col2\" > 3.90</td>\n",
+       "      <td id=\"T_ae349_row29_col3\" class=\"data row29 col3\" >***</td>\n",
+       "      <td id=\"T_ae349_row29_col4\" class=\"data row29 col4\" > 0.00</td>\n",
+       "      <td id=\"T_ae349_row29_col5\" class=\"data row29 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ae349_level0_row30\" class=\"row_heading level0 row30\" >coef_presence_of_full_time_worker_and_maintenance_tour</th>\n",
+       "      <td id=\"T_ae349_row30_col0\" class=\"data row30 col0\" >-0.255</td>\n",
+       "      <td id=\"T_ae349_row30_col1\" class=\"data row30 col1\" > 0.0976</td>\n",
+       "      <td id=\"T_ae349_row30_col2\" class=\"data row30 col2\" >-2.61</td>\n",
+       "      <td id=\"T_ae349_row30_col3\" class=\"data row30 col3\" >**</td>\n",
+       "      <td id=\"T_ae349_row30_col4\" class=\"data row30 col4\" > 0.00</td>\n",
+       "      <td id=\"T_ae349_row30_col5\" class=\"data row30 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ae349_level0_row31\" class=\"row_heading level0 row31\" >coef_presence_of_non_worker_and_discretionary_tour</th>\n",
+       "      <td id=\"T_ae349_row31_col0\" class=\"data row31 col0\" >-0.828</td>\n",
+       "      <td id=\"T_ae349_row31_col1\" class=\"data row31 col1\" > 0.122</td>\n",
+       "      <td id=\"T_ae349_row31_col2\" class=\"data row31 col2\" >-6.79</td>\n",
+       "      <td id=\"T_ae349_row31_col3\" class=\"data row31 col3\" >***</td>\n",
+       "      <td id=\"T_ae349_row31_col4\" class=\"data row31 col4\" > 0.00</td>\n",
+       "      <td id=\"T_ae349_row31_col5\" class=\"data row31 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ae349_level0_row32\" class=\"row_heading level0 row32\" >coef_presence_of_non_worker_and_eating_out_tour</th>\n",
+       "      <td id=\"T_ae349_row32_col0\" class=\"data row32 col0\" >-0.660</td>\n",
+       "      <td id=\"T_ae349_row32_col1\" class=\"data row32 col1\" > 0.155</td>\n",
+       "      <td id=\"T_ae349_row32_col2\" class=\"data row32 col2\" >-4.26</td>\n",
+       "      <td id=\"T_ae349_row32_col3\" class=\"data row32 col3\" >***</td>\n",
+       "      <td id=\"T_ae349_row32_col4\" class=\"data row32 col4\" > 0.00</td>\n",
+       "      <td id=\"T_ae349_row32_col5\" class=\"data row32 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ae349_level0_row33\" class=\"row_heading level0 row33\" >coef_presence_of_non_worker_and_escorting_tour</th>\n",
+       "      <td id=\"T_ae349_row33_col0\" class=\"data row33 col0\" >-0.531</td>\n",
+       "      <td id=\"T_ae349_row33_col1\" class=\"data row33 col1\" > 0.0850</td>\n",
+       "      <td id=\"T_ae349_row33_col2\" class=\"data row33 col2\" >-6.24</td>\n",
+       "      <td id=\"T_ae349_row33_col3\" class=\"data row33 col3\" >***</td>\n",
+       "      <td id=\"T_ae349_row33_col4\" class=\"data row33 col4\" > 0.00</td>\n",
+       "      <td id=\"T_ae349_row33_col5\" class=\"data row33 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ae349_level0_row34\" class=\"row_heading level0 row34\" >coef_presence_of_part_time_worker_and_maintenance_tour</th>\n",
+       "      <td id=\"T_ae349_row34_col0\" class=\"data row34 col0\" >-0.576</td>\n",
+       "      <td id=\"T_ae349_row34_col1\" class=\"data row34 col1\" > 0.109</td>\n",
+       "      <td id=\"T_ae349_row34_col2\" class=\"data row34 col2\" >-5.30</td>\n",
+       "      <td id=\"T_ae349_row34_col3\" class=\"data row34 col3\" >***</td>\n",
+       "      <td id=\"T_ae349_row34_col4\" class=\"data row34 col4\" > 0.00</td>\n",
+       "      <td id=\"T_ae349_row34_col5\" class=\"data row34 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ae349_level0_row35\" class=\"row_heading level0 row35\" >coef_presence_of_pre_driving_school_kid_and_escorting_tour</th>\n",
+       "      <td id=\"T_ae349_row35_col0\" class=\"data row35 col0\" > 1.76</td>\n",
+       "      <td id=\"T_ae349_row35_col1\" class=\"data row35 col1\" > 0.0737</td>\n",
+       "      <td id=\"T_ae349_row35_col2\" class=\"data row35 col2\" > 23.84</td>\n",
+       "      <td id=\"T_ae349_row35_col3\" class=\"data row35 col3\" >***</td>\n",
+       "      <td id=\"T_ae349_row35_col4\" class=\"data row35 col4\" > 0.00</td>\n",
+       "      <td id=\"T_ae349_row35_col5\" class=\"data row35 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ae349_level0_row36\" class=\"row_heading level0 row36\" >coef_presence_of_pre_school_kid_and_escorting_tour</th>\n",
+       "      <td id=\"T_ae349_row36_col0\" class=\"data row36 col0\" > 0.550</td>\n",
+       "      <td id=\"T_ae349_row36_col1\" class=\"data row36 col1\" > 0.0912</td>\n",
+       "      <td id=\"T_ae349_row36_col2\" class=\"data row36 col2\" > 6.02</td>\n",
+       "      <td id=\"T_ae349_row36_col3\" class=\"data row36 col3\" >***</td>\n",
+       "      <td id=\"T_ae349_row36_col4\" class=\"data row36 col4\" > 0.00</td>\n",
+       "      <td id=\"T_ae349_row36_col5\" class=\"data row36 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ae349_level0_row37\" class=\"row_heading level0 row37\" >coef_presence_of_preschool_kid_in_household_and_tour_frequency_is_1</th>\n",
+       "      <td id=\"T_ae349_row37_col0\" class=\"data row37 col0\" >-0.340</td>\n",
+       "      <td id=\"T_ae349_row37_col1\" class=\"data row37 col1\" > 0.112</td>\n",
+       "      <td id=\"T_ae349_row37_col2\" class=\"data row37 col2\" >-3.02</td>\n",
+       "      <td id=\"T_ae349_row37_col3\" class=\"data row37 col3\" >**</td>\n",
+       "      <td id=\"T_ae349_row37_col4\" class=\"data row37 col4\" > 0.00</td>\n",
+       "      <td id=\"T_ae349_row37_col5\" class=\"data row37 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ae349_level0_row38\" class=\"row_heading level0 row38\" >coef_presence_of_preschool_kid_in_household_and_tour_frequency_is_5</th>\n",
+       "      <td id=\"T_ae349_row38_col0\" class=\"data row38 col0\" >-0.650</td>\n",
+       "      <td id=\"T_ae349_row38_col1\" class=\"data row38 col1\" > 0.151</td>\n",
+       "      <td id=\"T_ae349_row38_col2\" class=\"data row38 col2\" >-4.31</td>\n",
+       "      <td id=\"T_ae349_row38_col3\" class=\"data row38 col3\" >***</td>\n",
+       "      <td id=\"T_ae349_row38_col4\" class=\"data row38 col4\" > 0.00</td>\n",
+       "      <td id=\"T_ae349_row38_col5\" class=\"data row38 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ae349_level0_row39\" class=\"row_heading level0 row39\" >coef_presence_of_retiree_and_eating_out_tour</th>\n",
+       "      <td id=\"T_ae349_row39_col0\" class=\"data row39 col0\" >-1.20</td>\n",
+       "      <td id=\"T_ae349_row39_col1\" class=\"data row39 col1\" > 0.245</td>\n",
+       "      <td id=\"T_ae349_row39_col2\" class=\"data row39 col2\" >-4.90</td>\n",
+       "      <td id=\"T_ae349_row39_col3\" class=\"data row39 col3\" >***</td>\n",
+       "      <td id=\"T_ae349_row39_col4\" class=\"data row39 col4\" > 0.00</td>\n",
+       "      <td id=\"T_ae349_row39_col5\" class=\"data row39 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ae349_level0_row40\" class=\"row_heading level0 row40\" >coef_presence_of_retiree_and_escorting_tour</th>\n",
+       "      <td id=\"T_ae349_row40_col0\" class=\"data row40 col0\" >-0.801</td>\n",
+       "      <td id=\"T_ae349_row40_col1\" class=\"data row40 col1\" > 0.136</td>\n",
+       "      <td id=\"T_ae349_row40_col2\" class=\"data row40 col2\" >-5.90</td>\n",
+       "      <td id=\"T_ae349_row40_col3\" class=\"data row40 col3\" >***</td>\n",
+       "      <td id=\"T_ae349_row40_col4\" class=\"data row40 col4\" > 0.00</td>\n",
+       "      <td id=\"T_ae349_row40_col5\" class=\"data row40 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ae349_level0_row41\" class=\"row_heading level0 row41\" >coef_presence_of_university_student_and_eating_out_tour</th>\n",
+       "      <td id=\"T_ae349_row41_col0\" class=\"data row41 col0\" >-1.70</td>\n",
+       "      <td id=\"T_ae349_row41_col1\" class=\"data row41 col1\" > 0.334</td>\n",
+       "      <td id=\"T_ae349_row41_col2\" class=\"data row41 col2\" >-5.08</td>\n",
+       "      <td id=\"T_ae349_row41_col3\" class=\"data row41 col3\" >***</td>\n",
+       "      <td id=\"T_ae349_row41_col4\" class=\"data row41 col4\" > 0.00</td>\n",
+       "      <td id=\"T_ae349_row41_col5\" class=\"data row41 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ae349_level0_row42\" class=\"row_heading level0 row42\" >coef_total_number_of_tours_is_1</th>\n",
+       "      <td id=\"T_ae349_row42_col0\" class=\"data row42 col0\" >-7.84</td>\n",
+       "      <td id=\"T_ae349_row42_col1\" class=\"data row42 col1\" > NA</td>\n",
+       "      <td id=\"T_ae349_row42_col2\" class=\"data row42 col2\" > NA</td>\n",
+       "      <td id=\"T_ae349_row42_col3\" class=\"data row42 col3\" ></td>\n",
+       "      <td id=\"T_ae349_row42_col4\" class=\"data row42 col4\" > 0.00</td>\n",
+       "      <td id=\"T_ae349_row42_col5\" class=\"data row42 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ae349_level0_row43\" class=\"row_heading level0 row43\" >coef_total_number_of_tours_is_2</th>\n",
+       "      <td id=\"T_ae349_row43_col0\" class=\"data row43 col0\" >-10.3</td>\n",
+       "      <td id=\"T_ae349_row43_col1\" class=\"data row43 col1\" > NA</td>\n",
+       "      <td id=\"T_ae349_row43_col2\" class=\"data row43 col2\" > NA</td>\n",
+       "      <td id=\"T_ae349_row43_col3\" class=\"data row43 col3\" ></td>\n",
+       "      <td id=\"T_ae349_row43_col4\" class=\"data row43 col4\" > 0.00</td>\n",
+       "      <td id=\"T_ae349_row43_col5\" class=\"data row43 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ae349_level0_row44\" class=\"row_heading level0 row44\" >coef_total_number_of_tours_is_3</th>\n",
+       "      <td id=\"T_ae349_row44_col0\" class=\"data row44 col0\" >-14.0</td>\n",
+       "      <td id=\"T_ae349_row44_col1\" class=\"data row44 col1\" > NA</td>\n",
+       "      <td id=\"T_ae349_row44_col2\" class=\"data row44 col2\" > NA</td>\n",
+       "      <td id=\"T_ae349_row44_col3\" class=\"data row44 col3\" ></td>\n",
+       "      <td id=\"T_ae349_row44_col4\" class=\"data row44 col4\" > 0.00</td>\n",
+       "      <td id=\"T_ae349_row44_col5\" class=\"data row44 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ae349_level0_row45\" class=\"row_heading level0 row45\" >coef_total_number_of_tours_is_4</th>\n",
+       "      <td id=\"T_ae349_row45_col0\" class=\"data row45 col0\" >-17.0</td>\n",
+       "      <td id=\"T_ae349_row45_col1\" class=\"data row45 col1\" > NA</td>\n",
+       "      <td id=\"T_ae349_row45_col2\" class=\"data row45 col2\" > NA</td>\n",
+       "      <td id=\"T_ae349_row45_col3\" class=\"data row45 col3\" ></td>\n",
+       "      <td id=\"T_ae349_row45_col4\" class=\"data row45 col4\" > 0.00</td>\n",
+       "      <td id=\"T_ae349_row45_col5\" class=\"data row45 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ae349_level0_row46\" class=\"row_heading level0 row46\" >coef_urban_and_discretionary_tour</th>\n",
+       "      <td id=\"T_ae349_row46_col0\" class=\"data row46 col0\" > 0.00</td>\n",
+       "      <td id=\"T_ae349_row46_col1\" class=\"data row46 col1\" > 0.00</td>\n",
+       "      <td id=\"T_ae349_row46_col2\" class=\"data row46 col2\" > NA</td>\n",
+       "      <td id=\"T_ae349_row46_col3\" class=\"data row46 col3\" ></td>\n",
+       "      <td id=\"T_ae349_row46_col4\" class=\"data row46 col4\" > 0.00</td>\n",
+       "      <td id=\"T_ae349_row46_col5\" class=\"data row46 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ae349_level0_row47\" class=\"row_heading level0 row47\" >coef_urban_and_escorting_tour</th>\n",
+       "      <td id=\"T_ae349_row47_col0\" class=\"data row47 col0\" >-0.503</td>\n",
+       "      <td id=\"T_ae349_row47_col1\" class=\"data row47 col1\" > 0.0816</td>\n",
+       "      <td id=\"T_ae349_row47_col2\" class=\"data row47 col2\" >-6.17</td>\n",
+       "      <td id=\"T_ae349_row47_col3\" class=\"data row47 col3\" >***</td>\n",
+       "      <td id=\"T_ae349_row47_col4\" class=\"data row47 col4\" > 0.00</td>\n",
+       "      <td id=\"T_ae349_row47_col5\" class=\"data row47 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ae349_level0_row48\" class=\"row_heading level0 row48\" >coef_walk_access_to_retail_and_tour_frequency_is_1</th>\n",
+       "      <td id=\"T_ae349_row48_col0\" class=\"data row48 col0\" > 0.108</td>\n",
+       "      <td id=\"T_ae349_row48_col1\" class=\"data row48 col1\" > 0.0253</td>\n",
+       "      <td id=\"T_ae349_row48_col2\" class=\"data row48 col2\" > 4.28</td>\n",
+       "      <td id=\"T_ae349_row48_col3\" class=\"data row48 col3\" >***</td>\n",
+       "      <td id=\"T_ae349_row48_col4\" class=\"data row48 col4\" > 0.00</td>\n",
+       "      <td id=\"T_ae349_row48_col5\" class=\"data row48 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ae349_level0_row49\" class=\"row_heading level0 row49\" >coef_walk_access_to_retail_and_tour_frequency_is_2</th>\n",
+       "      <td id=\"T_ae349_row49_col0\" class=\"data row49 col0\" > 0.129</td>\n",
+       "      <td id=\"T_ae349_row49_col1\" class=\"data row49 col1\" > 0.0303</td>\n",
+       "      <td id=\"T_ae349_row49_col2\" class=\"data row49 col2\" > 4.25</td>\n",
+       "      <td id=\"T_ae349_row49_col3\" class=\"data row49 col3\" >***</td>\n",
+       "      <td id=\"T_ae349_row49_col4\" class=\"data row49 col4\" > 0.00</td>\n",
+       "      <td id=\"T_ae349_row49_col5\" class=\"data row49 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ae349_level0_row50\" class=\"row_heading level0 row50\" >coef_walk_access_to_retail_and_tour_frequency_is_5_plus</th>\n",
+       "      <td id=\"T_ae349_row50_col0\" class=\"data row50 col0\" > 0.385</td>\n",
+       "      <td id=\"T_ae349_row50_col1\" class=\"data row50 col1\" > 0.0468</td>\n",
+       "      <td id=\"T_ae349_row50_col2\" class=\"data row50 col2\" > 8.23</td>\n",
+       "      <td id=\"T_ae349_row50_col3\" class=\"data row50 col3\" >***</td>\n",
+       "      <td id=\"T_ae349_row50_col4\" class=\"data row50 col4\" > 0.00</td>\n",
+       "      <td id=\"T_ae349_row50_col5\" class=\"data row50 col5\" ></td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n"
+      ],
+      "text/plain": [
+       "<pandas.io.formats.style.Styler at 0x3dcbd87f0>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Model PTYPE_UNIVERSITY\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<h3>Iteration 074 [Optimization terminated successfully] </h3>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -1914,7 +5057,7 @@
     {
      "data": {
       "text/html": [
-       "<p>Best LL = -324.8584172756779</p>"
+       "<p>Best LL = -3512.6973954855457</p>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -1945,70 +5088,74 @@
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>value</th>\n",
+       "      <th>best</th>\n",
        "      <th>initvalue</th>\n",
-       "      <th>nullvalue</th>\n",
        "      <th>minimum</th>\n",
        "      <th>maximum</th>\n",
+       "      <th>nullvalue</th>\n",
        "      <th>holdfast</th>\n",
-       "      <th>note</th>\n",
-       "      <th>best</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>param_name</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>coef_0_auto_household_and_escorting_tour</th>\n",
        "      <td>-2.000000</td>\n",
+       "      <td>-2.000000</td>\n",
        "      <td>-2.0000</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-2.0</td>\n",
        "      <td>-2.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>1</td>\n",
-       "      <td></td>\n",
-       "      <td>-2.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_1_escort_tour_constant</th>\n",
-       "      <td>1.851506</td>\n",
+       "      <td>1.761998</td>\n",
+       "      <td>1.761998</td>\n",
        "      <td>1.7028</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>1.851506</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_1_plus_eating_out_tours_constant</th>\n",
-       "      <td>-13.970901</td>\n",
+       "      <td>2.214614</td>\n",
+       "      <td>2.214614</td>\n",
        "      <td>2.0723</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-13.970901</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_1_plus_maintenance_tours_constant</th>\n",
-       "      <td>-0.338031</td>\n",
+       "      <td>0.085206</td>\n",
+       "      <td>0.085206</td>\n",
        "      <td>0.3348</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.338031</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_1_plus_other_discretionary_tours_constant</th>\n",
-       "      <td>-1.473992</td>\n",
+       "      <td>1.308003</td>\n",
+       "      <td>1.308003</td>\n",
        "      <td>1.3389</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-1.473992</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>...</th>\n",
@@ -2019,109 +5166,106 @@
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
-       "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_urban_and_shopping_tour</th>\n",
-       "      <td>0.711573</td>\n",
+       "      <td>0.637185</td>\n",
+       "      <td>0.637185</td>\n",
        "      <td>0.5330</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.711573</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_urban_and_tour_frequency_is_1</th>\n",
-       "      <td>-3.537340</td>\n",
+       "      <td>-0.924987</td>\n",
+       "      <td>-0.924987</td>\n",
        "      <td>-1.1648</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-3.537340</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_urban_and_tour_frequency_is_2</th>\n",
-       "      <td>-4.729195</td>\n",
+       "      <td>-2.118276</td>\n",
+       "      <td>-2.118276</td>\n",
        "      <td>-2.3177</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-4.729195</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_urban_and_tour_frequency_is_5_plus</th>\n",
-       "      <td>-6.020888</td>\n",
+       "      <td>-2.502952</td>\n",
+       "      <td>-2.502952</td>\n",
        "      <td>-2.5027</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-6.020888</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_walk_access_to_retail_and_shopping</th>\n",
-       "      <td>0.102379</td>\n",
+       "      <td>0.072376</td>\n",
+       "      <td>0.072376</td>\n",
        "      <td>0.0972</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.102379</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>70 rows × 8 columns</p>\n",
+       "<p>70 rows × 7 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "                                                    value  initvalue  \\\n",
-       "coef_0_auto_household_and_escorting_tour        -2.000000    -2.0000   \n",
-       "coef_1_escort_tour_constant                      1.851506     1.7028   \n",
-       "coef_1_plus_eating_out_tours_constant          -13.970901     2.0723   \n",
-       "coef_1_plus_maintenance_tours_constant          -0.338031     0.3348   \n",
-       "coef_1_plus_other_discretionary_tours_constant  -1.473992     1.3389   \n",
-       "...                                                   ...        ...   \n",
-       "coef_urban_and_shopping_tour                     0.711573     0.5330   \n",
-       "coef_urban_and_tour_frequency_is_1              -3.537340    -1.1648   \n",
-       "coef_urban_and_tour_frequency_is_2              -4.729195    -2.3177   \n",
-       "coef_urban_and_tour_frequency_is_5_plus         -6.020888    -2.5027   \n",
-       "coef_walk_access_to_retail_and_shopping          0.102379     0.0972   \n",
+       "                                                   value      best  initvalue  \\\n",
+       "param_name                                                                      \n",
+       "coef_0_auto_household_and_escorting_tour       -2.000000 -2.000000    -2.0000   \n",
+       "coef_1_escort_tour_constant                     1.761998  1.761998     1.7028   \n",
+       "coef_1_plus_eating_out_tours_constant           2.214614  2.214614     2.0723   \n",
+       "coef_1_plus_maintenance_tours_constant          0.085206  0.085206     0.3348   \n",
+       "coef_1_plus_other_discretionary_tours_constant  1.308003  1.308003     1.3389   \n",
+       "...                                                  ...       ...        ...   \n",
+       "coef_urban_and_shopping_tour                    0.637185  0.637185     0.5330   \n",
+       "coef_urban_and_tour_frequency_is_1             -0.924987 -0.924987    -1.1648   \n",
+       "coef_urban_and_tour_frequency_is_2             -2.118276 -2.118276    -2.3177   \n",
+       "coef_urban_and_tour_frequency_is_5_plus        -2.502952 -2.502952    -2.5027   \n",
+       "coef_walk_access_to_retail_and_shopping         0.072376  0.072376     0.0972   \n",
        "\n",
-       "                                                nullvalue  minimum  maximum  \\\n",
-       "coef_0_auto_household_and_escorting_tour              0.0     -2.0     -2.0   \n",
-       "coef_1_escort_tour_constant                           0.0      NaN      NaN   \n",
-       "coef_1_plus_eating_out_tours_constant                 0.0      NaN      NaN   \n",
-       "coef_1_plus_maintenance_tours_constant                0.0      NaN      NaN   \n",
-       "coef_1_plus_other_discretionary_tours_constant        0.0      NaN      NaN   \n",
-       "...                                                   ...      ...      ...   \n",
-       "coef_urban_and_shopping_tour                          0.0      NaN      NaN   \n",
-       "coef_urban_and_tour_frequency_is_1                    0.0      NaN      NaN   \n",
-       "coef_urban_and_tour_frequency_is_2                    0.0      NaN      NaN   \n",
-       "coef_urban_and_tour_frequency_is_5_plus               0.0      NaN      NaN   \n",
-       "coef_walk_access_to_retail_and_shopping               0.0      NaN      NaN   \n",
+       "                                                minimum  maximum  nullvalue  \\\n",
+       "param_name                                                                    \n",
+       "coef_0_auto_household_and_escorting_tour           -2.0     -2.0        0.0   \n",
+       "coef_1_escort_tour_constant                       -20.0     20.0        0.0   \n",
+       "coef_1_plus_eating_out_tours_constant             -20.0     20.0        0.0   \n",
+       "coef_1_plus_maintenance_tours_constant            -20.0     20.0        0.0   \n",
+       "coef_1_plus_other_discretionary_tours_constant    -20.0     20.0        0.0   \n",
+       "...                                                 ...      ...        ...   \n",
+       "coef_urban_and_shopping_tour                      -20.0     20.0        0.0   \n",
+       "coef_urban_and_tour_frequency_is_1                -20.0     20.0        0.0   \n",
+       "coef_urban_and_tour_frequency_is_2                -20.0     20.0        0.0   \n",
+       "coef_urban_and_tour_frequency_is_5_plus           -20.0     20.0        0.0   \n",
+       "coef_walk_access_to_retail_and_shopping           -20.0     20.0        0.0   \n",
        "\n",
-       "                                                holdfast note       best  \n",
-       "coef_0_auto_household_and_escorting_tour               1       -2.000000  \n",
-       "coef_1_escort_tour_constant                            0        1.851506  \n",
-       "coef_1_plus_eating_out_tours_constant                  0      -13.970901  \n",
-       "coef_1_plus_maintenance_tours_constant                 0       -0.338031  \n",
-       "coef_1_plus_other_discretionary_tours_constant         0       -1.473992  \n",
-       "...                                                  ...  ...        ...  \n",
-       "coef_urban_and_shopping_tour                           0        0.711573  \n",
-       "coef_urban_and_tour_frequency_is_1                     0       -3.537340  \n",
-       "coef_urban_and_tour_frequency_is_2                     0       -4.729195  \n",
-       "coef_urban_and_tour_frequency_is_5_plus                0       -6.020888  \n",
-       "coef_walk_access_to_retail_and_shopping                0        0.102379  \n",
+       "                                                holdfast  \n",
+       "param_name                                                \n",
+       "coef_0_auto_household_and_escorting_tour               1  \n",
+       "coef_1_escort_tour_constant                            0  \n",
+       "coef_1_plus_eating_out_tours_constant                  0  \n",
+       "coef_1_plus_maintenance_tours_constant                 0  \n",
+       "coef_1_plus_other_discretionary_tours_constant         0  \n",
+       "...                                                  ...  \n",
+       "coef_urban_and_shopping_tour                           0  \n",
+       "coef_urban_and_tour_frequency_is_1                     0  \n",
+       "coef_urban_and_tour_frequency_is_2                     0  \n",
+       "coef_urban_and_tour_frequency_is_5_plus                0  \n",
+       "coef_walk_access_to_retail_and_shopping                0  \n",
        "\n",
-       "[70 rows x 8 columns]"
+       "[70 rows x 7 columns]"
       ]
      },
      "metadata": {},
@@ -2131,26 +5275,699 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/var/folders/js/bk_dt9015j79_f6bxnc44dsr0000gp/T/ipykernel_48972/89088409.py:2: PossibleOverspecification: WARNING: Model is possibly over-specified (hessian is nearly singular).\n",
-      "  m.estimate(method='SLSQP')\n",
-      "/Users/jeffnewman/LocalGit/asim-larch/activitysim-larch/conda-environments/AL-ENV/lib/python3.9/site-packages/larch/linalg/__init__.py:18: UserWarning: minimum eig 3.8717456834857003e-13 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/var/folders/js/bk_dt9015j79_f6bxnc44dsr0000gp/T/ipykernel_48972/89088409.py:2: PossibleOverspecification: WARNING: Model seems to have 13 parameter estimators with negative variance\n",
-      "- coef_1_plus_eating_out_tours_constant\n",
-      "- coef_1_plus_shopping_tours_constant\n",
-      "- coef_1_plus_visting_tours_constant\n",
-      "- coef_logged_maximum_residual_window_tour_frequency_is_0\n",
-      "- and 9 more\n",
-      "  m.estimate(method='SLSQP')\n",
-      "/var/folders/js/bk_dt9015j79_f6bxnc44dsr0000gp/T/ipykernel_48972/89088409.py:2: RuntimeWarning: invalid value encountered in sqrt\n",
-      "  m.estimate(method='SLSQP')\n",
-      "req_data does not request avail_ca or avail_co but it is set and being provided\n"
+      "/Users/jpn/Git/est-mode/larch/src/larch/model/jaxmodel.py:1156: PossibleOverspecification: Model is possibly over-specified (hessian is nearly singular).\n",
+      "  self.calculate_parameter_covariance()\n"
      ]
     },
     {
      "data": {
       "text/html": [
-       "<h3>Iteration 100 [Iteration limit reached] </h3>"
+       "<style type=\"text/css\">\n",
+       "#T_2a530 th {\n",
+       "  vertical-align: top;\n",
+       "  text-align: left;\n",
+       "}\n",
+       "#T_2a530 td {\n",
+       "  vertical-align: top;\n",
+       "  text-align: left;\n",
+       "}\n",
+       "#T_2a530_row0_col0, #T_2a530_row0_col1, #T_2a530_row0_col2, #T_2a530_row0_col3, #T_2a530_row0_col4, #T_2a530_row1_col0, #T_2a530_row1_col1, #T_2a530_row1_col2, #T_2a530_row1_col3, #T_2a530_row1_col4, #T_2a530_row2_col0, #T_2a530_row2_col1, #T_2a530_row2_col2, #T_2a530_row2_col3, #T_2a530_row2_col4, #T_2a530_row3_col0, #T_2a530_row3_col1, #T_2a530_row3_col2, #T_2a530_row3_col3, #T_2a530_row3_col4, #T_2a530_row4_col0, #T_2a530_row4_col1, #T_2a530_row4_col2, #T_2a530_row4_col3, #T_2a530_row4_col4, #T_2a530_row5_col0, #T_2a530_row5_col1, #T_2a530_row5_col2, #T_2a530_row5_col3, #T_2a530_row5_col4, #T_2a530_row6_col0, #T_2a530_row6_col1, #T_2a530_row6_col2, #T_2a530_row6_col3, #T_2a530_row6_col4, #T_2a530_row7_col0, #T_2a530_row7_col1, #T_2a530_row7_col2, #T_2a530_row7_col3, #T_2a530_row7_col4, #T_2a530_row8_col0, #T_2a530_row8_col1, #T_2a530_row8_col2, #T_2a530_row8_col3, #T_2a530_row8_col4, #T_2a530_row9_col0, #T_2a530_row9_col1, #T_2a530_row9_col2, #T_2a530_row9_col3, 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+       "  font-family: monospace;\n",
+       "}\n",
+       "</style>\n",
+       "<table id=\"T_2a530\">\n",
+       "  <thead>\n",
+       "    <tr>\n",
+       "      <th class=\"blank level0\" >&nbsp;</th>\n",
+       "      <th id=\"T_2a530_level0_col0\" class=\"col_heading level0 col0\" >Value</th>\n",
+       "      <th id=\"T_2a530_level0_col1\" class=\"col_heading level0 col1\" >Std Err</th>\n",
+       "      <th id=\"T_2a530_level0_col2\" class=\"col_heading level0 col2\" >t Stat</th>\n",
+       "      <th id=\"T_2a530_level0_col3\" class=\"col_heading level0 col3\" >Signif</th>\n",
+       "      <th id=\"T_2a530_level0_col4\" class=\"col_heading level0 col4\" >Null Value</th>\n",
+       "      <th id=\"T_2a530_level0_col5\" class=\"col_heading level0 col5\" >Constrained</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th class=\"index_name level0\" >Parameter</th>\n",
+       "      <th class=\"blank col0\" >&nbsp;</th>\n",
+       "      <th class=\"blank col1\" >&nbsp;</th>\n",
+       "      <th class=\"blank col2\" >&nbsp;</th>\n",
+       "      <th class=\"blank col3\" >&nbsp;</th>\n",
+       "      <th class=\"blank col4\" >&nbsp;</th>\n",
+       "      <th class=\"blank col5\" >&nbsp;</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2a530_level0_row0\" class=\"row_heading level0 row0\" >coef_0_auto_household_and_escorting_tour</th>\n",
+       "      <td id=\"T_2a530_row0_col0\" class=\"data row0 col0\" >-2.00</td>\n",
+       "      <td id=\"T_2a530_row0_col1\" class=\"data row0 col1\" > 0.00</td>\n",
+       "      <td id=\"T_2a530_row0_col2\" class=\"data row0 col2\" > NA</td>\n",
+       "      <td id=\"T_2a530_row0_col3\" class=\"data row0 col3\" ></td>\n",
+       "      <td id=\"T_2a530_row0_col4\" class=\"data row0 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2a530_row0_col5\" class=\"data row0 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2a530_level0_row1\" class=\"row_heading level0 row1\" >coef_1_escort_tour_constant</th>\n",
+       "      <td id=\"T_2a530_row1_col0\" class=\"data row1 col0\" > 1.76</td>\n",
+       "      <td id=\"T_2a530_row1_col1\" class=\"data row1 col1\" > 185.</td>\n",
+       "      <td id=\"T_2a530_row1_col2\" class=\"data row1 col2\" > 0.01</td>\n",
+       "      <td id=\"T_2a530_row1_col3\" class=\"data row1 col3\" ></td>\n",
+       "      <td id=\"T_2a530_row1_col4\" class=\"data row1 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2a530_row1_col5\" class=\"data row1 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2a530_level0_row2\" class=\"row_heading level0 row2\" >coef_1_plus_eating_out_tours_constant</th>\n",
+       "      <td id=\"T_2a530_row2_col0\" class=\"data row2 col0\" > 2.21</td>\n",
+       "      <td id=\"T_2a530_row2_col1\" class=\"data row2 col1\" > 185.</td>\n",
+       "      <td id=\"T_2a530_row2_col2\" class=\"data row2 col2\" > 0.01</td>\n",
+       "      <td id=\"T_2a530_row2_col3\" class=\"data row2 col3\" ></td>\n",
+       "      <td id=\"T_2a530_row2_col4\" class=\"data row2 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2a530_row2_col5\" class=\"data row2 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2a530_level0_row3\" class=\"row_heading level0 row3\" >coef_1_plus_maintenance_tours_constant</th>\n",
+       "      <td id=\"T_2a530_row3_col0\" class=\"data row3 col0\" > 0.0852</td>\n",
+       "      <td id=\"T_2a530_row3_col1\" class=\"data row3 col1\" > 185.</td>\n",
+       "      <td id=\"T_2a530_row3_col2\" class=\"data row3 col2\" > 0.00</td>\n",
+       "      <td id=\"T_2a530_row3_col3\" class=\"data row3 col3\" ></td>\n",
+       "      <td id=\"T_2a530_row3_col4\" class=\"data row3 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2a530_row3_col5\" class=\"data row3 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2a530_level0_row4\" class=\"row_heading level0 row4\" >coef_1_plus_other_discretionary_tours_constant</th>\n",
+       "      <td id=\"T_2a530_row4_col0\" class=\"data row4 col0\" > 1.31</td>\n",
+       "      <td id=\"T_2a530_row4_col1\" class=\"data row4 col1\" > 185.</td>\n",
+       "      <td id=\"T_2a530_row4_col2\" class=\"data row4 col2\" > 0.01</td>\n",
+       "      <td id=\"T_2a530_row4_col3\" class=\"data row4 col3\" ></td>\n",
+       "      <td id=\"T_2a530_row4_col4\" class=\"data row4 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2a530_row4_col5\" class=\"data row4 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2a530_level0_row5\" class=\"row_heading level0 row5\" >coef_1_plus_shopping_tours_constant</th>\n",
+       "      <td id=\"T_2a530_row5_col0\" class=\"data row5 col0\" > 1.84</td>\n",
+       "      <td id=\"T_2a530_row5_col1\" class=\"data row5 col1\" > 185.</td>\n",
+       "      <td id=\"T_2a530_row5_col2\" class=\"data row5 col2\" > 0.01</td>\n",
+       "      <td id=\"T_2a530_row5_col3\" class=\"data row5 col3\" ></td>\n",
+       "      <td id=\"T_2a530_row5_col4\" class=\"data row5 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2a530_row5_col5\" class=\"data row5 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2a530_level0_row6\" class=\"row_heading level0 row6\" >coef_1_plus_visting_tours_constant</th>\n",
+       "      <td id=\"T_2a530_row6_col0\" class=\"data row6 col0\" > 1.17</td>\n",
+       "      <td id=\"T_2a530_row6_col1\" class=\"data row6 col1\" > 185.</td>\n",
+       "      <td id=\"T_2a530_row6_col2\" class=\"data row6 col2\" > 0.01</td>\n",
+       "      <td id=\"T_2a530_row6_col3\" class=\"data row6 col3\" ></td>\n",
+       "      <td id=\"T_2a530_row6_col4\" class=\"data row6 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2a530_row6_col5\" class=\"data row6 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2a530_level0_row7\" class=\"row_heading level0 row7\" >coef_2_plus_escort_tours_constant</th>\n",
+       "      <td id=\"T_2a530_row7_col0\" class=\"data row7 col0\" > 3.01</td>\n",
+       "      <td id=\"T_2a530_row7_col1\" class=\"data row7 col1\" > 371.</td>\n",
+       "      <td id=\"T_2a530_row7_col2\" class=\"data row7 col2\" > 0.01</td>\n",
+       "      <td id=\"T_2a530_row7_col3\" class=\"data row7 col3\" ></td>\n",
+       "      <td id=\"T_2a530_row7_col4\" class=\"data row7 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2a530_row7_col5\" class=\"data row7 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2a530_level0_row8\" class=\"row_heading level0 row8\" >coef_auto_access_to_retail_and_discretionary</th>\n",
+       "      <td id=\"T_2a530_row8_col0\" class=\"data row8 col0\" > 0.0900</td>\n",
+       "      <td id=\"T_2a530_row8_col1\" class=\"data row8 col1\" > 0.138</td>\n",
+       "      <td id=\"T_2a530_row8_col2\" class=\"data row8 col2\" > 0.65</td>\n",
+       "      <td id=\"T_2a530_row8_col3\" class=\"data row8 col3\" ></td>\n",
+       "      <td id=\"T_2a530_row8_col4\" class=\"data row8 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2a530_row8_col5\" class=\"data row8 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2a530_level0_row9\" class=\"row_heading level0 row9\" >coef_auto_access_to_retail_and_eating_out</th>\n",
+       "      <td id=\"T_2a530_row9_col0\" class=\"data row9 col0\" > 0.0731</td>\n",
+       "      <td id=\"T_2a530_row9_col1\" class=\"data row9 col1\" > 0.147</td>\n",
+       "      <td id=\"T_2a530_row9_col2\" class=\"data row9 col2\" > 0.50</td>\n",
+       "      <td id=\"T_2a530_row9_col3\" class=\"data row9 col3\" ></td>\n",
+       "      <td id=\"T_2a530_row9_col4\" class=\"data row9 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2a530_row9_col5\" class=\"data row9 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2a530_level0_row10\" class=\"row_heading level0 row10\" >coef_car_shortage_vs_workers_and_tour_frequency_is_5_plus</th>\n",
+       "      <td id=\"T_2a530_row10_col0\" class=\"data row10 col0\" >-0.790</td>\n",
+       "      <td id=\"T_2a530_row10_col1\" class=\"data row10 col1\" > 0.187</td>\n",
+       "      <td id=\"T_2a530_row10_col2\" class=\"data row10 col2\" >-4.23</td>\n",
+       "      <td id=\"T_2a530_row10_col3\" class=\"data row10 col3\" >***</td>\n",
+       "      <td id=\"T_2a530_row10_col4\" class=\"data row10 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2a530_row10_col5\" class=\"data row10 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2a530_level0_row11\" class=\"row_heading level0 row11\" >coef_female_and_discretionary_tour</th>\n",
+       "      <td id=\"T_2a530_row11_col0\" class=\"data row11 col0\" >-0.393</td>\n",
+       "      <td id=\"T_2a530_row11_col1\" class=\"data row11 col1\" > 0.156</td>\n",
+       "      <td id=\"T_2a530_row11_col2\" class=\"data row11 col2\" >-2.52</td>\n",
+       "      <td id=\"T_2a530_row11_col3\" class=\"data row11 col3\" >*</td>\n",
+       "      <td id=\"T_2a530_row11_col4\" class=\"data row11 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2a530_row11_col5\" class=\"data row11 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2a530_level0_row12\" class=\"row_heading level0 row12\" >coef_female_and_eatingout_tour</th>\n",
+       "      <td id=\"T_2a530_row12_col0\" class=\"data row12 col0\" >-0.727</td>\n",
+       "      <td id=\"T_2a530_row12_col1\" class=\"data row12 col1\" > 0.176</td>\n",
+       "      <td id=\"T_2a530_row12_col2\" class=\"data row12 col2\" >-4.14</td>\n",
+       "      <td id=\"T_2a530_row12_col3\" class=\"data row12 col3\" >***</td>\n",
+       "      <td id=\"T_2a530_row12_col4\" class=\"data row12 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2a530_row12_col5\" class=\"data row12 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2a530_level0_row13\" class=\"row_heading level0 row13\" >coef_female_and_tour_frequency_is_1</th>\n",
+       "      <td id=\"T_2a530_row13_col0\" class=\"data row13 col0\" >-0.0110</td>\n",
+       "      <td id=\"T_2a530_row13_col1\" class=\"data row13 col1\" > 0.151</td>\n",
+       "      <td id=\"T_2a530_row13_col2\" class=\"data row13 col2\" >-0.07</td>\n",
+       "      <td id=\"T_2a530_row13_col3\" class=\"data row13 col3\" ></td>\n",
+       "      <td id=\"T_2a530_row13_col4\" class=\"data row13 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2a530_row13_col5\" class=\"data row13 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2a530_level0_row14\" class=\"row_heading level0 row14\" >coef_female_and_tour_frequency_is_2</th>\n",
+       "      <td id=\"T_2a530_row14_col0\" class=\"data row14 col0\" > 0.140</td>\n",
+       "      <td id=\"T_2a530_row14_col1\" class=\"data row14 col1\" > 0.188</td>\n",
+       "      <td id=\"T_2a530_row14_col2\" class=\"data row14 col2\" > 0.74</td>\n",
+       "      <td id=\"T_2a530_row14_col3\" class=\"data row14 col3\" ></td>\n",
+       "      <td id=\"T_2a530_row14_col4\" class=\"data row14 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2a530_row14_col5\" class=\"data row14 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2a530_level0_row15\" class=\"row_heading level0 row15\" >coef_female_and_tour_frequency_is_5</th>\n",
+       "      <td id=\"T_2a530_row15_col0\" class=\"data row15 col0\" > 1.41</td>\n",
+       "      <td id=\"T_2a530_row15_col1\" class=\"data row15 col1\" > 0.250</td>\n",
+       "      <td id=\"T_2a530_row15_col2\" class=\"data row15 col2\" > 5.62</td>\n",
+       "      <td id=\"T_2a530_row15_col3\" class=\"data row15 col3\" >***</td>\n",
+       "      <td id=\"T_2a530_row15_col4\" class=\"data row15 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2a530_row15_col5\" class=\"data row15 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2a530_level0_row16\" class=\"row_heading level0 row16\" >coef_high_income_group_and_eating_out_tour</th>\n",
+       "      <td id=\"T_2a530_row16_col0\" class=\"data row16 col0\" >-0.130</td>\n",
+       "      <td id=\"T_2a530_row16_col1\" class=\"data row16 col1\" > 0.215</td>\n",
+       "      <td id=\"T_2a530_row16_col2\" class=\"data row16 col2\" >-0.60</td>\n",
+       "      <td id=\"T_2a530_row16_col3\" class=\"data row16 col3\" ></td>\n",
+       "      <td id=\"T_2a530_row16_col4\" class=\"data row16 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2a530_row16_col5\" class=\"data row16 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2a530_level0_row17\" class=\"row_heading level0 row17\" >coef_high_income_group_and_shopping_tour</th>\n",
+       "      <td id=\"T_2a530_row17_col0\" class=\"data row17 col0\" > 0.648</td>\n",
+       "      <td id=\"T_2a530_row17_col1\" class=\"data row17 col1\" > 0.180</td>\n",
+       "      <td id=\"T_2a530_row17_col2\" class=\"data row17 col2\" > 3.60</td>\n",
+       "      <td id=\"T_2a530_row17_col3\" class=\"data row17 col3\" >***</td>\n",
+       "      <td id=\"T_2a530_row17_col4\" class=\"data row17 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2a530_row17_col5\" class=\"data row17 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2a530_level0_row18\" class=\"row_heading level0 row18\" >coef_high_income_group_and_tour_frequency_is_1</th>\n",
+       "      <td id=\"T_2a530_row18_col0\" class=\"data row18 col0\" > 0.192</td>\n",
+       "      <td id=\"T_2a530_row18_col1\" class=\"data row18 col1\" > 0.180</td>\n",
+       "      <td id=\"T_2a530_row18_col2\" class=\"data row18 col2\" > 1.07</td>\n",
+       "      <td id=\"T_2a530_row18_col3\" class=\"data row18 col3\" ></td>\n",
+       "      <td id=\"T_2a530_row18_col4\" class=\"data row18 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2a530_row18_col5\" class=\"data row18 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2a530_level0_row19\" class=\"row_heading level0 row19\" >coef_high_income_group_and_tour_frequency_is_2</th>\n",
+       "      <td id=\"T_2a530_row19_col0\" class=\"data row19 col0\" > 0.658</td>\n",
+       "      <td id=\"T_2a530_row19_col1\" class=\"data row19 col1\" > 0.215</td>\n",
+       "      <td id=\"T_2a530_row19_col2\" class=\"data row19 col2\" > 3.07</td>\n",
+       "      <td id=\"T_2a530_row19_col3\" class=\"data row19 col3\" >**</td>\n",
+       "      <td id=\"T_2a530_row19_col4\" class=\"data row19 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2a530_row19_col5\" class=\"data row19 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2a530_level0_row20\" class=\"row_heading level0 row20\" >coef_high_income_group_and_tour_frequency_is_5_plus</th>\n",
+       "      <td id=\"T_2a530_row20_col0\" class=\"data row20 col0\" > 0.540</td>\n",
+       "      <td id=\"T_2a530_row20_col1\" class=\"data row20 col1\" > 0.282</td>\n",
+       "      <td id=\"T_2a530_row20_col2\" class=\"data row20 col2\" > 1.92</td>\n",
+       "      <td id=\"T_2a530_row20_col3\" class=\"data row20 col3\" ></td>\n",
+       "      <td id=\"T_2a530_row20_col4\" class=\"data row20 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2a530_row20_col5\" class=\"data row20 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2a530_level0_row21\" class=\"row_heading level0 row21\" >coef_high_income_group_and_visiting_tour</th>\n",
+       "      <td id=\"T_2a530_row21_col0\" class=\"data row21 col0\" >-0.536</td>\n",
+       "      <td id=\"T_2a530_row21_col1\" class=\"data row21 col1\" > 0.215</td>\n",
+       "      <td id=\"T_2a530_row21_col2\" class=\"data row21 col2\" >-2.50</td>\n",
+       "      <td id=\"T_2a530_row21_col3\" class=\"data row21 col3\" >*</td>\n",
+       "      <td id=\"T_2a530_row21_col4\" class=\"data row21 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2a530_row21_col5\" class=\"data row21 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2a530_level0_row22\" class=\"row_heading level0 row22\" >coef_logged_maximum_residual_window_tour_frequency_is_0</th>\n",
+       "      <td id=\"T_2a530_row22_col0\" class=\"data row22 col0\" > 1.14</td>\n",
+       "      <td id=\"T_2a530_row22_col1\" class=\"data row22 col1\" > NA</td>\n",
+       "      <td id=\"T_2a530_row22_col2\" class=\"data row22 col2\" > NA</td>\n",
+       "      <td id=\"T_2a530_row22_col3\" class=\"data row22 col3\" ></td>\n",
+       "      <td id=\"T_2a530_row22_col4\" class=\"data row22 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2a530_row22_col5\" class=\"data row22 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2a530_level0_row23\" class=\"row_heading level0 row23\" >coef_logged_maximum_residual_window_tour_frequency_is_5_plus</th>\n",
+       "      <td id=\"T_2a530_row23_col0\" class=\"data row23 col0\" > 1.53</td>\n",
+       "      <td id=\"T_2a530_row23_col1\" class=\"data row23 col1\" > NA</td>\n",
+       "      <td id=\"T_2a530_row23_col2\" class=\"data row23 col2\" > NA</td>\n",
+       "      <td id=\"T_2a530_row23_col3\" class=\"data row23 col3\" ></td>\n",
+       "      <td id=\"T_2a530_row23_col4\" class=\"data row23 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2a530_row23_col5\" class=\"data row23 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2a530_level0_row24\" class=\"row_heading level0 row24\" >coef_mediumhigh_income_group_and_tour_frequency_is_1</th>\n",
+       "      <td id=\"T_2a530_row24_col0\" class=\"data row24 col0\" >-0.0200</td>\n",
+       "      <td id=\"T_2a530_row24_col1\" class=\"data row24 col1\" > 0.180</td>\n",
+       "      <td id=\"T_2a530_row24_col2\" class=\"data row24 col2\" >-0.11</td>\n",
+       "      <td id=\"T_2a530_row24_col3\" class=\"data row24 col3\" ></td>\n",
+       "      <td id=\"T_2a530_row24_col4\" class=\"data row24 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2a530_row24_col5\" class=\"data row24 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2a530_level0_row25\" class=\"row_heading level0 row25\" >coef_mediumhigh_income_group_and_tour_frequency_is_2</th>\n",
+       "      <td id=\"T_2a530_row25_col0\" class=\"data row25 col0\" > 0.0675</td>\n",
+       "      <td id=\"T_2a530_row25_col1\" class=\"data row25 col1\" > 0.226</td>\n",
+       "      <td id=\"T_2a530_row25_col2\" class=\"data row25 col2\" > 0.30</td>\n",
+       "      <td id=\"T_2a530_row25_col3\" class=\"data row25 col3\" ></td>\n",
+       "      <td id=\"T_2a530_row25_col4\" class=\"data row25 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2a530_row25_col5\" class=\"data row25 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2a530_level0_row26\" class=\"row_heading level0 row26\" >coef_mediumhigh_income_group_and_tour_frequency_is_5_plus</th>\n",
+       "      <td id=\"T_2a530_row26_col0\" class=\"data row26 col0\" > 0.530</td>\n",
+       "      <td id=\"T_2a530_row26_col1\" class=\"data row26 col1\" > 0.268</td>\n",
+       "      <td id=\"T_2a530_row26_col2\" class=\"data row26 col2\" > 1.98</td>\n",
+       "      <td id=\"T_2a530_row26_col3\" class=\"data row26 col3\" >*</td>\n",
+       "      <td id=\"T_2a530_row26_col4\" class=\"data row26 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2a530_row26_col5\" class=\"data row26 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2a530_level0_row27\" class=\"row_heading level0 row27\" >coef_number_of_joint_discretionary_tours</th>\n",
+       "      <td id=\"T_2a530_row27_col0\" class=\"data row27 col0\" > 1.21</td>\n",
+       "      <td id=\"T_2a530_row27_col1\" class=\"data row27 col1\" > 0.353</td>\n",
+       "      <td id=\"T_2a530_row27_col2\" class=\"data row27 col2\" > 3.43</td>\n",
+       "      <td id=\"T_2a530_row27_col3\" class=\"data row27 col3\" >***</td>\n",
+       "      <td id=\"T_2a530_row27_col4\" class=\"data row27 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2a530_row27_col5\" class=\"data row27 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2a530_level0_row28\" class=\"row_heading level0 row28\" >coef_number_of_joint_shopping_tours</th>\n",
+       "      <td id=\"T_2a530_row28_col0\" class=\"data row28 col0\" >-0.600</td>\n",
+       "      <td id=\"T_2a530_row28_col1\" class=\"data row28 col1\" > 0.791</td>\n",
+       "      <td id=\"T_2a530_row28_col2\" class=\"data row28 col2\" >-0.76</td>\n",
+       "      <td id=\"T_2a530_row28_col3\" class=\"data row28 col3\" ></td>\n",
+       "      <td id=\"T_2a530_row28_col4\" class=\"data row28 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2a530_row28_col5\" class=\"data row28 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2a530_level0_row29\" class=\"row_heading level0 row29\" >coef_number_of_joint_tours_and_tour_frequency_is_2</th>\n",
+       "      <td id=\"T_2a530_row29_col0\" class=\"data row29 col0\" >-0.543</td>\n",
+       "      <td id=\"T_2a530_row29_col1\" class=\"data row29 col1\" > 0.347</td>\n",
+       "      <td id=\"T_2a530_row29_col2\" class=\"data row29 col2\" >-1.57</td>\n",
+       "      <td id=\"T_2a530_row29_col3\" class=\"data row29 col3\" ></td>\n",
+       "      <td id=\"T_2a530_row29_col4\" class=\"data row29 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2a530_row29_col5\" class=\"data row29 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2a530_level0_row30\" class=\"row_heading level0 row30\" >coef_number_of_joint_tours_and_tour_frequency_is_3</th>\n",
+       "      <td id=\"T_2a530_row30_col0\" class=\"data row30 col0\" >-0.800</td>\n",
+       "      <td id=\"T_2a530_row30_col1\" class=\"data row30 col1\" > 0.423</td>\n",
+       "      <td id=\"T_2a530_row30_col2\" class=\"data row30 col2\" >-1.89</td>\n",
+       "      <td id=\"T_2a530_row30_col3\" class=\"data row30 col3\" ></td>\n",
+       "      <td id=\"T_2a530_row30_col4\" class=\"data row30 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2a530_row30_col5\" class=\"data row30 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2a530_level0_row31\" class=\"row_heading level0 row31\" >coef_number_of_joint_tours_and_tour_frequency_is_5_plus</th>\n",
+       "      <td id=\"T_2a530_row31_col0\" class=\"data row31 col0\" >-999.</td>\n",
+       "      <td id=\"T_2a530_row31_col1\" class=\"data row31 col1\" > 0.00</td>\n",
+       "      <td id=\"T_2a530_row31_col2\" class=\"data row31 col2\" > NA</td>\n",
+       "      <td id=\"T_2a530_row31_col3\" class=\"data row31 col3\" ></td>\n",
+       "      <td id=\"T_2a530_row31_col4\" class=\"data row31 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2a530_row31_col5\" class=\"data row31 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2a530_level0_row32\" class=\"row_heading level0 row32\" >coef_number_of_mandatory_tours_and_tour_frequency_is_1</th>\n",
+       "      <td id=\"T_2a530_row32_col0\" class=\"data row32 col0\" >-0.0978</td>\n",
+       "      <td id=\"T_2a530_row32_col1\" class=\"data row32 col1\" > 0.170</td>\n",
+       "      <td id=\"T_2a530_row32_col2\" class=\"data row32 col2\" >-0.58</td>\n",
+       "      <td id=\"T_2a530_row32_col3\" class=\"data row32 col3\" ></td>\n",
+       "      <td id=\"T_2a530_row32_col4\" class=\"data row32 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2a530_row32_col5\" class=\"data row32 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2a530_level0_row33\" class=\"row_heading level0 row33\" >coef_number_of_mandatory_tours_and_tour_frequency_is_2</th>\n",
+       "      <td id=\"T_2a530_row33_col0\" class=\"data row33 col0\" >-0.496</td>\n",
+       "      <td id=\"T_2a530_row33_col1\" class=\"data row33 col1\" > 0.194</td>\n",
+       "      <td id=\"T_2a530_row33_col2\" class=\"data row33 col2\" >-2.55</td>\n",
+       "      <td id=\"T_2a530_row33_col3\" class=\"data row33 col3\" >*</td>\n",
+       "      <td id=\"T_2a530_row33_col4\" class=\"data row33 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2a530_row33_col5\" class=\"data row33 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2a530_level0_row34\" class=\"row_heading level0 row34\" >coef_number_of_mandatory_tours_and_tour_frequency_is_3</th>\n",
+       "      <td id=\"T_2a530_row34_col0\" class=\"data row34 col0\" >-1.55</td>\n",
+       "      <td id=\"T_2a530_row34_col1\" class=\"data row34 col1\" > 0.250</td>\n",
+       "      <td id=\"T_2a530_row34_col2\" class=\"data row34 col2\" >-6.21</td>\n",
+       "      <td id=\"T_2a530_row34_col3\" class=\"data row34 col3\" >***</td>\n",
+       "      <td id=\"T_2a530_row34_col4\" class=\"data row34 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2a530_row34_col5\" class=\"data row34 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2a530_level0_row35\" class=\"row_heading level0 row35\" >coef_presence_of_full_time_worker_and_discretionary_tour</th>\n",
+       "      <td id=\"T_2a530_row35_col0\" class=\"data row35 col0\" >-0.576</td>\n",
+       "      <td id=\"T_2a530_row35_col1\" class=\"data row35 col1\" > 0.145</td>\n",
+       "      <td id=\"T_2a530_row35_col2\" class=\"data row35 col2\" >-3.98</td>\n",
+       "      <td id=\"T_2a530_row35_col3\" class=\"data row35 col3\" >***</td>\n",
+       "      <td id=\"T_2a530_row35_col4\" class=\"data row35 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2a530_row35_col5\" class=\"data row35 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2a530_level0_row36\" class=\"row_heading level0 row36\" >coef_presence_of_full_time_worker_and_eating_out_tour</th>\n",
+       "      <td id=\"T_2a530_row36_col0\" class=\"data row36 col0\" >-0.770</td>\n",
+       "      <td id=\"T_2a530_row36_col1\" class=\"data row36 col1\" > 0.198</td>\n",
+       "      <td id=\"T_2a530_row36_col2\" class=\"data row36 col2\" >-3.89</td>\n",
+       "      <td id=\"T_2a530_row36_col3\" class=\"data row36 col3\" >***</td>\n",
+       "      <td id=\"T_2a530_row36_col4\" class=\"data row36 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2a530_row36_col5\" class=\"data row36 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2a530_level0_row37\" class=\"row_heading level0 row37\" >coef_presence_of_full_time_worker_and_shopping_tour</th>\n",
+       "      <td id=\"T_2a530_row37_col0\" class=\"data row37 col0\" >-0.732</td>\n",
+       "      <td id=\"T_2a530_row37_col1\" class=\"data row37 col1\" > 0.158</td>\n",
+       "      <td id=\"T_2a530_row37_col2\" class=\"data row37 col2\" >-4.63</td>\n",
+       "      <td id=\"T_2a530_row37_col3\" class=\"data row37 col3\" >***</td>\n",
+       "      <td id=\"T_2a530_row37_col4\" class=\"data row37 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2a530_row37_col5\" class=\"data row37 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2a530_level0_row38\" class=\"row_heading level0 row38\" >coef_presence_of_non_worker_and_discretionary_tour</th>\n",
+       "      <td id=\"T_2a530_row38_col0\" class=\"data row38 col0\" > 1.12</td>\n",
+       "      <td id=\"T_2a530_row38_col1\" class=\"data row38 col1\" > 0.179</td>\n",
+       "      <td id=\"T_2a530_row38_col2\" class=\"data row38 col2\" > 6.23</td>\n",
+       "      <td id=\"T_2a530_row38_col3\" class=\"data row38 col3\" >***</td>\n",
+       "      <td id=\"T_2a530_row38_col4\" class=\"data row38 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2a530_row38_col5\" class=\"data row38 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2a530_level0_row39\" class=\"row_heading level0 row39\" >coef_presence_of_non_worker_and_tour_frequency_is_1</th>\n",
+       "      <td id=\"T_2a530_row39_col0\" class=\"data row39 col0\" >-0.653</td>\n",
+       "      <td id=\"T_2a530_row39_col1\" class=\"data row39 col1\" > 0.180</td>\n",
+       "      <td id=\"T_2a530_row39_col2\" class=\"data row39 col2\" >-3.64</td>\n",
+       "      <td id=\"T_2a530_row39_col3\" class=\"data row39 col3\" >***</td>\n",
+       "      <td id=\"T_2a530_row39_col4\" class=\"data row39 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2a530_row39_col5\" class=\"data row39 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2a530_level0_row40\" class=\"row_heading level0 row40\" >coef_presence_of_non_worker_and_tour_frequency_is_5</th>\n",
+       "      <td id=\"T_2a530_row40_col0\" class=\"data row40 col0\" >-1.46</td>\n",
+       "      <td id=\"T_2a530_row40_col1\" class=\"data row40 col1\" > 0.214</td>\n",
+       "      <td id=\"T_2a530_row40_col2\" class=\"data row40 col2\" >-6.82</td>\n",
+       "      <td id=\"T_2a530_row40_col3\" class=\"data row40 col3\" >***</td>\n",
+       "      <td id=\"T_2a530_row40_col4\" class=\"data row40 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2a530_row40_col5\" class=\"data row40 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2a530_level0_row41\" class=\"row_heading level0 row41\" >coef_presence_of_part_time_worker_and_eating_out_tour</th>\n",
+       "      <td id=\"T_2a530_row41_col0\" class=\"data row41 col0\" >-2.81</td>\n",
+       "      <td id=\"T_2a530_row41_col1\" class=\"data row41 col1\" > 0.388</td>\n",
+       "      <td id=\"T_2a530_row41_col2\" class=\"data row41 col2\" >-7.24</td>\n",
+       "      <td id=\"T_2a530_row41_col3\" class=\"data row41 col3\" >***</td>\n",
+       "      <td id=\"T_2a530_row41_col4\" class=\"data row41 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2a530_row41_col5\" class=\"data row41 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2a530_level0_row42\" class=\"row_heading level0 row42\" >coef_presence_of_part_time_worker_and_escorting_tour</th>\n",
+       "      <td id=\"T_2a530_row42_col0\" class=\"data row42 col0\" >-1.59</td>\n",
+       "      <td id=\"T_2a530_row42_col1\" class=\"data row42 col1\" > 0.172</td>\n",
+       "      <td id=\"T_2a530_row42_col2\" class=\"data row42 col2\" >-9.21</td>\n",
+       "      <td id=\"T_2a530_row42_col3\" class=\"data row42 col3\" >***</td>\n",
+       "      <td id=\"T_2a530_row42_col4\" class=\"data row42 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2a530_row42_col5\" class=\"data row42 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2a530_level0_row43\" class=\"row_heading level0 row43\" >coef_presence_of_part_time_worker_and_shopping_tour</th>\n",
+       "      <td id=\"T_2a530_row43_col0\" class=\"data row43 col0\" >-0.486</td>\n",
+       "      <td id=\"T_2a530_row43_col1\" class=\"data row43 col1\" > 0.156</td>\n",
+       "      <td id=\"T_2a530_row43_col2\" class=\"data row43 col2\" >-3.11</td>\n",
+       "      <td id=\"T_2a530_row43_col3\" class=\"data row43 col3\" >**</td>\n",
+       "      <td id=\"T_2a530_row43_col4\" class=\"data row43 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2a530_row43_col5\" class=\"data row43 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2a530_level0_row44\" class=\"row_heading level0 row44\" >coef_presence_of_pre_driving_school_kid_and_escorting_tour</th>\n",
+       "      <td id=\"T_2a530_row44_col0\" class=\"data row44 col0\" > 0.992</td>\n",
+       "      <td id=\"T_2a530_row44_col1\" class=\"data row44 col1\" > 0.114</td>\n",
+       "      <td id=\"T_2a530_row44_col2\" class=\"data row44 col2\" > 8.69</td>\n",
+       "      <td id=\"T_2a530_row44_col3\" class=\"data row44 col3\" >***</td>\n",
+       "      <td id=\"T_2a530_row44_col4\" class=\"data row44 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2a530_row44_col5\" class=\"data row44 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2a530_level0_row45\" class=\"row_heading level0 row45\" >coef_presence_of_pre_driving_school_kid_and_maintenance_tour</th>\n",
+       "      <td id=\"T_2a530_row45_col0\" class=\"data row45 col0\" > 0.880</td>\n",
+       "      <td id=\"T_2a530_row45_col1\" class=\"data row45 col1\" > 0.221</td>\n",
+       "      <td id=\"T_2a530_row45_col2\" class=\"data row45 col2\" > 3.98</td>\n",
+       "      <td id=\"T_2a530_row45_col3\" class=\"data row45 col3\" >***</td>\n",
+       "      <td id=\"T_2a530_row45_col4\" class=\"data row45 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2a530_row45_col5\" class=\"data row45 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2a530_level0_row46\" class=\"row_heading level0 row46\" >coef_presence_of_pre_school_kid_and_escorting_tour</th>\n",
+       "      <td id=\"T_2a530_row46_col0\" class=\"data row46 col0\" > 1.88</td>\n",
+       "      <td id=\"T_2a530_row46_col1\" class=\"data row46 col1\" > 0.216</td>\n",
+       "      <td id=\"T_2a530_row46_col2\" class=\"data row46 col2\" > 8.71</td>\n",
+       "      <td id=\"T_2a530_row46_col3\" class=\"data row46 col3\" >***</td>\n",
+       "      <td id=\"T_2a530_row46_col4\" class=\"data row46 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2a530_row46_col5\" class=\"data row46 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2a530_level0_row47\" class=\"row_heading level0 row47\" >coef_presence_of_pre_school_kid_and_maintenance_tour</th>\n",
+       "      <td id=\"T_2a530_row47_col0\" class=\"data row47 col0\" > 0.753</td>\n",
+       "      <td id=\"T_2a530_row47_col1\" class=\"data row47 col1\" > 0.317</td>\n",
+       "      <td id=\"T_2a530_row47_col2\" class=\"data row47 col2\" > 2.38</td>\n",
+       "      <td id=\"T_2a530_row47_col3\" class=\"data row47 col3\" >*</td>\n",
+       "      <td id=\"T_2a530_row47_col4\" class=\"data row47 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2a530_row47_col5\" class=\"data row47 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2a530_level0_row48\" class=\"row_heading level0 row48\" >coef_presence_of_pre_school_kid_and_shopping_tour</th>\n",
+       "      <td id=\"T_2a530_row48_col0\" class=\"data row48 col0\" > 1.06</td>\n",
+       "      <td id=\"T_2a530_row48_col1\" class=\"data row48 col1\" > 0.245</td>\n",
+       "      <td id=\"T_2a530_row48_col2\" class=\"data row48 col2\" > 4.32</td>\n",
+       "      <td id=\"T_2a530_row48_col3\" class=\"data row48 col3\" >***</td>\n",
+       "      <td id=\"T_2a530_row48_col4\" class=\"data row48 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2a530_row48_col5\" class=\"data row48 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2a530_level0_row49\" class=\"row_heading level0 row49\" >coef_presence_of_preschool_kid_in_household_and_tour_frequency_is_1</th>\n",
+       "      <td id=\"T_2a530_row49_col0\" class=\"data row49 col0\" >-1.00</td>\n",
+       "      <td id=\"T_2a530_row49_col1\" class=\"data row49 col1\" > 0.269</td>\n",
+       "      <td id=\"T_2a530_row49_col2\" class=\"data row49 col2\" >-3.71</td>\n",
+       "      <td id=\"T_2a530_row49_col3\" class=\"data row49 col3\" >***</td>\n",
+       "      <td id=\"T_2a530_row49_col4\" class=\"data row49 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2a530_row49_col5\" class=\"data row49 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2a530_level0_row50\" class=\"row_heading level0 row50\" >coef_presence_of_preschool_kid_in_household_and_tour_frequency_is_2</th>\n",
+       "      <td id=\"T_2a530_row50_col0\" class=\"data row50 col0\" >-1.76</td>\n",
+       "      <td id=\"T_2a530_row50_col1\" class=\"data row50 col1\" > 0.389</td>\n",
+       "      <td id=\"T_2a530_row50_col2\" class=\"data row50 col2\" >-4.53</td>\n",
+       "      <td id=\"T_2a530_row50_col3\" class=\"data row50 col3\" >***</td>\n",
+       "      <td id=\"T_2a530_row50_col4\" class=\"data row50 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2a530_row50_col5\" class=\"data row50 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2a530_level0_row51\" class=\"row_heading level0 row51\" >coef_presence_of_preschool_kid_in_household_and_tour_frequency_is_5</th>\n",
+       "      <td id=\"T_2a530_row51_col0\" class=\"data row51 col0\" >-2.20</td>\n",
+       "      <td id=\"T_2a530_row51_col1\" class=\"data row51 col1\" > 0.521</td>\n",
+       "      <td id=\"T_2a530_row51_col2\" class=\"data row51 col2\" >-4.23</td>\n",
+       "      <td id=\"T_2a530_row51_col3\" class=\"data row51 col3\" >***</td>\n",
+       "      <td id=\"T_2a530_row51_col4\" class=\"data row51 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2a530_row51_col5\" class=\"data row51 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2a530_level0_row52\" class=\"row_heading level0 row52\" >coef_presence_of_university_student_and_discretionary_tour</th>\n",
+       "      <td id=\"T_2a530_row52_col0\" class=\"data row52 col0\" >-0.735</td>\n",
+       "      <td id=\"T_2a530_row52_col1\" class=\"data row52 col1\" > 0.169</td>\n",
+       "      <td id=\"T_2a530_row52_col2\" class=\"data row52 col2\" >-4.35</td>\n",
+       "      <td id=\"T_2a530_row52_col3\" class=\"data row52 col3\" >***</td>\n",
+       "      <td id=\"T_2a530_row52_col4\" class=\"data row52 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2a530_row52_col5\" class=\"data row52 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2a530_level0_row53\" class=\"row_heading level0 row53\" >coef_presence_of_university_student_and_eating_out_tour</th>\n",
+       "      <td id=\"T_2a530_row53_col0\" class=\"data row53 col0\" >-0.545</td>\n",
+       "      <td id=\"T_2a530_row53_col1\" class=\"data row53 col1\" > 0.227</td>\n",
+       "      <td id=\"T_2a530_row53_col2\" class=\"data row53 col2\" >-2.41</td>\n",
+       "      <td id=\"T_2a530_row53_col3\" class=\"data row53 col3\" >*</td>\n",
+       "      <td id=\"T_2a530_row53_col4\" class=\"data row53 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2a530_row53_col5\" class=\"data row53 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2a530_level0_row54\" class=\"row_heading level0 row54\" >coef_total_number_of_tours_is_1</th>\n",
+       "      <td id=\"T_2a530_row54_col0\" class=\"data row54 col0\" >-6.46</td>\n",
+       "      <td id=\"T_2a530_row54_col1\" class=\"data row54 col1\" > 185.</td>\n",
+       "      <td id=\"T_2a530_row54_col2\" class=\"data row54 col2\" >-0.03</td>\n",
+       "      <td id=\"T_2a530_row54_col3\" class=\"data row54 col3\" ></td>\n",
+       "      <td id=\"T_2a530_row54_col4\" class=\"data row54 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2a530_row54_col5\" class=\"data row54 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2a530_level0_row55\" class=\"row_heading level0 row55\" >coef_total_number_of_tours_is_2</th>\n",
+       "      <td id=\"T_2a530_row55_col0\" class=\"data row55 col0\" >-9.07</td>\n",
+       "      <td id=\"T_2a530_row55_col1\" class=\"data row55 col1\" > 371.</td>\n",
+       "      <td id=\"T_2a530_row55_col2\" class=\"data row55 col2\" >-0.02</td>\n",
+       "      <td id=\"T_2a530_row55_col3\" class=\"data row55 col3\" ></td>\n",
+       "      <td id=\"T_2a530_row55_col4\" class=\"data row55 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2a530_row55_col5\" class=\"data row55 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2a530_level0_row56\" class=\"row_heading level0 row56\" >coef_total_number_of_tours_is_3</th>\n",
+       "      <td id=\"T_2a530_row56_col0\" class=\"data row56 col0\" >-12.0</td>\n",
+       "      <td id=\"T_2a530_row56_col1\" class=\"data row56 col1\" > 556.</td>\n",
+       "      <td id=\"T_2a530_row56_col2\" class=\"data row56 col2\" >-0.02</td>\n",
+       "      <td id=\"T_2a530_row56_col3\" class=\"data row56 col3\" ></td>\n",
+       "      <td id=\"T_2a530_row56_col4\" class=\"data row56 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2a530_row56_col5\" class=\"data row56 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2a530_level0_row57\" class=\"row_heading level0 row57\" >coef_total_number_of_tours_is_4</th>\n",
+       "      <td id=\"T_2a530_row57_col0\" class=\"data row57 col0\" >-15.8</td>\n",
+       "      <td id=\"T_2a530_row57_col1\" class=\"data row57 col1\" > 741.</td>\n",
+       "      <td id=\"T_2a530_row57_col2\" class=\"data row57 col2\" >-0.02</td>\n",
+       "      <td id=\"T_2a530_row57_col3\" class=\"data row57 col3\" ></td>\n",
+       "      <td id=\"T_2a530_row57_col4\" class=\"data row57 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2a530_row57_col5\" class=\"data row57 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2a530_level0_row58\" class=\"row_heading level0 row58\" >coef_transit_access_to_retail_and_discretionary</th>\n",
+       "      <td id=\"T_2a530_row58_col0\" class=\"data row58 col0\" > 0.00</td>\n",
+       "      <td id=\"T_2a530_row58_col1\" class=\"data row58 col1\" > 0.00</td>\n",
+       "      <td id=\"T_2a530_row58_col2\" class=\"data row58 col2\" > NA</td>\n",
+       "      <td id=\"T_2a530_row58_col3\" class=\"data row58 col3\" ></td>\n",
+       "      <td id=\"T_2a530_row58_col4\" class=\"data row58 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2a530_row58_col5\" class=\"data row58 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2a530_level0_row59\" class=\"row_heading level0 row59\" >coef_transit_access_to_retail_and_maintenance</th>\n",
+       "      <td id=\"T_2a530_row59_col0\" class=\"data row59 col0\" > 0.100</td>\n",
+       "      <td id=\"T_2a530_row59_col1\" class=\"data row59 col1\" > 0.0621</td>\n",
+       "      <td id=\"T_2a530_row59_col2\" class=\"data row59 col2\" > 1.61</td>\n",
+       "      <td id=\"T_2a530_row59_col3\" class=\"data row59 col3\" ></td>\n",
+       "      <td id=\"T_2a530_row59_col4\" class=\"data row59 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2a530_row59_col5\" class=\"data row59 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2a530_level0_row60\" class=\"row_heading level0 row60\" >coef_transit_access_to_retail_and_tour_frequency_is_5_plus</th>\n",
+       "      <td id=\"T_2a530_row60_col0\" class=\"data row60 col0\" > 0.0272</td>\n",
+       "      <td id=\"T_2a530_row60_col1\" class=\"data row60 col1\" > 0.0421</td>\n",
+       "      <td id=\"T_2a530_row60_col2\" class=\"data row60 col2\" > 0.65</td>\n",
+       "      <td id=\"T_2a530_row60_col3\" class=\"data row60 col3\" ></td>\n",
+       "      <td id=\"T_2a530_row60_col4\" class=\"data row60 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2a530_row60_col5\" class=\"data row60 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2a530_level0_row61\" class=\"row_heading level0 row61\" >coef_urban_and_discretionary_tour</th>\n",
+       "      <td id=\"T_2a530_row61_col0\" class=\"data row61 col0\" > 1.25</td>\n",
+       "      <td id=\"T_2a530_row61_col1\" class=\"data row61 col1\" > 0.258</td>\n",
+       "      <td id=\"T_2a530_row61_col2\" class=\"data row61 col2\" > 4.83</td>\n",
+       "      <td id=\"T_2a530_row61_col3\" class=\"data row61 col3\" >***</td>\n",
+       "      <td id=\"T_2a530_row61_col4\" class=\"data row61 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2a530_row61_col5\" class=\"data row61 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2a530_level0_row62\" class=\"row_heading level0 row62\" >coef_urban_and_eatingout_tour</th>\n",
+       "      <td id=\"T_2a530_row62_col0\" class=\"data row62 col0\" > 0.594</td>\n",
+       "      <td id=\"T_2a530_row62_col1\" class=\"data row62 col1\" > 0.274</td>\n",
+       "      <td id=\"T_2a530_row62_col2\" class=\"data row62 col2\" > 2.17</td>\n",
+       "      <td id=\"T_2a530_row62_col3\" class=\"data row62 col3\" >*</td>\n",
+       "      <td id=\"T_2a530_row62_col4\" class=\"data row62 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2a530_row62_col5\" class=\"data row62 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2a530_level0_row63\" class=\"row_heading level0 row63\" >coef_urban_and_escorting_tour</th>\n",
+       "      <td id=\"T_2a530_row63_col0\" class=\"data row63 col0\" > 0.778</td>\n",
+       "      <td id=\"T_2a530_row63_col1\" class=\"data row63 col1\" > 0.233</td>\n",
+       "      <td id=\"T_2a530_row63_col2\" class=\"data row63 col2\" > 3.35</td>\n",
+       "      <td id=\"T_2a530_row63_col3\" class=\"data row63 col3\" >***</td>\n",
+       "      <td id=\"T_2a530_row63_col4\" class=\"data row63 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2a530_row63_col5\" class=\"data row63 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2a530_level0_row64\" class=\"row_heading level0 row64\" >coef_urban_and_maintenance_tour</th>\n",
+       "      <td id=\"T_2a530_row64_col0\" class=\"data row64 col0\" > 0.853</td>\n",
+       "      <td id=\"T_2a530_row64_col1\" class=\"data row64 col1\" > 0.339</td>\n",
+       "      <td id=\"T_2a530_row64_col2\" class=\"data row64 col2\" > 2.52</td>\n",
+       "      <td id=\"T_2a530_row64_col3\" class=\"data row64 col3\" >*</td>\n",
+       "      <td id=\"T_2a530_row64_col4\" class=\"data row64 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2a530_row64_col5\" class=\"data row64 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2a530_level0_row65\" class=\"row_heading level0 row65\" >coef_urban_and_shopping_tour</th>\n",
+       "      <td id=\"T_2a530_row65_col0\" class=\"data row65 col0\" > 0.637</td>\n",
+       "      <td id=\"T_2a530_row65_col1\" class=\"data row65 col1\" > 0.262</td>\n",
+       "      <td id=\"T_2a530_row65_col2\" class=\"data row65 col2\" > 2.43</td>\n",
+       "      <td id=\"T_2a530_row65_col3\" class=\"data row65 col3\" >*</td>\n",
+       "      <td id=\"T_2a530_row65_col4\" class=\"data row65 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2a530_row65_col5\" class=\"data row65 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2a530_level0_row66\" class=\"row_heading level0 row66\" >coef_urban_and_tour_frequency_is_1</th>\n",
+       "      <td id=\"T_2a530_row66_col0\" class=\"data row66 col0\" >-0.925</td>\n",
+       "      <td id=\"T_2a530_row66_col1\" class=\"data row66 col1\" > 0.280</td>\n",
+       "      <td id=\"T_2a530_row66_col2\" class=\"data row66 col2\" >-3.30</td>\n",
+       "      <td id=\"T_2a530_row66_col3\" class=\"data row66 col3\" >***</td>\n",
+       "      <td id=\"T_2a530_row66_col4\" class=\"data row66 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2a530_row66_col5\" class=\"data row66 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2a530_level0_row67\" class=\"row_heading level0 row67\" >coef_urban_and_tour_frequency_is_2</th>\n",
+       "      <td id=\"T_2a530_row67_col0\" class=\"data row67 col0\" >-2.12</td>\n",
+       "      <td id=\"T_2a530_row67_col1\" class=\"data row67 col1\" > 0.455</td>\n",
+       "      <td id=\"T_2a530_row67_col2\" class=\"data row67 col2\" >-4.66</td>\n",
+       "      <td id=\"T_2a530_row67_col3\" class=\"data row67 col3\" >***</td>\n",
+       "      <td id=\"T_2a530_row67_col4\" class=\"data row67 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2a530_row67_col5\" class=\"data row67 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2a530_level0_row68\" class=\"row_heading level0 row68\" >coef_urban_and_tour_frequency_is_5_plus</th>\n",
+       "      <td id=\"T_2a530_row68_col0\" class=\"data row68 col0\" >-2.50</td>\n",
+       "      <td id=\"T_2a530_row68_col1\" class=\"data row68 col1\" > 0.659</td>\n",
+       "      <td id=\"T_2a530_row68_col2\" class=\"data row68 col2\" >-3.80</td>\n",
+       "      <td id=\"T_2a530_row68_col3\" class=\"data row68 col3\" >***</td>\n",
+       "      <td id=\"T_2a530_row68_col4\" class=\"data row68 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2a530_row68_col5\" class=\"data row68 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2a530_level0_row69\" class=\"row_heading level0 row69\" >coef_walk_access_to_retail_and_shopping</th>\n",
+       "      <td id=\"T_2a530_row69_col0\" class=\"data row69 col0\" > 0.0724</td>\n",
+       "      <td id=\"T_2a530_row69_col1\" class=\"data row69 col1\" > 0.0523</td>\n",
+       "      <td id=\"T_2a530_row69_col2\" class=\"data row69 col2\" > 1.38</td>\n",
+       "      <td id=\"T_2a530_row69_col3\" class=\"data row69 col3\" ></td>\n",
+       "      <td id=\"T_2a530_row69_col4\" class=\"data row69 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2a530_row69_col5\" class=\"data row69 col5\" ></td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n"
+      ],
+      "text/plain": [
+       "<pandas.io.formats.style.Styler at 0x17f30fc40>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Model PTYPE_NONWORK\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<h3>Iteration 152 [Optimization terminated successfully] </h3>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -2162,7 +5979,7 @@
     {
      "data": {
       "text/html": [
-       "<p>Best LL = -1038.9605658891858</p>"
+       "<p>Best LL = -15004.401530353549</p>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -2193,70 +6010,74 @@
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>value</th>\n",
+       "      <th>best</th>\n",
        "      <th>initvalue</th>\n",
-       "      <th>nullvalue</th>\n",
        "      <th>minimum</th>\n",
        "      <th>maximum</th>\n",
+       "      <th>nullvalue</th>\n",
        "      <th>holdfast</th>\n",
-       "      <th>note</th>\n",
-       "      <th>best</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>param_name</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>coef_0_auto_household_and_escorting_tour</th>\n",
        "      <td>-2.000000</td>\n",
+       "      <td>-2.000000</td>\n",
        "      <td>-2.0000</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-2.0</td>\n",
        "      <td>-2.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>1</td>\n",
-       "      <td></td>\n",
-       "      <td>-2.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_1_escort_tour_constant</th>\n",
-       "      <td>-4.317862</td>\n",
+       "      <td>-0.539501</td>\n",
+       "      <td>-0.539501</td>\n",
        "      <td>-0.0629</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-4.317862</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_1_plus_eating_out_tours_constant</th>\n",
-       "      <td>-4.459267</td>\n",
+       "      <td>-0.520038</td>\n",
+       "      <td>-0.520038</td>\n",
        "      <td>-0.1429</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-4.459267</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_1_plus_maintenance_tours_constant</th>\n",
-       "      <td>-9.609591</td>\n",
+       "      <td>-0.627098</td>\n",
+       "      <td>-0.627098</td>\n",
        "      <td>-0.0653</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-9.609591</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_1_plus_other_discretionary_tours_constant</th>\n",
-       "      <td>-4.488178</td>\n",
+       "      <td>-0.154697</td>\n",
+       "      <td>-0.154697</td>\n",
        "      <td>0.3334</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-4.488178</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>...</th>\n",
@@ -2267,122 +6088,120 @@
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
-       "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_walk_access_to_retail_and_discretionary</th>\n",
-       "      <td>0.214072</td>\n",
+       "      <td>0.089664</td>\n",
+       "      <td>0.089664</td>\n",
        "      <td>0.0772</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.214072</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_walk_access_to_retail_and_shopping</th>\n",
-       "      <td>0.039849</td>\n",
+       "      <td>0.080837</td>\n",
+       "      <td>0.080837</td>\n",
        "      <td>0.0598</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.039849</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_walk_access_to_retail_and_tour_frequency_is_1</th>\n",
-       "      <td>-0.507092</td>\n",
+       "      <td>0.126334</td>\n",
+       "      <td>0.126334</td>\n",
        "      <td>0.0713</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.507092</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_walk_access_to_retail_and_tour_frequency_is_2</th>\n",
-       "      <td>-0.403984</td>\n",
+       "      <td>0.186292</td>\n",
+       "      <td>0.186292</td>\n",
        "      <td>0.1256</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.403984</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_walk_access_to_retail_and_tour_frequency_is_5_plus</th>\n",
-       "      <td>-0.260693</td>\n",
+       "      <td>0.163397</td>\n",
+       "      <td>0.163397</td>\n",
        "      <td>0.1508</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.260693</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>77 rows × 8 columns</p>\n",
+       "<p>77 rows × 7 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "                                                       value  initvalue  \\\n",
-       "coef_0_auto_household_and_escorting_tour           -2.000000    -2.0000   \n",
-       "coef_1_escort_tour_constant                        -4.317862    -0.0629   \n",
-       "coef_1_plus_eating_out_tours_constant              -4.459267    -0.1429   \n",
-       "coef_1_plus_maintenance_tours_constant             -9.609591    -0.0653   \n",
-       "coef_1_plus_other_discretionary_tours_constant     -4.488178     0.3334   \n",
-       "...                                                      ...        ...   \n",
-       "coef_walk_access_to_retail_and_discretionary        0.214072     0.0772   \n",
-       "coef_walk_access_to_retail_and_shopping             0.039849     0.0598   \n",
-       "coef_walk_access_to_retail_and_tour_frequency_is_1 -0.507092     0.0713   \n",
-       "coef_walk_access_to_retail_and_tour_frequency_is_2 -0.403984     0.1256   \n",
-       "coef_walk_access_to_retail_and_tour_frequency_i... -0.260693     0.1508   \n",
+       "                                                       value      best  \\\n",
+       "param_name                                                               \n",
+       "coef_0_auto_household_and_escorting_tour           -2.000000 -2.000000   \n",
+       "coef_1_escort_tour_constant                        -0.539501 -0.539501   \n",
+       "coef_1_plus_eating_out_tours_constant              -0.520038 -0.520038   \n",
+       "coef_1_plus_maintenance_tours_constant             -0.627098 -0.627098   \n",
+       "coef_1_plus_other_discretionary_tours_constant     -0.154697 -0.154697   \n",
+       "...                                                      ...       ...   \n",
+       "coef_walk_access_to_retail_and_discretionary        0.089664  0.089664   \n",
+       "coef_walk_access_to_retail_and_shopping             0.080837  0.080837   \n",
+       "coef_walk_access_to_retail_and_tour_frequency_is_1  0.126334  0.126334   \n",
+       "coef_walk_access_to_retail_and_tour_frequency_is_2  0.186292  0.186292   \n",
+       "coef_walk_access_to_retail_and_tour_frequency_i...  0.163397  0.163397   \n",
        "\n",
-       "                                                    nullvalue  minimum  \\\n",
-       "coef_0_auto_household_and_escorting_tour                  0.0     -2.0   \n",
-       "coef_1_escort_tour_constant                               0.0      NaN   \n",
-       "coef_1_plus_eating_out_tours_constant                     0.0      NaN   \n",
-       "coef_1_plus_maintenance_tours_constant                    0.0      NaN   \n",
-       "coef_1_plus_other_discretionary_tours_constant            0.0      NaN   \n",
+       "                                                    initvalue  minimum  \\\n",
+       "param_name                                                               \n",
+       "coef_0_auto_household_and_escorting_tour              -2.0000     -2.0   \n",
+       "coef_1_escort_tour_constant                           -0.0629    -20.0   \n",
+       "coef_1_plus_eating_out_tours_constant                 -0.1429    -20.0   \n",
+       "coef_1_plus_maintenance_tours_constant                -0.0653    -20.0   \n",
+       "coef_1_plus_other_discretionary_tours_constant         0.3334    -20.0   \n",
        "...                                                       ...      ...   \n",
-       "coef_walk_access_to_retail_and_discretionary              0.0      NaN   \n",
-       "coef_walk_access_to_retail_and_shopping                   0.0      NaN   \n",
-       "coef_walk_access_to_retail_and_tour_frequency_is_1        0.0      NaN   \n",
-       "coef_walk_access_to_retail_and_tour_frequency_is_2        0.0      NaN   \n",
-       "coef_walk_access_to_retail_and_tour_frequency_i...        0.0      NaN   \n",
+       "coef_walk_access_to_retail_and_discretionary           0.0772    -20.0   \n",
+       "coef_walk_access_to_retail_and_shopping                0.0598    -20.0   \n",
+       "coef_walk_access_to_retail_and_tour_frequency_is_1     0.0713    -20.0   \n",
+       "coef_walk_access_to_retail_and_tour_frequency_is_2     0.1256    -20.0   \n",
+       "coef_walk_access_to_retail_and_tour_frequency_i...     0.1508    -20.0   \n",
        "\n",
-       "                                                    maximum  holdfast note  \\\n",
-       "coef_0_auto_household_and_escorting_tour               -2.0         1        \n",
-       "coef_1_escort_tour_constant                             NaN         0        \n",
-       "coef_1_plus_eating_out_tours_constant                   NaN         0        \n",
-       "coef_1_plus_maintenance_tours_constant                  NaN         0        \n",
-       "coef_1_plus_other_discretionary_tours_constant          NaN         0        \n",
-       "...                                                     ...       ...  ...   \n",
-       "coef_walk_access_to_retail_and_discretionary            NaN         0        \n",
-       "coef_walk_access_to_retail_and_shopping                 NaN         0        \n",
-       "coef_walk_access_to_retail_and_tour_frequency_is_1      NaN         0        \n",
-       "coef_walk_access_to_retail_and_tour_frequency_is_2      NaN         0        \n",
-       "coef_walk_access_to_retail_and_tour_frequency_i...      NaN         0        \n",
+       "                                                    maximum  nullvalue  \\\n",
+       "param_name                                                               \n",
+       "coef_0_auto_household_and_escorting_tour               -2.0        0.0   \n",
+       "coef_1_escort_tour_constant                            20.0        0.0   \n",
+       "coef_1_plus_eating_out_tours_constant                  20.0        0.0   \n",
+       "coef_1_plus_maintenance_tours_constant                 20.0        0.0   \n",
+       "coef_1_plus_other_discretionary_tours_constant         20.0        0.0   \n",
+       "...                                                     ...        ...   \n",
+       "coef_walk_access_to_retail_and_discretionary           20.0        0.0   \n",
+       "coef_walk_access_to_retail_and_shopping                20.0        0.0   \n",
+       "coef_walk_access_to_retail_and_tour_frequency_is_1     20.0        0.0   \n",
+       "coef_walk_access_to_retail_and_tour_frequency_is_2     20.0        0.0   \n",
+       "coef_walk_access_to_retail_and_tour_frequency_i...     20.0        0.0   \n",
        "\n",
-       "                                                        best  \n",
-       "coef_0_auto_household_and_escorting_tour           -2.000000  \n",
-       "coef_1_escort_tour_constant                        -4.317862  \n",
-       "coef_1_plus_eating_out_tours_constant              -4.459267  \n",
-       "coef_1_plus_maintenance_tours_constant             -9.609591  \n",
-       "coef_1_plus_other_discretionary_tours_constant     -4.488178  \n",
+       "                                                    holdfast  \n",
+       "param_name                                                    \n",
+       "coef_0_auto_household_and_escorting_tour                   1  \n",
+       "coef_1_escort_tour_constant                                0  \n",
+       "coef_1_plus_eating_out_tours_constant                      0  \n",
+       "coef_1_plus_maintenance_tours_constant                     0  \n",
+       "coef_1_plus_other_discretionary_tours_constant             0  \n",
        "...                                                      ...  \n",
-       "coef_walk_access_to_retail_and_discretionary        0.214072  \n",
-       "coef_walk_access_to_retail_and_shopping             0.039849  \n",
-       "coef_walk_access_to_retail_and_tour_frequency_is_1 -0.507092  \n",
-       "coef_walk_access_to_retail_and_tour_frequency_is_2 -0.403984  \n",
-       "coef_walk_access_to_retail_and_tour_frequency_i... -0.260693  \n",
+       "coef_walk_access_to_retail_and_discretionary               0  \n",
+       "coef_walk_access_to_retail_and_shopping                    0  \n",
+       "coef_walk_access_to_retail_and_tour_frequency_is_1         0  \n",
+       "coef_walk_access_to_retail_and_tour_frequency_is_2         0  \n",
+       "coef_walk_access_to_retail_and_tour_frequency_i...         0  \n",
        "\n",
-       "[77 rows x 8 columns]"
+       "[77 rows x 7 columns]"
       ]
      },
      "metadata": {},
@@ -2392,26 +6211,762 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/var/folders/js/bk_dt9015j79_f6bxnc44dsr0000gp/T/ipykernel_48972/89088409.py:2: PossibleOverspecification: WARNING: Model is possibly over-specified (hessian is nearly singular).\n",
-      "  m.estimate(method='SLSQP')\n",
-      "/Users/jeffnewman/LocalGit/asim-larch/activitysim-larch/conda-environments/AL-ENV/lib/python3.9/site-packages/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.673077519570165e-16 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/var/folders/js/bk_dt9015j79_f6bxnc44dsr0000gp/T/ipykernel_48972/89088409.py:2: PossibleOverspecification: WARNING: Model seems to have 21 parameter estimators with negative variance\n",
-      "- coef_1_escort_tour_constant\n",
-      "- coef_1_plus_eating_out_tours_constant\n",
-      "- coef_1_plus_maintenance_tours_constant\n",
-      "- coef_1_plus_other_discretionary_tours_constant\n",
-      "- and 17 more\n",
-      "  m.estimate(method='SLSQP')\n",
-      "/var/folders/js/bk_dt9015j79_f6bxnc44dsr0000gp/T/ipykernel_48972/89088409.py:2: RuntimeWarning: invalid value encountered in sqrt\n",
-      "  m.estimate(method='SLSQP')\n",
-      "req_data does not request avail_ca or avail_co but it is set and being provided\n"
+      "/Users/jpn/Git/est-mode/larch/src/larch/model/jaxmodel.py:1156: PossibleOverspecification: Model is possibly over-specified (hessian is nearly singular).\n",
+      "  self.calculate_parameter_covariance()\n"
      ]
     },
     {
      "data": {
       "text/html": [
-       "<h3>Iteration 074 [Optimization terminated successfully] </h3>"
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#T_1cbbf_row38_col0, #T_1cbbf_row38_col1, #T_1cbbf_row38_col2, #T_1cbbf_row38_col3, #T_1cbbf_row38_col4, #T_1cbbf_row39_col0, #T_1cbbf_row39_col1, #T_1cbbf_row39_col2, #T_1cbbf_row39_col3, #T_1cbbf_row39_col4, #T_1cbbf_row40_col0, #T_1cbbf_row40_col1, #T_1cbbf_row40_col2, #T_1cbbf_row40_col3, #T_1cbbf_row40_col4, #T_1cbbf_row41_col0, #T_1cbbf_row41_col1, #T_1cbbf_row41_col2, #T_1cbbf_row41_col3, #T_1cbbf_row41_col4, #T_1cbbf_row42_col0, #T_1cbbf_row42_col1, #T_1cbbf_row42_col2, #T_1cbbf_row42_col3, #T_1cbbf_row42_col4, #T_1cbbf_row43_col0, #T_1cbbf_row43_col1, #T_1cbbf_row43_col2, #T_1cbbf_row43_col3, #T_1cbbf_row43_col4, #T_1cbbf_row44_col0, #T_1cbbf_row44_col1, #T_1cbbf_row44_col2, #T_1cbbf_row44_col3, #T_1cbbf_row44_col4, #T_1cbbf_row45_col0, #T_1cbbf_row45_col1, #T_1cbbf_row45_col2, #T_1cbbf_row45_col3, #T_1cbbf_row45_col4, #T_1cbbf_row46_col0, #T_1cbbf_row46_col1, #T_1cbbf_row46_col2, #T_1cbbf_row46_col3, #T_1cbbf_row46_col4, #T_1cbbf_row47_col0, #T_1cbbf_row47_col1, #T_1cbbf_row47_col2, #T_1cbbf_row47_col3, #T_1cbbf_row47_col4, #T_1cbbf_row48_col0, #T_1cbbf_row48_col1, #T_1cbbf_row48_col2, #T_1cbbf_row48_col3, #T_1cbbf_row48_col4, #T_1cbbf_row49_col0, #T_1cbbf_row49_col1, #T_1cbbf_row49_col2, #T_1cbbf_row49_col3, #T_1cbbf_row49_col4, #T_1cbbf_row50_col0, #T_1cbbf_row50_col1, #T_1cbbf_row50_col2, #T_1cbbf_row50_col3, #T_1cbbf_row50_col4, #T_1cbbf_row51_col0, #T_1cbbf_row51_col1, #T_1cbbf_row51_col2, #T_1cbbf_row51_col3, #T_1cbbf_row51_col4, #T_1cbbf_row52_col0, #T_1cbbf_row52_col1, #T_1cbbf_row52_col2, #T_1cbbf_row52_col3, #T_1cbbf_row52_col4, #T_1cbbf_row53_col0, #T_1cbbf_row53_col1, #T_1cbbf_row53_col2, #T_1cbbf_row53_col3, #T_1cbbf_row53_col4, #T_1cbbf_row54_col0, #T_1cbbf_row54_col1, #T_1cbbf_row54_col2, #T_1cbbf_row54_col3, #T_1cbbf_row54_col4, #T_1cbbf_row55_col0, #T_1cbbf_row55_col1, #T_1cbbf_row55_col2, #T_1cbbf_row55_col3, #T_1cbbf_row55_col4, #T_1cbbf_row56_col0, #T_1cbbf_row56_col1, #T_1cbbf_row56_col2, #T_1cbbf_row56_col3, #T_1cbbf_row56_col4, #T_1cbbf_row57_col0, #T_1cbbf_row57_col1, #T_1cbbf_row57_col2, #T_1cbbf_row57_col3, #T_1cbbf_row57_col4, #T_1cbbf_row58_col0, #T_1cbbf_row58_col1, #T_1cbbf_row58_col2, #T_1cbbf_row58_col3, #T_1cbbf_row58_col4, #T_1cbbf_row59_col0, #T_1cbbf_row59_col1, #T_1cbbf_row59_col2, #T_1cbbf_row59_col3, #T_1cbbf_row59_col4, #T_1cbbf_row60_col0, #T_1cbbf_row60_col1, #T_1cbbf_row60_col2, #T_1cbbf_row60_col3, #T_1cbbf_row60_col4, #T_1cbbf_row61_col0, #T_1cbbf_row61_col1, #T_1cbbf_row61_col2, #T_1cbbf_row61_col3, #T_1cbbf_row61_col4, #T_1cbbf_row62_col0, #T_1cbbf_row62_col1, #T_1cbbf_row62_col2, #T_1cbbf_row62_col3, #T_1cbbf_row62_col4, #T_1cbbf_row63_col0, #T_1cbbf_row63_col1, #T_1cbbf_row63_col2, #T_1cbbf_row63_col3, #T_1cbbf_row63_col4, #T_1cbbf_row64_col0, #T_1cbbf_row64_col1, #T_1cbbf_row64_col2, #T_1cbbf_row64_col3, #T_1cbbf_row64_col4, #T_1cbbf_row65_col0, #T_1cbbf_row65_col1, #T_1cbbf_row65_col2, #T_1cbbf_row65_col3, #T_1cbbf_row65_col4, #T_1cbbf_row66_col0, #T_1cbbf_row66_col1, #T_1cbbf_row66_col2, #T_1cbbf_row66_col3, #T_1cbbf_row66_col4, #T_1cbbf_row67_col0, #T_1cbbf_row67_col1, #T_1cbbf_row67_col2, #T_1cbbf_row67_col3, #T_1cbbf_row67_col4, #T_1cbbf_row68_col0, #T_1cbbf_row68_col1, #T_1cbbf_row68_col2, #T_1cbbf_row68_col3, #T_1cbbf_row68_col4, #T_1cbbf_row69_col0, #T_1cbbf_row69_col1, #T_1cbbf_row69_col2, #T_1cbbf_row69_col3, #T_1cbbf_row69_col4, #T_1cbbf_row70_col0, #T_1cbbf_row70_col1, #T_1cbbf_row70_col2, #T_1cbbf_row70_col3, #T_1cbbf_row70_col4, #T_1cbbf_row71_col0, #T_1cbbf_row71_col1, #T_1cbbf_row71_col2, #T_1cbbf_row71_col3, #T_1cbbf_row71_col4, #T_1cbbf_row72_col0, #T_1cbbf_row72_col1, #T_1cbbf_row72_col2, #T_1cbbf_row72_col3, #T_1cbbf_row72_col4, #T_1cbbf_row73_col0, #T_1cbbf_row73_col1, #T_1cbbf_row73_col2, #T_1cbbf_row73_col3, #T_1cbbf_row73_col4, #T_1cbbf_row74_col0, #T_1cbbf_row74_col1, #T_1cbbf_row74_col2, #T_1cbbf_row74_col3, #T_1cbbf_row74_col4, #T_1cbbf_row75_col0, #T_1cbbf_row75_col1, #T_1cbbf_row75_col2, #T_1cbbf_row75_col3, #T_1cbbf_row75_col4, #T_1cbbf_row76_col0, #T_1cbbf_row76_col1, #T_1cbbf_row76_col2, #T_1cbbf_row76_col3, #T_1cbbf_row76_col4 {\n",
+       "  font-family: monospace;\n",
+       "}\n",
+       "</style>\n",
+       "<table id=\"T_1cbbf\">\n",
+       "  <thead>\n",
+       "    <tr>\n",
+       "      <th class=\"blank level0\" >&nbsp;</th>\n",
+       "      <th id=\"T_1cbbf_level0_col0\" class=\"col_heading level0 col0\" >Value</th>\n",
+       "      <th id=\"T_1cbbf_level0_col1\" class=\"col_heading level0 col1\" >Std Err</th>\n",
+       "      <th id=\"T_1cbbf_level0_col2\" class=\"col_heading level0 col2\" >t Stat</th>\n",
+       "      <th id=\"T_1cbbf_level0_col3\" class=\"col_heading level0 col3\" >Signif</th>\n",
+       "      <th id=\"T_1cbbf_level0_col4\" class=\"col_heading level0 col4\" >Null Value</th>\n",
+       "      <th id=\"T_1cbbf_level0_col5\" class=\"col_heading level0 col5\" >Constrained</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th class=\"index_name level0\" >Parameter</th>\n",
+       "      <th class=\"blank col0\" >&nbsp;</th>\n",
+       "      <th class=\"blank col1\" >&nbsp;</th>\n",
+       "      <th class=\"blank col2\" >&nbsp;</th>\n",
+       "      <th class=\"blank col3\" >&nbsp;</th>\n",
+       "      <th class=\"blank col4\" >&nbsp;</th>\n",
+       "      <th class=\"blank col5\" >&nbsp;</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th id=\"T_1cbbf_level0_row0\" class=\"row_heading level0 row0\" >coef_0_auto_household_and_escorting_tour</th>\n",
+       "      <td id=\"T_1cbbf_row0_col0\" class=\"data row0 col0\" >-2.00</td>\n",
+       "      <td id=\"T_1cbbf_row0_col1\" class=\"data row0 col1\" > 0.00</td>\n",
+       "      <td id=\"T_1cbbf_row0_col2\" class=\"data row0 col2\" > NA</td>\n",
+       "      <td id=\"T_1cbbf_row0_col3\" class=\"data row0 col3\" ></td>\n",
+       "      <td id=\"T_1cbbf_row0_col4\" class=\"data row0 col4\" > 0.00</td>\n",
+       "      <td id=\"T_1cbbf_row0_col5\" class=\"data row0 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_1cbbf_level0_row1\" class=\"row_heading level0 row1\" >coef_1_escort_tour_constant</th>\n",
+       "      <td id=\"T_1cbbf_row1_col0\" class=\"data row1 col0\" >-0.540</td>\n",
+       "      <td id=\"T_1cbbf_row1_col1\" class=\"data row1 col1\" > 102.</td>\n",
+       "      <td id=\"T_1cbbf_row1_col2\" class=\"data row1 col2\" >-0.01</td>\n",
+       "      <td id=\"T_1cbbf_row1_col3\" class=\"data row1 col3\" ></td>\n",
+       "      <td id=\"T_1cbbf_row1_col4\" class=\"data row1 col4\" > 0.00</td>\n",
+       "      <td id=\"T_1cbbf_row1_col5\" class=\"data row1 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_1cbbf_level0_row2\" class=\"row_heading level0 row2\" >coef_1_plus_eating_out_tours_constant</th>\n",
+       "      <td id=\"T_1cbbf_row2_col0\" class=\"data row2 col0\" >-0.520</td>\n",
+       "      <td id=\"T_1cbbf_row2_col1\" class=\"data row2 col1\" > 102.</td>\n",
+       "      <td id=\"T_1cbbf_row2_col2\" class=\"data row2 col2\" >-0.01</td>\n",
+       "      <td id=\"T_1cbbf_row2_col3\" class=\"data row2 col3\" ></td>\n",
+       "      <td id=\"T_1cbbf_row2_col4\" class=\"data row2 col4\" > 0.00</td>\n",
+       "      <td id=\"T_1cbbf_row2_col5\" class=\"data row2 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_1cbbf_level0_row3\" class=\"row_heading level0 row3\" >coef_1_plus_maintenance_tours_constant</th>\n",
+       "      <td id=\"T_1cbbf_row3_col0\" class=\"data row3 col0\" >-0.627</td>\n",
+       "      <td id=\"T_1cbbf_row3_col1\" class=\"data row3 col1\" > 102.</td>\n",
+       "      <td id=\"T_1cbbf_row3_col2\" class=\"data row3 col2\" >-0.01</td>\n",
+       "      <td id=\"T_1cbbf_row3_col3\" class=\"data row3 col3\" ></td>\n",
+       "      <td id=\"T_1cbbf_row3_col4\" class=\"data row3 col4\" > 0.00</td>\n",
+       "      <td id=\"T_1cbbf_row3_col5\" class=\"data row3 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_1cbbf_level0_row4\" class=\"row_heading level0 row4\" >coef_1_plus_other_discretionary_tours_constant</th>\n",
+       "      <td id=\"T_1cbbf_row4_col0\" class=\"data row4 col0\" >-0.155</td>\n",
+       "      <td id=\"T_1cbbf_row4_col1\" class=\"data row4 col1\" > 102.</td>\n",
+       "      <td id=\"T_1cbbf_row4_col2\" class=\"data row4 col2\" >-0.00</td>\n",
+       "      <td id=\"T_1cbbf_row4_col3\" class=\"data row4 col3\" ></td>\n",
+       "      <td id=\"T_1cbbf_row4_col4\" class=\"data row4 col4\" > 0.00</td>\n",
+       "      <td id=\"T_1cbbf_row4_col5\" class=\"data row4 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_1cbbf_level0_row5\" class=\"row_heading level0 row5\" >coef_1_plus_shopping_tours_constant</th>\n",
+       "      <td id=\"T_1cbbf_row5_col0\" class=\"data row5 col0\" >-0.0544</td>\n",
+       "      <td id=\"T_1cbbf_row5_col1\" class=\"data row5 col1\" > 102.</td>\n",
+       "      <td id=\"T_1cbbf_row5_col2\" class=\"data row5 col2\" >-0.00</td>\n",
+       "      <td id=\"T_1cbbf_row5_col3\" class=\"data row5 col3\" ></td>\n",
+       "      <td id=\"T_1cbbf_row5_col4\" class=\"data row5 col4\" > 0.00</td>\n",
+       "      <td id=\"T_1cbbf_row5_col5\" class=\"data row5 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_1cbbf_level0_row6\" class=\"row_heading level0 row6\" >coef_1_plus_visting_tours_constant</th>\n",
+       "      <td id=\"T_1cbbf_row6_col0\" class=\"data row6 col0\" >-0.452</td>\n",
+       "      <td id=\"T_1cbbf_row6_col1\" class=\"data row6 col1\" > 102.</td>\n",
+       "      <td id=\"T_1cbbf_row6_col2\" class=\"data row6 col2\" >-0.00</td>\n",
+       "      <td id=\"T_1cbbf_row6_col3\" class=\"data row6 col3\" ></td>\n",
+       "      <td id=\"T_1cbbf_row6_col4\" class=\"data row6 col4\" > 0.00</td>\n",
+       "      <td id=\"T_1cbbf_row6_col5\" class=\"data row6 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_1cbbf_level0_row7\" class=\"row_heading level0 row7\" >coef_2_plus_escort_tours_constant</th>\n",
+       "      <td id=\"T_1cbbf_row7_col0\" class=\"data row7 col0\" >-0.0628</td>\n",
+       "      <td id=\"T_1cbbf_row7_col1\" class=\"data row7 col1\" > 203.</td>\n",
+       "      <td id=\"T_1cbbf_row7_col2\" class=\"data row7 col2\" >-0.00</td>\n",
+       "      <td id=\"T_1cbbf_row7_col3\" class=\"data row7 col3\" ></td>\n",
+       "      <td id=\"T_1cbbf_row7_col4\" class=\"data row7 col4\" > 0.00</td>\n",
+       "      <td id=\"T_1cbbf_row7_col5\" class=\"data row7 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_1cbbf_level0_row8\" class=\"row_heading level0 row8\" >coef_at_home_pre_driving_school_kid_and_escorting_tour</th>\n",
+       "      <td id=\"T_1cbbf_row8_col0\" class=\"data row8 col0\" >-1.18</td>\n",
+       "      <td id=\"T_1cbbf_row8_col1\" class=\"data row8 col1\" > 0.154</td>\n",
+       "      <td id=\"T_1cbbf_row8_col2\" class=\"data row8 col2\" >-7.67</td>\n",
+       "      <td id=\"T_1cbbf_row8_col3\" class=\"data row8 col3\" >***</td>\n",
+       "      <td id=\"T_1cbbf_row8_col4\" class=\"data row8 col4\" > 0.00</td>\n",
+       "      <td id=\"T_1cbbf_row8_col5\" class=\"data row8 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_1cbbf_level0_row9\" class=\"row_heading level0 row9\" >coef_at_home_pre_school_kid_and_eating_out_tour</th>\n",
+       "      <td id=\"T_1cbbf_row9_col0\" class=\"data row9 col0\" >-0.368</td>\n",
+       "      <td id=\"T_1cbbf_row9_col1\" class=\"data row9 col1\" > 0.216</td>\n",
+       "      <td id=\"T_1cbbf_row9_col2\" class=\"data row9 col2\" >-1.70</td>\n",
+       "      <td id=\"T_1cbbf_row9_col3\" class=\"data row9 col3\" ></td>\n",
+       "      <td id=\"T_1cbbf_row9_col4\" class=\"data row9 col4\" > 0.00</td>\n",
+       "      <td id=\"T_1cbbf_row9_col5\" class=\"data row9 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_1cbbf_level0_row10\" class=\"row_heading level0 row10\" >coef_at_home_pre_school_kid_and_escorting_tour</th>\n",
+       "      <td id=\"T_1cbbf_row10_col0\" class=\"data row10 col0\" >-0.332</td>\n",
+       "      <td id=\"T_1cbbf_row10_col1\" class=\"data row10 col1\" > 0.105</td>\n",
+       "      <td id=\"T_1cbbf_row10_col2\" class=\"data row10 col2\" >-3.18</td>\n",
+       "      <td id=\"T_1cbbf_row10_col3\" class=\"data row10 col3\" >**</td>\n",
+       "      <td id=\"T_1cbbf_row10_col4\" class=\"data row10 col4\" > 0.00</td>\n",
+       "      <td id=\"T_1cbbf_row10_col5\" class=\"data row10 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_1cbbf_level0_row11\" class=\"row_heading level0 row11\" >coef_auto_access_to_retail_and_maintenance</th>\n",
+       "      <td id=\"T_1cbbf_row11_col0\" class=\"data row11 col0\" > 0.108</td>\n",
+       "      <td id=\"T_1cbbf_row11_col1\" class=\"data row11 col1\" > 0.0554</td>\n",
+       "      <td id=\"T_1cbbf_row11_col2\" class=\"data row11 col2\" > 1.94</td>\n",
+       "      <td id=\"T_1cbbf_row11_col3\" class=\"data row11 col3\" ></td>\n",
+       "      <td id=\"T_1cbbf_row11_col4\" class=\"data row11 col4\" > 0.00</td>\n",
+       "      <td id=\"T_1cbbf_row11_col5\" class=\"data row11 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_1cbbf_level0_row12\" class=\"row_heading level0 row12\" >coef_car_shortage_vs_workers_and_tour_frequency_is_1</th>\n",
+       "      <td id=\"T_1cbbf_row12_col0\" class=\"data row12 col0\" >-0.160</td>\n",
+       "      <td id=\"T_1cbbf_row12_col1\" class=\"data row12 col1\" > 0.414</td>\n",
+       "      <td id=\"T_1cbbf_row12_col2\" class=\"data row12 col2\" >-0.39</td>\n",
+       "      <td id=\"T_1cbbf_row12_col3\" class=\"data row12 col3\" ></td>\n",
+       "      <td id=\"T_1cbbf_row12_col4\" class=\"data row12 col4\" > 0.00</td>\n",
+       "      <td id=\"T_1cbbf_row12_col5\" class=\"data row12 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_1cbbf_level0_row13\" class=\"row_heading level0 row13\" >coef_car_shortage_vs_workers_and_tour_frequency_is_2</th>\n",
+       "      <td id=\"T_1cbbf_row13_col0\" class=\"data row13 col0\" >-1.15</td>\n",
+       "      <td id=\"T_1cbbf_row13_col1\" class=\"data row13 col1\" > 0.428</td>\n",
+       "      <td id=\"T_1cbbf_row13_col2\" class=\"data row13 col2\" >-2.70</td>\n",
+       "      <td id=\"T_1cbbf_row13_col3\" class=\"data row13 col3\" >**</td>\n",
+       "      <td id=\"T_1cbbf_row13_col4\" class=\"data row13 col4\" > 0.00</td>\n",
+       "      <td id=\"T_1cbbf_row13_col5\" class=\"data row13 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_1cbbf_level0_row14\" class=\"row_heading level0 row14\" >coef_car_shortage_vs_workers_and_tour_frequency_is_5_plus</th>\n",
+       "      <td id=\"T_1cbbf_row14_col0\" class=\"data row14 col0\" >-1.52</td>\n",
+       "      <td id=\"T_1cbbf_row14_col1\" class=\"data row14 col1\" > 0.484</td>\n",
+       "      <td id=\"T_1cbbf_row14_col2\" class=\"data row14 col2\" >-3.14</td>\n",
+       "      <td id=\"T_1cbbf_row14_col3\" class=\"data row14 col3\" >**</td>\n",
+       "      <td id=\"T_1cbbf_row14_col4\" class=\"data row14 col4\" > 0.00</td>\n",
+       "      <td id=\"T_1cbbf_row14_col5\" class=\"data row14 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_1cbbf_level0_row15\" class=\"row_heading level0 row15\" >coef_car_surplus_vs_workers_and_tour_frequency_is_5_plus</th>\n",
+       "      <td id=\"T_1cbbf_row15_col0\" class=\"data row15 col0\" > 0.878</td>\n",
+       "      <td id=\"T_1cbbf_row15_col1\" class=\"data row15 col1\" > 0.240</td>\n",
+       "      <td id=\"T_1cbbf_row15_col2\" class=\"data row15 col2\" > 3.65</td>\n",
+       "      <td id=\"T_1cbbf_row15_col3\" class=\"data row15 col3\" >***</td>\n",
+       "      <td id=\"T_1cbbf_row15_col4\" class=\"data row15 col4\" > 0.00</td>\n",
+       "      <td id=\"T_1cbbf_row15_col5\" class=\"data row15 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_1cbbf_level0_row16\" class=\"row_heading level0 row16\" >coef_female_and_maintenance_tour</th>\n",
+       "      <td id=\"T_1cbbf_row16_col0\" class=\"data row16 col0\" >-0.350</td>\n",
+       "      <td id=\"T_1cbbf_row16_col1\" class=\"data row16 col1\" > 0.0674</td>\n",
+       "      <td id=\"T_1cbbf_row16_col2\" class=\"data row16 col2\" >-5.19</td>\n",
+       "      <td id=\"T_1cbbf_row16_col3\" class=\"data row16 col3\" >***</td>\n",
+       "      <td id=\"T_1cbbf_row16_col4\" class=\"data row16 col4\" > 0.00</td>\n",
+       "      <td id=\"T_1cbbf_row16_col5\" class=\"data row16 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_1cbbf_level0_row17\" class=\"row_heading level0 row17\" >coef_female_and_tour_frequency_is_1</th>\n",
+       "      <td id=\"T_1cbbf_row17_col0\" class=\"data row17 col0\" > 0.509</td>\n",
+       "      <td id=\"T_1cbbf_row17_col1\" class=\"data row17 col1\" > 0.192</td>\n",
+       "      <td id=\"T_1cbbf_row17_col2\" class=\"data row17 col2\" > 2.65</td>\n",
+       "      <td id=\"T_1cbbf_row17_col3\" class=\"data row17 col3\" >**</td>\n",
+       "      <td id=\"T_1cbbf_row17_col4\" class=\"data row17 col4\" > 0.00</td>\n",
+       "      <td id=\"T_1cbbf_row17_col5\" class=\"data row17 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_1cbbf_level0_row18\" class=\"row_heading level0 row18\" >coef_female_and_tour_frequency_is_2</th>\n",
+       "      <td id=\"T_1cbbf_row18_col0\" class=\"data row18 col0\" > 0.461</td>\n",
+       "      <td id=\"T_1cbbf_row18_col1\" class=\"data row18 col1\" > 0.198</td>\n",
+       "      <td id=\"T_1cbbf_row18_col2\" class=\"data row18 col2\" > 2.33</td>\n",
+       "      <td id=\"T_1cbbf_row18_col3\" class=\"data row18 col3\" >*</td>\n",
+       "      <td id=\"T_1cbbf_row18_col4\" class=\"data row18 col4\" > 0.00</td>\n",
+       "      <td id=\"T_1cbbf_row18_col5\" class=\"data row18 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_1cbbf_level0_row19\" class=\"row_heading level0 row19\" >coef_female_and_tour_frequency_is_3</th>\n",
+       "      <td id=\"T_1cbbf_row19_col0\" class=\"data row19 col0\" > 0.637</td>\n",
+       "      <td id=\"T_1cbbf_row19_col1\" class=\"data row19 col1\" > 0.220</td>\n",
+       "      <td id=\"T_1cbbf_row19_col2\" class=\"data row19 col2\" > 2.89</td>\n",
+       "      <td id=\"T_1cbbf_row19_col3\" class=\"data row19 col3\" >**</td>\n",
+       "      <td id=\"T_1cbbf_row19_col4\" class=\"data row19 col4\" > 0.00</td>\n",
+       "      <td id=\"T_1cbbf_row19_col5\" class=\"data row19 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_1cbbf_level0_row20\" class=\"row_heading level0 row20\" >coef_female_and_tour_frequency_is_5</th>\n",
+       "      <td id=\"T_1cbbf_row20_col0\" class=\"data row20 col0\" > 0.996</td>\n",
+       "      <td id=\"T_1cbbf_row20_col1\" class=\"data row20 col1\" > 0.304</td>\n",
+       "      <td id=\"T_1cbbf_row20_col2\" class=\"data row20 col2\" > 3.28</td>\n",
+       "      <td id=\"T_1cbbf_row20_col3\" class=\"data row20 col3\" >**</td>\n",
+       "      <td id=\"T_1cbbf_row20_col4\" class=\"data row20 col4\" > 0.00</td>\n",
+       "      <td id=\"T_1cbbf_row20_col5\" class=\"data row20 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_1cbbf_level0_row21\" class=\"row_heading level0 row21\" >coef_high_income_group_and_discretionary_tour</th>\n",
+       "      <td id=\"T_1cbbf_row21_col0\" class=\"data row21 col0\" > 0.831</td>\n",
+       "      <td id=\"T_1cbbf_row21_col1\" class=\"data row21 col1\" > 0.107</td>\n",
+       "      <td id=\"T_1cbbf_row21_col2\" class=\"data row21 col2\" > 7.78</td>\n",
+       "      <td id=\"T_1cbbf_row21_col3\" class=\"data row21 col3\" >***</td>\n",
+       "      <td id=\"T_1cbbf_row21_col4\" class=\"data row21 col4\" > 0.00</td>\n",
+       "      <td id=\"T_1cbbf_row21_col5\" class=\"data row21 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_1cbbf_level0_row22\" class=\"row_heading level0 row22\" >coef_high_income_group_and_eating_out_tour</th>\n",
+       "      <td id=\"T_1cbbf_row22_col0\" class=\"data row22 col0\" > 0.589</td>\n",
+       "      <td id=\"T_1cbbf_row22_col1\" class=\"data row22 col1\" > 0.153</td>\n",
+       "      <td id=\"T_1cbbf_row22_col2\" class=\"data row22 col2\" > 3.86</td>\n",
+       "      <td id=\"T_1cbbf_row22_col3\" class=\"data row22 col3\" >***</td>\n",
+       "      <td id=\"T_1cbbf_row22_col4\" class=\"data row22 col4\" > 0.00</td>\n",
+       "      <td id=\"T_1cbbf_row22_col5\" class=\"data row22 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_1cbbf_level0_row23\" class=\"row_heading level0 row23\" >coef_high_income_group_and_shopping_tour</th>\n",
+       "      <td id=\"T_1cbbf_row23_col0\" class=\"data row23 col0\" > 0.913</td>\n",
+       "      <td id=\"T_1cbbf_row23_col1\" class=\"data row23 col1\" > 0.0932</td>\n",
+       "      <td id=\"T_1cbbf_row23_col2\" class=\"data row23 col2\" > 9.79</td>\n",
+       "      <td id=\"T_1cbbf_row23_col3\" class=\"data row23 col3\" >***</td>\n",
+       "      <td id=\"T_1cbbf_row23_col4\" class=\"data row23 col4\" > 0.00</td>\n",
+       "      <td id=\"T_1cbbf_row23_col5\" class=\"data row23 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_1cbbf_level0_row24\" class=\"row_heading level0 row24\" >coef_high_income_group_and_tour_frequency_is_2</th>\n",
+       "      <td id=\"T_1cbbf_row24_col0\" class=\"data row24 col0\" > 1.24</td>\n",
+       "      <td id=\"T_1cbbf_row24_col1\" class=\"data row24 col1\" > 0.312</td>\n",
+       "      <td id=\"T_1cbbf_row24_col2\" class=\"data row24 col2\" > 3.99</td>\n",
+       "      <td id=\"T_1cbbf_row24_col3\" class=\"data row24 col3\" >***</td>\n",
+       "      <td id=\"T_1cbbf_row24_col4\" class=\"data row24 col4\" > 0.00</td>\n",
+       "      <td id=\"T_1cbbf_row24_col5\" class=\"data row24 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_1cbbf_level0_row25\" class=\"row_heading level0 row25\" >coef_high_income_group_and_tour_frequency_is_3</th>\n",
+       "      <td id=\"T_1cbbf_row25_col0\" class=\"data row25 col0\" > 1.94</td>\n",
+       "      <td id=\"T_1cbbf_row25_col1\" class=\"data row25 col1\" > 0.340</td>\n",
+       "      <td id=\"T_1cbbf_row25_col2\" class=\"data row25 col2\" > 5.71</td>\n",
+       "      <td id=\"T_1cbbf_row25_col3\" class=\"data row25 col3\" >***</td>\n",
+       "      <td id=\"T_1cbbf_row25_col4\" class=\"data row25 col4\" > 0.00</td>\n",
+       "      <td id=\"T_1cbbf_row25_col5\" class=\"data row25 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_1cbbf_level0_row26\" class=\"row_heading level0 row26\" >coef_high_income_group_and_tour_frequency_is_5_plus</th>\n",
+       "      <td id=\"T_1cbbf_row26_col0\" class=\"data row26 col0\" > 2.71</td>\n",
+       "      <td id=\"T_1cbbf_row26_col1\" class=\"data row26 col1\" > 0.384</td>\n",
+       "      <td id=\"T_1cbbf_row26_col2\" class=\"data row26 col2\" > 7.04</td>\n",
+       "      <td id=\"T_1cbbf_row26_col3\" class=\"data row26 col3\" >***</td>\n",
+       "      <td id=\"T_1cbbf_row26_col4\" class=\"data row26 col4\" > 0.00</td>\n",
+       "      <td id=\"T_1cbbf_row26_col5\" class=\"data row26 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_1cbbf_level0_row27\" class=\"row_heading level0 row27\" >coef_high_income_group_and_visiting_tour</th>\n",
+       "      <td id=\"T_1cbbf_row27_col0\" class=\"data row27 col0\" >-1.12</td>\n",
+       "      <td id=\"T_1cbbf_row27_col1\" class=\"data row27 col1\" > 0.169</td>\n",
+       "      <td id=\"T_1cbbf_row27_col2\" class=\"data row27 col2\" >-6.63</td>\n",
+       "      <td id=\"T_1cbbf_row27_col3\" class=\"data row27 col3\" >***</td>\n",
+       "      <td id=\"T_1cbbf_row27_col4\" class=\"data row27 col4\" > 0.00</td>\n",
+       "      <td id=\"T_1cbbf_row27_col5\" class=\"data row27 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_1cbbf_level0_row28\" class=\"row_heading level0 row28\" >coef_logged_maximum_residual_window_tour_frequency_is_1</th>\n",
+       "      <td id=\"T_1cbbf_row28_col0\" class=\"data row28 col0\" > 3.58</td>\n",
+       "      <td id=\"T_1cbbf_row28_col1\" class=\"data row28 col1\" > 0.342</td>\n",
+       "      <td id=\"T_1cbbf_row28_col2\" class=\"data row28 col2\" > 10.47</td>\n",
+       "      <td id=\"T_1cbbf_row28_col3\" class=\"data row28 col3\" >***</td>\n",
+       "      <td id=\"T_1cbbf_row28_col4\" class=\"data row28 col4\" > 0.00</td>\n",
+       "      <td id=\"T_1cbbf_row28_col5\" class=\"data row28 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_1cbbf_level0_row29\" class=\"row_heading level0 row29\" >coef_logged_maximum_residual_window_tour_frequency_is_5_plus</th>\n",
+       "      <td id=\"T_1cbbf_row29_col0\" class=\"data row29 col0\" > 2.85</td>\n",
+       "      <td id=\"T_1cbbf_row29_col1\" class=\"data row29 col1\" > 0.387</td>\n",
+       "      <td id=\"T_1cbbf_row29_col2\" class=\"data row29 col2\" > 7.37</td>\n",
+       "      <td id=\"T_1cbbf_row29_col3\" class=\"data row29 col3\" >***</td>\n",
+       "      <td id=\"T_1cbbf_row29_col4\" class=\"data row29 col4\" > 0.00</td>\n",
+       "      <td id=\"T_1cbbf_row29_col5\" class=\"data row29 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_1cbbf_level0_row30\" class=\"row_heading level0 row30\" >coef_mediumhigh_income_group_and_discretionary_tour</th>\n",
+       "      <td id=\"T_1cbbf_row30_col0\" class=\"data row30 col0\" > 0.511</td>\n",
+       "      <td id=\"T_1cbbf_row30_col1\" class=\"data row30 col1\" > 0.103</td>\n",
+       "      <td id=\"T_1cbbf_row30_col2\" class=\"data row30 col2\" > 4.96</td>\n",
+       "      <td id=\"T_1cbbf_row30_col3\" class=\"data row30 col3\" >***</td>\n",
+       "      <td id=\"T_1cbbf_row30_col4\" class=\"data row30 col4\" > 0.00</td>\n",
+       "      <td id=\"T_1cbbf_row30_col5\" class=\"data row30 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_1cbbf_level0_row31\" class=\"row_heading level0 row31\" >coef_mediumhigh_income_group_and_eating_out_tour</th>\n",
+       "      <td id=\"T_1cbbf_row31_col0\" class=\"data row31 col0\" > 0.441</td>\n",
+       "      <td id=\"T_1cbbf_row31_col1\" class=\"data row31 col1\" > 0.147</td>\n",
+       "      <td id=\"T_1cbbf_row31_col2\" class=\"data row31 col2\" > 3.00</td>\n",
+       "      <td id=\"T_1cbbf_row31_col3\" class=\"data row31 col3\" >**</td>\n",
+       "      <td id=\"T_1cbbf_row31_col4\" class=\"data row31 col4\" > 0.00</td>\n",
+       "      <td id=\"T_1cbbf_row31_col5\" class=\"data row31 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_1cbbf_level0_row32\" class=\"row_heading level0 row32\" >coef_mediumhigh_income_group_and_shopping_tour</th>\n",
+       "      <td id=\"T_1cbbf_row32_col0\" class=\"data row32 col0\" > 0.942</td>\n",
+       "      <td id=\"T_1cbbf_row32_col1\" class=\"data row32 col1\" > 0.0888</td>\n",
+       "      <td id=\"T_1cbbf_row32_col2\" class=\"data row32 col2\" > 10.61</td>\n",
+       "      <td id=\"T_1cbbf_row32_col3\" class=\"data row32 col3\" >***</td>\n",
+       "      <td id=\"T_1cbbf_row32_col4\" class=\"data row32 col4\" > 0.00</td>\n",
+       "      <td id=\"T_1cbbf_row32_col5\" class=\"data row32 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_1cbbf_level0_row33\" class=\"row_heading level0 row33\" >coef_mediumhigh_income_group_and_tour_frequency_is_1</th>\n",
+       "      <td id=\"T_1cbbf_row33_col0\" class=\"data row33 col0\" > 0.690</td>\n",
+       "      <td id=\"T_1cbbf_row33_col1\" class=\"data row33 col1\" > 0.282</td>\n",
+       "      <td id=\"T_1cbbf_row33_col2\" class=\"data row33 col2\" > 2.44</td>\n",
+       "      <td id=\"T_1cbbf_row33_col3\" class=\"data row33 col3\" >*</td>\n",
+       "      <td id=\"T_1cbbf_row33_col4\" class=\"data row33 col4\" > 0.00</td>\n",
+       "      <td id=\"T_1cbbf_row33_col5\" class=\"data row33 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_1cbbf_level0_row34\" class=\"row_heading level0 row34\" >coef_mediumhigh_income_group_and_tour_frequency_is_2</th>\n",
+       "      <td id=\"T_1cbbf_row34_col0\" class=\"data row34 col0\" > 0.681</td>\n",
+       "      <td id=\"T_1cbbf_row34_col1\" class=\"data row34 col1\" > 0.291</td>\n",
+       "      <td id=\"T_1cbbf_row34_col2\" class=\"data row34 col2\" > 2.34</td>\n",
+       "      <td id=\"T_1cbbf_row34_col3\" class=\"data row34 col3\" >*</td>\n",
+       "      <td id=\"T_1cbbf_row34_col4\" class=\"data row34 col4\" > 0.00</td>\n",
+       "      <td id=\"T_1cbbf_row34_col5\" class=\"data row34 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_1cbbf_level0_row35\" class=\"row_heading level0 row35\" >coef_mediumhigh_income_group_and_tour_frequency_is_5_plus</th>\n",
+       "      <td id=\"T_1cbbf_row35_col0\" class=\"data row35 col0\" > 0.625</td>\n",
+       "      <td id=\"T_1cbbf_row35_col1\" class=\"data row35 col1\" > 0.314</td>\n",
+       "      <td id=\"T_1cbbf_row35_col2\" class=\"data row35 col2\" > 1.99</td>\n",
+       "      <td id=\"T_1cbbf_row35_col3\" class=\"data row35 col3\" >*</td>\n",
+       "      <td id=\"T_1cbbf_row35_col4\" class=\"data row35 col4\" > 0.00</td>\n",
+       "      <td id=\"T_1cbbf_row35_col5\" class=\"data row35 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_1cbbf_level0_row36\" class=\"row_heading level0 row36\" >coef_mediumhigh_income_group_and_visiting_tour</th>\n",
+       "      <td id=\"T_1cbbf_row36_col0\" class=\"data row36 col0\" >-0.429</td>\n",
+       "      <td id=\"T_1cbbf_row36_col1\" class=\"data row36 col1\" > 0.112</td>\n",
+       "      <td id=\"T_1cbbf_row36_col2\" class=\"data row36 col2\" >-3.83</td>\n",
+       "      <td id=\"T_1cbbf_row36_col3\" class=\"data row36 col3\" >***</td>\n",
+       "      <td id=\"T_1cbbf_row36_col4\" class=\"data row36 col4\" > 0.00</td>\n",
+       "      <td id=\"T_1cbbf_row36_col5\" class=\"data row36 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_1cbbf_level0_row37\" class=\"row_heading level0 row37\" >coef_mediumlow_income_group_and_discretionary_tour</th>\n",
+       "      <td id=\"T_1cbbf_row37_col0\" class=\"data row37 col0\" > 0.141</td>\n",
+       "      <td id=\"T_1cbbf_row37_col1\" class=\"data row37 col1\" > 0.101</td>\n",
+       "      <td id=\"T_1cbbf_row37_col2\" class=\"data row37 col2\" > 1.40</td>\n",
+       "      <td id=\"T_1cbbf_row37_col3\" class=\"data row37 col3\" ></td>\n",
+       "      <td id=\"T_1cbbf_row37_col4\" class=\"data row37 col4\" > 0.00</td>\n",
+       "      <td id=\"T_1cbbf_row37_col5\" class=\"data row37 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_1cbbf_level0_row38\" class=\"row_heading level0 row38\" >coef_mediumlow_income_group_and_eating_out_tour</th>\n",
+       "      <td id=\"T_1cbbf_row38_col0\" class=\"data row38 col0\" > 0.125</td>\n",
+       "      <td id=\"T_1cbbf_row38_col1\" class=\"data row38 col1\" > 0.142</td>\n",
+       "      <td id=\"T_1cbbf_row38_col2\" class=\"data row38 col2\" > 0.88</td>\n",
+       "      <td id=\"T_1cbbf_row38_col3\" class=\"data row38 col3\" ></td>\n",
+       "      <td id=\"T_1cbbf_row38_col4\" class=\"data row38 col4\" > 0.00</td>\n",
+       "      <td id=\"T_1cbbf_row38_col5\" class=\"data row38 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_1cbbf_level0_row39\" class=\"row_heading level0 row39\" >coef_mediumlow_income_group_and_shopping_tour</th>\n",
+       "      <td id=\"T_1cbbf_row39_col0\" class=\"data row39 col0\" > 0.698</td>\n",
+       "      <td id=\"T_1cbbf_row39_col1\" class=\"data row39 col1\" > 0.0888</td>\n",
+       "      <td id=\"T_1cbbf_row39_col2\" class=\"data row39 col2\" > 7.86</td>\n",
+       "      <td id=\"T_1cbbf_row39_col3\" class=\"data row39 col3\" >***</td>\n",
+       "      <td id=\"T_1cbbf_row39_col4\" class=\"data row39 col4\" > 0.00</td>\n",
+       "      <td id=\"T_1cbbf_row39_col5\" class=\"data row39 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_1cbbf_level0_row40\" class=\"row_heading level0 row40\" >coef_mediumlow_income_group_and_tour_frequency_is_1</th>\n",
+       "      <td id=\"T_1cbbf_row40_col0\" class=\"data row40 col0\" > 0.934</td>\n",
+       "      <td id=\"T_1cbbf_row40_col1\" class=\"data row40 col1\" > 0.288</td>\n",
+       "      <td id=\"T_1cbbf_row40_col2\" class=\"data row40 col2\" > 3.24</td>\n",
+       "      <td id=\"T_1cbbf_row40_col3\" class=\"data row40 col3\" >**</td>\n",
+       "      <td id=\"T_1cbbf_row40_col4\" class=\"data row40 col4\" > 0.00</td>\n",
+       "      <td id=\"T_1cbbf_row40_col5\" class=\"data row40 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_1cbbf_level0_row41\" class=\"row_heading level0 row41\" >coef_mediumlow_income_group_and_tour_frequency_is_5_plus</th>\n",
+       "      <td id=\"T_1cbbf_row41_col0\" class=\"data row41 col0\" > 1.11</td>\n",
+       "      <td id=\"T_1cbbf_row41_col1\" class=\"data row41 col1\" > 0.296</td>\n",
+       "      <td id=\"T_1cbbf_row41_col2\" class=\"data row41 col2\" > 3.77</td>\n",
+       "      <td id=\"T_1cbbf_row41_col3\" class=\"data row41 col3\" >***</td>\n",
+       "      <td id=\"T_1cbbf_row41_col4\" class=\"data row41 col4\" > 0.00</td>\n",
+       "      <td id=\"T_1cbbf_row41_col5\" class=\"data row41 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_1cbbf_level0_row42\" class=\"row_heading level0 row42\" >coef_number_of_joint_eating_out_tours</th>\n",
+       "      <td id=\"T_1cbbf_row42_col0\" class=\"data row42 col0\" >-0.263</td>\n",
+       "      <td id=\"T_1cbbf_row42_col1\" class=\"data row42 col1\" > 0.580</td>\n",
+       "      <td id=\"T_1cbbf_row42_col2\" class=\"data row42 col2\" >-0.45</td>\n",
+       "      <td id=\"T_1cbbf_row42_col3\" class=\"data row42 col3\" ></td>\n",
+       "      <td id=\"T_1cbbf_row42_col4\" class=\"data row42 col4\" > 0.00</td>\n",
+       "      <td id=\"T_1cbbf_row42_col5\" class=\"data row42 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_1cbbf_level0_row43\" class=\"row_heading level0 row43\" >coef_number_of_joint_shopping_tours</th>\n",
+       "      <td id=\"T_1cbbf_row43_col0\" class=\"data row43 col0\" >-0.612</td>\n",
+       "      <td id=\"T_1cbbf_row43_col1\" class=\"data row43 col1\" > 0.233</td>\n",
+       "      <td id=\"T_1cbbf_row43_col2\" class=\"data row43 col2\" >-2.62</td>\n",
+       "      <td id=\"T_1cbbf_row43_col3\" class=\"data row43 col3\" >**</td>\n",
+       "      <td id=\"T_1cbbf_row43_col4\" class=\"data row43 col4\" > 0.00</td>\n",
+       "      <td id=\"T_1cbbf_row43_col5\" class=\"data row43 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_1cbbf_level0_row44\" class=\"row_heading level0 row44\" >coef_number_of_joint_tours_and_tour_frequency_is_1</th>\n",
+       "      <td id=\"T_1cbbf_row44_col0\" class=\"data row44 col0\" >-3.09</td>\n",
+       "      <td id=\"T_1cbbf_row44_col1\" class=\"data row44 col1\" > 1.93</td>\n",
+       "      <td id=\"T_1cbbf_row44_col2\" class=\"data row44 col2\" >-1.60</td>\n",
+       "      <td id=\"T_1cbbf_row44_col3\" class=\"data row44 col3\" ></td>\n",
+       "      <td id=\"T_1cbbf_row44_col4\" class=\"data row44 col4\" > 0.00</td>\n",
+       "      <td id=\"T_1cbbf_row44_col5\" class=\"data row44 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_1cbbf_level0_row45\" class=\"row_heading level0 row45\" >coef_number_of_joint_tours_and_tour_frequency_is_2</th>\n",
+       "      <td id=\"T_1cbbf_row45_col0\" class=\"data row45 col0\" >-1.35</td>\n",
+       "      <td id=\"T_1cbbf_row45_col1\" class=\"data row45 col1\" > 1.65</td>\n",
+       "      <td id=\"T_1cbbf_row45_col2\" class=\"data row45 col2\" >-0.81</td>\n",
+       "      <td id=\"T_1cbbf_row45_col3\" class=\"data row45 col3\" ></td>\n",
+       "      <td id=\"T_1cbbf_row45_col4\" class=\"data row45 col4\" > 0.00</td>\n",
+       "      <td id=\"T_1cbbf_row45_col5\" class=\"data row45 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_1cbbf_level0_row46\" class=\"row_heading level0 row46\" >coef_number_of_joint_tours_and_tour_frequency_is_3</th>\n",
+       "      <td id=\"T_1cbbf_row46_col0\" class=\"data row46 col0\" >-1.20</td>\n",
+       "      <td id=\"T_1cbbf_row46_col1\" class=\"data row46 col1\" > 1.65</td>\n",
+       "      <td id=\"T_1cbbf_row46_col2\" class=\"data row46 col2\" >-0.73</td>\n",
+       "      <td id=\"T_1cbbf_row46_col3\" class=\"data row46 col3\" ></td>\n",
+       "      <td id=\"T_1cbbf_row46_col4\" class=\"data row46 col4\" > 0.00</td>\n",
+       "      <td id=\"T_1cbbf_row46_col5\" class=\"data row46 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_1cbbf_level0_row47\" class=\"row_heading level0 row47\" >coef_number_of_joint_tours_and_tour_frequency_is_5_plus</th>\n",
+       "      <td id=\"T_1cbbf_row47_col0\" class=\"data row47 col0\" >-1.39</td>\n",
+       "      <td id=\"T_1cbbf_row47_col1\" class=\"data row47 col1\" > 1.67</td>\n",
+       "      <td id=\"T_1cbbf_row47_col2\" class=\"data row47 col2\" >-0.83</td>\n",
+       "      <td id=\"T_1cbbf_row47_col3\" class=\"data row47 col3\" ></td>\n",
+       "      <td id=\"T_1cbbf_row47_col4\" class=\"data row47 col4\" > 0.00</td>\n",
+       "      <td id=\"T_1cbbf_row47_col5\" class=\"data row47 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_1cbbf_level0_row48\" class=\"row_heading level0 row48\" >coef_number_of_mandatory_tours_and_tour_frequency_is_1</th>\n",
+       "      <td id=\"T_1cbbf_row48_col0\" class=\"data row48 col0\" >-0.677</td>\n",
+       "      <td id=\"T_1cbbf_row48_col1\" class=\"data row48 col1\" > 1.06e-09</td>\n",
+       "      <td id=\"T_1cbbf_row48_col2\" class=\"data row48 col2\" >-BIG</td>\n",
+       "      <td id=\"T_1cbbf_row48_col3\" class=\"data row48 col3\" >***</td>\n",
+       "      <td id=\"T_1cbbf_row48_col4\" class=\"data row48 col4\" > 0.00</td>\n",
+       "      <td id=\"T_1cbbf_row48_col5\" class=\"data row48 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_1cbbf_level0_row49\" class=\"row_heading level0 row49\" >coef_number_of_mandatory_tours_and_tour_frequency_is_3</th>\n",
+       "      <td id=\"T_1cbbf_row49_col0\" class=\"data row49 col0\" >-1.05</td>\n",
+       "      <td id=\"T_1cbbf_row49_col1\" class=\"data row49 col1\" > 1.80e-09</td>\n",
+       "      <td id=\"T_1cbbf_row49_col2\" class=\"data row49 col2\" >-BIG</td>\n",
+       "      <td id=\"T_1cbbf_row49_col3\" class=\"data row49 col3\" >***</td>\n",
+       "      <td id=\"T_1cbbf_row49_col4\" class=\"data row49 col4\" > 0.00</td>\n",
+       "      <td id=\"T_1cbbf_row49_col5\" class=\"data row49 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_1cbbf_level0_row50\" class=\"row_heading level0 row50\" >coef_number_of_mandatory_tours_and_tour_frequency_is_5_plus</th>\n",
+       "      <td id=\"T_1cbbf_row50_col0\" class=\"data row50 col0\" >-999.</td>\n",
+       "      <td id=\"T_1cbbf_row50_col1\" class=\"data row50 col1\" > 0.00</td>\n",
+       "      <td id=\"T_1cbbf_row50_col2\" class=\"data row50 col2\" > NA</td>\n",
+       "      <td id=\"T_1cbbf_row50_col3\" class=\"data row50 col3\" ></td>\n",
+       "      <td id=\"T_1cbbf_row50_col4\" class=\"data row50 col4\" > 0.00</td>\n",
+       "      <td id=\"T_1cbbf_row50_col5\" class=\"data row50 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_1cbbf_level0_row51\" class=\"row_heading level0 row51\" >coef_presence_of_full_time_worker_and_eating_out_tour</th>\n",
+       "      <td id=\"T_1cbbf_row51_col0\" class=\"data row51 col0\" >-0.429</td>\n",
+       "      <td id=\"T_1cbbf_row51_col1\" class=\"data row51 col1\" > 0.109</td>\n",
+       "      <td id=\"T_1cbbf_row51_col2\" class=\"data row51 col2\" >-3.93</td>\n",
+       "      <td id=\"T_1cbbf_row51_col3\" class=\"data row51 col3\" >***</td>\n",
+       "      <td id=\"T_1cbbf_row51_col4\" class=\"data row51 col4\" > 0.00</td>\n",
+       "      <td id=\"T_1cbbf_row51_col5\" class=\"data row51 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_1cbbf_level0_row52\" class=\"row_heading level0 row52\" >coef_presence_of_full_time_worker_and_escorting_tour</th>\n",
+       "      <td id=\"T_1cbbf_row52_col0\" class=\"data row52 col0\" > 0.436</td>\n",
+       "      <td id=\"T_1cbbf_row52_col1\" class=\"data row52 col1\" > 0.0527</td>\n",
+       "      <td id=\"T_1cbbf_row52_col2\" class=\"data row52 col2\" > 8.26</td>\n",
+       "      <td id=\"T_1cbbf_row52_col3\" class=\"data row52 col3\" >***</td>\n",
+       "      <td id=\"T_1cbbf_row52_col4\" class=\"data row52 col4\" > 0.00</td>\n",
+       "      <td id=\"T_1cbbf_row52_col5\" class=\"data row52 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_1cbbf_level0_row53\" class=\"row_heading level0 row53\" >coef_presence_of_non_worker_and_eating_out_tour</th>\n",
+       "      <td id=\"T_1cbbf_row53_col0\" class=\"data row53 col0\" >-0.413</td>\n",
+       "      <td id=\"T_1cbbf_row53_col1\" class=\"data row53 col1\" > 0.107</td>\n",
+       "      <td id=\"T_1cbbf_row53_col2\" class=\"data row53 col2\" >-3.86</td>\n",
+       "      <td id=\"T_1cbbf_row53_col3\" class=\"data row53 col3\" >***</td>\n",
+       "      <td id=\"T_1cbbf_row53_col4\" class=\"data row53 col4\" > 0.00</td>\n",
+       "      <td id=\"T_1cbbf_row53_col5\" class=\"data row53 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_1cbbf_level0_row54\" class=\"row_heading level0 row54\" >coef_presence_of_non_worker_and_tour_frequency_is_1</th>\n",
+       "      <td id=\"T_1cbbf_row54_col0\" class=\"data row54 col0\" >-0.162</td>\n",
+       "      <td id=\"T_1cbbf_row54_col1\" class=\"data row54 col1\" > 0.185</td>\n",
+       "      <td id=\"T_1cbbf_row54_col2\" class=\"data row54 col2\" >-0.87</td>\n",
+       "      <td id=\"T_1cbbf_row54_col3\" class=\"data row54 col3\" ></td>\n",
+       "      <td id=\"T_1cbbf_row54_col4\" class=\"data row54 col4\" > 0.00</td>\n",
+       "      <td id=\"T_1cbbf_row54_col5\" class=\"data row54 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_1cbbf_level0_row55\" class=\"row_heading level0 row55\" >coef_presence_of_non_worker_and_tour_frequency_is_2</th>\n",
+       "      <td id=\"T_1cbbf_row55_col0\" class=\"data row55 col0\" >-0.633</td>\n",
+       "      <td id=\"T_1cbbf_row55_col1\" class=\"data row55 col1\" > 0.192</td>\n",
+       "      <td id=\"T_1cbbf_row55_col2\" class=\"data row55 col2\" >-3.30</td>\n",
+       "      <td id=\"T_1cbbf_row55_col3\" class=\"data row55 col3\" >***</td>\n",
+       "      <td id=\"T_1cbbf_row55_col4\" class=\"data row55 col4\" > 0.00</td>\n",
+       "      <td id=\"T_1cbbf_row55_col5\" class=\"data row55 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_1cbbf_level0_row56\" class=\"row_heading level0 row56\" >coef_presence_of_non_worker_and_tour_frequency_is_5</th>\n",
+       "      <td id=\"T_1cbbf_row56_col0\" class=\"data row56 col0\" >-1.03</td>\n",
+       "      <td id=\"T_1cbbf_row56_col1\" class=\"data row56 col1\" > 0.212</td>\n",
+       "      <td id=\"T_1cbbf_row56_col2\" class=\"data row56 col2\" >-4.86</td>\n",
+       "      <td id=\"T_1cbbf_row56_col3\" class=\"data row56 col3\" >***</td>\n",
+       "      <td id=\"T_1cbbf_row56_col4\" class=\"data row56 col4\" > 0.00</td>\n",
+       "      <td id=\"T_1cbbf_row56_col5\" class=\"data row56 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_1cbbf_level0_row57\" class=\"row_heading level0 row57\" >coef_presence_of_part_time_worker_and_discretionary_tour</th>\n",
+       "      <td id=\"T_1cbbf_row57_col0\" class=\"data row57 col0\" >-0.381</td>\n",
+       "      <td id=\"T_1cbbf_row57_col1\" class=\"data row57 col1\" > 0.0565</td>\n",
+       "      <td id=\"T_1cbbf_row57_col2\" class=\"data row57 col2\" >-6.74</td>\n",
+       "      <td id=\"T_1cbbf_row57_col3\" class=\"data row57 col3\" >***</td>\n",
+       "      <td id=\"T_1cbbf_row57_col4\" class=\"data row57 col4\" > 0.00</td>\n",
+       "      <td id=\"T_1cbbf_row57_col5\" class=\"data row57 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_1cbbf_level0_row58\" class=\"row_heading level0 row58\" >coef_presence_of_part_time_worker_and_escorting_tour</th>\n",
+       "      <td id=\"T_1cbbf_row58_col0\" class=\"data row58 col0\" >-0.642</td>\n",
+       "      <td id=\"T_1cbbf_row58_col1\" class=\"data row58 col1\" > 0.0637</td>\n",
+       "      <td id=\"T_1cbbf_row58_col2\" class=\"data row58 col2\" >-10.08</td>\n",
+       "      <td id=\"T_1cbbf_row58_col3\" class=\"data row58 col3\" >***</td>\n",
+       "      <td id=\"T_1cbbf_row58_col4\" class=\"data row58 col4\" > 0.00</td>\n",
+       "      <td id=\"T_1cbbf_row58_col5\" class=\"data row58 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_1cbbf_level0_row59\" class=\"row_heading level0 row59\" >coef_presence_of_pre_driving_school_kid_and_escorting_tour</th>\n",
+       "      <td id=\"T_1cbbf_row59_col0\" class=\"data row59 col0\" > 1.35</td>\n",
+       "      <td id=\"T_1cbbf_row59_col1\" class=\"data row59 col1\" > 0.0589</td>\n",
+       "      <td id=\"T_1cbbf_row59_col2\" class=\"data row59 col2\" > 22.99</td>\n",
+       "      <td id=\"T_1cbbf_row59_col3\" class=\"data row59 col3\" >***</td>\n",
+       "      <td id=\"T_1cbbf_row59_col4\" class=\"data row59 col4\" > 0.00</td>\n",
+       "      <td id=\"T_1cbbf_row59_col5\" class=\"data row59 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_1cbbf_level0_row60\" class=\"row_heading level0 row60\" >coef_presence_of_pre_school_kid_and_escorting_tour</th>\n",
+       "      <td id=\"T_1cbbf_row60_col0\" class=\"data row60 col0\" > 0.820</td>\n",
+       "      <td id=\"T_1cbbf_row60_col1\" class=\"data row60 col1\" > 0.0530</td>\n",
+       "      <td id=\"T_1cbbf_row60_col2\" class=\"data row60 col2\" > 15.45</td>\n",
+       "      <td id=\"T_1cbbf_row60_col3\" class=\"data row60 col3\" >***</td>\n",
+       "      <td id=\"T_1cbbf_row60_col4\" class=\"data row60 col4\" > 0.00</td>\n",
+       "      <td id=\"T_1cbbf_row60_col5\" class=\"data row60 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_1cbbf_level0_row61\" class=\"row_heading level0 row61\" >coef_presence_of_predriving_school_kid_in_household_and_tour_frequency_is_1</th>\n",
+       "      <td id=\"T_1cbbf_row61_col0\" class=\"data row61 col0\" > 0.0317</td>\n",
+       "      <td id=\"T_1cbbf_row61_col1\" class=\"data row61 col1\" > 0.189</td>\n",
+       "      <td id=\"T_1cbbf_row61_col2\" class=\"data row61 col2\" > 0.17</td>\n",
+       "      <td id=\"T_1cbbf_row61_col3\" class=\"data row61 col3\" ></td>\n",
+       "      <td id=\"T_1cbbf_row61_col4\" class=\"data row61 col4\" > 0.00</td>\n",
+       "      <td id=\"T_1cbbf_row61_col5\" class=\"data row61 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_1cbbf_level0_row62\" class=\"row_heading level0 row62\" >coef_presence_of_predriving_school_kid_in_household_and_tour_frequency_is_5</th>\n",
+       "      <td id=\"T_1cbbf_row62_col0\" class=\"data row62 col0\" > 0.573</td>\n",
+       "      <td id=\"T_1cbbf_row62_col1\" class=\"data row62 col1\" > 0.200</td>\n",
+       "      <td id=\"T_1cbbf_row62_col2\" class=\"data row62 col2\" > 2.86</td>\n",
+       "      <td id=\"T_1cbbf_row62_col3\" class=\"data row62 col3\" >**</td>\n",
+       "      <td id=\"T_1cbbf_row62_col4\" class=\"data row62 col4\" > 0.00</td>\n",
+       "      <td id=\"T_1cbbf_row62_col5\" class=\"data row62 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_1cbbf_level0_row63\" class=\"row_heading level0 row63\" >coef_presence_of_preschool_kid_in_household_and_tour_frequency_is_5</th>\n",
+       "      <td id=\"T_1cbbf_row63_col0\" class=\"data row63 col0\" >-0.739</td>\n",
+       "      <td id=\"T_1cbbf_row63_col1\" class=\"data row63 col1\" > 0.186</td>\n",
+       "      <td id=\"T_1cbbf_row63_col2\" class=\"data row63 col2\" >-3.98</td>\n",
+       "      <td id=\"T_1cbbf_row63_col3\" class=\"data row63 col3\" >***</td>\n",
+       "      <td id=\"T_1cbbf_row63_col4\" class=\"data row63 col4\" > 0.00</td>\n",
+       "      <td id=\"T_1cbbf_row63_col5\" class=\"data row63 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_1cbbf_level0_row64\" class=\"row_heading level0 row64\" >coef_presence_of_retiree_and_eating_out_tour</th>\n",
+       "      <td id=\"T_1cbbf_row64_col0\" class=\"data row64 col0\" >-0.778</td>\n",
+       "      <td id=\"T_1cbbf_row64_col1\" class=\"data row64 col1\" > 0.186</td>\n",
+       "      <td id=\"T_1cbbf_row64_col2\" class=\"data row64 col2\" >-4.19</td>\n",
+       "      <td id=\"T_1cbbf_row64_col3\" class=\"data row64 col3\" >***</td>\n",
+       "      <td id=\"T_1cbbf_row64_col4\" class=\"data row64 col4\" > 0.00</td>\n",
+       "      <td id=\"T_1cbbf_row64_col5\" class=\"data row64 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_1cbbf_level0_row65\" class=\"row_heading level0 row65\" >coef_presence_of_retiree_and_tour_frequency_is_1</th>\n",
+       "      <td id=\"T_1cbbf_row65_col0\" class=\"data row65 col0\" >-0.223</td>\n",
+       "      <td id=\"T_1cbbf_row65_col1\" class=\"data row65 col1\" > 0.223</td>\n",
+       "      <td id=\"T_1cbbf_row65_col2\" class=\"data row65 col2\" >-1.00</td>\n",
+       "      <td id=\"T_1cbbf_row65_col3\" class=\"data row65 col3\" ></td>\n",
+       "      <td id=\"T_1cbbf_row65_col4\" class=\"data row65 col4\" > 0.00</td>\n",
+       "      <td id=\"T_1cbbf_row65_col5\" class=\"data row65 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_1cbbf_level0_row66\" class=\"row_heading level0 row66\" >coef_presence_of_retiree_and_tour_frequency_is_5</th>\n",
+       "      <td id=\"T_1cbbf_row66_col0\" class=\"data row66 col0\" >-0.225</td>\n",
+       "      <td id=\"T_1cbbf_row66_col1\" class=\"data row66 col1\" > 0.230</td>\n",
+       "      <td id=\"T_1cbbf_row66_col2\" class=\"data row66 col2\" >-0.98</td>\n",
+       "      <td id=\"T_1cbbf_row66_col3\" class=\"data row66 col3\" ></td>\n",
+       "      <td id=\"T_1cbbf_row66_col4\" class=\"data row66 col4\" > 0.00</td>\n",
+       "      <td id=\"T_1cbbf_row66_col5\" class=\"data row66 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_1cbbf_level0_row67\" class=\"row_heading level0 row67\" >coef_total_number_of_tours_is_1</th>\n",
+       "      <td id=\"T_1cbbf_row67_col0\" class=\"data row67 col0\" >-10.6</td>\n",
+       "      <td id=\"T_1cbbf_row67_col1\" class=\"data row67 col1\" > 102.</td>\n",
+       "      <td id=\"T_1cbbf_row67_col2\" class=\"data row67 col2\" >-0.10</td>\n",
+       "      <td id=\"T_1cbbf_row67_col3\" class=\"data row67 col3\" ></td>\n",
+       "      <td id=\"T_1cbbf_row67_col4\" class=\"data row67 col4\" > 0.00</td>\n",
+       "      <td id=\"T_1cbbf_row67_col5\" class=\"data row67 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_1cbbf_level0_row68\" class=\"row_heading level0 row68\" >coef_total_number_of_tours_is_2</th>\n",
+       "      <td id=\"T_1cbbf_row68_col0\" class=\"data row68 col0\" >-13.0</td>\n",
+       "      <td id=\"T_1cbbf_row68_col1\" class=\"data row68 col1\" > 203.</td>\n",
+       "      <td id=\"T_1cbbf_row68_col2\" class=\"data row68 col2\" >-0.06</td>\n",
+       "      <td id=\"T_1cbbf_row68_col3\" class=\"data row68 col3\" ></td>\n",
+       "      <td id=\"T_1cbbf_row68_col4\" class=\"data row68 col4\" > 0.00</td>\n",
+       "      <td id=\"T_1cbbf_row68_col5\" class=\"data row68 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_1cbbf_level0_row69\" class=\"row_heading level0 row69\" >coef_total_number_of_tours_is_3</th>\n",
+       "      <td id=\"T_1cbbf_row69_col0\" class=\"data row69 col0\" >-15.2</td>\n",
+       "      <td id=\"T_1cbbf_row69_col1\" class=\"data row69 col1\" > 305.</td>\n",
+       "      <td id=\"T_1cbbf_row69_col2\" class=\"data row69 col2\" >-0.05</td>\n",
+       "      <td id=\"T_1cbbf_row69_col3\" class=\"data row69 col3\" ></td>\n",
+       "      <td id=\"T_1cbbf_row69_col4\" class=\"data row69 col4\" > 0.00</td>\n",
+       "      <td id=\"T_1cbbf_row69_col5\" class=\"data row69 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_1cbbf_level0_row70\" class=\"row_heading level0 row70\" >coef_total_number_of_tours_is_4</th>\n",
+       "      <td id=\"T_1cbbf_row70_col0\" class=\"data row70 col0\" >-17.7</td>\n",
+       "      <td id=\"T_1cbbf_row70_col1\" class=\"data row70 col1\" > 407.</td>\n",
+       "      <td id=\"T_1cbbf_row70_col2\" class=\"data row70 col2\" >-0.04</td>\n",
+       "      <td id=\"T_1cbbf_row70_col3\" class=\"data row70 col3\" ></td>\n",
+       "      <td id=\"T_1cbbf_row70_col4\" class=\"data row70 col4\" > 0.00</td>\n",
+       "      <td id=\"T_1cbbf_row70_col5\" class=\"data row70 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_1cbbf_level0_row71\" class=\"row_heading level0 row71\" >coef_urban_and_discretionary_tour</th>\n",
+       "      <td id=\"T_1cbbf_row71_col0\" class=\"data row71 col0\" > 0.00</td>\n",
+       "      <td id=\"T_1cbbf_row71_col1\" class=\"data row71 col1\" > 0.00</td>\n",
+       "      <td id=\"T_1cbbf_row71_col2\" class=\"data row71 col2\" > NA</td>\n",
+       "      <td id=\"T_1cbbf_row71_col3\" class=\"data row71 col3\" ></td>\n",
+       "      <td id=\"T_1cbbf_row71_col4\" class=\"data row71 col4\" > 0.00</td>\n",
+       "      <td id=\"T_1cbbf_row71_col5\" class=\"data row71 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_1cbbf_level0_row72\" class=\"row_heading level0 row72\" >coef_walk_access_to_retail_and_discretionary</th>\n",
+       "      <td id=\"T_1cbbf_row72_col0\" class=\"data row72 col0\" > 0.0897</td>\n",
+       "      <td id=\"T_1cbbf_row72_col1\" class=\"data row72 col1\" > 0.0225</td>\n",
+       "      <td id=\"T_1cbbf_row72_col2\" class=\"data row72 col2\" > 3.98</td>\n",
+       "      <td id=\"T_1cbbf_row72_col3\" class=\"data row72 col3\" >***</td>\n",
+       "      <td id=\"T_1cbbf_row72_col4\" class=\"data row72 col4\" > 0.00</td>\n",
+       "      <td id=\"T_1cbbf_row72_col5\" class=\"data row72 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_1cbbf_level0_row73\" class=\"row_heading level0 row73\" >coef_walk_access_to_retail_and_shopping</th>\n",
+       "      <td id=\"T_1cbbf_row73_col0\" class=\"data row73 col0\" > 0.0808</td>\n",
+       "      <td id=\"T_1cbbf_row73_col1\" class=\"data row73 col1\" > 0.0199</td>\n",
+       "      <td id=\"T_1cbbf_row73_col2\" class=\"data row73 col2\" > 4.07</td>\n",
+       "      <td id=\"T_1cbbf_row73_col3\" class=\"data row73 col3\" >***</td>\n",
+       "      <td id=\"T_1cbbf_row73_col4\" class=\"data row73 col4\" > 0.00</td>\n",
+       "      <td id=\"T_1cbbf_row73_col5\" class=\"data row73 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_1cbbf_level0_row74\" class=\"row_heading level0 row74\" >coef_walk_access_to_retail_and_tour_frequency_is_1</th>\n",
+       "      <td id=\"T_1cbbf_row74_col0\" class=\"data row74 col0\" > 0.126</td>\n",
+       "      <td id=\"T_1cbbf_row74_col1\" class=\"data row74 col1\" > 0.0653</td>\n",
+       "      <td id=\"T_1cbbf_row74_col2\" class=\"data row74 col2\" > 1.93</td>\n",
+       "      <td id=\"T_1cbbf_row74_col3\" class=\"data row74 col3\" ></td>\n",
+       "      <td id=\"T_1cbbf_row74_col4\" class=\"data row74 col4\" > 0.00</td>\n",
+       "      <td id=\"T_1cbbf_row74_col5\" class=\"data row74 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_1cbbf_level0_row75\" class=\"row_heading level0 row75\" >coef_walk_access_to_retail_and_tour_frequency_is_2</th>\n",
+       "      <td id=\"T_1cbbf_row75_col0\" class=\"data row75 col0\" > 0.186</td>\n",
+       "      <td id=\"T_1cbbf_row75_col1\" class=\"data row75 col1\" > 0.0679</td>\n",
+       "      <td id=\"T_1cbbf_row75_col2\" class=\"data row75 col2\" > 2.74</td>\n",
+       "      <td id=\"T_1cbbf_row75_col3\" class=\"data row75 col3\" >**</td>\n",
+       "      <td id=\"T_1cbbf_row75_col4\" class=\"data row75 col4\" > 0.00</td>\n",
+       "      <td id=\"T_1cbbf_row75_col5\" class=\"data row75 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_1cbbf_level0_row76\" class=\"row_heading level0 row76\" >coef_walk_access_to_retail_and_tour_frequency_is_5_plus</th>\n",
+       "      <td id=\"T_1cbbf_row76_col0\" class=\"data row76 col0\" > 0.163</td>\n",
+       "      <td id=\"T_1cbbf_row76_col1\" class=\"data row76 col1\" > 0.0735</td>\n",
+       "      <td id=\"T_1cbbf_row76_col2\" class=\"data row76 col2\" > 2.22</td>\n",
+       "      <td id=\"T_1cbbf_row76_col3\" class=\"data row76 col3\" >*</td>\n",
+       "      <td id=\"T_1cbbf_row76_col4\" class=\"data row76 col4\" > 0.00</td>\n",
+       "      <td id=\"T_1cbbf_row76_col5\" class=\"data row76 col5\" ></td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n"
+      ],
+      "text/plain": [
+       "<pandas.io.formats.style.Styler at 0x16e18e440>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Model PTYPE_RETIRED\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<h3>Iteration 076 [Optimization terminated successfully] </h3>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -2423,7 +6978,7 @@
     {
      "data": {
       "text/html": [
-       "<p>Best LL = -787.4000431560225</p>"
+       "<p>Best LL = -7936.229778686792</p>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -2454,823 +7009,783 @@
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>value</th>\n",
+       "      <th>best</th>\n",
        "      <th>initvalue</th>\n",
-       "      <th>nullvalue</th>\n",
        "      <th>minimum</th>\n",
        "      <th>maximum</th>\n",
+       "      <th>nullvalue</th>\n",
        "      <th>holdfast</th>\n",
-       "      <th>note</th>\n",
-       "      <th>best</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>param_name</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>coef_0_auto_household_and_escorting_tour</th>\n",
        "      <td>-2.000000</td>\n",
+       "      <td>-2.000000</td>\n",
        "      <td>-2.0000</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-2.0</td>\n",
        "      <td>-2.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>1</td>\n",
-       "      <td></td>\n",
-       "      <td>-2.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_1_escort_tour_constant</th>\n",
-       "      <td>-2.730596</td>\n",
+       "      <td>-0.420225</td>\n",
+       "      <td>-0.420225</td>\n",
        "      <td>-0.3992</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-2.730596</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_1_plus_eating_out_tours_constant</th>\n",
-       "      <td>-2.583305</td>\n",
+       "      <td>-0.040375</td>\n",
+       "      <td>-0.040375</td>\n",
        "      <td>0.0245</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-2.583305</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_1_plus_maintenance_tours_constant</th>\n",
-       "      <td>-2.299219</td>\n",
+       "      <td>0.008956</td>\n",
+       "      <td>0.008956</td>\n",
        "      <td>0.1046</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-2.299219</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_1_plus_other_discretionary_tours_constant</th>\n",
-       "      <td>-2.243196</td>\n",
+       "      <td>0.373522</td>\n",
+       "      <td>0.373522</td>\n",
        "      <td>0.4282</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-2.243196</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_1_plus_shopping_tours_constant</th>\n",
-       "      <td>-1.916643</td>\n",
+       "      <td>0.512414</td>\n",
+       "      <td>0.512414</td>\n",
        "      <td>0.5947</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-1.916643</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_1_plus_visting_tours_constant</th>\n",
-       "      <td>-2.344018</td>\n",
+       "      <td>0.079465</td>\n",
+       "      <td>0.079465</td>\n",
        "      <td>0.2789</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-2.344018</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_2_plus_escort_tours_constant</th>\n",
-       "      <td>-4.935937</td>\n",
+       "      <td>0.307462</td>\n",
+       "      <td>0.307462</td>\n",
        "      <td>0.5175</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-4.935937</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_car_surplus_vs_workers_and_tour_frequency_is_1</th>\n",
-       "      <td>3.094754</td>\n",
+       "      <td>1.243116</td>\n",
+       "      <td>1.243116</td>\n",
        "      <td>0.7965</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>3.094754</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_car_surplus_vs_workers_and_tour_frequency_is_5_plus</th>\n",
-       "      <td>3.475854</td>\n",
+       "      <td>2.463002</td>\n",
+       "      <td>2.463002</td>\n",
        "      <td>2.1302</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>3.475854</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_female_and_discretionary_tour</th>\n",
-       "      <td>0.541528</td>\n",
+       "      <td>0.503760</td>\n",
+       "      <td>0.503760</td>\n",
        "      <td>0.4954</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.541528</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_female_and_maintenance_tour</th>\n",
-       "      <td>0.708328</td>\n",
+       "      <td>0.726465</td>\n",
+       "      <td>0.726465</td>\n",
        "      <td>0.7424</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.708328</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_female_and_shopping_tour</th>\n",
-       "      <td>0.609316</td>\n",
+       "      <td>0.951849</td>\n",
+       "      <td>0.951849</td>\n",
        "      <td>0.9688</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.609316</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_female_and_tour_frequency_is_1</th>\n",
-       "      <td>-2.519155</td>\n",
+       "      <td>-0.637595</td>\n",
+       "      <td>-0.637595</td>\n",
        "      <td>-0.9348</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-2.519155</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_female_and_tour_frequency_is_2</th>\n",
-       "      <td>-2.727169</td>\n",
+       "      <td>-0.922030</td>\n",
+       "      <td>-0.922030</td>\n",
        "      <td>-1.3028</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-2.727169</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_female_and_tour_frequency_is_5</th>\n",
-       "      <td>-4.160203</td>\n",
+       "      <td>-1.995909</td>\n",
+       "      <td>-1.995909</td>\n",
        "      <td>-2.2660</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-4.160203</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_high_income_group_and_discretionary_tour</th>\n",
-       "      <td>0.925884</td>\n",
+       "      <td>0.912572</td>\n",
+       "      <td>0.912572</td>\n",
        "      <td>1.0095</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.925884</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_high_income_group_and_eating_out_tour</th>\n",
-       "      <td>1.624493</td>\n",
+       "      <td>1.333766</td>\n",
+       "      <td>1.333766</td>\n",
        "      <td>1.4842</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>1.624493</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_high_income_group_and_maintenance_tour</th>\n",
-       "      <td>1.006105</td>\n",
+       "      <td>1.269533</td>\n",
+       "      <td>1.269533</td>\n",
        "      <td>1.3795</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>1.006105</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_high_income_group_and_shopping_tour</th>\n",
-       "      <td>1.105171</td>\n",
+       "      <td>0.999823</td>\n",
+       "      <td>0.999823</td>\n",
        "      <td>1.0949</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>1.105171</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_high_income_group_and_visiting_tour</th>\n",
-       "      <td>-0.656664</td>\n",
+       "      <td>-0.187117</td>\n",
+       "      <td>-0.187117</td>\n",
        "      <td>-0.5137</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.656664</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_logged_maximum_residual_window_tour_frequency_is_1</th>\n",
-       "      <td>2.966557</td>\n",
+       "      <td>2.036712</td>\n",
+       "      <td>2.036712</td>\n",
        "      <td>1.8357</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>2.966557</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_logged_maximum_residual_window_tour_frequency_is_2</th>\n",
-       "      <td>5.581416</td>\n",
+       "      <td>2.413288</td>\n",
+       "      <td>2.413288</td>\n",
        "      <td>2.2707</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>5.581416</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_logged_maximum_residual_window_tour_frequency_is_5_plus</th>\n",
-       "      <td>31.909531</td>\n",
+       "      <td>4.720353</td>\n",
+       "      <td>4.720353</td>\n",
        "      <td>4.4023</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>31.909531</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_mediumhigh_income_group_and_eating_out_tour</th>\n",
-       "      <td>0.964279</td>\n",
+       "      <td>0.944127</td>\n",
+       "      <td>0.944127</td>\n",
        "      <td>1.1810</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.964279</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_mediumhigh_income_group_and_maintenance_tour</th>\n",
-       "      <td>0.465351</td>\n",
+       "      <td>0.688701</td>\n",
+       "      <td>0.688701</td>\n",
        "      <td>0.7648</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.465351</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_mediumhigh_income_group_and_visiting_tour</th>\n",
-       "      <td>-0.478169</td>\n",
+       "      <td>-0.370854</td>\n",
+       "      <td>-0.370854</td>\n",
        "      <td>-0.4368</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.478169</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_mediumlow_income_group_and_eating_out_tour</th>\n",
-       "      <td>0.877486</td>\n",
+       "      <td>0.937822</td>\n",
+       "      <td>0.937822</td>\n",
        "      <td>0.9769</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.877486</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_number_of_joint_shopping_tours</th>\n",
-       "      <td>-0.290998</td>\n",
+       "      <td>-1.313333</td>\n",
+       "      <td>-1.313333</td>\n",
        "      <td>-0.8072</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.290998</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_number_of_joint_tours_and_tour_frequency_is_2</th>\n",
-       "      <td>-6.327143</td>\n",
+       "      <td>-1.010634</td>\n",
+       "      <td>-1.010634</td>\n",
        "      <td>-0.9500</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-6.327143</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_number_of_joint_tours_and_tour_frequency_is_3</th>\n",
-       "      <td>-85.627389</td>\n",
+       "      <td>-7.212476</td>\n",
+       "      <td>-7.212476</td>\n",
        "      <td>-7.1430</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-85.627389</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_number_of_joint_tours_and_tour_frequency_is_5_plus</th>\n",
        "      <td>-999.000000</td>\n",
+       "      <td>-999.000000</td>\n",
        "      <td>-999.0000</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-999.0</td>\n",
        "      <td>-999.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>1</td>\n",
-       "      <td></td>\n",
-       "      <td>-999.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_number_of_mandatory_tours_and_tour_frequency_is_3</th>\n",
        "      <td>-5.019600</td>\n",
+       "      <td>-5.019600</td>\n",
        "      <td>-5.0196</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-5.019600</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_presence_of_full_time_worker_and_discretionary_tour</th>\n",
-       "      <td>-0.331984</td>\n",
+       "      <td>-0.657085</td>\n",
+       "      <td>-0.657085</td>\n",
        "      <td>-0.4835</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.331984</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_presence_of_full_time_worker_and_shopping_tour</th>\n",
-       "      <td>-0.207325</td>\n",
+       "      <td>-0.421774</td>\n",
+       "      <td>-0.421774</td>\n",
        "      <td>-0.3609</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.207325</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_presence_of_non_worker_and_discretionary_tour</th>\n",
-       "      <td>-0.084104</td>\n",
+       "      <td>-0.575662</td>\n",
+       "      <td>-0.575662</td>\n",
        "      <td>-0.5603</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.084104</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_presence_of_non_worker_and_eating_out_tour</th>\n",
-       "      <td>-0.701536</td>\n",
+       "      <td>-0.905311</td>\n",
+       "      <td>-0.905311</td>\n",
        "      <td>-0.7880</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.701536</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_presence_of_non_worker_and_tour_frequency_is_1</th>\n",
-       "      <td>1.190681</td>\n",
+       "      <td>-0.017018</td>\n",
+       "      <td>-0.017018</td>\n",
        "      <td>0.2240</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>1.190681</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_presence_of_non_worker_and_tour_frequency_is_2</th>\n",
-       "      <td>1.374195</td>\n",
+       "      <td>0.067997</td>\n",
+       "      <td>0.067997</td>\n",
        "      <td>0.2436</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>1.374195</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_presence_of_non_worker_and_tour_frequency_is_3</th>\n",
-       "      <td>2.156822</td>\n",
+       "      <td>0.258114</td>\n",
+       "      <td>0.258114</td>\n",
        "      <td>0.6200</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>2.156822</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_presence_of_non_worker_and_tour_frequency_is_5</th>\n",
-       "      <td>3.694303</td>\n",
+       "      <td>3.203479</td>\n",
+       "      <td>3.203479</td>\n",
        "      <td>3.3742</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>3.694303</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_presence_of_pre_driving_school_kid_and_escorting_tour</th>\n",
-       "      <td>1.682880</td>\n",
+       "      <td>1.424066</td>\n",
+       "      <td>1.424066</td>\n",
        "      <td>1.4903</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>1.682880</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_presence_of_pre_school_kid_and_escorting_tour</th>\n",
-       "      <td>0.641813</td>\n",
+       "      <td>0.393961</td>\n",
+       "      <td>0.393961</td>\n",
        "      <td>0.5027</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.641813</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_presence_of_retiree_and_eating_out_tour</th>\n",
-       "      <td>-0.944680</td>\n",
+       "      <td>-0.793588</td>\n",
+       "      <td>-0.793588</td>\n",
        "      <td>-0.9282</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.944680</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_presence_of_retiree_and_tour_frequency_is_1</th>\n",
-       "      <td>0.321424</td>\n",
+       "      <td>-0.721457</td>\n",
+       "      <td>-0.721457</td>\n",
        "      <td>-0.4458</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.321424</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_presence_of_retiree_and_tour_frequency_is_5</th>\n",
-       "      <td>-0.051242</td>\n",
+       "      <td>-0.751932</td>\n",
+       "      <td>-0.751932</td>\n",
        "      <td>-0.5315</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.051242</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_total_number_of_tours_is_1</th>\n",
-       "      <td>-14.532345</td>\n",
+       "      <td>-8.702153</td>\n",
+       "      <td>-8.702153</td>\n",
        "      <td>-8.5684</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-14.532345</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_total_number_of_tours_is_2</th>\n",
-       "      <td>-15.267480</td>\n",
+       "      <td>-12.664662</td>\n",
+       "      <td>-12.664662</td>\n",
        "      <td>-12.7416</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-15.267480</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_total_number_of_tours_is_3</th>\n",
-       "      <td>-15.029318</td>\n",
+       "      <td>-14.734677</td>\n",
+       "      <td>-14.734677</td>\n",
        "      <td>-15.0978</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-15.029318</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_total_number_of_tours_is_4</th>\n",
-       "      <td>-14.905140</td>\n",
+       "      <td>-19.432621</td>\n",
+       "      <td>-19.432621</td>\n",
        "      <td>-19.5439</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-14.905140</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_total_number_of_tours_is_5</th>\n",
-       "      <td>-27.549766</td>\n",
+       "      <td>-19.999982</td>\n",
+       "      <td>-19.999982</td>\n",
        "      <td>-20.7897</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-27.549766</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_urban_and_discretionary_tour</th>\n",
        "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.0000</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>1</td>\n",
-       "      <td></td>\n",
-       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_walk_access_to_retail_and_tour_frequency_is_5_plus</th>\n",
-       "      <td>0.691082</td>\n",
+       "      <td>-0.010167</td>\n",
+       "      <td>-0.010167</td>\n",
        "      <td>0.0616</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.691082</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "                                                         value  initvalue  \\\n",
-       "coef_0_auto_household_and_escorting_tour             -2.000000    -2.0000   \n",
-       "coef_1_escort_tour_constant                          -2.730596    -0.3992   \n",
-       "coef_1_plus_eating_out_tours_constant                -2.583305     0.0245   \n",
-       "coef_1_plus_maintenance_tours_constant               -2.299219     0.1046   \n",
-       "coef_1_plus_other_discretionary_tours_constant       -2.243196     0.4282   \n",
-       "coef_1_plus_shopping_tours_constant                  -1.916643     0.5947   \n",
-       "coef_1_plus_visting_tours_constant                   -2.344018     0.2789   \n",
-       "coef_2_plus_escort_tours_constant                    -4.935937     0.5175   \n",
-       "coef_car_surplus_vs_workers_and_tour_frequency_...    3.094754     0.7965   \n",
-       "coef_car_surplus_vs_workers_and_tour_frequency_...    3.475854     2.1302   \n",
-       "coef_female_and_discretionary_tour                    0.541528     0.4954   \n",
-       "coef_female_and_maintenance_tour                      0.708328     0.7424   \n",
-       "coef_female_and_shopping_tour                         0.609316     0.9688   \n",
-       "coef_female_and_tour_frequency_is_1                  -2.519155    -0.9348   \n",
-       "coef_female_and_tour_frequency_is_2                  -2.727169    -1.3028   \n",
-       "coef_female_and_tour_frequency_is_5                  -4.160203    -2.2660   \n",
-       "coef_high_income_group_and_discretionary_tour         0.925884     1.0095   \n",
-       "coef_high_income_group_and_eating_out_tour            1.624493     1.4842   \n",
-       "coef_high_income_group_and_maintenance_tour           1.006105     1.3795   \n",
-       "coef_high_income_group_and_shopping_tour              1.105171     1.0949   \n",
-       "coef_high_income_group_and_visiting_tour             -0.656664    -0.5137   \n",
-       "coef_logged_maximum_residual_window_tour_freque...    2.966557     1.8357   \n",
-       "coef_logged_maximum_residual_window_tour_freque...    5.581416     2.2707   \n",
-       "coef_logged_maximum_residual_window_tour_freque...   31.909531     4.4023   \n",
-       "coef_mediumhigh_income_group_and_eating_out_tour      0.964279     1.1810   \n",
-       "coef_mediumhigh_income_group_and_maintenance_tour     0.465351     0.7648   \n",
-       "coef_mediumhigh_income_group_and_visiting_tour       -0.478169    -0.4368   \n",
-       "coef_mediumlow_income_group_and_eating_out_tour       0.877486     0.9769   \n",
-       "coef_number_of_joint_shopping_tours                  -0.290998    -0.8072   \n",
-       "coef_number_of_joint_tours_and_tour_frequency_is_2   -6.327143    -0.9500   \n",
-       "coef_number_of_joint_tours_and_tour_frequency_is_3  -85.627389    -7.1430   \n",
-       "coef_number_of_joint_tours_and_tour_frequency_i... -999.000000  -999.0000   \n",
-       "coef_number_of_mandatory_tours_and_tour_frequen...   -5.019600    -5.0196   \n",
-       "coef_presence_of_full_time_worker_and_discretio...   -0.331984    -0.4835   \n",
-       "coef_presence_of_full_time_worker_and_shopping_...   -0.207325    -0.3609   \n",
-       "coef_presence_of_non_worker_and_discretionary_tour   -0.084104    -0.5603   \n",
-       "coef_presence_of_non_worker_and_eating_out_tour      -0.701536    -0.7880   \n",
-       "coef_presence_of_non_worker_and_tour_frequency_...    1.190681     0.2240   \n",
-       "coef_presence_of_non_worker_and_tour_frequency_...    1.374195     0.2436   \n",
-       "coef_presence_of_non_worker_and_tour_frequency_...    2.156822     0.6200   \n",
-       "coef_presence_of_non_worker_and_tour_frequency_...    3.694303     3.3742   \n",
-       "coef_presence_of_pre_driving_school_kid_and_esc...    1.682880     1.4903   \n",
-       "coef_presence_of_pre_school_kid_and_escorting_tour    0.641813     0.5027   \n",
-       "coef_presence_of_retiree_and_eating_out_tour         -0.944680    -0.9282   \n",
-       "coef_presence_of_retiree_and_tour_frequency_is_1      0.321424    -0.4458   \n",
-       "coef_presence_of_retiree_and_tour_frequency_is_5     -0.051242    -0.5315   \n",
-       "coef_total_number_of_tours_is_1                     -14.532345    -8.5684   \n",
-       "coef_total_number_of_tours_is_2                     -15.267480   -12.7416   \n",
-       "coef_total_number_of_tours_is_3                     -15.029318   -15.0978   \n",
-       "coef_total_number_of_tours_is_4                     -14.905140   -19.5439   \n",
-       "coef_total_number_of_tours_is_5                     -27.549766   -20.7897   \n",
-       "coef_urban_and_discretionary_tour                     0.000000     0.0000   \n",
-       "coef_walk_access_to_retail_and_tour_frequency_i...    0.691082     0.0616   \n",
+       "                                                         value        best  \\\n",
+       "param_name                                                                   \n",
+       "coef_0_auto_household_and_escorting_tour             -2.000000   -2.000000   \n",
+       "coef_1_escort_tour_constant                          -0.420225   -0.420225   \n",
+       "coef_1_plus_eating_out_tours_constant                -0.040375   -0.040375   \n",
+       "coef_1_plus_maintenance_tours_constant                0.008956    0.008956   \n",
+       "coef_1_plus_other_discretionary_tours_constant        0.373522    0.373522   \n",
+       "coef_1_plus_shopping_tours_constant                   0.512414    0.512414   \n",
+       "coef_1_plus_visting_tours_constant                    0.079465    0.079465   \n",
+       "coef_2_plus_escort_tours_constant                     0.307462    0.307462   \n",
+       "coef_car_surplus_vs_workers_and_tour_frequency_...    1.243116    1.243116   \n",
+       "coef_car_surplus_vs_workers_and_tour_frequency_...    2.463002    2.463002   \n",
+       "coef_female_and_discretionary_tour                    0.503760    0.503760   \n",
+       "coef_female_and_maintenance_tour                      0.726465    0.726465   \n",
+       "coef_female_and_shopping_tour                         0.951849    0.951849   \n",
+       "coef_female_and_tour_frequency_is_1                  -0.637595   -0.637595   \n",
+       "coef_female_and_tour_frequency_is_2                  -0.922030   -0.922030   \n",
+       "coef_female_and_tour_frequency_is_5                  -1.995909   -1.995909   \n",
+       "coef_high_income_group_and_discretionary_tour         0.912572    0.912572   \n",
+       "coef_high_income_group_and_eating_out_tour            1.333766    1.333766   \n",
+       "coef_high_income_group_and_maintenance_tour           1.269533    1.269533   \n",
+       "coef_high_income_group_and_shopping_tour              0.999823    0.999823   \n",
+       "coef_high_income_group_and_visiting_tour             -0.187117   -0.187117   \n",
+       "coef_logged_maximum_residual_window_tour_freque...    2.036712    2.036712   \n",
+       "coef_logged_maximum_residual_window_tour_freque...    2.413288    2.413288   \n",
+       "coef_logged_maximum_residual_window_tour_freque...    4.720353    4.720353   \n",
+       "coef_mediumhigh_income_group_and_eating_out_tour      0.944127    0.944127   \n",
+       "coef_mediumhigh_income_group_and_maintenance_tour     0.688701    0.688701   \n",
+       "coef_mediumhigh_income_group_and_visiting_tour       -0.370854   -0.370854   \n",
+       "coef_mediumlow_income_group_and_eating_out_tour       0.937822    0.937822   \n",
+       "coef_number_of_joint_shopping_tours                  -1.313333   -1.313333   \n",
+       "coef_number_of_joint_tours_and_tour_frequency_is_2   -1.010634   -1.010634   \n",
+       "coef_number_of_joint_tours_and_tour_frequency_is_3   -7.212476   -7.212476   \n",
+       "coef_number_of_joint_tours_and_tour_frequency_i... -999.000000 -999.000000   \n",
+       "coef_number_of_mandatory_tours_and_tour_frequen...   -5.019600   -5.019600   \n",
+       "coef_presence_of_full_time_worker_and_discretio...   -0.657085   -0.657085   \n",
+       "coef_presence_of_full_time_worker_and_shopping_...   -0.421774   -0.421774   \n",
+       "coef_presence_of_non_worker_and_discretionary_tour   -0.575662   -0.575662   \n",
+       "coef_presence_of_non_worker_and_eating_out_tour      -0.905311   -0.905311   \n",
+       "coef_presence_of_non_worker_and_tour_frequency_...   -0.017018   -0.017018   \n",
+       "coef_presence_of_non_worker_and_tour_frequency_...    0.067997    0.067997   \n",
+       "coef_presence_of_non_worker_and_tour_frequency_...    0.258114    0.258114   \n",
+       "coef_presence_of_non_worker_and_tour_frequency_...    3.203479    3.203479   \n",
+       "coef_presence_of_pre_driving_school_kid_and_esc...    1.424066    1.424066   \n",
+       "coef_presence_of_pre_school_kid_and_escorting_tour    0.393961    0.393961   \n",
+       "coef_presence_of_retiree_and_eating_out_tour         -0.793588   -0.793588   \n",
+       "coef_presence_of_retiree_and_tour_frequency_is_1     -0.721457   -0.721457   \n",
+       "coef_presence_of_retiree_and_tour_frequency_is_5     -0.751932   -0.751932   \n",
+       "coef_total_number_of_tours_is_1                      -8.702153   -8.702153   \n",
+       "coef_total_number_of_tours_is_2                     -12.664662  -12.664662   \n",
+       "coef_total_number_of_tours_is_3                     -14.734677  -14.734677   \n",
+       "coef_total_number_of_tours_is_4                     -19.432621  -19.432621   \n",
+       "coef_total_number_of_tours_is_5                     -19.999982  -19.999982   \n",
+       "coef_urban_and_discretionary_tour                     0.000000    0.000000   \n",
+       "coef_walk_access_to_retail_and_tour_frequency_i...   -0.010167   -0.010167   \n",
        "\n",
-       "                                                    nullvalue  minimum  \\\n",
-       "coef_0_auto_household_and_escorting_tour                  0.0     -2.0   \n",
-       "coef_1_escort_tour_constant                               0.0      NaN   \n",
-       "coef_1_plus_eating_out_tours_constant                     0.0      NaN   \n",
-       "coef_1_plus_maintenance_tours_constant                    0.0      NaN   \n",
-       "coef_1_plus_other_discretionary_tours_constant            0.0      NaN   \n",
-       "coef_1_plus_shopping_tours_constant                       0.0      NaN   \n",
-       "coef_1_plus_visting_tours_constant                        0.0      NaN   \n",
-       "coef_2_plus_escort_tours_constant                         0.0      NaN   \n",
-       "coef_car_surplus_vs_workers_and_tour_frequency_...        0.0      NaN   \n",
-       "coef_car_surplus_vs_workers_and_tour_frequency_...        0.0      NaN   \n",
-       "coef_female_and_discretionary_tour                        0.0      NaN   \n",
-       "coef_female_and_maintenance_tour                          0.0      NaN   \n",
-       "coef_female_and_shopping_tour                             0.0      NaN   \n",
-       "coef_female_and_tour_frequency_is_1                       0.0      NaN   \n",
-       "coef_female_and_tour_frequency_is_2                       0.0      NaN   \n",
-       "coef_female_and_tour_frequency_is_5                       0.0      NaN   \n",
-       "coef_high_income_group_and_discretionary_tour             0.0      NaN   \n",
-       "coef_high_income_group_and_eating_out_tour                0.0      NaN   \n",
-       "coef_high_income_group_and_maintenance_tour               0.0      NaN   \n",
-       "coef_high_income_group_and_shopping_tour                  0.0      NaN   \n",
-       "coef_high_income_group_and_visiting_tour                  0.0      NaN   \n",
-       "coef_logged_maximum_residual_window_tour_freque...        0.0      NaN   \n",
-       "coef_logged_maximum_residual_window_tour_freque...        0.0      NaN   \n",
-       "coef_logged_maximum_residual_window_tour_freque...        0.0      NaN   \n",
-       "coef_mediumhigh_income_group_and_eating_out_tour          0.0      NaN   \n",
-       "coef_mediumhigh_income_group_and_maintenance_tour         0.0      NaN   \n",
-       "coef_mediumhigh_income_group_and_visiting_tour            0.0      NaN   \n",
-       "coef_mediumlow_income_group_and_eating_out_tour           0.0      NaN   \n",
-       "coef_number_of_joint_shopping_tours                       0.0      NaN   \n",
-       "coef_number_of_joint_tours_and_tour_frequency_is_2        0.0      NaN   \n",
-       "coef_number_of_joint_tours_and_tour_frequency_is_3        0.0      NaN   \n",
-       "coef_number_of_joint_tours_and_tour_frequency_i...        0.0   -999.0   \n",
-       "coef_number_of_mandatory_tours_and_tour_frequen...        0.0      NaN   \n",
-       "coef_presence_of_full_time_worker_and_discretio...        0.0      NaN   \n",
-       "coef_presence_of_full_time_worker_and_shopping_...        0.0      NaN   \n",
-       "coef_presence_of_non_worker_and_discretionary_tour        0.0      NaN   \n",
-       "coef_presence_of_non_worker_and_eating_out_tour           0.0      NaN   \n",
-       "coef_presence_of_non_worker_and_tour_frequency_...        0.0      NaN   \n",
-       "coef_presence_of_non_worker_and_tour_frequency_...        0.0      NaN   \n",
-       "coef_presence_of_non_worker_and_tour_frequency_...        0.0      NaN   \n",
-       "coef_presence_of_non_worker_and_tour_frequency_...        0.0      NaN   \n",
-       "coef_presence_of_pre_driving_school_kid_and_esc...        0.0      NaN   \n",
-       "coef_presence_of_pre_school_kid_and_escorting_tour        0.0      NaN   \n",
-       "coef_presence_of_retiree_and_eating_out_tour              0.0      NaN   \n",
-       "coef_presence_of_retiree_and_tour_frequency_is_1          0.0      NaN   \n",
-       "coef_presence_of_retiree_and_tour_frequency_is_5          0.0      NaN   \n",
-       "coef_total_number_of_tours_is_1                           0.0      NaN   \n",
-       "coef_total_number_of_tours_is_2                           0.0      NaN   \n",
-       "coef_total_number_of_tours_is_3                           0.0      NaN   \n",
-       "coef_total_number_of_tours_is_4                           0.0      NaN   \n",
-       "coef_total_number_of_tours_is_5                           0.0      NaN   \n",
-       "coef_urban_and_discretionary_tour                         0.0      0.0   \n",
-       "coef_walk_access_to_retail_and_tour_frequency_i...        0.0      NaN   \n",
+       "                                                    initvalue  minimum  \\\n",
+       "param_name                                                               \n",
+       "coef_0_auto_household_and_escorting_tour              -2.0000     -2.0   \n",
+       "coef_1_escort_tour_constant                           -0.3992    -20.0   \n",
+       "coef_1_plus_eating_out_tours_constant                  0.0245    -20.0   \n",
+       "coef_1_plus_maintenance_tours_constant                 0.1046    -20.0   \n",
+       "coef_1_plus_other_discretionary_tours_constant         0.4282    -20.0   \n",
+       "coef_1_plus_shopping_tours_constant                    0.5947    -20.0   \n",
+       "coef_1_plus_visting_tours_constant                     0.2789    -20.0   \n",
+       "coef_2_plus_escort_tours_constant                      0.5175    -20.0   \n",
+       "coef_car_surplus_vs_workers_and_tour_frequency_...     0.7965    -20.0   \n",
+       "coef_car_surplus_vs_workers_and_tour_frequency_...     2.1302    -20.0   \n",
+       "coef_female_and_discretionary_tour                     0.4954    -20.0   \n",
+       "coef_female_and_maintenance_tour                       0.7424    -20.0   \n",
+       "coef_female_and_shopping_tour                          0.9688    -20.0   \n",
+       "coef_female_and_tour_frequency_is_1                   -0.9348    -20.0   \n",
+       "coef_female_and_tour_frequency_is_2                   -1.3028    -20.0   \n",
+       "coef_female_and_tour_frequency_is_5                   -2.2660    -20.0   \n",
+       "coef_high_income_group_and_discretionary_tour          1.0095    -20.0   \n",
+       "coef_high_income_group_and_eating_out_tour             1.4842    -20.0   \n",
+       "coef_high_income_group_and_maintenance_tour            1.3795    -20.0   \n",
+       "coef_high_income_group_and_shopping_tour               1.0949    -20.0   \n",
+       "coef_high_income_group_and_visiting_tour              -0.5137    -20.0   \n",
+       "coef_logged_maximum_residual_window_tour_freque...     1.8357    -20.0   \n",
+       "coef_logged_maximum_residual_window_tour_freque...     2.2707    -20.0   \n",
+       "coef_logged_maximum_residual_window_tour_freque...     4.4023    -20.0   \n",
+       "coef_mediumhigh_income_group_and_eating_out_tour       1.1810    -20.0   \n",
+       "coef_mediumhigh_income_group_and_maintenance_tour      0.7648    -20.0   \n",
+       "coef_mediumhigh_income_group_and_visiting_tour        -0.4368    -20.0   \n",
+       "coef_mediumlow_income_group_and_eating_out_tour        0.9769    -20.0   \n",
+       "coef_number_of_joint_shopping_tours                   -0.8072    -20.0   \n",
+       "coef_number_of_joint_tours_and_tour_frequency_is_2    -0.9500    -20.0   \n",
+       "coef_number_of_joint_tours_and_tour_frequency_is_3    -7.1430    -20.0   \n",
+       "coef_number_of_joint_tours_and_tour_frequency_i...  -999.0000   -999.0   \n",
+       "coef_number_of_mandatory_tours_and_tour_frequen...    -5.0196    -20.0   \n",
+       "coef_presence_of_full_time_worker_and_discretio...    -0.4835    -20.0   \n",
+       "coef_presence_of_full_time_worker_and_shopping_...    -0.3609    -20.0   \n",
+       "coef_presence_of_non_worker_and_discretionary_tour    -0.5603    -20.0   \n",
+       "coef_presence_of_non_worker_and_eating_out_tour       -0.7880    -20.0   \n",
+       "coef_presence_of_non_worker_and_tour_frequency_...     0.2240    -20.0   \n",
+       "coef_presence_of_non_worker_and_tour_frequency_...     0.2436    -20.0   \n",
+       "coef_presence_of_non_worker_and_tour_frequency_...     0.6200    -20.0   \n",
+       "coef_presence_of_non_worker_and_tour_frequency_...     3.3742    -20.0   \n",
+       "coef_presence_of_pre_driving_school_kid_and_esc...     1.4903    -20.0   \n",
+       "coef_presence_of_pre_school_kid_and_escorting_tour     0.5027    -20.0   \n",
+       "coef_presence_of_retiree_and_eating_out_tour          -0.9282    -20.0   \n",
+       "coef_presence_of_retiree_and_tour_frequency_is_1      -0.4458    -20.0   \n",
+       "coef_presence_of_retiree_and_tour_frequency_is_5      -0.5315    -20.0   \n",
+       "coef_total_number_of_tours_is_1                       -8.5684    -20.0   \n",
+       "coef_total_number_of_tours_is_2                      -12.7416    -20.0   \n",
+       "coef_total_number_of_tours_is_3                      -15.0978    -20.0   \n",
+       "coef_total_number_of_tours_is_4                      -19.5439    -20.0   \n",
+       "coef_total_number_of_tours_is_5                      -20.7897    -20.0   \n",
+       "coef_urban_and_discretionary_tour                      0.0000      0.0   \n",
+       "coef_walk_access_to_retail_and_tour_frequency_i...     0.0616    -20.0   \n",
        "\n",
-       "                                                    maximum  holdfast note  \\\n",
-       "coef_0_auto_household_and_escorting_tour               -2.0         1        \n",
-       "coef_1_escort_tour_constant                             NaN         0        \n",
-       "coef_1_plus_eating_out_tours_constant                   NaN         0        \n",
-       "coef_1_plus_maintenance_tours_constant                  NaN         0        \n",
-       "coef_1_plus_other_discretionary_tours_constant          NaN         0        \n",
-       "coef_1_plus_shopping_tours_constant                     NaN         0        \n",
-       "coef_1_plus_visting_tours_constant                      NaN         0        \n",
-       "coef_2_plus_escort_tours_constant                       NaN         0        \n",
-       "coef_car_surplus_vs_workers_and_tour_frequency_...      NaN         0        \n",
-       "coef_car_surplus_vs_workers_and_tour_frequency_...      NaN         0        \n",
-       "coef_female_and_discretionary_tour                      NaN         0        \n",
-       "coef_female_and_maintenance_tour                        NaN         0        \n",
-       "coef_female_and_shopping_tour                           NaN         0        \n",
-       "coef_female_and_tour_frequency_is_1                     NaN         0        \n",
-       "coef_female_and_tour_frequency_is_2                     NaN         0        \n",
-       "coef_female_and_tour_frequency_is_5                     NaN         0        \n",
-       "coef_high_income_group_and_discretionary_tour           NaN         0        \n",
-       "coef_high_income_group_and_eating_out_tour              NaN         0        \n",
-       "coef_high_income_group_and_maintenance_tour             NaN         0        \n",
-       "coef_high_income_group_and_shopping_tour                NaN         0        \n",
-       "coef_high_income_group_and_visiting_tour                NaN         0        \n",
-       "coef_logged_maximum_residual_window_tour_freque...      NaN         0        \n",
-       "coef_logged_maximum_residual_window_tour_freque...      NaN         0        \n",
-       "coef_logged_maximum_residual_window_tour_freque...      NaN         0        \n",
-       "coef_mediumhigh_income_group_and_eating_out_tour        NaN         0        \n",
-       "coef_mediumhigh_income_group_and_maintenance_tour       NaN         0        \n",
-       "coef_mediumhigh_income_group_and_visiting_tour          NaN         0        \n",
-       "coef_mediumlow_income_group_and_eating_out_tour         NaN         0        \n",
-       "coef_number_of_joint_shopping_tours                     NaN         0        \n",
-       "coef_number_of_joint_tours_and_tour_frequency_is_2      NaN         0        \n",
-       "coef_number_of_joint_tours_and_tour_frequency_is_3      NaN         0        \n",
-       "coef_number_of_joint_tours_and_tour_frequency_i...   -999.0         1        \n",
-       "coef_number_of_mandatory_tours_and_tour_frequen...      NaN         0        \n",
-       "coef_presence_of_full_time_worker_and_discretio...      NaN         0        \n",
-       "coef_presence_of_full_time_worker_and_shopping_...      NaN         0        \n",
-       "coef_presence_of_non_worker_and_discretionary_tour      NaN         0        \n",
-       "coef_presence_of_non_worker_and_eating_out_tour         NaN         0        \n",
-       "coef_presence_of_non_worker_and_tour_frequency_...      NaN         0        \n",
-       "coef_presence_of_non_worker_and_tour_frequency_...      NaN         0        \n",
-       "coef_presence_of_non_worker_and_tour_frequency_...      NaN         0        \n",
-       "coef_presence_of_non_worker_and_tour_frequency_...      NaN         0        \n",
-       "coef_presence_of_pre_driving_school_kid_and_esc...      NaN         0        \n",
-       "coef_presence_of_pre_school_kid_and_escorting_tour      NaN         0        \n",
-       "coef_presence_of_retiree_and_eating_out_tour            NaN         0        \n",
-       "coef_presence_of_retiree_and_tour_frequency_is_1        NaN         0        \n",
-       "coef_presence_of_retiree_and_tour_frequency_is_5        NaN         0        \n",
-       "coef_total_number_of_tours_is_1                         NaN         0        \n",
-       "coef_total_number_of_tours_is_2                         NaN         0        \n",
-       "coef_total_number_of_tours_is_3                         NaN         0        \n",
-       "coef_total_number_of_tours_is_4                         NaN         0        \n",
-       "coef_total_number_of_tours_is_5                         NaN         0        \n",
-       "coef_urban_and_discretionary_tour                       0.0         1        \n",
-       "coef_walk_access_to_retail_and_tour_frequency_i...      NaN         0        \n",
+       "                                                    maximum  nullvalue  \\\n",
+       "param_name                                                               \n",
+       "coef_0_auto_household_and_escorting_tour               -2.0        0.0   \n",
+       "coef_1_escort_tour_constant                            20.0        0.0   \n",
+       "coef_1_plus_eating_out_tours_constant                  20.0        0.0   \n",
+       "coef_1_plus_maintenance_tours_constant                 20.0        0.0   \n",
+       "coef_1_plus_other_discretionary_tours_constant         20.0        0.0   \n",
+       "coef_1_plus_shopping_tours_constant                    20.0        0.0   \n",
+       "coef_1_plus_visting_tours_constant                     20.0        0.0   \n",
+       "coef_2_plus_escort_tours_constant                      20.0        0.0   \n",
+       "coef_car_surplus_vs_workers_and_tour_frequency_...     20.0        0.0   \n",
+       "coef_car_surplus_vs_workers_and_tour_frequency_...     20.0        0.0   \n",
+       "coef_female_and_discretionary_tour                     20.0        0.0   \n",
+       "coef_female_and_maintenance_tour                       20.0        0.0   \n",
+       "coef_female_and_shopping_tour                          20.0        0.0   \n",
+       "coef_female_and_tour_frequency_is_1                    20.0        0.0   \n",
+       "coef_female_and_tour_frequency_is_2                    20.0        0.0   \n",
+       "coef_female_and_tour_frequency_is_5                    20.0        0.0   \n",
+       "coef_high_income_group_and_discretionary_tour          20.0        0.0   \n",
+       "coef_high_income_group_and_eating_out_tour             20.0        0.0   \n",
+       "coef_high_income_group_and_maintenance_tour            20.0        0.0   \n",
+       "coef_high_income_group_and_shopping_tour               20.0        0.0   \n",
+       "coef_high_income_group_and_visiting_tour               20.0        0.0   \n",
+       "coef_logged_maximum_residual_window_tour_freque...     20.0        0.0   \n",
+       "coef_logged_maximum_residual_window_tour_freque...     20.0        0.0   \n",
+       "coef_logged_maximum_residual_window_tour_freque...     20.0        0.0   \n",
+       "coef_mediumhigh_income_group_and_eating_out_tour       20.0        0.0   \n",
+       "coef_mediumhigh_income_group_and_maintenance_tour      20.0        0.0   \n",
+       "coef_mediumhigh_income_group_and_visiting_tour         20.0        0.0   \n",
+       "coef_mediumlow_income_group_and_eating_out_tour        20.0        0.0   \n",
+       "coef_number_of_joint_shopping_tours                    20.0        0.0   \n",
+       "coef_number_of_joint_tours_and_tour_frequency_is_2     20.0        0.0   \n",
+       "coef_number_of_joint_tours_and_tour_frequency_is_3     20.0        0.0   \n",
+       "coef_number_of_joint_tours_and_tour_frequency_i...   -999.0        0.0   \n",
+       "coef_number_of_mandatory_tours_and_tour_frequen...     20.0        0.0   \n",
+       "coef_presence_of_full_time_worker_and_discretio...     20.0        0.0   \n",
+       "coef_presence_of_full_time_worker_and_shopping_...     20.0        0.0   \n",
+       "coef_presence_of_non_worker_and_discretionary_tour     20.0        0.0   \n",
+       "coef_presence_of_non_worker_and_eating_out_tour        20.0        0.0   \n",
+       "coef_presence_of_non_worker_and_tour_frequency_...     20.0        0.0   \n",
+       "coef_presence_of_non_worker_and_tour_frequency_...     20.0        0.0   \n",
+       "coef_presence_of_non_worker_and_tour_frequency_...     20.0        0.0   \n",
+       "coef_presence_of_non_worker_and_tour_frequency_...     20.0        0.0   \n",
+       "coef_presence_of_pre_driving_school_kid_and_esc...     20.0        0.0   \n",
+       "coef_presence_of_pre_school_kid_and_escorting_tour     20.0        0.0   \n",
+       "coef_presence_of_retiree_and_eating_out_tour           20.0        0.0   \n",
+       "coef_presence_of_retiree_and_tour_frequency_is_1       20.0        0.0   \n",
+       "coef_presence_of_retiree_and_tour_frequency_is_5       20.0        0.0   \n",
+       "coef_total_number_of_tours_is_1                        20.0        0.0   \n",
+       "coef_total_number_of_tours_is_2                        20.0        0.0   \n",
+       "coef_total_number_of_tours_is_3                        20.0        0.0   \n",
+       "coef_total_number_of_tours_is_4                        20.0        0.0   \n",
+       "coef_total_number_of_tours_is_5                        20.0        0.0   \n",
+       "coef_urban_and_discretionary_tour                       0.0        0.0   \n",
+       "coef_walk_access_to_retail_and_tour_frequency_i...     20.0        0.0   \n",
        "\n",
-       "                                                          best  \n",
-       "coef_0_auto_household_and_escorting_tour             -2.000000  \n",
-       "coef_1_escort_tour_constant                          -2.730596  \n",
-       "coef_1_plus_eating_out_tours_constant                -2.583305  \n",
-       "coef_1_plus_maintenance_tours_constant               -2.299219  \n",
-       "coef_1_plus_other_discretionary_tours_constant       -2.243196  \n",
-       "coef_1_plus_shopping_tours_constant                  -1.916643  \n",
-       "coef_1_plus_visting_tours_constant                   -2.344018  \n",
-       "coef_2_plus_escort_tours_constant                    -4.935937  \n",
-       "coef_car_surplus_vs_workers_and_tour_frequency_...    3.094754  \n",
-       "coef_car_surplus_vs_workers_and_tour_frequency_...    3.475854  \n",
-       "coef_female_and_discretionary_tour                    0.541528  \n",
-       "coef_female_and_maintenance_tour                      0.708328  \n",
-       "coef_female_and_shopping_tour                         0.609316  \n",
-       "coef_female_and_tour_frequency_is_1                  -2.519155  \n",
-       "coef_female_and_tour_frequency_is_2                  -2.727169  \n",
-       "coef_female_and_tour_frequency_is_5                  -4.160203  \n",
-       "coef_high_income_group_and_discretionary_tour         0.925884  \n",
-       "coef_high_income_group_and_eating_out_tour            1.624493  \n",
-       "coef_high_income_group_and_maintenance_tour           1.006105  \n",
-       "coef_high_income_group_and_shopping_tour              1.105171  \n",
-       "coef_high_income_group_and_visiting_tour             -0.656664  \n",
-       "coef_logged_maximum_residual_window_tour_freque...    2.966557  \n",
-       "coef_logged_maximum_residual_window_tour_freque...    5.581416  \n",
-       "coef_logged_maximum_residual_window_tour_freque...   31.909531  \n",
-       "coef_mediumhigh_income_group_and_eating_out_tour      0.964279  \n",
-       "coef_mediumhigh_income_group_and_maintenance_tour     0.465351  \n",
-       "coef_mediumhigh_income_group_and_visiting_tour       -0.478169  \n",
-       "coef_mediumlow_income_group_and_eating_out_tour       0.877486  \n",
-       "coef_number_of_joint_shopping_tours                  -0.290998  \n",
-       "coef_number_of_joint_tours_and_tour_frequency_is_2   -6.327143  \n",
-       "coef_number_of_joint_tours_and_tour_frequency_is_3  -85.627389  \n",
-       "coef_number_of_joint_tours_and_tour_frequency_i... -999.000000  \n",
-       "coef_number_of_mandatory_tours_and_tour_frequen...   -5.019600  \n",
-       "coef_presence_of_full_time_worker_and_discretio...   -0.331984  \n",
-       "coef_presence_of_full_time_worker_and_shopping_...   -0.207325  \n",
-       "coef_presence_of_non_worker_and_discretionary_tour   -0.084104  \n",
-       "coef_presence_of_non_worker_and_eating_out_tour      -0.701536  \n",
-       "coef_presence_of_non_worker_and_tour_frequency_...    1.190681  \n",
-       "coef_presence_of_non_worker_and_tour_frequency_...    1.374195  \n",
-       "coef_presence_of_non_worker_and_tour_frequency_...    2.156822  \n",
-       "coef_presence_of_non_worker_and_tour_frequency_...    3.694303  \n",
-       "coef_presence_of_pre_driving_school_kid_and_esc...    1.682880  \n",
-       "coef_presence_of_pre_school_kid_and_escorting_tour    0.641813  \n",
-       "coef_presence_of_retiree_and_eating_out_tour         -0.944680  \n",
-       "coef_presence_of_retiree_and_tour_frequency_is_1      0.321424  \n",
-       "coef_presence_of_retiree_and_tour_frequency_is_5     -0.051242  \n",
-       "coef_total_number_of_tours_is_1                     -14.532345  \n",
-       "coef_total_number_of_tours_is_2                     -15.267480  \n",
-       "coef_total_number_of_tours_is_3                     -15.029318  \n",
-       "coef_total_number_of_tours_is_4                     -14.905140  \n",
-       "coef_total_number_of_tours_is_5                     -27.549766  \n",
-       "coef_urban_and_discretionary_tour                     0.000000  \n",
-       "coef_walk_access_to_retail_and_tour_frequency_i...    0.691082  "
+       "                                                    holdfast  \n",
+       "param_name                                                    \n",
+       "coef_0_auto_household_and_escorting_tour                   1  \n",
+       "coef_1_escort_tour_constant                                0  \n",
+       "coef_1_plus_eating_out_tours_constant                      0  \n",
+       "coef_1_plus_maintenance_tours_constant                     0  \n",
+       "coef_1_plus_other_discretionary_tours_constant             0  \n",
+       "coef_1_plus_shopping_tours_constant                        0  \n",
+       "coef_1_plus_visting_tours_constant                         0  \n",
+       "coef_2_plus_escort_tours_constant                          0  \n",
+       "coef_car_surplus_vs_workers_and_tour_frequency_...         0  \n",
+       "coef_car_surplus_vs_workers_and_tour_frequency_...         0  \n",
+       "coef_female_and_discretionary_tour                         0  \n",
+       "coef_female_and_maintenance_tour                           0  \n",
+       "coef_female_and_shopping_tour                              0  \n",
+       "coef_female_and_tour_frequency_is_1                        0  \n",
+       "coef_female_and_tour_frequency_is_2                        0  \n",
+       "coef_female_and_tour_frequency_is_5                        0  \n",
+       "coef_high_income_group_and_discretionary_tour              0  \n",
+       "coef_high_income_group_and_eating_out_tour                 0  \n",
+       "coef_high_income_group_and_maintenance_tour                0  \n",
+       "coef_high_income_group_and_shopping_tour                   0  \n",
+       "coef_high_income_group_and_visiting_tour                   0  \n",
+       "coef_logged_maximum_residual_window_tour_freque...         0  \n",
+       "coef_logged_maximum_residual_window_tour_freque...         0  \n",
+       "coef_logged_maximum_residual_window_tour_freque...         0  \n",
+       "coef_mediumhigh_income_group_and_eating_out_tour           0  \n",
+       "coef_mediumhigh_income_group_and_maintenance_tour          0  \n",
+       "coef_mediumhigh_income_group_and_visiting_tour             0  \n",
+       "coef_mediumlow_income_group_and_eating_out_tour            0  \n",
+       "coef_number_of_joint_shopping_tours                        0  \n",
+       "coef_number_of_joint_tours_and_tour_frequency_is_2         0  \n",
+       "coef_number_of_joint_tours_and_tour_frequency_is_3         0  \n",
+       "coef_number_of_joint_tours_and_tour_frequency_i...         1  \n",
+       "coef_number_of_mandatory_tours_and_tour_frequen...         0  \n",
+       "coef_presence_of_full_time_worker_and_discretio...         0  \n",
+       "coef_presence_of_full_time_worker_and_shopping_...         0  \n",
+       "coef_presence_of_non_worker_and_discretionary_tour         0  \n",
+       "coef_presence_of_non_worker_and_eating_out_tour            0  \n",
+       "coef_presence_of_non_worker_and_tour_frequency_...         0  \n",
+       "coef_presence_of_non_worker_and_tour_frequency_...         0  \n",
+       "coef_presence_of_non_worker_and_tour_frequency_...         0  \n",
+       "coef_presence_of_non_worker_and_tour_frequency_...         0  \n",
+       "coef_presence_of_pre_driving_school_kid_and_esc...         0  \n",
+       "coef_presence_of_pre_school_kid_and_escorting_tour         0  \n",
+       "coef_presence_of_retiree_and_eating_out_tour               0  \n",
+       "coef_presence_of_retiree_and_tour_frequency_is_1           0  \n",
+       "coef_presence_of_retiree_and_tour_frequency_is_5           0  \n",
+       "coef_total_number_of_tours_is_1                            0  \n",
+       "coef_total_number_of_tours_is_2                            0  \n",
+       "coef_total_number_of_tours_is_3                            0  \n",
+       "coef_total_number_of_tours_is_4                            0  \n",
+       "coef_total_number_of_tours_is_5                            0  \n",
+       "coef_urban_and_discretionary_tour                          1  \n",
+       "coef_walk_access_to_retail_and_tour_frequency_i...         0  "
       ]
      },
      "metadata": {},
@@ -3280,26 +7795,546 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/var/folders/js/bk_dt9015j79_f6bxnc44dsr0000gp/T/ipykernel_48972/89088409.py:2: PossibleOverspecification: WARNING: Model is possibly over-specified (hessian is nearly singular).\n",
-      "  m.estimate(method='SLSQP')\n",
-      "/Users/jeffnewman/LocalGit/asim-larch/activitysim-larch/conda-environments/AL-ENV/lib/python3.9/site-packages/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.7375419460797773e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/var/folders/js/bk_dt9015j79_f6bxnc44dsr0000gp/T/ipykernel_48972/89088409.py:2: PossibleOverspecification: WARNING: Model seems to have 11 parameter estimators with negative variance\n",
-      "- coef_1_escort_tour_constant\n",
-      "- coef_1_plus_eating_out_tours_constant\n",
-      "- coef_1_plus_maintenance_tours_constant\n",
-      "- coef_1_plus_other_discretionary_tours_constant\n",
-      "- and 7 more\n",
-      "  m.estimate(method='SLSQP')\n",
-      "/var/folders/js/bk_dt9015j79_f6bxnc44dsr0000gp/T/ipykernel_48972/89088409.py:2: RuntimeWarning: invalid value encountered in sqrt\n",
-      "  m.estimate(method='SLSQP')\n",
-      "req_data does not request avail_ca or avail_co but it is set and being provided\n"
+      "/Users/jpn/Git/est-mode/larch/src/larch/model/jaxmodel.py:1156: PossibleOverspecification: Model is possibly over-specified (hessian is nearly singular).\n",
+      "  self.calculate_parameter_covariance()\n"
+     ]
+    },
+    {
+     "data": {
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+       "}\n",
+       "#T_27dcd_row0_col0, #T_27dcd_row0_col1, #T_27dcd_row0_col2, #T_27dcd_row0_col3, #T_27dcd_row0_col4, #T_27dcd_row1_col0, #T_27dcd_row1_col1, #T_27dcd_row1_col2, #T_27dcd_row1_col3, #T_27dcd_row1_col4, #T_27dcd_row2_col0, #T_27dcd_row2_col1, #T_27dcd_row2_col2, #T_27dcd_row2_col3, #T_27dcd_row2_col4, #T_27dcd_row3_col0, #T_27dcd_row3_col1, #T_27dcd_row3_col2, #T_27dcd_row3_col3, #T_27dcd_row3_col4, #T_27dcd_row4_col0, #T_27dcd_row4_col1, #T_27dcd_row4_col2, #T_27dcd_row4_col3, #T_27dcd_row4_col4, #T_27dcd_row5_col0, #T_27dcd_row5_col1, #T_27dcd_row5_col2, #T_27dcd_row5_col3, #T_27dcd_row5_col4, #T_27dcd_row6_col0, #T_27dcd_row6_col1, #T_27dcd_row6_col2, #T_27dcd_row6_col3, #T_27dcd_row6_col4, #T_27dcd_row7_col0, #T_27dcd_row7_col1, #T_27dcd_row7_col2, #T_27dcd_row7_col3, #T_27dcd_row7_col4, #T_27dcd_row8_col0, #T_27dcd_row8_col1, #T_27dcd_row8_col2, #T_27dcd_row8_col3, #T_27dcd_row8_col4, #T_27dcd_row9_col0, #T_27dcd_row9_col1, #T_27dcd_row9_col2, #T_27dcd_row9_col3, #T_27dcd_row9_col4, #T_27dcd_row10_col0, #T_27dcd_row10_col1, #T_27dcd_row10_col2, #T_27dcd_row10_col3, #T_27dcd_row10_col4, #T_27dcd_row11_col0, #T_27dcd_row11_col1, #T_27dcd_row11_col2, #T_27dcd_row11_col3, #T_27dcd_row11_col4, #T_27dcd_row12_col0, #T_27dcd_row12_col1, #T_27dcd_row12_col2, #T_27dcd_row12_col3, #T_27dcd_row12_col4, #T_27dcd_row13_col0, #T_27dcd_row13_col1, #T_27dcd_row13_col2, #T_27dcd_row13_col3, #T_27dcd_row13_col4, #T_27dcd_row14_col0, #T_27dcd_row14_col1, #T_27dcd_row14_col2, #T_27dcd_row14_col3, #T_27dcd_row14_col4, #T_27dcd_row15_col0, #T_27dcd_row15_col1, #T_27dcd_row15_col2, #T_27dcd_row15_col3, #T_27dcd_row15_col4, #T_27dcd_row16_col0, #T_27dcd_row16_col1, #T_27dcd_row16_col2, #T_27dcd_row16_col3, #T_27dcd_row16_col4, #T_27dcd_row17_col0, #T_27dcd_row17_col1, #T_27dcd_row17_col2, #T_27dcd_row17_col3, #T_27dcd_row17_col4, #T_27dcd_row18_col0, #T_27dcd_row18_col1, #T_27dcd_row18_col2, #T_27dcd_row18_col3, #T_27dcd_row18_col4, #T_27dcd_row19_col0, #T_27dcd_row19_col1, #T_27dcd_row19_col2, #T_27dcd_row19_col3, #T_27dcd_row19_col4, #T_27dcd_row20_col0, #T_27dcd_row20_col1, #T_27dcd_row20_col2, #T_27dcd_row20_col3, #T_27dcd_row20_col4, #T_27dcd_row21_col0, #T_27dcd_row21_col1, #T_27dcd_row21_col2, #T_27dcd_row21_col3, #T_27dcd_row21_col4, #T_27dcd_row22_col0, #T_27dcd_row22_col1, #T_27dcd_row22_col2, #T_27dcd_row22_col3, #T_27dcd_row22_col4, #T_27dcd_row23_col0, #T_27dcd_row23_col1, #T_27dcd_row23_col2, #T_27dcd_row23_col3, #T_27dcd_row23_col4, #T_27dcd_row24_col0, #T_27dcd_row24_col1, #T_27dcd_row24_col2, #T_27dcd_row24_col3, #T_27dcd_row24_col4, #T_27dcd_row25_col0, #T_27dcd_row25_col1, #T_27dcd_row25_col2, #T_27dcd_row25_col3, #T_27dcd_row25_col4, #T_27dcd_row26_col0, #T_27dcd_row26_col1, #T_27dcd_row26_col2, #T_27dcd_row26_col3, #T_27dcd_row26_col4, #T_27dcd_row27_col0, #T_27dcd_row27_col1, #T_27dcd_row27_col2, #T_27dcd_row27_col3, #T_27dcd_row27_col4, #T_27dcd_row28_col0, #T_27dcd_row28_col1, #T_27dcd_row28_col2, #T_27dcd_row28_col3, #T_27dcd_row28_col4, #T_27dcd_row29_col0, #T_27dcd_row29_col1, #T_27dcd_row29_col2, #T_27dcd_row29_col3, #T_27dcd_row29_col4, #T_27dcd_row30_col0, #T_27dcd_row30_col1, #T_27dcd_row30_col2, #T_27dcd_row30_col3, #T_27dcd_row30_col4, #T_27dcd_row31_col0, #T_27dcd_row31_col1, #T_27dcd_row31_col2, #T_27dcd_row31_col3, #T_27dcd_row31_col4, #T_27dcd_row32_col0, #T_27dcd_row32_col1, #T_27dcd_row32_col2, #T_27dcd_row32_col3, #T_27dcd_row32_col4, #T_27dcd_row33_col0, #T_27dcd_row33_col1, #T_27dcd_row33_col2, #T_27dcd_row33_col3, #T_27dcd_row33_col4, #T_27dcd_row34_col0, #T_27dcd_row34_col1, #T_27dcd_row34_col2, #T_27dcd_row34_col3, #T_27dcd_row34_col4, #T_27dcd_row35_col0, #T_27dcd_row35_col1, #T_27dcd_row35_col2, #T_27dcd_row35_col3, #T_27dcd_row35_col4, #T_27dcd_row36_col0, #T_27dcd_row36_col1, #T_27dcd_row36_col2, #T_27dcd_row36_col3, #T_27dcd_row36_col4, #T_27dcd_row37_col0, #T_27dcd_row37_col1, #T_27dcd_row37_col2, #T_27dcd_row37_col3, #T_27dcd_row37_col4, #T_27dcd_row38_col0, #T_27dcd_row38_col1, #T_27dcd_row38_col2, #T_27dcd_row38_col3, #T_27dcd_row38_col4, #T_27dcd_row39_col0, #T_27dcd_row39_col1, #T_27dcd_row39_col2, #T_27dcd_row39_col3, #T_27dcd_row39_col4, #T_27dcd_row40_col0, #T_27dcd_row40_col1, #T_27dcd_row40_col2, #T_27dcd_row40_col3, #T_27dcd_row40_col4, #T_27dcd_row41_col0, #T_27dcd_row41_col1, #T_27dcd_row41_col2, #T_27dcd_row41_col3, #T_27dcd_row41_col4, #T_27dcd_row42_col0, #T_27dcd_row42_col1, #T_27dcd_row42_col2, #T_27dcd_row42_col3, #T_27dcd_row42_col4, #T_27dcd_row43_col0, #T_27dcd_row43_col1, #T_27dcd_row43_col2, #T_27dcd_row43_col3, #T_27dcd_row43_col4, #T_27dcd_row44_col0, #T_27dcd_row44_col1, #T_27dcd_row44_col2, #T_27dcd_row44_col3, #T_27dcd_row44_col4, #T_27dcd_row45_col0, #T_27dcd_row45_col1, #T_27dcd_row45_col2, #T_27dcd_row45_col3, #T_27dcd_row45_col4, #T_27dcd_row46_col0, #T_27dcd_row46_col1, #T_27dcd_row46_col2, #T_27dcd_row46_col3, #T_27dcd_row46_col4, #T_27dcd_row47_col0, #T_27dcd_row47_col1, #T_27dcd_row47_col2, #T_27dcd_row47_col3, #T_27dcd_row47_col4, #T_27dcd_row48_col0, #T_27dcd_row48_col1, #T_27dcd_row48_col2, #T_27dcd_row48_col3, #T_27dcd_row48_col4, #T_27dcd_row49_col0, #T_27dcd_row49_col1, #T_27dcd_row49_col2, #T_27dcd_row49_col3, #T_27dcd_row49_col4, #T_27dcd_row50_col0, #T_27dcd_row50_col1, #T_27dcd_row50_col2, #T_27dcd_row50_col3, #T_27dcd_row50_col4, #T_27dcd_row51_col0, #T_27dcd_row51_col1, #T_27dcd_row51_col2, #T_27dcd_row51_col3, #T_27dcd_row51_col4, #T_27dcd_row52_col0, #T_27dcd_row52_col1, #T_27dcd_row52_col2, #T_27dcd_row52_col3, #T_27dcd_row52_col4 {\n",
+       "  font-family: monospace;\n",
+       "}\n",
+       "</style>\n",
+       "<table id=\"T_27dcd\">\n",
+       "  <thead>\n",
+       "    <tr>\n",
+       "      <th class=\"blank level0\" >&nbsp;</th>\n",
+       "      <th id=\"T_27dcd_level0_col0\" class=\"col_heading level0 col0\" >Value</th>\n",
+       "      <th id=\"T_27dcd_level0_col1\" class=\"col_heading level0 col1\" >Std Err</th>\n",
+       "      <th id=\"T_27dcd_level0_col2\" class=\"col_heading level0 col2\" >t Stat</th>\n",
+       "      <th id=\"T_27dcd_level0_col3\" class=\"col_heading level0 col3\" >Signif</th>\n",
+       "      <th id=\"T_27dcd_level0_col4\" class=\"col_heading level0 col4\" >Null Value</th>\n",
+       "      <th id=\"T_27dcd_level0_col5\" class=\"col_heading level0 col5\" >Constrained</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th class=\"index_name level0\" >Parameter</th>\n",
+       "      <th class=\"blank col0\" >&nbsp;</th>\n",
+       "      <th class=\"blank col1\" >&nbsp;</th>\n",
+       "      <th class=\"blank col2\" >&nbsp;</th>\n",
+       "      <th class=\"blank col3\" >&nbsp;</th>\n",
+       "      <th class=\"blank col4\" >&nbsp;</th>\n",
+       "      <th class=\"blank col5\" >&nbsp;</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th id=\"T_27dcd_level0_row0\" class=\"row_heading level0 row0\" >coef_0_auto_household_and_escorting_tour</th>\n",
+       "      <td id=\"T_27dcd_row0_col0\" class=\"data row0 col0\" >-2.00</td>\n",
+       "      <td id=\"T_27dcd_row0_col1\" class=\"data row0 col1\" > 0.00</td>\n",
+       "      <td id=\"T_27dcd_row0_col2\" class=\"data row0 col2\" > NA</td>\n",
+       "      <td id=\"T_27dcd_row0_col3\" class=\"data row0 col3\" ></td>\n",
+       "      <td id=\"T_27dcd_row0_col4\" class=\"data row0 col4\" > 0.00</td>\n",
+       "      <td id=\"T_27dcd_row0_col5\" class=\"data row0 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_27dcd_level0_row1\" class=\"row_heading level0 row1\" >coef_1_escort_tour_constant</th>\n",
+       "      <td id=\"T_27dcd_row1_col0\" class=\"data row1 col0\" >-0.420</td>\n",
+       "      <td id=\"T_27dcd_row1_col1\" class=\"data row1 col1\" > NA</td>\n",
+       "      <td id=\"T_27dcd_row1_col2\" class=\"data row1 col2\" > NA</td>\n",
+       "      <td id=\"T_27dcd_row1_col3\" class=\"data row1 col3\" ></td>\n",
+       "      <td id=\"T_27dcd_row1_col4\" class=\"data row1 col4\" > 0.00</td>\n",
+       "      <td id=\"T_27dcd_row1_col5\" class=\"data row1 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_27dcd_level0_row2\" class=\"row_heading level0 row2\" >coef_1_plus_eating_out_tours_constant</th>\n",
+       "      <td id=\"T_27dcd_row2_col0\" class=\"data row2 col0\" >-0.0404</td>\n",
+       "      <td id=\"T_27dcd_row2_col1\" class=\"data row2 col1\" > NA</td>\n",
+       "      <td id=\"T_27dcd_row2_col2\" class=\"data row2 col2\" > NA</td>\n",
+       "      <td id=\"T_27dcd_row2_col3\" class=\"data row2 col3\" ></td>\n",
+       "      <td id=\"T_27dcd_row2_col4\" class=\"data row2 col4\" > 0.00</td>\n",
+       "      <td id=\"T_27dcd_row2_col5\" class=\"data row2 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_27dcd_level0_row3\" class=\"row_heading level0 row3\" >coef_1_plus_maintenance_tours_constant</th>\n",
+       "      <td id=\"T_27dcd_row3_col0\" class=\"data row3 col0\" > 0.00896</td>\n",
+       "      <td id=\"T_27dcd_row3_col1\" class=\"data row3 col1\" > NA</td>\n",
+       "      <td id=\"T_27dcd_row3_col2\" class=\"data row3 col2\" > NA</td>\n",
+       "      <td id=\"T_27dcd_row3_col3\" class=\"data row3 col3\" ></td>\n",
+       "      <td id=\"T_27dcd_row3_col4\" class=\"data row3 col4\" > 0.00</td>\n",
+       "      <td id=\"T_27dcd_row3_col5\" class=\"data row3 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_27dcd_level0_row4\" class=\"row_heading level0 row4\" >coef_1_plus_other_discretionary_tours_constant</th>\n",
+       "      <td id=\"T_27dcd_row4_col0\" class=\"data row4 col0\" > 0.374</td>\n",
+       "      <td id=\"T_27dcd_row4_col1\" class=\"data row4 col1\" > NA</td>\n",
+       "      <td id=\"T_27dcd_row4_col2\" class=\"data row4 col2\" > NA</td>\n",
+       "      <td id=\"T_27dcd_row4_col3\" class=\"data row4 col3\" ></td>\n",
+       "      <td id=\"T_27dcd_row4_col4\" class=\"data row4 col4\" > 0.00</td>\n",
+       "      <td id=\"T_27dcd_row4_col5\" class=\"data row4 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_27dcd_level0_row5\" class=\"row_heading level0 row5\" >coef_1_plus_shopping_tours_constant</th>\n",
+       "      <td id=\"T_27dcd_row5_col0\" class=\"data row5 col0\" > 0.512</td>\n",
+       "      <td id=\"T_27dcd_row5_col1\" class=\"data row5 col1\" > NA</td>\n",
+       "      <td id=\"T_27dcd_row5_col2\" class=\"data row5 col2\" > NA</td>\n",
+       "      <td id=\"T_27dcd_row5_col3\" class=\"data row5 col3\" ></td>\n",
+       "      <td id=\"T_27dcd_row5_col4\" class=\"data row5 col4\" > 0.00</td>\n",
+       "      <td id=\"T_27dcd_row5_col5\" class=\"data row5 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_27dcd_level0_row6\" class=\"row_heading level0 row6\" >coef_1_plus_visting_tours_constant</th>\n",
+       "      <td id=\"T_27dcd_row6_col0\" class=\"data row6 col0\" > 0.0795</td>\n",
+       "      <td id=\"T_27dcd_row6_col1\" class=\"data row6 col1\" > NA</td>\n",
+       "      <td id=\"T_27dcd_row6_col2\" class=\"data row6 col2\" > NA</td>\n",
+       "      <td id=\"T_27dcd_row6_col3\" class=\"data row6 col3\" ></td>\n",
+       "      <td id=\"T_27dcd_row6_col4\" class=\"data row6 col4\" > 0.00</td>\n",
+       "      <td id=\"T_27dcd_row6_col5\" class=\"data row6 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_27dcd_level0_row7\" class=\"row_heading level0 row7\" >coef_2_plus_escort_tours_constant</th>\n",
+       "      <td id=\"T_27dcd_row7_col0\" class=\"data row7 col0\" > 0.307</td>\n",
+       "      <td id=\"T_27dcd_row7_col1\" class=\"data row7 col1\" > NA</td>\n",
+       "      <td id=\"T_27dcd_row7_col2\" class=\"data row7 col2\" > NA</td>\n",
+       "      <td id=\"T_27dcd_row7_col3\" class=\"data row7 col3\" ></td>\n",
+       "      <td id=\"T_27dcd_row7_col4\" class=\"data row7 col4\" > 0.00</td>\n",
+       "      <td id=\"T_27dcd_row7_col5\" class=\"data row7 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_27dcd_level0_row8\" class=\"row_heading level0 row8\" >coef_car_surplus_vs_workers_and_tour_frequency_is_1</th>\n",
+       "      <td id=\"T_27dcd_row8_col0\" class=\"data row8 col0\" > 1.24</td>\n",
+       "      <td id=\"T_27dcd_row8_col1\" class=\"data row8 col1\" > 0.325</td>\n",
+       "      <td id=\"T_27dcd_row8_col2\" class=\"data row8 col2\" > 3.82</td>\n",
+       "      <td id=\"T_27dcd_row8_col3\" class=\"data row8 col3\" >***</td>\n",
+       "      <td id=\"T_27dcd_row8_col4\" class=\"data row8 col4\" > 0.00</td>\n",
+       "      <td id=\"T_27dcd_row8_col5\" class=\"data row8 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_27dcd_level0_row9\" class=\"row_heading level0 row9\" >coef_car_surplus_vs_workers_and_tour_frequency_is_5_plus</th>\n",
+       "      <td id=\"T_27dcd_row9_col0\" class=\"data row9 col0\" > 2.46</td>\n",
+       "      <td id=\"T_27dcd_row9_col1\" class=\"data row9 col1\" > 0.352</td>\n",
+       "      <td id=\"T_27dcd_row9_col2\" class=\"data row9 col2\" > 7.00</td>\n",
+       "      <td id=\"T_27dcd_row9_col3\" class=\"data row9 col3\" >***</td>\n",
+       "      <td id=\"T_27dcd_row9_col4\" class=\"data row9 col4\" > 0.00</td>\n",
+       "      <td id=\"T_27dcd_row9_col5\" class=\"data row9 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_27dcd_level0_row10\" class=\"row_heading level0 row10\" >coef_female_and_discretionary_tour</th>\n",
+       "      <td id=\"T_27dcd_row10_col0\" class=\"data row10 col0\" > 0.504</td>\n",
+       "      <td id=\"T_27dcd_row10_col1\" class=\"data row10 col1\" > 0.0998</td>\n",
+       "      <td id=\"T_27dcd_row10_col2\" class=\"data row10 col2\" > 5.05</td>\n",
+       "      <td id=\"T_27dcd_row10_col3\" class=\"data row10 col3\" >***</td>\n",
+       "      <td id=\"T_27dcd_row10_col4\" class=\"data row10 col4\" > 0.00</td>\n",
+       "      <td id=\"T_27dcd_row10_col5\" class=\"data row10 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_27dcd_level0_row11\" class=\"row_heading level0 row11\" >coef_female_and_maintenance_tour</th>\n",
+       "      <td id=\"T_27dcd_row11_col0\" class=\"data row11 col0\" > 0.726</td>\n",
+       "      <td id=\"T_27dcd_row11_col1\" class=\"data row11 col1\" > 0.101</td>\n",
+       "      <td id=\"T_27dcd_row11_col2\" class=\"data row11 col2\" > 7.19</td>\n",
+       "      <td id=\"T_27dcd_row11_col3\" class=\"data row11 col3\" >***</td>\n",
+       "      <td id=\"T_27dcd_row11_col4\" class=\"data row11 col4\" > 0.00</td>\n",
+       "      <td id=\"T_27dcd_row11_col5\" class=\"data row11 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_27dcd_level0_row12\" class=\"row_heading level0 row12\" >coef_female_and_shopping_tour</th>\n",
+       "      <td id=\"T_27dcd_row12_col0\" class=\"data row12 col0\" > 0.952</td>\n",
+       "      <td id=\"T_27dcd_row12_col1\" class=\"data row12 col1\" > 0.0924</td>\n",
+       "      <td id=\"T_27dcd_row12_col2\" class=\"data row12 col2\" > 10.30</td>\n",
+       "      <td id=\"T_27dcd_row12_col3\" class=\"data row12 col3\" >***</td>\n",
+       "      <td id=\"T_27dcd_row12_col4\" class=\"data row12 col4\" > 0.00</td>\n",
+       "      <td id=\"T_27dcd_row12_col5\" class=\"data row12 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_27dcd_level0_row13\" class=\"row_heading level0 row13\" >coef_female_and_tour_frequency_is_1</th>\n",
+       "      <td id=\"T_27dcd_row13_col0\" class=\"data row13 col0\" >-0.638</td>\n",
+       "      <td id=\"T_27dcd_row13_col1\" class=\"data row13 col1\" > 0.212</td>\n",
+       "      <td id=\"T_27dcd_row13_col2\" class=\"data row13 col2\" >-3.00</td>\n",
+       "      <td id=\"T_27dcd_row13_col3\" class=\"data row13 col3\" >**</td>\n",
+       "      <td id=\"T_27dcd_row13_col4\" class=\"data row13 col4\" > 0.00</td>\n",
+       "      <td id=\"T_27dcd_row13_col5\" class=\"data row13 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_27dcd_level0_row14\" class=\"row_heading level0 row14\" >coef_female_and_tour_frequency_is_2</th>\n",
+       "      <td id=\"T_27dcd_row14_col0\" class=\"data row14 col0\" >-0.922</td>\n",
+       "      <td id=\"T_27dcd_row14_col1\" class=\"data row14 col1\" > 0.243</td>\n",
+       "      <td id=\"T_27dcd_row14_col2\" class=\"data row14 col2\" >-3.79</td>\n",
+       "      <td id=\"T_27dcd_row14_col3\" class=\"data row14 col3\" >***</td>\n",
+       "      <td id=\"T_27dcd_row14_col4\" class=\"data row14 col4\" > 0.00</td>\n",
+       "      <td id=\"T_27dcd_row14_col5\" class=\"data row14 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_27dcd_level0_row15\" class=\"row_heading level0 row15\" >coef_female_and_tour_frequency_is_5</th>\n",
+       "      <td id=\"T_27dcd_row15_col0\" class=\"data row15 col0\" >-2.00</td>\n",
+       "      <td id=\"T_27dcd_row15_col1\" class=\"data row15 col1\" > 0.299</td>\n",
+       "      <td id=\"T_27dcd_row15_col2\" class=\"data row15 col2\" >-6.67</td>\n",
+       "      <td id=\"T_27dcd_row15_col3\" class=\"data row15 col3\" >***</td>\n",
+       "      <td id=\"T_27dcd_row15_col4\" class=\"data row15 col4\" > 0.00</td>\n",
+       "      <td id=\"T_27dcd_row15_col5\" class=\"data row15 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_27dcd_level0_row16\" class=\"row_heading level0 row16\" >coef_high_income_group_and_discretionary_tour</th>\n",
+       "      <td id=\"T_27dcd_row16_col0\" class=\"data row16 col0\" > 0.913</td>\n",
+       "      <td id=\"T_27dcd_row16_col1\" class=\"data row16 col1\" > 0.110</td>\n",
+       "      <td id=\"T_27dcd_row16_col2\" class=\"data row16 col2\" > 8.32</td>\n",
+       "      <td id=\"T_27dcd_row16_col3\" class=\"data row16 col3\" >***</td>\n",
+       "      <td id=\"T_27dcd_row16_col4\" class=\"data row16 col4\" > 0.00</td>\n",
+       "      <td id=\"T_27dcd_row16_col5\" class=\"data row16 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_27dcd_level0_row17\" class=\"row_heading level0 row17\" >coef_high_income_group_and_eating_out_tour</th>\n",
+       "      <td id=\"T_27dcd_row17_col0\" class=\"data row17 col0\" > 1.33</td>\n",
+       "      <td id=\"T_27dcd_row17_col1\" class=\"data row17 col1\" > 0.218</td>\n",
+       "      <td id=\"T_27dcd_row17_col2\" class=\"data row17 col2\" > 6.13</td>\n",
+       "      <td id=\"T_27dcd_row17_col3\" class=\"data row17 col3\" >***</td>\n",
+       "      <td id=\"T_27dcd_row17_col4\" class=\"data row17 col4\" > 0.00</td>\n",
+       "      <td id=\"T_27dcd_row17_col5\" class=\"data row17 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_27dcd_level0_row18\" class=\"row_heading level0 row18\" >coef_high_income_group_and_maintenance_tour</th>\n",
+       "      <td id=\"T_27dcd_row18_col0\" class=\"data row18 col0\" > 1.27</td>\n",
+       "      <td id=\"T_27dcd_row18_col1\" class=\"data row18 col1\" > 0.137</td>\n",
+       "      <td id=\"T_27dcd_row18_col2\" class=\"data row18 col2\" > 9.27</td>\n",
+       "      <td id=\"T_27dcd_row18_col3\" class=\"data row18 col3\" >***</td>\n",
+       "      <td id=\"T_27dcd_row18_col4\" class=\"data row18 col4\" > 0.00</td>\n",
+       "      <td id=\"T_27dcd_row18_col5\" class=\"data row18 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_27dcd_level0_row19\" class=\"row_heading level0 row19\" >coef_high_income_group_and_shopping_tour</th>\n",
+       "      <td id=\"T_27dcd_row19_col0\" class=\"data row19 col0\" > 1.00</td>\n",
+       "      <td id=\"T_27dcd_row19_col1\" class=\"data row19 col1\" > 0.102</td>\n",
+       "      <td id=\"T_27dcd_row19_col2\" class=\"data row19 col2\" > 9.82</td>\n",
+       "      <td id=\"T_27dcd_row19_col3\" class=\"data row19 col3\" >***</td>\n",
+       "      <td id=\"T_27dcd_row19_col4\" class=\"data row19 col4\" > 0.00</td>\n",
+       "      <td id=\"T_27dcd_row19_col5\" class=\"data row19 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_27dcd_level0_row20\" class=\"row_heading level0 row20\" >coef_high_income_group_and_visiting_tour</th>\n",
+       "      <td id=\"T_27dcd_row20_col0\" class=\"data row20 col0\" >-0.187</td>\n",
+       "      <td id=\"T_27dcd_row20_col1\" class=\"data row20 col1\" > 0.184</td>\n",
+       "      <td id=\"T_27dcd_row20_col2\" class=\"data row20 col2\" >-1.02</td>\n",
+       "      <td id=\"T_27dcd_row20_col3\" class=\"data row20 col3\" ></td>\n",
+       "      <td id=\"T_27dcd_row20_col4\" class=\"data row20 col4\" > 0.00</td>\n",
+       "      <td id=\"T_27dcd_row20_col5\" class=\"data row20 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_27dcd_level0_row21\" class=\"row_heading level0 row21\" >coef_logged_maximum_residual_window_tour_frequency_is_1</th>\n",
+       "      <td id=\"T_27dcd_row21_col0\" class=\"data row21 col0\" > 2.04</td>\n",
+       "      <td id=\"T_27dcd_row21_col1\" class=\"data row21 col1\" > 0.397</td>\n",
+       "      <td id=\"T_27dcd_row21_col2\" class=\"data row21 col2\" > 5.13</td>\n",
+       "      <td id=\"T_27dcd_row21_col3\" class=\"data row21 col3\" >***</td>\n",
+       "      <td id=\"T_27dcd_row21_col4\" class=\"data row21 col4\" > 0.00</td>\n",
+       "      <td id=\"T_27dcd_row21_col5\" class=\"data row21 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_27dcd_level0_row22\" class=\"row_heading level0 row22\" >coef_logged_maximum_residual_window_tour_frequency_is_2</th>\n",
+       "      <td id=\"T_27dcd_row22_col0\" class=\"data row22 col0\" > 2.41</td>\n",
+       "      <td id=\"T_27dcd_row22_col1\" class=\"data row22 col1\" > 0.555</td>\n",
+       "      <td id=\"T_27dcd_row22_col2\" class=\"data row22 col2\" > 4.35</td>\n",
+       "      <td id=\"T_27dcd_row22_col3\" class=\"data row22 col3\" >***</td>\n",
+       "      <td id=\"T_27dcd_row22_col4\" class=\"data row22 col4\" > 0.00</td>\n",
+       "      <td id=\"T_27dcd_row22_col5\" class=\"data row22 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_27dcd_level0_row23\" class=\"row_heading level0 row23\" >coef_logged_maximum_residual_window_tour_frequency_is_5_plus</th>\n",
+       "      <td id=\"T_27dcd_row23_col0\" class=\"data row23 col0\" > 4.72</td>\n",
+       "      <td id=\"T_27dcd_row23_col1\" class=\"data row23 col1\" > 1.20</td>\n",
+       "      <td id=\"T_27dcd_row23_col2\" class=\"data row23 col2\" > 3.94</td>\n",
+       "      <td id=\"T_27dcd_row23_col3\" class=\"data row23 col3\" >***</td>\n",
+       "      <td id=\"T_27dcd_row23_col4\" class=\"data row23 col4\" > 0.00</td>\n",
+       "      <td id=\"T_27dcd_row23_col5\" class=\"data row23 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_27dcd_level0_row24\" class=\"row_heading level0 row24\" >coef_mediumhigh_income_group_and_eating_out_tour</th>\n",
+       "      <td id=\"T_27dcd_row24_col0\" class=\"data row24 col0\" > 0.944</td>\n",
+       "      <td id=\"T_27dcd_row24_col1\" class=\"data row24 col1\" > 0.193</td>\n",
+       "      <td id=\"T_27dcd_row24_col2\" class=\"data row24 col2\" > 4.88</td>\n",
+       "      <td id=\"T_27dcd_row24_col3\" class=\"data row24 col3\" >***</td>\n",
+       "      <td id=\"T_27dcd_row24_col4\" class=\"data row24 col4\" > 0.00</td>\n",
+       "      <td id=\"T_27dcd_row24_col5\" class=\"data row24 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_27dcd_level0_row25\" class=\"row_heading level0 row25\" >coef_mediumhigh_income_group_and_maintenance_tour</th>\n",
+       "      <td id=\"T_27dcd_row25_col0\" class=\"data row25 col0\" > 0.689</td>\n",
+       "      <td id=\"T_27dcd_row25_col1\" class=\"data row25 col1\" > 0.112</td>\n",
+       "      <td id=\"T_27dcd_row25_col2\" class=\"data row25 col2\" > 6.16</td>\n",
+       "      <td id=\"T_27dcd_row25_col3\" class=\"data row25 col3\" >***</td>\n",
+       "      <td id=\"T_27dcd_row25_col4\" class=\"data row25 col4\" > 0.00</td>\n",
+       "      <td id=\"T_27dcd_row25_col5\" class=\"data row25 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_27dcd_level0_row26\" class=\"row_heading level0 row26\" >coef_mediumhigh_income_group_and_visiting_tour</th>\n",
+       "      <td id=\"T_27dcd_row26_col0\" class=\"data row26 col0\" >-0.371</td>\n",
+       "      <td id=\"T_27dcd_row26_col1\" class=\"data row26 col1\" > 0.155</td>\n",
+       "      <td id=\"T_27dcd_row26_col2\" class=\"data row26 col2\" >-2.40</td>\n",
+       "      <td id=\"T_27dcd_row26_col3\" class=\"data row26 col3\" >*</td>\n",
+       "      <td id=\"T_27dcd_row26_col4\" class=\"data row26 col4\" > 0.00</td>\n",
+       "      <td id=\"T_27dcd_row26_col5\" class=\"data row26 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_27dcd_level0_row27\" class=\"row_heading level0 row27\" >coef_mediumlow_income_group_and_eating_out_tour</th>\n",
+       "      <td id=\"T_27dcd_row27_col0\" class=\"data row27 col0\" > 0.938</td>\n",
+       "      <td id=\"T_27dcd_row27_col1\" class=\"data row27 col1\" > 0.162</td>\n",
+       "      <td id=\"T_27dcd_row27_col2\" class=\"data row27 col2\" > 5.79</td>\n",
+       "      <td id=\"T_27dcd_row27_col3\" class=\"data row27 col3\" >***</td>\n",
+       "      <td id=\"T_27dcd_row27_col4\" class=\"data row27 col4\" > 0.00</td>\n",
+       "      <td id=\"T_27dcd_row27_col5\" class=\"data row27 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_27dcd_level0_row28\" class=\"row_heading level0 row28\" >coef_number_of_joint_shopping_tours</th>\n",
+       "      <td id=\"T_27dcd_row28_col0\" class=\"data row28 col0\" >-1.31</td>\n",
+       "      <td id=\"T_27dcd_row28_col1\" class=\"data row28 col1\" > 0.343</td>\n",
+       "      <td id=\"T_27dcd_row28_col2\" class=\"data row28 col2\" >-3.83</td>\n",
+       "      <td id=\"T_27dcd_row28_col3\" class=\"data row28 col3\" >***</td>\n",
+       "      <td id=\"T_27dcd_row28_col4\" class=\"data row28 col4\" > 0.00</td>\n",
+       "      <td id=\"T_27dcd_row28_col5\" class=\"data row28 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_27dcd_level0_row29\" class=\"row_heading level0 row29\" >coef_number_of_joint_tours_and_tour_frequency_is_2</th>\n",
+       "      <td id=\"T_27dcd_row29_col0\" class=\"data row29 col0\" >-1.01</td>\n",
+       "      <td id=\"T_27dcd_row29_col1\" class=\"data row29 col1\" > 1.37</td>\n",
+       "      <td id=\"T_27dcd_row29_col2\" class=\"data row29 col2\" >-0.74</td>\n",
+       "      <td id=\"T_27dcd_row29_col3\" class=\"data row29 col3\" ></td>\n",
+       "      <td id=\"T_27dcd_row29_col4\" class=\"data row29 col4\" > 0.00</td>\n",
+       "      <td id=\"T_27dcd_row29_col5\" class=\"data row29 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_27dcd_level0_row30\" class=\"row_heading level0 row30\" >coef_number_of_joint_tours_and_tour_frequency_is_3</th>\n",
+       "      <td id=\"T_27dcd_row30_col0\" class=\"data row30 col0\" >-7.21</td>\n",
+       "      <td id=\"T_27dcd_row30_col1\" class=\"data row30 col1\" > 3.36</td>\n",
+       "      <td id=\"T_27dcd_row30_col2\" class=\"data row30 col2\" >-2.15</td>\n",
+       "      <td id=\"T_27dcd_row30_col3\" class=\"data row30 col3\" >*</td>\n",
+       "      <td id=\"T_27dcd_row30_col4\" class=\"data row30 col4\" > 0.00</td>\n",
+       "      <td id=\"T_27dcd_row30_col5\" class=\"data row30 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_27dcd_level0_row31\" class=\"row_heading level0 row31\" >coef_number_of_joint_tours_and_tour_frequency_is_5_plus</th>\n",
+       "      <td id=\"T_27dcd_row31_col0\" class=\"data row31 col0\" >-999.</td>\n",
+       "      <td id=\"T_27dcd_row31_col1\" class=\"data row31 col1\" > 0.00</td>\n",
+       "      <td id=\"T_27dcd_row31_col2\" class=\"data row31 col2\" > NA</td>\n",
+       "      <td id=\"T_27dcd_row31_col3\" class=\"data row31 col3\" ></td>\n",
+       "      <td id=\"T_27dcd_row31_col4\" class=\"data row31 col4\" > 0.00</td>\n",
+       "      <td id=\"T_27dcd_row31_col5\" class=\"data row31 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_27dcd_level0_row32\" class=\"row_heading level0 row32\" >coef_number_of_mandatory_tours_and_tour_frequency_is_3</th>\n",
+       "      <td id=\"T_27dcd_row32_col0\" class=\"data row32 col0\" >-5.02</td>\n",
+       "      <td id=\"T_27dcd_row32_col1\" class=\"data row32 col1\" > 1.36e-09</td>\n",
+       "      <td id=\"T_27dcd_row32_col2\" class=\"data row32 col2\" >-BIG</td>\n",
+       "      <td id=\"T_27dcd_row32_col3\" class=\"data row32 col3\" >***</td>\n",
+       "      <td id=\"T_27dcd_row32_col4\" class=\"data row32 col4\" > 0.00</td>\n",
+       "      <td id=\"T_27dcd_row32_col5\" class=\"data row32 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_27dcd_level0_row33\" class=\"row_heading level0 row33\" >coef_presence_of_full_time_worker_and_discretionary_tour</th>\n",
+       "      <td id=\"T_27dcd_row33_col0\" class=\"data row33 col0\" >-0.657</td>\n",
+       "      <td id=\"T_27dcd_row33_col1\" class=\"data row33 col1\" > 0.104</td>\n",
+       "      <td id=\"T_27dcd_row33_col2\" class=\"data row33 col2\" >-6.31</td>\n",
+       "      <td id=\"T_27dcd_row33_col3\" class=\"data row33 col3\" >***</td>\n",
+       "      <td id=\"T_27dcd_row33_col4\" class=\"data row33 col4\" > 0.00</td>\n",
+       "      <td id=\"T_27dcd_row33_col5\" class=\"data row33 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_27dcd_level0_row34\" class=\"row_heading level0 row34\" >coef_presence_of_full_time_worker_and_shopping_tour</th>\n",
+       "      <td id=\"T_27dcd_row34_col0\" class=\"data row34 col0\" >-0.422</td>\n",
+       "      <td id=\"T_27dcd_row34_col1\" class=\"data row34 col1\" > 0.0891</td>\n",
+       "      <td id=\"T_27dcd_row34_col2\" class=\"data row34 col2\" >-4.73</td>\n",
+       "      <td id=\"T_27dcd_row34_col3\" class=\"data row34 col3\" >***</td>\n",
+       "      <td id=\"T_27dcd_row34_col4\" class=\"data row34 col4\" > 0.00</td>\n",
+       "      <td id=\"T_27dcd_row34_col5\" class=\"data row34 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_27dcd_level0_row35\" class=\"row_heading level0 row35\" >coef_presence_of_non_worker_and_discretionary_tour</th>\n",
+       "      <td id=\"T_27dcd_row35_col0\" class=\"data row35 col0\" >-0.576</td>\n",
+       "      <td id=\"T_27dcd_row35_col1\" class=\"data row35 col1\" > 0.128</td>\n",
+       "      <td id=\"T_27dcd_row35_col2\" class=\"data row35 col2\" >-4.50</td>\n",
+       "      <td id=\"T_27dcd_row35_col3\" class=\"data row35 col3\" >***</td>\n",
+       "      <td id=\"T_27dcd_row35_col4\" class=\"data row35 col4\" > 0.00</td>\n",
+       "      <td id=\"T_27dcd_row35_col5\" class=\"data row35 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_27dcd_level0_row36\" class=\"row_heading level0 row36\" >coef_presence_of_non_worker_and_eating_out_tour</th>\n",
+       "      <td id=\"T_27dcd_row36_col0\" class=\"data row36 col0\" >-0.905</td>\n",
+       "      <td id=\"T_27dcd_row36_col1\" class=\"data row36 col1\" > 0.113</td>\n",
+       "      <td id=\"T_27dcd_row36_col2\" class=\"data row36 col2\" >-8.00</td>\n",
+       "      <td id=\"T_27dcd_row36_col3\" class=\"data row36 col3\" >***</td>\n",
+       "      <td id=\"T_27dcd_row36_col4\" class=\"data row36 col4\" > 0.00</td>\n",
+       "      <td id=\"T_27dcd_row36_col5\" class=\"data row36 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_27dcd_level0_row37\" class=\"row_heading level0 row37\" >coef_presence_of_non_worker_and_tour_frequency_is_1</th>\n",
+       "      <td id=\"T_27dcd_row37_col0\" class=\"data row37 col0\" >-0.0170</td>\n",
+       "      <td id=\"T_27dcd_row37_col1\" class=\"data row37 col1\" > 0.239</td>\n",
+       "      <td id=\"T_27dcd_row37_col2\" class=\"data row37 col2\" >-0.07</td>\n",
+       "      <td id=\"T_27dcd_row37_col3\" class=\"data row37 col3\" ></td>\n",
+       "      <td id=\"T_27dcd_row37_col4\" class=\"data row37 col4\" > 0.00</td>\n",
+       "      <td id=\"T_27dcd_row37_col5\" class=\"data row37 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_27dcd_level0_row38\" class=\"row_heading level0 row38\" >coef_presence_of_non_worker_and_tour_frequency_is_2</th>\n",
+       "      <td id=\"T_27dcd_row38_col0\" class=\"data row38 col0\" > 0.0680</td>\n",
+       "      <td id=\"T_27dcd_row38_col1\" class=\"data row38 col1\" > 0.262</td>\n",
+       "      <td id=\"T_27dcd_row38_col2\" class=\"data row38 col2\" > 0.26</td>\n",
+       "      <td id=\"T_27dcd_row38_col3\" class=\"data row38 col3\" ></td>\n",
+       "      <td id=\"T_27dcd_row38_col4\" class=\"data row38 col4\" > 0.00</td>\n",
+       "      <td id=\"T_27dcd_row38_col5\" class=\"data row38 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_27dcd_level0_row39\" class=\"row_heading level0 row39\" >coef_presence_of_non_worker_and_tour_frequency_is_3</th>\n",
+       "      <td id=\"T_27dcd_row39_col0\" class=\"data row39 col0\" > 0.258</td>\n",
+       "      <td id=\"T_27dcd_row39_col1\" class=\"data row39 col1\" > 0.330</td>\n",
+       "      <td id=\"T_27dcd_row39_col2\" class=\"data row39 col2\" > 0.78</td>\n",
+       "      <td id=\"T_27dcd_row39_col3\" class=\"data row39 col3\" ></td>\n",
+       "      <td id=\"T_27dcd_row39_col4\" class=\"data row39 col4\" > 0.00</td>\n",
+       "      <td id=\"T_27dcd_row39_col5\" class=\"data row39 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_27dcd_level0_row40\" class=\"row_heading level0 row40\" >coef_presence_of_non_worker_and_tour_frequency_is_5</th>\n",
+       "      <td id=\"T_27dcd_row40_col0\" class=\"data row40 col0\" > 3.20</td>\n",
+       "      <td id=\"T_27dcd_row40_col1\" class=\"data row40 col1\" > 0.707</td>\n",
+       "      <td id=\"T_27dcd_row40_col2\" class=\"data row40 col2\" > 4.53</td>\n",
+       "      <td id=\"T_27dcd_row40_col3\" class=\"data row40 col3\" >***</td>\n",
+       "      <td id=\"T_27dcd_row40_col4\" class=\"data row40 col4\" > 0.00</td>\n",
+       "      <td id=\"T_27dcd_row40_col5\" class=\"data row40 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_27dcd_level0_row41\" class=\"row_heading level0 row41\" >coef_presence_of_pre_driving_school_kid_and_escorting_tour</th>\n",
+       "      <td id=\"T_27dcd_row41_col0\" class=\"data row41 col0\" > 1.42</td>\n",
+       "      <td id=\"T_27dcd_row41_col1\" class=\"data row41 col1\" > 0.127</td>\n",
+       "      <td id=\"T_27dcd_row41_col2\" class=\"data row41 col2\" > 11.20</td>\n",
+       "      <td id=\"T_27dcd_row41_col3\" class=\"data row41 col3\" >***</td>\n",
+       "      <td id=\"T_27dcd_row41_col4\" class=\"data row41 col4\" > 0.00</td>\n",
+       "      <td id=\"T_27dcd_row41_col5\" class=\"data row41 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_27dcd_level0_row42\" class=\"row_heading level0 row42\" >coef_presence_of_pre_school_kid_and_escorting_tour</th>\n",
+       "      <td id=\"T_27dcd_row42_col0\" class=\"data row42 col0\" > 0.394</td>\n",
+       "      <td id=\"T_27dcd_row42_col1\" class=\"data row42 col1\" > 0.177</td>\n",
+       "      <td id=\"T_27dcd_row42_col2\" class=\"data row42 col2\" > 2.22</td>\n",
+       "      <td id=\"T_27dcd_row42_col3\" class=\"data row42 col3\" >*</td>\n",
+       "      <td id=\"T_27dcd_row42_col4\" class=\"data row42 col4\" > 0.00</td>\n",
+       "      <td id=\"T_27dcd_row42_col5\" class=\"data row42 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_27dcd_level0_row43\" class=\"row_heading level0 row43\" >coef_presence_of_retiree_and_eating_out_tour</th>\n",
+       "      <td id=\"T_27dcd_row43_col0\" class=\"data row43 col0\" >-0.794</td>\n",
+       "      <td id=\"T_27dcd_row43_col1\" class=\"data row43 col1\" > 0.140</td>\n",
+       "      <td id=\"T_27dcd_row43_col2\" class=\"data row43 col2\" >-5.65</td>\n",
+       "      <td id=\"T_27dcd_row43_col3\" class=\"data row43 col3\" >***</td>\n",
+       "      <td id=\"T_27dcd_row43_col4\" class=\"data row43 col4\" > 0.00</td>\n",
+       "      <td id=\"T_27dcd_row43_col5\" class=\"data row43 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_27dcd_level0_row44\" class=\"row_heading level0 row44\" >coef_presence_of_retiree_and_tour_frequency_is_1</th>\n",
+       "      <td id=\"T_27dcd_row44_col0\" class=\"data row44 col0\" >-0.721</td>\n",
+       "      <td id=\"T_27dcd_row44_col1\" class=\"data row44 col1\" > 0.238</td>\n",
+       "      <td id=\"T_27dcd_row44_col2\" class=\"data row44 col2\" >-3.03</td>\n",
+       "      <td id=\"T_27dcd_row44_col3\" class=\"data row44 col3\" >**</td>\n",
+       "      <td id=\"T_27dcd_row44_col4\" class=\"data row44 col4\" > 0.00</td>\n",
+       "      <td id=\"T_27dcd_row44_col5\" class=\"data row44 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_27dcd_level0_row45\" class=\"row_heading level0 row45\" >coef_presence_of_retiree_and_tour_frequency_is_5</th>\n",
+       "      <td id=\"T_27dcd_row45_col0\" class=\"data row45 col0\" >-0.752</td>\n",
+       "      <td id=\"T_27dcd_row45_col1\" class=\"data row45 col1\" > 0.248</td>\n",
+       "      <td id=\"T_27dcd_row45_col2\" class=\"data row45 col2\" >-3.03</td>\n",
+       "      <td id=\"T_27dcd_row45_col3\" class=\"data row45 col3\" >**</td>\n",
+       "      <td id=\"T_27dcd_row45_col4\" class=\"data row45 col4\" > 0.00</td>\n",
+       "      <td id=\"T_27dcd_row45_col5\" class=\"data row45 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_27dcd_level0_row46\" class=\"row_heading level0 row46\" >coef_total_number_of_tours_is_1</th>\n",
+       "      <td id=\"T_27dcd_row46_col0\" class=\"data row46 col0\" >-8.70</td>\n",
+       "      <td id=\"T_27dcd_row46_col1\" class=\"data row46 col1\" > NA</td>\n",
+       "      <td id=\"T_27dcd_row46_col2\" class=\"data row46 col2\" > NA</td>\n",
+       "      <td id=\"T_27dcd_row46_col3\" class=\"data row46 col3\" ></td>\n",
+       "      <td id=\"T_27dcd_row46_col4\" class=\"data row46 col4\" > 0.00</td>\n",
+       "      <td id=\"T_27dcd_row46_col5\" class=\"data row46 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_27dcd_level0_row47\" class=\"row_heading level0 row47\" >coef_total_number_of_tours_is_2</th>\n",
+       "      <td id=\"T_27dcd_row47_col0\" class=\"data row47 col0\" >-12.7</td>\n",
+       "      <td id=\"T_27dcd_row47_col1\" class=\"data row47 col1\" > NA</td>\n",
+       "      <td id=\"T_27dcd_row47_col2\" class=\"data row47 col2\" > NA</td>\n",
+       "      <td id=\"T_27dcd_row47_col3\" class=\"data row47 col3\" ></td>\n",
+       "      <td id=\"T_27dcd_row47_col4\" class=\"data row47 col4\" > 0.00</td>\n",
+       "      <td id=\"T_27dcd_row47_col5\" class=\"data row47 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_27dcd_level0_row48\" class=\"row_heading level0 row48\" >coef_total_number_of_tours_is_3</th>\n",
+       "      <td id=\"T_27dcd_row48_col0\" class=\"data row48 col0\" >-14.7</td>\n",
+       "      <td id=\"T_27dcd_row48_col1\" class=\"data row48 col1\" > NA</td>\n",
+       "      <td id=\"T_27dcd_row48_col2\" class=\"data row48 col2\" > NA</td>\n",
+       "      <td id=\"T_27dcd_row48_col3\" class=\"data row48 col3\" ></td>\n",
+       "      <td id=\"T_27dcd_row48_col4\" class=\"data row48 col4\" > 0.00</td>\n",
+       "      <td id=\"T_27dcd_row48_col5\" class=\"data row48 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_27dcd_level0_row49\" class=\"row_heading level0 row49\" >coef_total_number_of_tours_is_4</th>\n",
+       "      <td id=\"T_27dcd_row49_col0\" class=\"data row49 col0\" >-19.4</td>\n",
+       "      <td id=\"T_27dcd_row49_col1\" class=\"data row49 col1\" > NA</td>\n",
+       "      <td id=\"T_27dcd_row49_col2\" class=\"data row49 col2\" > NA</td>\n",
+       "      <td id=\"T_27dcd_row49_col3\" class=\"data row49 col3\" ></td>\n",
+       "      <td id=\"T_27dcd_row49_col4\" class=\"data row49 col4\" > 0.00</td>\n",
+       "      <td id=\"T_27dcd_row49_col5\" class=\"data row49 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_27dcd_level0_row50\" class=\"row_heading level0 row50\" >coef_total_number_of_tours_is_5</th>\n",
+       "      <td id=\"T_27dcd_row50_col0\" class=\"data row50 col0\" >-20.0</td>\n",
+       "      <td id=\"T_27dcd_row50_col1\" class=\"data row50 col1\" > NA</td>\n",
+       "      <td id=\"T_27dcd_row50_col2\" class=\"data row50 col2\" > NA</td>\n",
+       "      <td id=\"T_27dcd_row50_col3\" class=\"data row50 col3\" ></td>\n",
+       "      <td id=\"T_27dcd_row50_col4\" class=\"data row50 col4\" > 0.00</td>\n",
+       "      <td id=\"T_27dcd_row50_col5\" class=\"data row50 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_27dcd_level0_row51\" class=\"row_heading level0 row51\" >coef_urban_and_discretionary_tour</th>\n",
+       "      <td id=\"T_27dcd_row51_col0\" class=\"data row51 col0\" > 0.00</td>\n",
+       "      <td id=\"T_27dcd_row51_col1\" class=\"data row51 col1\" > 0.00</td>\n",
+       "      <td id=\"T_27dcd_row51_col2\" class=\"data row51 col2\" > NA</td>\n",
+       "      <td id=\"T_27dcd_row51_col3\" class=\"data row51 col3\" ></td>\n",
+       "      <td id=\"T_27dcd_row51_col4\" class=\"data row51 col4\" > 0.00</td>\n",
+       "      <td id=\"T_27dcd_row51_col5\" class=\"data row51 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_27dcd_level0_row52\" class=\"row_heading level0 row52\" >coef_walk_access_to_retail_and_tour_frequency_is_5_plus</th>\n",
+       "      <td id=\"T_27dcd_row52_col0\" class=\"data row52 col0\" >-0.0102</td>\n",
+       "      <td id=\"T_27dcd_row52_col1\" class=\"data row52 col1\" > 0.0639</td>\n",
+       "      <td id=\"T_27dcd_row52_col2\" class=\"data row52 col2\" >-0.16</td>\n",
+       "      <td id=\"T_27dcd_row52_col3\" class=\"data row52 col3\" ></td>\n",
+       "      <td id=\"T_27dcd_row52_col4\" class=\"data row52 col4\" > 0.00</td>\n",
+       "      <td id=\"T_27dcd_row52_col5\" class=\"data row52 col5\" ></td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n"
+      ],
+      "text/plain": [
+       "<pandas.io.formats.style.Styler at 0x3dfc707c0>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Model PTYPE_DRIVING\n"
      ]
     },
     {
      "data": {
       "text/html": [
-       "<h3>Iteration 078 [Optimization terminated successfully] </h3>"
+       "<h3>Iteration 111 [Optimization terminated successfully] </h3>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -3311,7 +8346,7 @@
     {
      "data": {
       "text/html": [
-       "<p>Best LL = -13.427352167831913</p>"
+       "<p>Best LL = -1410.7703396627119</p>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -3342,673 +8377,643 @@
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>value</th>\n",
+       "      <th>best</th>\n",
        "      <th>initvalue</th>\n",
-       "      <th>nullvalue</th>\n",
        "      <th>minimum</th>\n",
        "      <th>maximum</th>\n",
+       "      <th>nullvalue</th>\n",
        "      <th>holdfast</th>\n",
-       "      <th>note</th>\n",
-       "      <th>best</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>param_name</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>coef_0_auto_household_and_escorting_tour</th>\n",
-       "      <td>-289.819438</td>\n",
+       "      <td>-2.355904</td>\n",
+       "      <td>-2.355904</td>\n",
        "      <td>-2.0000</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-289.819438</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_1_escort_tour_constant</th>\n",
-       "      <td>-6434.961317</td>\n",
+       "      <td>-0.591707</td>\n",
+       "      <td>-0.591707</td>\n",
        "      <td>-0.4934</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-6434.961317</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_1_plus_eating_out_tours_constant</th>\n",
-       "      <td>-3885.411913</td>\n",
+       "      <td>-0.530705</td>\n",
+       "      <td>-0.530705</td>\n",
        "      <td>-0.0242</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-3885.411913</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_1_plus_maintenance_tours_constant</th>\n",
-       "      <td>-1195.807014</td>\n",
+       "      <td>-0.478676</td>\n",
+       "      <td>-0.478676</td>\n",
        "      <td>-0.4344</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-1195.807014</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_1_plus_other_discretionary_tours_constant</th>\n",
-       "      <td>-2406.806121</td>\n",
+       "      <td>0.075144</td>\n",
+       "      <td>0.075144</td>\n",
        "      <td>-0.2602</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-2406.806121</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_1_plus_shopping_tours_constant</th>\n",
-       "      <td>-2389.305945</td>\n",
+       "      <td>0.278338</td>\n",
+       "      <td>0.278338</td>\n",
        "      <td>0.5320</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-2389.305945</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_1_plus_visting_tours_constant</th>\n",
-       "      <td>-2389.305996</td>\n",
+       "      <td>0.074734</td>\n",
+       "      <td>0.074734</td>\n",
        "      <td>0.2367</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-2389.305996</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_2_plus_escort_tours_constant</th>\n",
-       "      <td>-5667.685401</td>\n",
+       "      <td>0.538812</td>\n",
+       "      <td>0.538812</td>\n",
        "      <td>1.4155</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-5667.685401</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_auto_access_to_retail_and_tour_frequency_is_5_plus</th>\n",
-       "      <td>-44.188373</td>\n",
+       "      <td>0.120695</td>\n",
+       "      <td>0.120695</td>\n",
        "      <td>0.1004</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-44.188373</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_car_shortage_vs_workers_and_tour_frequency_is_5_plus</th>\n",
-       "      <td>-17232.832071</td>\n",
+       "      <td>-0.895829</td>\n",
+       "      <td>-0.895829</td>\n",
        "      <td>-0.6369</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-17232.832071</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_car_surplus_vs_workers_and_tour_frequency_is_1</th>\n",
-       "      <td>-4035.619542</td>\n",
+       "      <td>0.384556</td>\n",
+       "      <td>0.384556</td>\n",
        "      <td>0.2902</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-4035.619542</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_car_surplus_vs_workers_and_tour_frequency_is_5_plus</th>\n",
-       "      <td>15225.992542</td>\n",
+       "      <td>1.915045</td>\n",
+       "      <td>1.915045</td>\n",
        "      <td>2.0352</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>15225.992542</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_high_income_group_and_discretionary_tour</th>\n",
-       "      <td>4481.084393</td>\n",
+       "      <td>1.973678</td>\n",
+       "      <td>1.973678</td>\n",
        "      <td>2.3270</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>4481.084393</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_high_income_group_and_eating_out_tour</th>\n",
-       "      <td>-3157.273834</td>\n",
+       "      <td>1.115882</td>\n",
+       "      <td>1.115882</td>\n",
        "      <td>0.4916</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-3157.273834</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_high_income_group_and_maintenance_tour</th>\n",
-       "      <td>4461.484862</td>\n",
+       "      <td>0.535657</td>\n",
+       "      <td>0.535657</td>\n",
        "      <td>0.3982</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>4461.484862</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_high_income_group_and_shopping_tour</th>\n",
-       "      <td>4461.390803</td>\n",
+       "      <td>0.297949</td>\n",
+       "      <td>0.297949</td>\n",
        "      <td>0.2443</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>4461.390803</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_high_income_group_and_visiting_tour</th>\n",
-       "      <td>4461.390852</td>\n",
+       "      <td>0.657170</td>\n",
+       "      <td>0.657170</td>\n",
        "      <td>0.2858</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>4461.390852</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_logged_maximum_residual_window_tour_frequency_is_1</th>\n",
-       "      <td>16.594329</td>\n",
+       "      <td>1.842413</td>\n",
+       "      <td>1.842413</td>\n",
        "      <td>1.3298</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>16.594329</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_logged_maximum_residual_window_tour_frequency_is_2</th>\n",
-       "      <td>-19742.937757</td>\n",
+       "      <td>2.746659</td>\n",
+       "      <td>2.746659</td>\n",
        "      <td>1.3759</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-19742.937757</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_logged_maximum_residual_window_tour_frequency_is_5_plus</th>\n",
-       "      <td>-11491.665678</td>\n",
+       "      <td>3.207837</td>\n",
+       "      <td>3.207837</td>\n",
        "      <td>3.2808</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-11491.665678</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_mediumhigh_income_group_and_discretionary_tour</th>\n",
-       "      <td>572.847509</td>\n",
+       "      <td>0.785646</td>\n",
+       "      <td>0.785646</td>\n",
        "      <td>1.4050</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>572.847509</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_mediumlow_income_group_and_discretionary_tour</th>\n",
-       "      <td>-4429.942211</td>\n",
+       "      <td>0.715806</td>\n",
+       "      <td>0.715806</td>\n",
        "      <td>0.9169</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-4429.942211</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_number_of_joint_tours_and_tour_frequency_is_1</th>\n",
-       "      <td>-4180.353968</td>\n",
+       "      <td>-0.076456</td>\n",
+       "      <td>-0.076456</td>\n",
        "      <td>-0.2162</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-4180.353968</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_number_of_joint_tours_and_tour_frequency_is_2</th>\n",
-       "      <td>-1606.502880</td>\n",
+       "      <td>-2.349128</td>\n",
+       "      <td>-2.349128</td>\n",
        "      <td>-0.3587</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-1606.502880</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_number_of_joint_tours_and_tour_frequency_is_3</th>\n",
-       "      <td>-109.819329</td>\n",
+       "      <td>-4.951681</td>\n",
+       "      <td>-4.951681</td>\n",
        "      <td>-4.2701</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-109.819329</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_number_of_joint_tours_and_tour_frequency_is_5_plus</th>\n",
        "      <td>-999.000000</td>\n",
+       "      <td>-999.000000</td>\n",
        "      <td>-999.0000</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-999.0</td>\n",
        "      <td>-999.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>1</td>\n",
-       "      <td></td>\n",
-       "      <td>-999.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_number_of_mandatory_tours_and_tour_frequency_is_1</th>\n",
-       "      <td>-16877.023970</td>\n",
+       "      <td>-0.717100</td>\n",
+       "      <td>-0.717100</td>\n",
        "      <td>-0.2340</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-16877.023970</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_number_of_mandatory_tours_and_tour_frequency_is_2</th>\n",
-       "      <td>12620.764595</td>\n",
+       "      <td>-2.894440</td>\n",
+       "      <td>-2.894440</td>\n",
        "      <td>-0.9231</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>12620.764595</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_number_of_mandatory_tours_and_tour_frequency_is_3</th>\n",
-       "      <td>-4861.997912</td>\n",
+       "      <td>-6.487708</td>\n",
+       "      <td>-6.487708</td>\n",
        "      <td>-6.5835</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-4861.997912</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_presence_of_driving_school_kid_and_discretionary_tour</th>\n",
-       "      <td>-578.872073</td>\n",
+       "      <td>-0.825813</td>\n",
+       "      <td>-0.825813</td>\n",
        "      <td>-0.9202</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-578.872073</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_presence_of_driving_school_kid_and_eating_out_tour</th>\n",
-       "      <td>6.381728</td>\n",
+       "      <td>-0.605776</td>\n",
+       "      <td>-0.605776</td>\n",
        "      <td>-0.6377</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>6.381728</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_presence_of_non_worker_and_tour_frequency_is_2</th>\n",
-       "      <td>878.008827</td>\n",
+       "      <td>-0.268732</td>\n",
+       "      <td>-0.268732</td>\n",
        "      <td>-0.6571</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>878.008827</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_presence_of_non_worker_and_tour_frequency_is_5</th>\n",
-       "      <td>-1944.922644</td>\n",
+       "      <td>-3.177667</td>\n",
+       "      <td>-3.177667</td>\n",
        "      <td>-1.4044</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-1944.922644</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_presence_of_pre_driving_school_kid_and_eating_out_tour</th>\n",
-       "      <td>-164.906255</td>\n",
+       "      <td>-1.449331</td>\n",
+       "      <td>-1.449331</td>\n",
        "      <td>-1.5698</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-164.906255</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_presence_of_pre_school_kid_and_eating_out_tour</th>\n",
-       "      <td>313.476309</td>\n",
+       "      <td>-1.804988</td>\n",
+       "      <td>-1.804988</td>\n",
        "      <td>-0.2987</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>313.476309</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_presence_of_predriving_school_kid_in_household_and_tour_frequency_is_1</th>\n",
-       "      <td>4033.566871</td>\n",
+       "      <td>-0.395397</td>\n",
+       "      <td>-0.395397</td>\n",
        "      <td>-0.3219</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>4033.566871</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_presence_of_predriving_school_kid_in_household_and_tour_frequency_is_5</th>\n",
-       "      <td>10149.331976</td>\n",
+       "      <td>-1.985303</td>\n",
+       "      <td>-1.985303</td>\n",
        "      <td>-1.0874</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>10149.331976</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_presence_of_university_student_and_discretionary_tour</th>\n",
-       "      <td>3906.378403</td>\n",
+       "      <td>-1.663216</td>\n",
+       "      <td>-1.663216</td>\n",
        "      <td>-1.2834</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>3906.378403</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_total_number_of_tours_is_1</th>\n",
-       "      <td>15200.662337</td>\n",
+       "      <td>-7.917385</td>\n",
+       "      <td>-7.917385</td>\n",
        "      <td>-7.1506</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>15200.662337</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_total_number_of_tours_is_2</th>\n",
-       "      <td>-1638.556186</td>\n",
+       "      <td>-11.926451</td>\n",
+       "      <td>-11.926451</td>\n",
        "      <td>-11.1214</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-1638.556186</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_total_number_of_tours_is_3</th>\n",
-       "      <td>-14010.608324</td>\n",
+       "      <td>-13.210287</td>\n",
+       "      <td>-13.210287</td>\n",
        "      <td>-13.1750</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-14010.608324</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_urban_and_discretionary_tour</th>\n",
        "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.0000</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>1</td>\n",
-       "      <td></td>\n",
-       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_urban_and_maintenance_tour</th>\n",
-       "      <td>-1194.333214</td>\n",
+       "      <td>1.131129</td>\n",
+       "      <td>1.131129</td>\n",
        "      <td>1.0394</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-1194.333214</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "                                                           value  initvalue  \\\n",
-       "coef_0_auto_household_and_escorting_tour             -289.819438    -2.0000   \n",
-       "coef_1_escort_tour_constant                         -6434.961317    -0.4934   \n",
-       "coef_1_plus_eating_out_tours_constant               -3885.411913    -0.0242   \n",
-       "coef_1_plus_maintenance_tours_constant              -1195.807014    -0.4344   \n",
-       "coef_1_plus_other_discretionary_tours_constant      -2406.806121    -0.2602   \n",
-       "coef_1_plus_shopping_tours_constant                 -2389.305945     0.5320   \n",
-       "coef_1_plus_visting_tours_constant                  -2389.305996     0.2367   \n",
-       "coef_2_plus_escort_tours_constant                   -5667.685401     1.4155   \n",
-       "coef_auto_access_to_retail_and_tour_frequency_i...    -44.188373     0.1004   \n",
-       "coef_car_shortage_vs_workers_and_tour_frequency... -17232.832071    -0.6369   \n",
-       "coef_car_surplus_vs_workers_and_tour_frequency_...  -4035.619542     0.2902   \n",
-       "coef_car_surplus_vs_workers_and_tour_frequency_...  15225.992542     2.0352   \n",
-       "coef_high_income_group_and_discretionary_tour        4481.084393     2.3270   \n",
-       "coef_high_income_group_and_eating_out_tour          -3157.273834     0.4916   \n",
-       "coef_high_income_group_and_maintenance_tour          4461.484862     0.3982   \n",
-       "coef_high_income_group_and_shopping_tour             4461.390803     0.2443   \n",
-       "coef_high_income_group_and_visiting_tour             4461.390852     0.2858   \n",
-       "coef_logged_maximum_residual_window_tour_freque...     16.594329     1.3298   \n",
-       "coef_logged_maximum_residual_window_tour_freque... -19742.937757     1.3759   \n",
-       "coef_logged_maximum_residual_window_tour_freque... -11491.665678     3.2808   \n",
-       "coef_mediumhigh_income_group_and_discretionary_...    572.847509     1.4050   \n",
-       "coef_mediumlow_income_group_and_discretionary_tour  -4429.942211     0.9169   \n",
-       "coef_number_of_joint_tours_and_tour_frequency_is_1  -4180.353968    -0.2162   \n",
-       "coef_number_of_joint_tours_and_tour_frequency_is_2  -1606.502880    -0.3587   \n",
-       "coef_number_of_joint_tours_and_tour_frequency_is_3   -109.819329    -4.2701   \n",
-       "coef_number_of_joint_tours_and_tour_frequency_i...   -999.000000  -999.0000   \n",
-       "coef_number_of_mandatory_tours_and_tour_frequen... -16877.023970    -0.2340   \n",
-       "coef_number_of_mandatory_tours_and_tour_frequen...  12620.764595    -0.9231   \n",
-       "coef_number_of_mandatory_tours_and_tour_frequen...  -4861.997912    -6.5835   \n",
-       "coef_presence_of_driving_school_kid_and_discret...   -578.872073    -0.9202   \n",
-       "coef_presence_of_driving_school_kid_and_eating_...      6.381728    -0.6377   \n",
-       "coef_presence_of_non_worker_and_tour_frequency_...    878.008827    -0.6571   \n",
-       "coef_presence_of_non_worker_and_tour_frequency_...  -1944.922644    -1.4044   \n",
-       "coef_presence_of_pre_driving_school_kid_and_eat...   -164.906255    -1.5698   \n",
-       "coef_presence_of_pre_school_kid_and_eating_out_...    313.476309    -0.2987   \n",
-       "coef_presence_of_predriving_school_kid_in_house...   4033.566871    -0.3219   \n",
-       "coef_presence_of_predriving_school_kid_in_house...  10149.331976    -1.0874   \n",
-       "coef_presence_of_university_student_and_discret...   3906.378403    -1.2834   \n",
-       "coef_total_number_of_tours_is_1                     15200.662337    -7.1506   \n",
-       "coef_total_number_of_tours_is_2                     -1638.556186   -11.1214   \n",
-       "coef_total_number_of_tours_is_3                    -14010.608324   -13.1750   \n",
-       "coef_urban_and_discretionary_tour                       0.000000     0.0000   \n",
-       "coef_urban_and_maintenance_tour                     -1194.333214     1.0394   \n",
+       "                                                         value        best  \\\n",
+       "param_name                                                                   \n",
+       "coef_0_auto_household_and_escorting_tour             -2.355904   -2.355904   \n",
+       "coef_1_escort_tour_constant                          -0.591707   -0.591707   \n",
+       "coef_1_plus_eating_out_tours_constant                -0.530705   -0.530705   \n",
+       "coef_1_plus_maintenance_tours_constant               -0.478676   -0.478676   \n",
+       "coef_1_plus_other_discretionary_tours_constant        0.075144    0.075144   \n",
+       "coef_1_plus_shopping_tours_constant                   0.278338    0.278338   \n",
+       "coef_1_plus_visting_tours_constant                    0.074734    0.074734   \n",
+       "coef_2_plus_escort_tours_constant                     0.538812    0.538812   \n",
+       "coef_auto_access_to_retail_and_tour_frequency_i...    0.120695    0.120695   \n",
+       "coef_car_shortage_vs_workers_and_tour_frequency...   -0.895829   -0.895829   \n",
+       "coef_car_surplus_vs_workers_and_tour_frequency_...    0.384556    0.384556   \n",
+       "coef_car_surplus_vs_workers_and_tour_frequency_...    1.915045    1.915045   \n",
+       "coef_high_income_group_and_discretionary_tour         1.973678    1.973678   \n",
+       "coef_high_income_group_and_eating_out_tour            1.115882    1.115882   \n",
+       "coef_high_income_group_and_maintenance_tour           0.535657    0.535657   \n",
+       "coef_high_income_group_and_shopping_tour              0.297949    0.297949   \n",
+       "coef_high_income_group_and_visiting_tour              0.657170    0.657170   \n",
+       "coef_logged_maximum_residual_window_tour_freque...    1.842413    1.842413   \n",
+       "coef_logged_maximum_residual_window_tour_freque...    2.746659    2.746659   \n",
+       "coef_logged_maximum_residual_window_tour_freque...    3.207837    3.207837   \n",
+       "coef_mediumhigh_income_group_and_discretionary_...    0.785646    0.785646   \n",
+       "coef_mediumlow_income_group_and_discretionary_tour    0.715806    0.715806   \n",
+       "coef_number_of_joint_tours_and_tour_frequency_is_1   -0.076456   -0.076456   \n",
+       "coef_number_of_joint_tours_and_tour_frequency_is_2   -2.349128   -2.349128   \n",
+       "coef_number_of_joint_tours_and_tour_frequency_is_3   -4.951681   -4.951681   \n",
+       "coef_number_of_joint_tours_and_tour_frequency_i... -999.000000 -999.000000   \n",
+       "coef_number_of_mandatory_tours_and_tour_frequen...   -0.717100   -0.717100   \n",
+       "coef_number_of_mandatory_tours_and_tour_frequen...   -2.894440   -2.894440   \n",
+       "coef_number_of_mandatory_tours_and_tour_frequen...   -6.487708   -6.487708   \n",
+       "coef_presence_of_driving_school_kid_and_discret...   -0.825813   -0.825813   \n",
+       "coef_presence_of_driving_school_kid_and_eating_...   -0.605776   -0.605776   \n",
+       "coef_presence_of_non_worker_and_tour_frequency_...   -0.268732   -0.268732   \n",
+       "coef_presence_of_non_worker_and_tour_frequency_...   -3.177667   -3.177667   \n",
+       "coef_presence_of_pre_driving_school_kid_and_eat...   -1.449331   -1.449331   \n",
+       "coef_presence_of_pre_school_kid_and_eating_out_...   -1.804988   -1.804988   \n",
+       "coef_presence_of_predriving_school_kid_in_house...   -0.395397   -0.395397   \n",
+       "coef_presence_of_predriving_school_kid_in_house...   -1.985303   -1.985303   \n",
+       "coef_presence_of_university_student_and_discret...   -1.663216   -1.663216   \n",
+       "coef_total_number_of_tours_is_1                      -7.917385   -7.917385   \n",
+       "coef_total_number_of_tours_is_2                     -11.926451  -11.926451   \n",
+       "coef_total_number_of_tours_is_3                     -13.210287  -13.210287   \n",
+       "coef_urban_and_discretionary_tour                     0.000000    0.000000   \n",
+       "coef_urban_and_maintenance_tour                       1.131129    1.131129   \n",
        "\n",
-       "                                                    nullvalue  minimum  \\\n",
-       "coef_0_auto_household_and_escorting_tour                  0.0      NaN   \n",
-       "coef_1_escort_tour_constant                               0.0      NaN   \n",
-       "coef_1_plus_eating_out_tours_constant                     0.0      NaN   \n",
-       "coef_1_plus_maintenance_tours_constant                    0.0      NaN   \n",
-       "coef_1_plus_other_discretionary_tours_constant            0.0      NaN   \n",
-       "coef_1_plus_shopping_tours_constant                       0.0      NaN   \n",
-       "coef_1_plus_visting_tours_constant                        0.0      NaN   \n",
-       "coef_2_plus_escort_tours_constant                         0.0      NaN   \n",
-       "coef_auto_access_to_retail_and_tour_frequency_i...        0.0      NaN   \n",
-       "coef_car_shortage_vs_workers_and_tour_frequency...        0.0      NaN   \n",
-       "coef_car_surplus_vs_workers_and_tour_frequency_...        0.0      NaN   \n",
-       "coef_car_surplus_vs_workers_and_tour_frequency_...        0.0      NaN   \n",
-       "coef_high_income_group_and_discretionary_tour             0.0      NaN   \n",
-       "coef_high_income_group_and_eating_out_tour                0.0      NaN   \n",
-       "coef_high_income_group_and_maintenance_tour               0.0      NaN   \n",
-       "coef_high_income_group_and_shopping_tour                  0.0      NaN   \n",
-       "coef_high_income_group_and_visiting_tour                  0.0      NaN   \n",
-       "coef_logged_maximum_residual_window_tour_freque...        0.0      NaN   \n",
-       "coef_logged_maximum_residual_window_tour_freque...        0.0      NaN   \n",
-       "coef_logged_maximum_residual_window_tour_freque...        0.0      NaN   \n",
-       "coef_mediumhigh_income_group_and_discretionary_...        0.0      NaN   \n",
-       "coef_mediumlow_income_group_and_discretionary_tour        0.0      NaN   \n",
-       "coef_number_of_joint_tours_and_tour_frequency_is_1        0.0      NaN   \n",
-       "coef_number_of_joint_tours_and_tour_frequency_is_2        0.0      NaN   \n",
-       "coef_number_of_joint_tours_and_tour_frequency_is_3        0.0      NaN   \n",
-       "coef_number_of_joint_tours_and_tour_frequency_i...        0.0   -999.0   \n",
-       "coef_number_of_mandatory_tours_and_tour_frequen...        0.0      NaN   \n",
-       "coef_number_of_mandatory_tours_and_tour_frequen...        0.0      NaN   \n",
-       "coef_number_of_mandatory_tours_and_tour_frequen...        0.0      NaN   \n",
-       "coef_presence_of_driving_school_kid_and_discret...        0.0      NaN   \n",
-       "coef_presence_of_driving_school_kid_and_eating_...        0.0      NaN   \n",
-       "coef_presence_of_non_worker_and_tour_frequency_...        0.0      NaN   \n",
-       "coef_presence_of_non_worker_and_tour_frequency_...        0.0      NaN   \n",
-       "coef_presence_of_pre_driving_school_kid_and_eat...        0.0      NaN   \n",
-       "coef_presence_of_pre_school_kid_and_eating_out_...        0.0      NaN   \n",
-       "coef_presence_of_predriving_school_kid_in_house...        0.0      NaN   \n",
-       "coef_presence_of_predriving_school_kid_in_house...        0.0      NaN   \n",
-       "coef_presence_of_university_student_and_discret...        0.0      NaN   \n",
-       "coef_total_number_of_tours_is_1                           0.0      NaN   \n",
-       "coef_total_number_of_tours_is_2                           0.0      NaN   \n",
-       "coef_total_number_of_tours_is_3                           0.0      NaN   \n",
-       "coef_urban_and_discretionary_tour                         0.0      0.0   \n",
-       "coef_urban_and_maintenance_tour                           0.0      NaN   \n",
+       "                                                    initvalue  minimum  \\\n",
+       "param_name                                                               \n",
+       "coef_0_auto_household_and_escorting_tour              -2.0000    -20.0   \n",
+       "coef_1_escort_tour_constant                           -0.4934    -20.0   \n",
+       "coef_1_plus_eating_out_tours_constant                 -0.0242    -20.0   \n",
+       "coef_1_plus_maintenance_tours_constant                -0.4344    -20.0   \n",
+       "coef_1_plus_other_discretionary_tours_constant        -0.2602    -20.0   \n",
+       "coef_1_plus_shopping_tours_constant                    0.5320    -20.0   \n",
+       "coef_1_plus_visting_tours_constant                     0.2367    -20.0   \n",
+       "coef_2_plus_escort_tours_constant                      1.4155    -20.0   \n",
+       "coef_auto_access_to_retail_and_tour_frequency_i...     0.1004    -20.0   \n",
+       "coef_car_shortage_vs_workers_and_tour_frequency...    -0.6369    -20.0   \n",
+       "coef_car_surplus_vs_workers_and_tour_frequency_...     0.2902    -20.0   \n",
+       "coef_car_surplus_vs_workers_and_tour_frequency_...     2.0352    -20.0   \n",
+       "coef_high_income_group_and_discretionary_tour          2.3270    -20.0   \n",
+       "coef_high_income_group_and_eating_out_tour             0.4916    -20.0   \n",
+       "coef_high_income_group_and_maintenance_tour            0.3982    -20.0   \n",
+       "coef_high_income_group_and_shopping_tour               0.2443    -20.0   \n",
+       "coef_high_income_group_and_visiting_tour               0.2858    -20.0   \n",
+       "coef_logged_maximum_residual_window_tour_freque...     1.3298    -20.0   \n",
+       "coef_logged_maximum_residual_window_tour_freque...     1.3759    -20.0   \n",
+       "coef_logged_maximum_residual_window_tour_freque...     3.2808    -20.0   \n",
+       "coef_mediumhigh_income_group_and_discretionary_...     1.4050    -20.0   \n",
+       "coef_mediumlow_income_group_and_discretionary_tour     0.9169    -20.0   \n",
+       "coef_number_of_joint_tours_and_tour_frequency_is_1    -0.2162    -20.0   \n",
+       "coef_number_of_joint_tours_and_tour_frequency_is_2    -0.3587    -20.0   \n",
+       "coef_number_of_joint_tours_and_tour_frequency_is_3    -4.2701    -20.0   \n",
+       "coef_number_of_joint_tours_and_tour_frequency_i...  -999.0000   -999.0   \n",
+       "coef_number_of_mandatory_tours_and_tour_frequen...    -0.2340    -20.0   \n",
+       "coef_number_of_mandatory_tours_and_tour_frequen...    -0.9231    -20.0   \n",
+       "coef_number_of_mandatory_tours_and_tour_frequen...    -6.5835    -20.0   \n",
+       "coef_presence_of_driving_school_kid_and_discret...    -0.9202    -20.0   \n",
+       "coef_presence_of_driving_school_kid_and_eating_...    -0.6377    -20.0   \n",
+       "coef_presence_of_non_worker_and_tour_frequency_...    -0.6571    -20.0   \n",
+       "coef_presence_of_non_worker_and_tour_frequency_...    -1.4044    -20.0   \n",
+       "coef_presence_of_pre_driving_school_kid_and_eat...    -1.5698    -20.0   \n",
+       "coef_presence_of_pre_school_kid_and_eating_out_...    -0.2987    -20.0   \n",
+       "coef_presence_of_predriving_school_kid_in_house...    -0.3219    -20.0   \n",
+       "coef_presence_of_predriving_school_kid_in_house...    -1.0874    -20.0   \n",
+       "coef_presence_of_university_student_and_discret...    -1.2834    -20.0   \n",
+       "coef_total_number_of_tours_is_1                       -7.1506    -20.0   \n",
+       "coef_total_number_of_tours_is_2                      -11.1214    -20.0   \n",
+       "coef_total_number_of_tours_is_3                      -13.1750    -20.0   \n",
+       "coef_urban_and_discretionary_tour                      0.0000      0.0   \n",
+       "coef_urban_and_maintenance_tour                        1.0394    -20.0   \n",
        "\n",
-       "                                                    maximum  holdfast note  \\\n",
-       "coef_0_auto_household_and_escorting_tour                NaN         0        \n",
-       "coef_1_escort_tour_constant                             NaN         0        \n",
-       "coef_1_plus_eating_out_tours_constant                   NaN         0        \n",
-       "coef_1_plus_maintenance_tours_constant                  NaN         0        \n",
-       "coef_1_plus_other_discretionary_tours_constant          NaN         0        \n",
-       "coef_1_plus_shopping_tours_constant                     NaN         0        \n",
-       "coef_1_plus_visting_tours_constant                      NaN         0        \n",
-       "coef_2_plus_escort_tours_constant                       NaN         0        \n",
-       "coef_auto_access_to_retail_and_tour_frequency_i...      NaN         0        \n",
-       "coef_car_shortage_vs_workers_and_tour_frequency...      NaN         0        \n",
-       "coef_car_surplus_vs_workers_and_tour_frequency_...      NaN         0        \n",
-       "coef_car_surplus_vs_workers_and_tour_frequency_...      NaN         0        \n",
-       "coef_high_income_group_and_discretionary_tour           NaN         0        \n",
-       "coef_high_income_group_and_eating_out_tour              NaN         0        \n",
-       "coef_high_income_group_and_maintenance_tour             NaN         0        \n",
-       "coef_high_income_group_and_shopping_tour                NaN         0        \n",
-       "coef_high_income_group_and_visiting_tour                NaN         0        \n",
-       "coef_logged_maximum_residual_window_tour_freque...      NaN         0        \n",
-       "coef_logged_maximum_residual_window_tour_freque...      NaN         0        \n",
-       "coef_logged_maximum_residual_window_tour_freque...      NaN         0        \n",
-       "coef_mediumhigh_income_group_and_discretionary_...      NaN         0        \n",
-       "coef_mediumlow_income_group_and_discretionary_tour      NaN         0        \n",
-       "coef_number_of_joint_tours_and_tour_frequency_is_1      NaN         0        \n",
-       "coef_number_of_joint_tours_and_tour_frequency_is_2      NaN         0        \n",
-       "coef_number_of_joint_tours_and_tour_frequency_is_3      NaN         0        \n",
-       "coef_number_of_joint_tours_and_tour_frequency_i...   -999.0         1        \n",
-       "coef_number_of_mandatory_tours_and_tour_frequen...      NaN         0        \n",
-       "coef_number_of_mandatory_tours_and_tour_frequen...      NaN         0        \n",
-       "coef_number_of_mandatory_tours_and_tour_frequen...      NaN         0        \n",
-       "coef_presence_of_driving_school_kid_and_discret...      NaN         0        \n",
-       "coef_presence_of_driving_school_kid_and_eating_...      NaN         0        \n",
-       "coef_presence_of_non_worker_and_tour_frequency_...      NaN         0        \n",
-       "coef_presence_of_non_worker_and_tour_frequency_...      NaN         0        \n",
-       "coef_presence_of_pre_driving_school_kid_and_eat...      NaN         0        \n",
-       "coef_presence_of_pre_school_kid_and_eating_out_...      NaN         0        \n",
-       "coef_presence_of_predriving_school_kid_in_house...      NaN         0        \n",
-       "coef_presence_of_predriving_school_kid_in_house...      NaN         0        \n",
-       "coef_presence_of_university_student_and_discret...      NaN         0        \n",
-       "coef_total_number_of_tours_is_1                         NaN         0        \n",
-       "coef_total_number_of_tours_is_2                         NaN         0        \n",
-       "coef_total_number_of_tours_is_3                         NaN         0        \n",
-       "coef_urban_and_discretionary_tour                       0.0         1        \n",
-       "coef_urban_and_maintenance_tour                         NaN         0        \n",
+       "                                                    maximum  nullvalue  \\\n",
+       "param_name                                                               \n",
+       "coef_0_auto_household_and_escorting_tour               20.0        0.0   \n",
+       "coef_1_escort_tour_constant                            20.0        0.0   \n",
+       "coef_1_plus_eating_out_tours_constant                  20.0        0.0   \n",
+       "coef_1_plus_maintenance_tours_constant                 20.0        0.0   \n",
+       "coef_1_plus_other_discretionary_tours_constant         20.0        0.0   \n",
+       "coef_1_plus_shopping_tours_constant                    20.0        0.0   \n",
+       "coef_1_plus_visting_tours_constant                     20.0        0.0   \n",
+       "coef_2_plus_escort_tours_constant                      20.0        0.0   \n",
+       "coef_auto_access_to_retail_and_tour_frequency_i...     20.0        0.0   \n",
+       "coef_car_shortage_vs_workers_and_tour_frequency...     20.0        0.0   \n",
+       "coef_car_surplus_vs_workers_and_tour_frequency_...     20.0        0.0   \n",
+       "coef_car_surplus_vs_workers_and_tour_frequency_...     20.0        0.0   \n",
+       "coef_high_income_group_and_discretionary_tour          20.0        0.0   \n",
+       "coef_high_income_group_and_eating_out_tour             20.0        0.0   \n",
+       "coef_high_income_group_and_maintenance_tour            20.0        0.0   \n",
+       "coef_high_income_group_and_shopping_tour               20.0        0.0   \n",
+       "coef_high_income_group_and_visiting_tour               20.0        0.0   \n",
+       "coef_logged_maximum_residual_window_tour_freque...     20.0        0.0   \n",
+       "coef_logged_maximum_residual_window_tour_freque...     20.0        0.0   \n",
+       "coef_logged_maximum_residual_window_tour_freque...     20.0        0.0   \n",
+       "coef_mediumhigh_income_group_and_discretionary_...     20.0        0.0   \n",
+       "coef_mediumlow_income_group_and_discretionary_tour     20.0        0.0   \n",
+       "coef_number_of_joint_tours_and_tour_frequency_is_1     20.0        0.0   \n",
+       "coef_number_of_joint_tours_and_tour_frequency_is_2     20.0        0.0   \n",
+       "coef_number_of_joint_tours_and_tour_frequency_is_3     20.0        0.0   \n",
+       "coef_number_of_joint_tours_and_tour_frequency_i...   -999.0        0.0   \n",
+       "coef_number_of_mandatory_tours_and_tour_frequen...     20.0        0.0   \n",
+       "coef_number_of_mandatory_tours_and_tour_frequen...     20.0        0.0   \n",
+       "coef_number_of_mandatory_tours_and_tour_frequen...     20.0        0.0   \n",
+       "coef_presence_of_driving_school_kid_and_discret...     20.0        0.0   \n",
+       "coef_presence_of_driving_school_kid_and_eating_...     20.0        0.0   \n",
+       "coef_presence_of_non_worker_and_tour_frequency_...     20.0        0.0   \n",
+       "coef_presence_of_non_worker_and_tour_frequency_...     20.0        0.0   \n",
+       "coef_presence_of_pre_driving_school_kid_and_eat...     20.0        0.0   \n",
+       "coef_presence_of_pre_school_kid_and_eating_out_...     20.0        0.0   \n",
+       "coef_presence_of_predriving_school_kid_in_house...     20.0        0.0   \n",
+       "coef_presence_of_predriving_school_kid_in_house...     20.0        0.0   \n",
+       "coef_presence_of_university_student_and_discret...     20.0        0.0   \n",
+       "coef_total_number_of_tours_is_1                        20.0        0.0   \n",
+       "coef_total_number_of_tours_is_2                        20.0        0.0   \n",
+       "coef_total_number_of_tours_is_3                        20.0        0.0   \n",
+       "coef_urban_and_discretionary_tour                       0.0        0.0   \n",
+       "coef_urban_and_maintenance_tour                        20.0        0.0   \n",
        "\n",
-       "                                                            best  \n",
-       "coef_0_auto_household_and_escorting_tour             -289.819438  \n",
-       "coef_1_escort_tour_constant                         -6434.961317  \n",
-       "coef_1_plus_eating_out_tours_constant               -3885.411913  \n",
-       "coef_1_plus_maintenance_tours_constant              -1195.807014  \n",
-       "coef_1_plus_other_discretionary_tours_constant      -2406.806121  \n",
-       "coef_1_plus_shopping_tours_constant                 -2389.305945  \n",
-       "coef_1_plus_visting_tours_constant                  -2389.305996  \n",
-       "coef_2_plus_escort_tours_constant                   -5667.685401  \n",
-       "coef_auto_access_to_retail_and_tour_frequency_i...    -44.188373  \n",
-       "coef_car_shortage_vs_workers_and_tour_frequency... -17232.832071  \n",
-       "coef_car_surplus_vs_workers_and_tour_frequency_...  -4035.619542  \n",
-       "coef_car_surplus_vs_workers_and_tour_frequency_...  15225.992542  \n",
-       "coef_high_income_group_and_discretionary_tour        4481.084393  \n",
-       "coef_high_income_group_and_eating_out_tour          -3157.273834  \n",
-       "coef_high_income_group_and_maintenance_tour          4461.484862  \n",
-       "coef_high_income_group_and_shopping_tour             4461.390803  \n",
-       "coef_high_income_group_and_visiting_tour             4461.390852  \n",
-       "coef_logged_maximum_residual_window_tour_freque...     16.594329  \n",
-       "coef_logged_maximum_residual_window_tour_freque... -19742.937757  \n",
-       "coef_logged_maximum_residual_window_tour_freque... -11491.665678  \n",
-       "coef_mediumhigh_income_group_and_discretionary_...    572.847509  \n",
-       "coef_mediumlow_income_group_and_discretionary_tour  -4429.942211  \n",
-       "coef_number_of_joint_tours_and_tour_frequency_is_1  -4180.353968  \n",
-       "coef_number_of_joint_tours_and_tour_frequency_is_2  -1606.502880  \n",
-       "coef_number_of_joint_tours_and_tour_frequency_is_3   -109.819329  \n",
-       "coef_number_of_joint_tours_and_tour_frequency_i...   -999.000000  \n",
-       "coef_number_of_mandatory_tours_and_tour_frequen... -16877.023970  \n",
-       "coef_number_of_mandatory_tours_and_tour_frequen...  12620.764595  \n",
-       "coef_number_of_mandatory_tours_and_tour_frequen...  -4861.997912  \n",
-       "coef_presence_of_driving_school_kid_and_discret...   -578.872073  \n",
-       "coef_presence_of_driving_school_kid_and_eating_...      6.381728  \n",
-       "coef_presence_of_non_worker_and_tour_frequency_...    878.008827  \n",
-       "coef_presence_of_non_worker_and_tour_frequency_...  -1944.922644  \n",
-       "coef_presence_of_pre_driving_school_kid_and_eat...   -164.906255  \n",
-       "coef_presence_of_pre_school_kid_and_eating_out_...    313.476309  \n",
-       "coef_presence_of_predriving_school_kid_in_house...   4033.566871  \n",
-       "coef_presence_of_predriving_school_kid_in_house...  10149.331976  \n",
-       "coef_presence_of_university_student_and_discret...   3906.378403  \n",
-       "coef_total_number_of_tours_is_1                     15200.662337  \n",
-       "coef_total_number_of_tours_is_2                     -1638.556186  \n",
-       "coef_total_number_of_tours_is_3                    -14010.608324  \n",
-       "coef_urban_and_discretionary_tour                       0.000000  \n",
-       "coef_urban_and_maintenance_tour                     -1194.333214  "
+       "                                                    holdfast  \n",
+       "param_name                                                    \n",
+       "coef_0_auto_household_and_escorting_tour                   0  \n",
+       "coef_1_escort_tour_constant                                0  \n",
+       "coef_1_plus_eating_out_tours_constant                      0  \n",
+       "coef_1_plus_maintenance_tours_constant                     0  \n",
+       "coef_1_plus_other_discretionary_tours_constant             0  \n",
+       "coef_1_plus_shopping_tours_constant                        0  \n",
+       "coef_1_plus_visting_tours_constant                         0  \n",
+       "coef_2_plus_escort_tours_constant                          0  \n",
+       "coef_auto_access_to_retail_and_tour_frequency_i...         0  \n",
+       "coef_car_shortage_vs_workers_and_tour_frequency...         0  \n",
+       "coef_car_surplus_vs_workers_and_tour_frequency_...         0  \n",
+       "coef_car_surplus_vs_workers_and_tour_frequency_...         0  \n",
+       "coef_high_income_group_and_discretionary_tour              0  \n",
+       "coef_high_income_group_and_eating_out_tour                 0  \n",
+       "coef_high_income_group_and_maintenance_tour                0  \n",
+       "coef_high_income_group_and_shopping_tour                   0  \n",
+       "coef_high_income_group_and_visiting_tour                   0  \n",
+       "coef_logged_maximum_residual_window_tour_freque...         0  \n",
+       "coef_logged_maximum_residual_window_tour_freque...         0  \n",
+       "coef_logged_maximum_residual_window_tour_freque...         0  \n",
+       "coef_mediumhigh_income_group_and_discretionary_...         0  \n",
+       "coef_mediumlow_income_group_and_discretionary_tour         0  \n",
+       "coef_number_of_joint_tours_and_tour_frequency_is_1         0  \n",
+       "coef_number_of_joint_tours_and_tour_frequency_is_2         0  \n",
+       "coef_number_of_joint_tours_and_tour_frequency_is_3         0  \n",
+       "coef_number_of_joint_tours_and_tour_frequency_i...         1  \n",
+       "coef_number_of_mandatory_tours_and_tour_frequen...         0  \n",
+       "coef_number_of_mandatory_tours_and_tour_frequen...         0  \n",
+       "coef_number_of_mandatory_tours_and_tour_frequen...         0  \n",
+       "coef_presence_of_driving_school_kid_and_discret...         0  \n",
+       "coef_presence_of_driving_school_kid_and_eating_...         0  \n",
+       "coef_presence_of_non_worker_and_tour_frequency_...         0  \n",
+       "coef_presence_of_non_worker_and_tour_frequency_...         0  \n",
+       "coef_presence_of_pre_driving_school_kid_and_eat...         0  \n",
+       "coef_presence_of_pre_school_kid_and_eating_out_...         0  \n",
+       "coef_presence_of_predriving_school_kid_in_house...         0  \n",
+       "coef_presence_of_predriving_school_kid_in_house...         0  \n",
+       "coef_presence_of_university_student_and_discret...         0  \n",
+       "coef_total_number_of_tours_is_1                            0  \n",
+       "coef_total_number_of_tours_is_2                            0  \n",
+       "coef_total_number_of_tours_is_3                            0  \n",
+       "coef_urban_and_discretionary_tour                          1  \n",
+       "coef_urban_and_maintenance_tour                            0  "
       ]
      },
      "metadata": {},
@@ -4018,26 +9023,456 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/var/folders/js/bk_dt9015j79_f6bxnc44dsr0000gp/T/ipykernel_48972/89088409.py:2: PossibleOverspecification: WARNING: Model is possibly over-specified (hessian is nearly singular).\n",
-      "  m.estimate(method='SLSQP')\n",
-      "/Users/jeffnewman/LocalGit/asim-larch/activitysim-larch/conda-environments/AL-ENV/lib/python3.9/site-packages/larch/linalg/__init__.py:18: UserWarning: minimum eig 0.0 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/var/folders/js/bk_dt9015j79_f6bxnc44dsr0000gp/T/ipykernel_48972/89088409.py:2: PossibleOverspecification: WARNING: Model seems to have 14 parameter estimators with negative variance\n",
-      "- coef_1_plus_maintenance_tours_constant\n",
-      "- coef_1_plus_other_discretionary_tours_constant\n",
-      "- coef_1_plus_shopping_tours_constant\n",
-      "- coef_1_plus_visting_tours_constant\n",
-      "- and 10 more\n",
-      "  m.estimate(method='SLSQP')\n",
-      "/var/folders/js/bk_dt9015j79_f6bxnc44dsr0000gp/T/ipykernel_48972/89088409.py:2: RuntimeWarning: invalid value encountered in sqrt\n",
-      "  m.estimate(method='SLSQP')\n",
-      "req_data does not request avail_ca or avail_co but it is set and being provided\n"
+      "/Users/jpn/Git/est-mode/larch/src/larch/model/jaxmodel.py:1156: PossibleOverspecification: Model is possibly over-specified (hessian is nearly singular).\n",
+      "  self.calculate_parameter_covariance()\n"
+     ]
+    },
+    {
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+       "    <tr>\n",
+       "      <th class=\"blank level0\" >&nbsp;</th>\n",
+       "      <th id=\"T_4eb11_level0_col0\" class=\"col_heading level0 col0\" >Value</th>\n",
+       "      <th id=\"T_4eb11_level0_col1\" class=\"col_heading level0 col1\" >Std Err</th>\n",
+       "      <th id=\"T_4eb11_level0_col2\" class=\"col_heading level0 col2\" >t Stat</th>\n",
+       "      <th id=\"T_4eb11_level0_col3\" class=\"col_heading level0 col3\" >Signif</th>\n",
+       "      <th id=\"T_4eb11_level0_col4\" class=\"col_heading level0 col4\" >Null Value</th>\n",
+       "      <th id=\"T_4eb11_level0_col5\" class=\"col_heading level0 col5\" >Constrained</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th class=\"index_name level0\" >Parameter</th>\n",
+       "      <th class=\"blank col0\" >&nbsp;</th>\n",
+       "      <th class=\"blank col1\" >&nbsp;</th>\n",
+       "      <th class=\"blank col2\" >&nbsp;</th>\n",
+       "      <th class=\"blank col3\" >&nbsp;</th>\n",
+       "      <th class=\"blank col4\" >&nbsp;</th>\n",
+       "      <th class=\"blank col5\" >&nbsp;</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4eb11_level0_row0\" class=\"row_heading level0 row0\" >coef_0_auto_household_and_escorting_tour</th>\n",
+       "      <td id=\"T_4eb11_row0_col0\" class=\"data row0 col0\" >-2.36</td>\n",
+       "      <td id=\"T_4eb11_row0_col1\" class=\"data row0 col1\" > 3.76</td>\n",
+       "      <td id=\"T_4eb11_row0_col2\" class=\"data row0 col2\" >-0.63</td>\n",
+       "      <td id=\"T_4eb11_row0_col3\" class=\"data row0 col3\" ></td>\n",
+       "      <td id=\"T_4eb11_row0_col4\" class=\"data row0 col4\" > 0.00</td>\n",
+       "      <td id=\"T_4eb11_row0_col5\" class=\"data row0 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4eb11_level0_row1\" class=\"row_heading level0 row1\" >coef_1_escort_tour_constant</th>\n",
+       "      <td id=\"T_4eb11_row1_col0\" class=\"data row1 col0\" >-0.592</td>\n",
+       "      <td id=\"T_4eb11_row1_col1\" class=\"data row1 col1\" > NA</td>\n",
+       "      <td id=\"T_4eb11_row1_col2\" class=\"data row1 col2\" > NA</td>\n",
+       "      <td id=\"T_4eb11_row1_col3\" class=\"data row1 col3\" ></td>\n",
+       "      <td id=\"T_4eb11_row1_col4\" class=\"data row1 col4\" > 0.00</td>\n",
+       "      <td id=\"T_4eb11_row1_col5\" class=\"data row1 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4eb11_level0_row2\" class=\"row_heading level0 row2\" >coef_1_plus_eating_out_tours_constant</th>\n",
+       "      <td id=\"T_4eb11_row2_col0\" class=\"data row2 col0\" >-0.531</td>\n",
+       "      <td id=\"T_4eb11_row2_col1\" class=\"data row2 col1\" > NA</td>\n",
+       "      <td id=\"T_4eb11_row2_col2\" class=\"data row2 col2\" > NA</td>\n",
+       "      <td id=\"T_4eb11_row2_col3\" class=\"data row2 col3\" ></td>\n",
+       "      <td id=\"T_4eb11_row2_col4\" class=\"data row2 col4\" > 0.00</td>\n",
+       "      <td id=\"T_4eb11_row2_col5\" class=\"data row2 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4eb11_level0_row3\" class=\"row_heading level0 row3\" >coef_1_plus_maintenance_tours_constant</th>\n",
+       "      <td id=\"T_4eb11_row3_col0\" class=\"data row3 col0\" >-0.479</td>\n",
+       "      <td id=\"T_4eb11_row3_col1\" class=\"data row3 col1\" > NA</td>\n",
+       "      <td id=\"T_4eb11_row3_col2\" class=\"data row3 col2\" > NA</td>\n",
+       "      <td id=\"T_4eb11_row3_col3\" class=\"data row3 col3\" ></td>\n",
+       "      <td id=\"T_4eb11_row3_col4\" class=\"data row3 col4\" > 0.00</td>\n",
+       "      <td id=\"T_4eb11_row3_col5\" class=\"data row3 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4eb11_level0_row4\" class=\"row_heading level0 row4\" >coef_1_plus_other_discretionary_tours_constant</th>\n",
+       "      <td id=\"T_4eb11_row4_col0\" class=\"data row4 col0\" > 0.0751</td>\n",
+       "      <td id=\"T_4eb11_row4_col1\" class=\"data row4 col1\" > NA</td>\n",
+       "      <td id=\"T_4eb11_row4_col2\" class=\"data row4 col2\" > NA</td>\n",
+       "      <td id=\"T_4eb11_row4_col3\" class=\"data row4 col3\" ></td>\n",
+       "      <td id=\"T_4eb11_row4_col4\" class=\"data row4 col4\" > 0.00</td>\n",
+       "      <td id=\"T_4eb11_row4_col5\" class=\"data row4 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4eb11_level0_row5\" class=\"row_heading level0 row5\" >coef_1_plus_shopping_tours_constant</th>\n",
+       "      <td id=\"T_4eb11_row5_col0\" class=\"data row5 col0\" > 0.278</td>\n",
+       "      <td id=\"T_4eb11_row5_col1\" class=\"data row5 col1\" > NA</td>\n",
+       "      <td id=\"T_4eb11_row5_col2\" class=\"data row5 col2\" > NA</td>\n",
+       "      <td id=\"T_4eb11_row5_col3\" class=\"data row5 col3\" ></td>\n",
+       "      <td id=\"T_4eb11_row5_col4\" class=\"data row5 col4\" > 0.00</td>\n",
+       "      <td id=\"T_4eb11_row5_col5\" class=\"data row5 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4eb11_level0_row6\" class=\"row_heading level0 row6\" >coef_1_plus_visting_tours_constant</th>\n",
+       "      <td id=\"T_4eb11_row6_col0\" class=\"data row6 col0\" > 0.0747</td>\n",
+       "      <td id=\"T_4eb11_row6_col1\" class=\"data row6 col1\" > NA</td>\n",
+       "      <td id=\"T_4eb11_row6_col2\" class=\"data row6 col2\" > NA</td>\n",
+       "      <td id=\"T_4eb11_row6_col3\" class=\"data row6 col3\" ></td>\n",
+       "      <td id=\"T_4eb11_row6_col4\" class=\"data row6 col4\" > 0.00</td>\n",
+       "      <td id=\"T_4eb11_row6_col5\" class=\"data row6 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4eb11_level0_row7\" class=\"row_heading level0 row7\" >coef_2_plus_escort_tours_constant</th>\n",
+       "      <td id=\"T_4eb11_row7_col0\" class=\"data row7 col0\" > 0.539</td>\n",
+       "      <td id=\"T_4eb11_row7_col1\" class=\"data row7 col1\" > NA</td>\n",
+       "      <td id=\"T_4eb11_row7_col2\" class=\"data row7 col2\" > NA</td>\n",
+       "      <td id=\"T_4eb11_row7_col3\" class=\"data row7 col3\" ></td>\n",
+       "      <td id=\"T_4eb11_row7_col4\" class=\"data row7 col4\" > 0.00</td>\n",
+       "      <td id=\"T_4eb11_row7_col5\" class=\"data row7 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4eb11_level0_row8\" class=\"row_heading level0 row8\" >coef_auto_access_to_retail_and_tour_frequency_is_5_plus</th>\n",
+       "      <td id=\"T_4eb11_row8_col0\" class=\"data row8 col0\" > 0.121</td>\n",
+       "      <td id=\"T_4eb11_row8_col1\" class=\"data row8 col1\" > 0.110</td>\n",
+       "      <td id=\"T_4eb11_row8_col2\" class=\"data row8 col2\" > 1.10</td>\n",
+       "      <td id=\"T_4eb11_row8_col3\" class=\"data row8 col3\" ></td>\n",
+       "      <td id=\"T_4eb11_row8_col4\" class=\"data row8 col4\" > 0.00</td>\n",
+       "      <td id=\"T_4eb11_row8_col5\" class=\"data row8 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4eb11_level0_row9\" class=\"row_heading level0 row9\" >coef_car_shortage_vs_workers_and_tour_frequency_is_5_plus</th>\n",
+       "      <td id=\"T_4eb11_row9_col0\" class=\"data row9 col0\" >-0.896</td>\n",
+       "      <td id=\"T_4eb11_row9_col1\" class=\"data row9 col1\" > 0.225</td>\n",
+       "      <td id=\"T_4eb11_row9_col2\" class=\"data row9 col2\" >-3.98</td>\n",
+       "      <td id=\"T_4eb11_row9_col3\" class=\"data row9 col3\" >***</td>\n",
+       "      <td id=\"T_4eb11_row9_col4\" class=\"data row9 col4\" > 0.00</td>\n",
+       "      <td id=\"T_4eb11_row9_col5\" class=\"data row9 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4eb11_level0_row10\" class=\"row_heading level0 row10\" >coef_car_surplus_vs_workers_and_tour_frequency_is_1</th>\n",
+       "      <td id=\"T_4eb11_row10_col0\" class=\"data row10 col0\" > 0.385</td>\n",
+       "      <td id=\"T_4eb11_row10_col1\" class=\"data row10 col1\" > 0.160</td>\n",
+       "      <td id=\"T_4eb11_row10_col2\" class=\"data row10 col2\" > 2.40</td>\n",
+       "      <td id=\"T_4eb11_row10_col3\" class=\"data row10 col3\" >*</td>\n",
+       "      <td id=\"T_4eb11_row10_col4\" class=\"data row10 col4\" > 0.00</td>\n",
+       "      <td id=\"T_4eb11_row10_col5\" class=\"data row10 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4eb11_level0_row11\" class=\"row_heading level0 row11\" >coef_car_surplus_vs_workers_and_tour_frequency_is_5_plus</th>\n",
+       "      <td id=\"T_4eb11_row11_col0\" class=\"data row11 col0\" > 1.92</td>\n",
+       "      <td id=\"T_4eb11_row11_col1\" class=\"data row11 col1\" > 0.421</td>\n",
+       "      <td id=\"T_4eb11_row11_col2\" class=\"data row11 col2\" > 4.55</td>\n",
+       "      <td id=\"T_4eb11_row11_col3\" class=\"data row11 col3\" >***</td>\n",
+       "      <td id=\"T_4eb11_row11_col4\" class=\"data row11 col4\" > 0.00</td>\n",
+       "      <td id=\"T_4eb11_row11_col5\" class=\"data row11 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4eb11_level0_row12\" class=\"row_heading level0 row12\" >coef_high_income_group_and_discretionary_tour</th>\n",
+       "      <td id=\"T_4eb11_row12_col0\" class=\"data row12 col0\" > 1.97</td>\n",
+       "      <td id=\"T_4eb11_row12_col1\" class=\"data row12 col1\" > 0.433</td>\n",
+       "      <td id=\"T_4eb11_row12_col2\" class=\"data row12 col2\" > 4.56</td>\n",
+       "      <td id=\"T_4eb11_row12_col3\" class=\"data row12 col3\" >***</td>\n",
+       "      <td id=\"T_4eb11_row12_col4\" class=\"data row12 col4\" > 0.00</td>\n",
+       "      <td id=\"T_4eb11_row12_col5\" class=\"data row12 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4eb11_level0_row13\" class=\"row_heading level0 row13\" >coef_high_income_group_and_eating_out_tour</th>\n",
+       "      <td id=\"T_4eb11_row13_col0\" class=\"data row13 col0\" > 1.12</td>\n",
+       "      <td id=\"T_4eb11_row13_col1\" class=\"data row13 col1\" > 0.412</td>\n",
+       "      <td id=\"T_4eb11_row13_col2\" class=\"data row13 col2\" > 2.71</td>\n",
+       "      <td id=\"T_4eb11_row13_col3\" class=\"data row13 col3\" >**</td>\n",
+       "      <td id=\"T_4eb11_row13_col4\" class=\"data row13 col4\" > 0.00</td>\n",
+       "      <td id=\"T_4eb11_row13_col5\" class=\"data row13 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4eb11_level0_row14\" class=\"row_heading level0 row14\" >coef_high_income_group_and_maintenance_tour</th>\n",
+       "      <td id=\"T_4eb11_row14_col0\" class=\"data row14 col0\" > 0.536</td>\n",
+       "      <td id=\"T_4eb11_row14_col1\" class=\"data row14 col1\" > 0.283</td>\n",
+       "      <td id=\"T_4eb11_row14_col2\" class=\"data row14 col2\" > 1.89</td>\n",
+       "      <td id=\"T_4eb11_row14_col3\" class=\"data row14 col3\" ></td>\n",
+       "      <td id=\"T_4eb11_row14_col4\" class=\"data row14 col4\" > 0.00</td>\n",
+       "      <td id=\"T_4eb11_row14_col5\" class=\"data row14 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4eb11_level0_row15\" class=\"row_heading level0 row15\" >coef_high_income_group_and_shopping_tour</th>\n",
+       "      <td id=\"T_4eb11_row15_col0\" class=\"data row15 col0\" > 0.298</td>\n",
+       "      <td id=\"T_4eb11_row15_col1\" class=\"data row15 col1\" > 0.256</td>\n",
+       "      <td id=\"T_4eb11_row15_col2\" class=\"data row15 col2\" > 1.17</td>\n",
+       "      <td id=\"T_4eb11_row15_col3\" class=\"data row15 col3\" ></td>\n",
+       "      <td id=\"T_4eb11_row15_col4\" class=\"data row15 col4\" > 0.00</td>\n",
+       "      <td id=\"T_4eb11_row15_col5\" class=\"data row15 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4eb11_level0_row16\" class=\"row_heading level0 row16\" >coef_high_income_group_and_visiting_tour</th>\n",
+       "      <td id=\"T_4eb11_row16_col0\" class=\"data row16 col0\" > 0.657</td>\n",
+       "      <td id=\"T_4eb11_row16_col1\" class=\"data row16 col1\" > 0.266</td>\n",
+       "      <td id=\"T_4eb11_row16_col2\" class=\"data row16 col2\" > 2.47</td>\n",
+       "      <td id=\"T_4eb11_row16_col3\" class=\"data row16 col3\" >*</td>\n",
+       "      <td id=\"T_4eb11_row16_col4\" class=\"data row16 col4\" > 0.00</td>\n",
+       "      <td id=\"T_4eb11_row16_col5\" class=\"data row16 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4eb11_level0_row17\" class=\"row_heading level0 row17\" >coef_logged_maximum_residual_window_tour_frequency_is_1</th>\n",
+       "      <td id=\"T_4eb11_row17_col0\" class=\"data row17 col0\" > 1.84</td>\n",
+       "      <td id=\"T_4eb11_row17_col1\" class=\"data row17 col1\" > 0.280</td>\n",
+       "      <td id=\"T_4eb11_row17_col2\" class=\"data row17 col2\" > 6.58</td>\n",
+       "      <td id=\"T_4eb11_row17_col3\" class=\"data row17 col3\" >***</td>\n",
+       "      <td id=\"T_4eb11_row17_col4\" class=\"data row17 col4\" > 0.00</td>\n",
+       "      <td id=\"T_4eb11_row17_col5\" class=\"data row17 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4eb11_level0_row18\" class=\"row_heading level0 row18\" >coef_logged_maximum_residual_window_tour_frequency_is_2</th>\n",
+       "      <td id=\"T_4eb11_row18_col0\" class=\"data row18 col0\" > 2.75</td>\n",
+       "      <td id=\"T_4eb11_row18_col1\" class=\"data row18 col1\" > 0.544</td>\n",
+       "      <td id=\"T_4eb11_row18_col2\" class=\"data row18 col2\" > 5.05</td>\n",
+       "      <td id=\"T_4eb11_row18_col3\" class=\"data row18 col3\" >***</td>\n",
+       "      <td id=\"T_4eb11_row18_col4\" class=\"data row18 col4\" > 0.00</td>\n",
+       "      <td id=\"T_4eb11_row18_col5\" class=\"data row18 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4eb11_level0_row19\" class=\"row_heading level0 row19\" >coef_logged_maximum_residual_window_tour_frequency_is_5_plus</th>\n",
+       "      <td id=\"T_4eb11_row19_col0\" class=\"data row19 col0\" > 3.21</td>\n",
+       "      <td id=\"T_4eb11_row19_col1\" class=\"data row19 col1\" > 3.57</td>\n",
+       "      <td id=\"T_4eb11_row19_col2\" class=\"data row19 col2\" > 0.90</td>\n",
+       "      <td id=\"T_4eb11_row19_col3\" class=\"data row19 col3\" ></td>\n",
+       "      <td id=\"T_4eb11_row19_col4\" class=\"data row19 col4\" > 0.00</td>\n",
+       "      <td id=\"T_4eb11_row19_col5\" class=\"data row19 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4eb11_level0_row20\" class=\"row_heading level0 row20\" >coef_mediumhigh_income_group_and_discretionary_tour</th>\n",
+       "      <td id=\"T_4eb11_row20_col0\" class=\"data row20 col0\" > 0.786</td>\n",
+       "      <td id=\"T_4eb11_row20_col1\" class=\"data row20 col1\" > 0.459</td>\n",
+       "      <td id=\"T_4eb11_row20_col2\" class=\"data row20 col2\" > 1.71</td>\n",
+       "      <td id=\"T_4eb11_row20_col3\" class=\"data row20 col3\" ></td>\n",
+       "      <td id=\"T_4eb11_row20_col4\" class=\"data row20 col4\" > 0.00</td>\n",
+       "      <td id=\"T_4eb11_row20_col5\" class=\"data row20 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4eb11_level0_row21\" class=\"row_heading level0 row21\" >coef_mediumlow_income_group_and_discretionary_tour</th>\n",
+       "      <td id=\"T_4eb11_row21_col0\" class=\"data row21 col0\" > 0.716</td>\n",
+       "      <td id=\"T_4eb11_row21_col1\" class=\"data row21 col1\" > 0.472</td>\n",
+       "      <td id=\"T_4eb11_row21_col2\" class=\"data row21 col2\" > 1.52</td>\n",
+       "      <td id=\"T_4eb11_row21_col3\" class=\"data row21 col3\" ></td>\n",
+       "      <td id=\"T_4eb11_row21_col4\" class=\"data row21 col4\" > 0.00</td>\n",
+       "      <td id=\"T_4eb11_row21_col5\" class=\"data row21 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4eb11_level0_row22\" class=\"row_heading level0 row22\" >coef_number_of_joint_tours_and_tour_frequency_is_1</th>\n",
+       "      <td id=\"T_4eb11_row22_col0\" class=\"data row22 col0\" >-0.0765</td>\n",
+       "      <td id=\"T_4eb11_row22_col1\" class=\"data row22 col1\" > 0.227</td>\n",
+       "      <td id=\"T_4eb11_row22_col2\" class=\"data row22 col2\" >-0.34</td>\n",
+       "      <td id=\"T_4eb11_row22_col3\" class=\"data row22 col3\" ></td>\n",
+       "      <td id=\"T_4eb11_row22_col4\" class=\"data row22 col4\" > 0.00</td>\n",
+       "      <td id=\"T_4eb11_row22_col5\" class=\"data row22 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4eb11_level0_row23\" class=\"row_heading level0 row23\" >coef_number_of_joint_tours_and_tour_frequency_is_2</th>\n",
+       "      <td id=\"T_4eb11_row23_col0\" class=\"data row23 col0\" >-2.35</td>\n",
+       "      <td id=\"T_4eb11_row23_col1\" class=\"data row23 col1\" > 1.41</td>\n",
+       "      <td id=\"T_4eb11_row23_col2\" class=\"data row23 col2\" >-1.66</td>\n",
+       "      <td id=\"T_4eb11_row23_col3\" class=\"data row23 col3\" ></td>\n",
+       "      <td id=\"T_4eb11_row23_col4\" class=\"data row23 col4\" > 0.00</td>\n",
+       "      <td id=\"T_4eb11_row23_col5\" class=\"data row23 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4eb11_level0_row24\" class=\"row_heading level0 row24\" >coef_number_of_joint_tours_and_tour_frequency_is_3</th>\n",
+       "      <td id=\"T_4eb11_row24_col0\" class=\"data row24 col0\" >-4.95</td>\n",
+       "      <td id=\"T_4eb11_row24_col1\" class=\"data row24 col1\" > 10.5</td>\n",
+       "      <td id=\"T_4eb11_row24_col2\" class=\"data row24 col2\" >-0.47</td>\n",
+       "      <td id=\"T_4eb11_row24_col3\" class=\"data row24 col3\" ></td>\n",
+       "      <td id=\"T_4eb11_row24_col4\" class=\"data row24 col4\" > 0.00</td>\n",
+       "      <td id=\"T_4eb11_row24_col5\" class=\"data row24 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4eb11_level0_row25\" class=\"row_heading level0 row25\" >coef_number_of_joint_tours_and_tour_frequency_is_5_plus</th>\n",
+       "      <td id=\"T_4eb11_row25_col0\" class=\"data row25 col0\" >-999.</td>\n",
+       "      <td id=\"T_4eb11_row25_col1\" class=\"data row25 col1\" > 0.00</td>\n",
+       "      <td id=\"T_4eb11_row25_col2\" class=\"data row25 col2\" > NA</td>\n",
+       "      <td id=\"T_4eb11_row25_col3\" class=\"data row25 col3\" ></td>\n",
+       "      <td id=\"T_4eb11_row25_col4\" class=\"data row25 col4\" > 0.00</td>\n",
+       "      <td id=\"T_4eb11_row25_col5\" class=\"data row25 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4eb11_level0_row26\" class=\"row_heading level0 row26\" >coef_number_of_mandatory_tours_and_tour_frequency_is_1</th>\n",
+       "      <td id=\"T_4eb11_row26_col0\" class=\"data row26 col0\" >-0.717</td>\n",
+       "      <td id=\"T_4eb11_row26_col1\" class=\"data row26 col1\" > 0.256</td>\n",
+       "      <td id=\"T_4eb11_row26_col2\" class=\"data row26 col2\" >-2.80</td>\n",
+       "      <td id=\"T_4eb11_row26_col3\" class=\"data row26 col3\" >**</td>\n",
+       "      <td id=\"T_4eb11_row26_col4\" class=\"data row26 col4\" > 0.00</td>\n",
+       "      <td id=\"T_4eb11_row26_col5\" class=\"data row26 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4eb11_level0_row27\" class=\"row_heading level0 row27\" >coef_number_of_mandatory_tours_and_tour_frequency_is_2</th>\n",
+       "      <td id=\"T_4eb11_row27_col0\" class=\"data row27 col0\" >-2.89</td>\n",
+       "      <td id=\"T_4eb11_row27_col1\" class=\"data row27 col1\" > 1.19</td>\n",
+       "      <td id=\"T_4eb11_row27_col2\" class=\"data row27 col2\" >-2.44</td>\n",
+       "      <td id=\"T_4eb11_row27_col3\" class=\"data row27 col3\" >*</td>\n",
+       "      <td id=\"T_4eb11_row27_col4\" class=\"data row27 col4\" > 0.00</td>\n",
+       "      <td id=\"T_4eb11_row27_col5\" class=\"data row27 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4eb11_level0_row28\" class=\"row_heading level0 row28\" >coef_number_of_mandatory_tours_and_tour_frequency_is_3</th>\n",
+       "      <td id=\"T_4eb11_row28_col0\" class=\"data row28 col0\" >-6.49</td>\n",
+       "      <td id=\"T_4eb11_row28_col1\" class=\"data row28 col1\" > 8.76</td>\n",
+       "      <td id=\"T_4eb11_row28_col2\" class=\"data row28 col2\" >-0.74</td>\n",
+       "      <td id=\"T_4eb11_row28_col3\" class=\"data row28 col3\" ></td>\n",
+       "      <td id=\"T_4eb11_row28_col4\" class=\"data row28 col4\" > 0.00</td>\n",
+       "      <td id=\"T_4eb11_row28_col5\" class=\"data row28 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4eb11_level0_row29\" class=\"row_heading level0 row29\" >coef_presence_of_driving_school_kid_and_discretionary_tour</th>\n",
+       "      <td id=\"T_4eb11_row29_col0\" class=\"data row29 col0\" >-0.826</td>\n",
+       "      <td id=\"T_4eb11_row29_col1\" class=\"data row29 col1\" > 0.330</td>\n",
+       "      <td id=\"T_4eb11_row29_col2\" class=\"data row29 col2\" >-2.50</td>\n",
+       "      <td id=\"T_4eb11_row29_col3\" class=\"data row29 col3\" >*</td>\n",
+       "      <td id=\"T_4eb11_row29_col4\" class=\"data row29 col4\" > 0.00</td>\n",
+       "      <td id=\"T_4eb11_row29_col5\" class=\"data row29 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4eb11_level0_row30\" class=\"row_heading level0 row30\" >coef_presence_of_driving_school_kid_and_eating_out_tour</th>\n",
+       "      <td id=\"T_4eb11_row30_col0\" class=\"data row30 col0\" >-0.606</td>\n",
+       "      <td id=\"T_4eb11_row30_col1\" class=\"data row30 col1\" > 0.545</td>\n",
+       "      <td id=\"T_4eb11_row30_col2\" class=\"data row30 col2\" >-1.11</td>\n",
+       "      <td id=\"T_4eb11_row30_col3\" class=\"data row30 col3\" ></td>\n",
+       "      <td id=\"T_4eb11_row30_col4\" class=\"data row30 col4\" > 0.00</td>\n",
+       "      <td id=\"T_4eb11_row30_col5\" class=\"data row30 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4eb11_level0_row31\" class=\"row_heading level0 row31\" >coef_presence_of_non_worker_and_tour_frequency_is_2</th>\n",
+       "      <td id=\"T_4eb11_row31_col0\" class=\"data row31 col0\" >-0.269</td>\n",
+       "      <td id=\"T_4eb11_row31_col1\" class=\"data row31 col1\" > 0.382</td>\n",
+       "      <td id=\"T_4eb11_row31_col2\" class=\"data row31 col2\" >-0.70</td>\n",
+       "      <td id=\"T_4eb11_row31_col3\" class=\"data row31 col3\" ></td>\n",
+       "      <td id=\"T_4eb11_row31_col4\" class=\"data row31 col4\" > 0.00</td>\n",
+       "      <td id=\"T_4eb11_row31_col5\" class=\"data row31 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4eb11_level0_row32\" class=\"row_heading level0 row32\" >coef_presence_of_non_worker_and_tour_frequency_is_5</th>\n",
+       "      <td id=\"T_4eb11_row32_col0\" class=\"data row32 col0\" >-3.18</td>\n",
+       "      <td id=\"T_4eb11_row32_col1\" class=\"data row32 col1\" > 2.64</td>\n",
+       "      <td id=\"T_4eb11_row32_col2\" class=\"data row32 col2\" >-1.21</td>\n",
+       "      <td id=\"T_4eb11_row32_col3\" class=\"data row32 col3\" ></td>\n",
+       "      <td id=\"T_4eb11_row32_col4\" class=\"data row32 col4\" > 0.00</td>\n",
+       "      <td id=\"T_4eb11_row32_col5\" class=\"data row32 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4eb11_level0_row33\" class=\"row_heading level0 row33\" >coef_presence_of_pre_driving_school_kid_and_eating_out_tour</th>\n",
+       "      <td id=\"T_4eb11_row33_col0\" class=\"data row33 col0\" >-1.45</td>\n",
+       "      <td id=\"T_4eb11_row33_col1\" class=\"data row33 col1\" > 0.500</td>\n",
+       "      <td id=\"T_4eb11_row33_col2\" class=\"data row33 col2\" >-2.90</td>\n",
+       "      <td id=\"T_4eb11_row33_col3\" class=\"data row33 col3\" >**</td>\n",
+       "      <td id=\"T_4eb11_row33_col4\" class=\"data row33 col4\" > 0.00</td>\n",
+       "      <td id=\"T_4eb11_row33_col5\" class=\"data row33 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4eb11_level0_row34\" class=\"row_heading level0 row34\" >coef_presence_of_pre_school_kid_and_eating_out_tour</th>\n",
+       "      <td id=\"T_4eb11_row34_col0\" class=\"data row34 col0\" >-1.80</td>\n",
+       "      <td id=\"T_4eb11_row34_col1\" class=\"data row34 col1\" > 1.09</td>\n",
+       "      <td id=\"T_4eb11_row34_col2\" class=\"data row34 col2\" >-1.65</td>\n",
+       "      <td id=\"T_4eb11_row34_col3\" class=\"data row34 col3\" ></td>\n",
+       "      <td id=\"T_4eb11_row34_col4\" class=\"data row34 col4\" > 0.00</td>\n",
+       "      <td id=\"T_4eb11_row34_col5\" class=\"data row34 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4eb11_level0_row35\" class=\"row_heading level0 row35\" >coef_presence_of_predriving_school_kid_in_household_and_tour_frequency_is_1</th>\n",
+       "      <td id=\"T_4eb11_row35_col0\" class=\"data row35 col0\" >-0.395</td>\n",
+       "      <td id=\"T_4eb11_row35_col1\" class=\"data row35 col1\" > 0.149</td>\n",
+       "      <td id=\"T_4eb11_row35_col2\" class=\"data row35 col2\" >-2.65</td>\n",
+       "      <td id=\"T_4eb11_row35_col3\" class=\"data row35 col3\" >**</td>\n",
+       "      <td id=\"T_4eb11_row35_col4\" class=\"data row35 col4\" > 0.00</td>\n",
+       "      <td id=\"T_4eb11_row35_col5\" class=\"data row35 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4eb11_level0_row36\" class=\"row_heading level0 row36\" >coef_presence_of_predriving_school_kid_in_household_and_tour_frequency_is_5</th>\n",
+       "      <td id=\"T_4eb11_row36_col0\" class=\"data row36 col0\" >-1.99</td>\n",
+       "      <td id=\"T_4eb11_row36_col1\" class=\"data row36 col1\" > 0.501</td>\n",
+       "      <td id=\"T_4eb11_row36_col2\" class=\"data row36 col2\" >-3.96</td>\n",
+       "      <td id=\"T_4eb11_row36_col3\" class=\"data row36 col3\" >***</td>\n",
+       "      <td id=\"T_4eb11_row36_col4\" class=\"data row36 col4\" > 0.00</td>\n",
+       "      <td id=\"T_4eb11_row36_col5\" class=\"data row36 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4eb11_level0_row37\" class=\"row_heading level0 row37\" >coef_presence_of_university_student_and_discretionary_tour</th>\n",
+       "      <td id=\"T_4eb11_row37_col0\" class=\"data row37 col0\" >-1.66</td>\n",
+       "      <td id=\"T_4eb11_row37_col1\" class=\"data row37 col1\" > 0.377</td>\n",
+       "      <td id=\"T_4eb11_row37_col2\" class=\"data row37 col2\" >-4.42</td>\n",
+       "      <td id=\"T_4eb11_row37_col3\" class=\"data row37 col3\" >***</td>\n",
+       "      <td id=\"T_4eb11_row37_col4\" class=\"data row37 col4\" > 0.00</td>\n",
+       "      <td id=\"T_4eb11_row37_col5\" class=\"data row37 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4eb11_level0_row38\" class=\"row_heading level0 row38\" >coef_total_number_of_tours_is_1</th>\n",
+       "      <td id=\"T_4eb11_row38_col0\" class=\"data row38 col0\" >-7.92</td>\n",
+       "      <td id=\"T_4eb11_row38_col1\" class=\"data row38 col1\" > NA</td>\n",
+       "      <td id=\"T_4eb11_row38_col2\" class=\"data row38 col2\" > NA</td>\n",
+       "      <td id=\"T_4eb11_row38_col3\" class=\"data row38 col3\" ></td>\n",
+       "      <td id=\"T_4eb11_row38_col4\" class=\"data row38 col4\" > 0.00</td>\n",
+       "      <td id=\"T_4eb11_row38_col5\" class=\"data row38 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4eb11_level0_row39\" class=\"row_heading level0 row39\" >coef_total_number_of_tours_is_2</th>\n",
+       "      <td id=\"T_4eb11_row39_col0\" class=\"data row39 col0\" >-11.9</td>\n",
+       "      <td id=\"T_4eb11_row39_col1\" class=\"data row39 col1\" > NA</td>\n",
+       "      <td id=\"T_4eb11_row39_col2\" class=\"data row39 col2\" > NA</td>\n",
+       "      <td id=\"T_4eb11_row39_col3\" class=\"data row39 col3\" ></td>\n",
+       "      <td id=\"T_4eb11_row39_col4\" class=\"data row39 col4\" > 0.00</td>\n",
+       "      <td id=\"T_4eb11_row39_col5\" class=\"data row39 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4eb11_level0_row40\" class=\"row_heading level0 row40\" >coef_total_number_of_tours_is_3</th>\n",
+       "      <td id=\"T_4eb11_row40_col0\" class=\"data row40 col0\" >-13.2</td>\n",
+       "      <td id=\"T_4eb11_row40_col1\" class=\"data row40 col1\" > NA</td>\n",
+       "      <td id=\"T_4eb11_row40_col2\" class=\"data row40 col2\" > NA</td>\n",
+       "      <td id=\"T_4eb11_row40_col3\" class=\"data row40 col3\" ></td>\n",
+       "      <td id=\"T_4eb11_row40_col4\" class=\"data row40 col4\" > 0.00</td>\n",
+       "      <td id=\"T_4eb11_row40_col5\" class=\"data row40 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4eb11_level0_row41\" class=\"row_heading level0 row41\" >coef_urban_and_discretionary_tour</th>\n",
+       "      <td id=\"T_4eb11_row41_col0\" class=\"data row41 col0\" > 0.00</td>\n",
+       "      <td id=\"T_4eb11_row41_col1\" class=\"data row41 col1\" > 0.00</td>\n",
+       "      <td id=\"T_4eb11_row41_col2\" class=\"data row41 col2\" > NA</td>\n",
+       "      <td id=\"T_4eb11_row41_col3\" class=\"data row41 col3\" ></td>\n",
+       "      <td id=\"T_4eb11_row41_col4\" class=\"data row41 col4\" > 0.00</td>\n",
+       "      <td id=\"T_4eb11_row41_col5\" class=\"data row41 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4eb11_level0_row42\" class=\"row_heading level0 row42\" >coef_urban_and_maintenance_tour</th>\n",
+       "      <td id=\"T_4eb11_row42_col0\" class=\"data row42 col0\" > 1.13</td>\n",
+       "      <td id=\"T_4eb11_row42_col1\" class=\"data row42 col1\" > 0.259</td>\n",
+       "      <td id=\"T_4eb11_row42_col2\" class=\"data row42 col2\" > 4.36</td>\n",
+       "      <td id=\"T_4eb11_row42_col3\" class=\"data row42 col3\" >***</td>\n",
+       "      <td id=\"T_4eb11_row42_col4\" class=\"data row42 col4\" > 0.00</td>\n",
+       "      <td id=\"T_4eb11_row42_col5\" class=\"data row42 col5\" ></td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n"
+      ],
+      "text/plain": [
+       "<pandas.io.formats.style.Styler at 0x17ff91d80>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Model PTYPE_SCHOOL\n"
      ]
     },
     {
      "data": {
       "text/html": [
-       "<h3>Iteration 037 [Optimization terminated successfully] </h3>"
+       "<h3>Iteration 055 [Optimization terminated successfully] </h3>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -4049,7 +9484,7 @@
     {
      "data": {
       "text/html": [
-       "<p>Best LL = -256.78783276592117</p>"
+       "<p>Best LL = -5118.870584262372</p>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -4080,538 +9515,517 @@
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>value</th>\n",
+       "      <th>best</th>\n",
        "      <th>initvalue</th>\n",
-       "      <th>nullvalue</th>\n",
        "      <th>minimum</th>\n",
        "      <th>maximum</th>\n",
+       "      <th>nullvalue</th>\n",
        "      <th>holdfast</th>\n",
-       "      <th>note</th>\n",
-       "      <th>best</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>param_name</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>coef_0_auto_household_and_escorting_tour</th>\n",
        "      <td>-2.000000</td>\n",
+       "      <td>-2.000000</td>\n",
        "      <td>-2.0000</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-2.0</td>\n",
        "      <td>-2.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>1</td>\n",
-       "      <td></td>\n",
-       "      <td>-2.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_1_escort_tour_constant</th>\n",
-       "      <td>-1.572081</td>\n",
+       "      <td>-0.710427</td>\n",
+       "      <td>-0.710427</td>\n",
        "      <td>-0.7551</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-1.572081</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_1_plus_eating_out_tours_constant</th>\n",
-       "      <td>-2.222210</td>\n",
+       "      <td>1.267594</td>\n",
+       "      <td>1.267594</td>\n",
        "      <td>1.1145</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-2.222210</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_1_plus_maintenance_tours_constant</th>\n",
-       "      <td>-1.497135</td>\n",
+       "      <td>-0.580534</td>\n",
+       "      <td>-0.580534</td>\n",
        "      <td>-0.5060</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-1.497135</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_1_plus_other_discretionary_tours_constant</th>\n",
-       "      <td>0.090818</td>\n",
+       "      <td>0.614538</td>\n",
+       "      <td>0.614538</td>\n",
        "      <td>0.4634</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.090818</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_1_plus_shopping_tours_constant</th>\n",
-       "      <td>1.474688</td>\n",
+       "      <td>1.037830</td>\n",
+       "      <td>1.037830</td>\n",
        "      <td>0.4783</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>1.474688</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_1_plus_visting_tours_constant</th>\n",
-       "      <td>-1.792608</td>\n",
+       "      <td>-0.445905</td>\n",
+       "      <td>-0.445905</td>\n",
        "      <td>-0.4006</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-1.792608</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_2_plus_escort_tours_constant</th>\n",
-       "      <td>-2.059623</td>\n",
+       "      <td>-0.076053</td>\n",
+       "      <td>-0.076053</td>\n",
        "      <td>-0.0086</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-2.059623</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_auto_access_to_retail_and_escorting</th>\n",
-       "      <td>0.555108</td>\n",
+       "      <td>0.063236</td>\n",
+       "      <td>0.063236</td>\n",
        "      <td>0.0629</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.555108</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_high_income_group_and_eating_out_tour</th>\n",
-       "      <td>-1.361980</td>\n",
+       "      <td>-0.810212</td>\n",
+       "      <td>-0.810212</td>\n",
        "      <td>-0.7010</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-1.361980</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_high_income_group_and_shopping_tour</th>\n",
-       "      <td>-3.736670</td>\n",
+       "      <td>-0.945693</td>\n",
+       "      <td>-0.945693</td>\n",
        "      <td>-0.6506</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-3.736670</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_high_income_group_and_tour_frequency_is_5_plus</th>\n",
-       "      <td>16.017262</td>\n",
+       "      <td>2.304674</td>\n",
+       "      <td>2.304674</td>\n",
        "      <td>2.0175</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>16.017262</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_logged_maximum_residual_window_tour_frequency_is_5_plus</th>\n",
-       "      <td>1.526025</td>\n",
+       "      <td>1.353636</td>\n",
+       "      <td>1.353636</td>\n",
        "      <td>1.5603</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>1.526025</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_mediumhigh_income_group_and_tour_frequency_is_5_plus</th>\n",
-       "      <td>15.096814</td>\n",
+       "      <td>1.811428</td>\n",
+       "      <td>1.811428</td>\n",
        "      <td>1.5197</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>15.096814</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_mediumlow_income_group_and_tour_frequency_is_5_plus</th>\n",
-       "      <td>14.227759</td>\n",
+       "      <td>1.143302</td>\n",
+       "      <td>1.143302</td>\n",
        "      <td>1.0873</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>14.227759</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_number_of_joint_maintenance_tours</th>\n",
        "      <td>-1.347600</td>\n",
+       "      <td>-1.347600</td>\n",
        "      <td>-1.3476</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-1.347600</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_number_of_joint_tours_and_tour_frequency_is_2</th>\n",
-       "      <td>-1.197115</td>\n",
+       "      <td>-0.540183</td>\n",
+       "      <td>-0.540183</td>\n",
        "      <td>-0.6149</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-1.197115</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_number_of_joint_tours_and_tour_frequency_is_5_plus</th>\n",
        "      <td>-999.000000</td>\n",
+       "      <td>-999.000000</td>\n",
        "      <td>-999.0000</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-999.0</td>\n",
        "      <td>-999.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>1</td>\n",
-       "      <td></td>\n",
-       "      <td>-999.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_number_of_mandatory_tours_and_tour_frequency_is_1</th>\n",
-       "      <td>-9.889679</td>\n",
+       "      <td>-1.256737</td>\n",
+       "      <td>-1.256737</td>\n",
        "      <td>-1.0331</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-9.889679</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_number_of_mandatory_tours_and_tour_frequency_is_3</th>\n",
-       "      <td>-10.675107</td>\n",
+       "      <td>-3.162364</td>\n",
+       "      <td>-3.162364</td>\n",
        "      <td>-2.7445</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-10.675107</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_presence_of_full_time_worker_and_discretionary_tour</th>\n",
-       "      <td>0.167217</td>\n",
+       "      <td>0.646457</td>\n",
+       "      <td>0.646457</td>\n",
        "      <td>0.7526</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.167217</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_presence_of_non_worker_and_eating_out_tour</th>\n",
-       "      <td>-1.295662</td>\n",
+       "      <td>-1.533575</td>\n",
+       "      <td>-1.533575</td>\n",
        "      <td>-1.3074</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-1.295662</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_presence_of_non_worker_and_shopping_tour</th>\n",
-       "      <td>-1.353670</td>\n",
+       "      <td>-0.760303</td>\n",
+       "      <td>-0.760303</td>\n",
        "      <td>-0.6450</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-1.353670</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_presence_of_non_worker_and_tour_frequency_is_5</th>\n",
-       "      <td>-0.434686</td>\n",
+       "      <td>0.353557</td>\n",
+       "      <td>0.353557</td>\n",
        "      <td>0.2177</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.434686</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_presence_of_part_time_worker_and_discretionary_tour</th>\n",
-       "      <td>-0.342155</td>\n",
+       "      <td>0.436183</td>\n",
+       "      <td>0.436183</td>\n",
        "      <td>0.3721</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.342155</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_presence_of_pre_driving_school_kid_and_shopping_tour</th>\n",
-       "      <td>1.415379</td>\n",
+       "      <td>0.745895</td>\n",
+       "      <td>0.745895</td>\n",
        "      <td>0.9365</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>1.415379</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_presence_of_predriving_school_kid_in_household_and_tour_frequency_is_5</th>\n",
-       "      <td>0.290181</td>\n",
+       "      <td>-0.086497</td>\n",
+       "      <td>-0.086497</td>\n",
        "      <td>-0.2264</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.290181</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_presence_of_preschool_kid_in_household_and_tour_frequency_is_5</th>\n",
-       "      <td>0.328944</td>\n",
+       "      <td>-0.357691</td>\n",
+       "      <td>-0.357691</td>\n",
        "      <td>-0.4439</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.328944</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_total_number_of_tours_is_1</th>\n",
-       "      <td>-11.291182</td>\n",
+       "      <td>-7.203758</td>\n",
+       "      <td>-7.203758</td>\n",
        "      <td>-7.4863</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-11.291182</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_total_number_of_tours_is_2</th>\n",
-       "      <td>-13.228339</td>\n",
+       "      <td>-10.489540</td>\n",
+       "      <td>-10.489540</td>\n",
        "      <td>-10.7180</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-13.228339</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_total_number_of_tours_is_3</th>\n",
-       "      <td>-14.184905</td>\n",
+       "      <td>-13.816990</td>\n",
+       "      <td>-13.816990</td>\n",
        "      <td>-13.7884</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-14.184905</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_urban_and_discretionary_tour</th>\n",
        "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.0000</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>1</td>\n",
-       "      <td></td>\n",
-       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_urban_and_escorting_tour</th>\n",
-       "      <td>-4.483827</td>\n",
+       "      <td>0.728596</td>\n",
+       "      <td>0.728596</td>\n",
        "      <td>0.4352</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-4.483827</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_walk_access_to_retail_and_eating_out</th>\n",
-       "      <td>0.400103</td>\n",
+       "      <td>0.099568</td>\n",
+       "      <td>0.099568</td>\n",
        "      <td>0.0738</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.400103</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "                                                         value  initvalue  \\\n",
-       "coef_0_auto_household_and_escorting_tour             -2.000000    -2.0000   \n",
-       "coef_1_escort_tour_constant                          -1.572081    -0.7551   \n",
-       "coef_1_plus_eating_out_tours_constant                -2.222210     1.1145   \n",
-       "coef_1_plus_maintenance_tours_constant               -1.497135    -0.5060   \n",
-       "coef_1_plus_other_discretionary_tours_constant        0.090818     0.4634   \n",
-       "coef_1_plus_shopping_tours_constant                   1.474688     0.4783   \n",
-       "coef_1_plus_visting_tours_constant                   -1.792608    -0.4006   \n",
-       "coef_2_plus_escort_tours_constant                    -2.059623    -0.0086   \n",
-       "coef_auto_access_to_retail_and_escorting              0.555108     0.0629   \n",
-       "coef_high_income_group_and_eating_out_tour           -1.361980    -0.7010   \n",
-       "coef_high_income_group_and_shopping_tour             -3.736670    -0.6506   \n",
-       "coef_high_income_group_and_tour_frequency_is_5_...   16.017262     2.0175   \n",
-       "coef_logged_maximum_residual_window_tour_freque...    1.526025     1.5603   \n",
-       "coef_mediumhigh_income_group_and_tour_frequency...   15.096814     1.5197   \n",
-       "coef_mediumlow_income_group_and_tour_frequency_...   14.227759     1.0873   \n",
-       "coef_number_of_joint_maintenance_tours               -1.347600    -1.3476   \n",
-       "coef_number_of_joint_tours_and_tour_frequency_is_2   -1.197115    -0.6149   \n",
-       "coef_number_of_joint_tours_and_tour_frequency_i... -999.000000  -999.0000   \n",
-       "coef_number_of_mandatory_tours_and_tour_frequen...   -9.889679    -1.0331   \n",
-       "coef_number_of_mandatory_tours_and_tour_frequen...  -10.675107    -2.7445   \n",
-       "coef_presence_of_full_time_worker_and_discretio...    0.167217     0.7526   \n",
-       "coef_presence_of_non_worker_and_eating_out_tour      -1.295662    -1.3074   \n",
-       "coef_presence_of_non_worker_and_shopping_tour        -1.353670    -0.6450   \n",
-       "coef_presence_of_non_worker_and_tour_frequency_...   -0.434686     0.2177   \n",
-       "coef_presence_of_part_time_worker_and_discretio...   -0.342155     0.3721   \n",
-       "coef_presence_of_pre_driving_school_kid_and_sho...    1.415379     0.9365   \n",
-       "coef_presence_of_predriving_school_kid_in_house...    0.290181    -0.2264   \n",
-       "coef_presence_of_preschool_kid_in_household_and...    0.328944    -0.4439   \n",
-       "coef_total_number_of_tours_is_1                     -11.291182    -7.4863   \n",
-       "coef_total_number_of_tours_is_2                     -13.228339   -10.7180   \n",
-       "coef_total_number_of_tours_is_3                     -14.184905   -13.7884   \n",
-       "coef_urban_and_discretionary_tour                     0.000000     0.0000   \n",
-       "coef_urban_and_escorting_tour                        -4.483827     0.4352   \n",
-       "coef_walk_access_to_retail_and_eating_out             0.400103     0.0738   \n",
+       "                                                         value        best  \\\n",
+       "param_name                                                                   \n",
+       "coef_0_auto_household_and_escorting_tour             -2.000000   -2.000000   \n",
+       "coef_1_escort_tour_constant                          -0.710427   -0.710427   \n",
+       "coef_1_plus_eating_out_tours_constant                 1.267594    1.267594   \n",
+       "coef_1_plus_maintenance_tours_constant               -0.580534   -0.580534   \n",
+       "coef_1_plus_other_discretionary_tours_constant        0.614538    0.614538   \n",
+       "coef_1_plus_shopping_tours_constant                   1.037830    1.037830   \n",
+       "coef_1_plus_visting_tours_constant                   -0.445905   -0.445905   \n",
+       "coef_2_plus_escort_tours_constant                    -0.076053   -0.076053   \n",
+       "coef_auto_access_to_retail_and_escorting              0.063236    0.063236   \n",
+       "coef_high_income_group_and_eating_out_tour           -0.810212   -0.810212   \n",
+       "coef_high_income_group_and_shopping_tour             -0.945693   -0.945693   \n",
+       "coef_high_income_group_and_tour_frequency_is_5_...    2.304674    2.304674   \n",
+       "coef_logged_maximum_residual_window_tour_freque...    1.353636    1.353636   \n",
+       "coef_mediumhigh_income_group_and_tour_frequency...    1.811428    1.811428   \n",
+       "coef_mediumlow_income_group_and_tour_frequency_...    1.143302    1.143302   \n",
+       "coef_number_of_joint_maintenance_tours               -1.347600   -1.347600   \n",
+       "coef_number_of_joint_tours_and_tour_frequency_is_2   -0.540183   -0.540183   \n",
+       "coef_number_of_joint_tours_and_tour_frequency_i... -999.000000 -999.000000   \n",
+       "coef_number_of_mandatory_tours_and_tour_frequen...   -1.256737   -1.256737   \n",
+       "coef_number_of_mandatory_tours_and_tour_frequen...   -3.162364   -3.162364   \n",
+       "coef_presence_of_full_time_worker_and_discretio...    0.646457    0.646457   \n",
+       "coef_presence_of_non_worker_and_eating_out_tour      -1.533575   -1.533575   \n",
+       "coef_presence_of_non_worker_and_shopping_tour        -0.760303   -0.760303   \n",
+       "coef_presence_of_non_worker_and_tour_frequency_...    0.353557    0.353557   \n",
+       "coef_presence_of_part_time_worker_and_discretio...    0.436183    0.436183   \n",
+       "coef_presence_of_pre_driving_school_kid_and_sho...    0.745895    0.745895   \n",
+       "coef_presence_of_predriving_school_kid_in_house...   -0.086497   -0.086497   \n",
+       "coef_presence_of_preschool_kid_in_household_and...   -0.357691   -0.357691   \n",
+       "coef_total_number_of_tours_is_1                      -7.203758   -7.203758   \n",
+       "coef_total_number_of_tours_is_2                     -10.489540  -10.489540   \n",
+       "coef_total_number_of_tours_is_3                     -13.816990  -13.816990   \n",
+       "coef_urban_and_discretionary_tour                     0.000000    0.000000   \n",
+       "coef_urban_and_escorting_tour                         0.728596    0.728596   \n",
+       "coef_walk_access_to_retail_and_eating_out             0.099568    0.099568   \n",
        "\n",
-       "                                                    nullvalue  minimum  \\\n",
-       "coef_0_auto_household_and_escorting_tour                  0.0     -2.0   \n",
-       "coef_1_escort_tour_constant                               0.0      NaN   \n",
-       "coef_1_plus_eating_out_tours_constant                     0.0      NaN   \n",
-       "coef_1_plus_maintenance_tours_constant                    0.0      NaN   \n",
-       "coef_1_plus_other_discretionary_tours_constant            0.0      NaN   \n",
-       "coef_1_plus_shopping_tours_constant                       0.0      NaN   \n",
-       "coef_1_plus_visting_tours_constant                        0.0      NaN   \n",
-       "coef_2_plus_escort_tours_constant                         0.0      NaN   \n",
-       "coef_auto_access_to_retail_and_escorting                  0.0      NaN   \n",
-       "coef_high_income_group_and_eating_out_tour                0.0      NaN   \n",
-       "coef_high_income_group_and_shopping_tour                  0.0      NaN   \n",
-       "coef_high_income_group_and_tour_frequency_is_5_...        0.0      NaN   \n",
-       "coef_logged_maximum_residual_window_tour_freque...        0.0      NaN   \n",
-       "coef_mediumhigh_income_group_and_tour_frequency...        0.0      NaN   \n",
-       "coef_mediumlow_income_group_and_tour_frequency_...        0.0      NaN   \n",
-       "coef_number_of_joint_maintenance_tours                    0.0      NaN   \n",
-       "coef_number_of_joint_tours_and_tour_frequency_is_2        0.0      NaN   \n",
-       "coef_number_of_joint_tours_and_tour_frequency_i...        0.0   -999.0   \n",
-       "coef_number_of_mandatory_tours_and_tour_frequen...        0.0      NaN   \n",
-       "coef_number_of_mandatory_tours_and_tour_frequen...        0.0      NaN   \n",
-       "coef_presence_of_full_time_worker_and_discretio...        0.0      NaN   \n",
-       "coef_presence_of_non_worker_and_eating_out_tour           0.0      NaN   \n",
-       "coef_presence_of_non_worker_and_shopping_tour             0.0      NaN   \n",
-       "coef_presence_of_non_worker_and_tour_frequency_...        0.0      NaN   \n",
-       "coef_presence_of_part_time_worker_and_discretio...        0.0      NaN   \n",
-       "coef_presence_of_pre_driving_school_kid_and_sho...        0.0      NaN   \n",
-       "coef_presence_of_predriving_school_kid_in_house...        0.0      NaN   \n",
-       "coef_presence_of_preschool_kid_in_household_and...        0.0      NaN   \n",
-       "coef_total_number_of_tours_is_1                           0.0      NaN   \n",
-       "coef_total_number_of_tours_is_2                           0.0      NaN   \n",
-       "coef_total_number_of_tours_is_3                           0.0      NaN   \n",
-       "coef_urban_and_discretionary_tour                         0.0      0.0   \n",
-       "coef_urban_and_escorting_tour                             0.0      NaN   \n",
-       "coef_walk_access_to_retail_and_eating_out                 0.0      NaN   \n",
+       "                                                    initvalue  minimum  \\\n",
+       "param_name                                                               \n",
+       "coef_0_auto_household_and_escorting_tour              -2.0000     -2.0   \n",
+       "coef_1_escort_tour_constant                           -0.7551    -20.0   \n",
+       "coef_1_plus_eating_out_tours_constant                  1.1145    -20.0   \n",
+       "coef_1_plus_maintenance_tours_constant                -0.5060    -20.0   \n",
+       "coef_1_plus_other_discretionary_tours_constant         0.4634    -20.0   \n",
+       "coef_1_plus_shopping_tours_constant                    0.4783    -20.0   \n",
+       "coef_1_plus_visting_tours_constant                    -0.4006    -20.0   \n",
+       "coef_2_plus_escort_tours_constant                     -0.0086    -20.0   \n",
+       "coef_auto_access_to_retail_and_escorting               0.0629    -20.0   \n",
+       "coef_high_income_group_and_eating_out_tour            -0.7010    -20.0   \n",
+       "coef_high_income_group_and_shopping_tour              -0.6506    -20.0   \n",
+       "coef_high_income_group_and_tour_frequency_is_5_...     2.0175    -20.0   \n",
+       "coef_logged_maximum_residual_window_tour_freque...     1.5603    -20.0   \n",
+       "coef_mediumhigh_income_group_and_tour_frequency...     1.5197    -20.0   \n",
+       "coef_mediumlow_income_group_and_tour_frequency_...     1.0873    -20.0   \n",
+       "coef_number_of_joint_maintenance_tours                -1.3476    -20.0   \n",
+       "coef_number_of_joint_tours_and_tour_frequency_is_2    -0.6149    -20.0   \n",
+       "coef_number_of_joint_tours_and_tour_frequency_i...  -999.0000   -999.0   \n",
+       "coef_number_of_mandatory_tours_and_tour_frequen...    -1.0331    -20.0   \n",
+       "coef_number_of_mandatory_tours_and_tour_frequen...    -2.7445    -20.0   \n",
+       "coef_presence_of_full_time_worker_and_discretio...     0.7526    -20.0   \n",
+       "coef_presence_of_non_worker_and_eating_out_tour       -1.3074    -20.0   \n",
+       "coef_presence_of_non_worker_and_shopping_tour         -0.6450    -20.0   \n",
+       "coef_presence_of_non_worker_and_tour_frequency_...     0.2177    -20.0   \n",
+       "coef_presence_of_part_time_worker_and_discretio...     0.3721    -20.0   \n",
+       "coef_presence_of_pre_driving_school_kid_and_sho...     0.9365    -20.0   \n",
+       "coef_presence_of_predriving_school_kid_in_house...    -0.2264    -20.0   \n",
+       "coef_presence_of_preschool_kid_in_household_and...    -0.4439    -20.0   \n",
+       "coef_total_number_of_tours_is_1                       -7.4863    -20.0   \n",
+       "coef_total_number_of_tours_is_2                      -10.7180    -20.0   \n",
+       "coef_total_number_of_tours_is_3                      -13.7884    -20.0   \n",
+       "coef_urban_and_discretionary_tour                      0.0000      0.0   \n",
+       "coef_urban_and_escorting_tour                          0.4352    -20.0   \n",
+       "coef_walk_access_to_retail_and_eating_out              0.0738    -20.0   \n",
        "\n",
-       "                                                    maximum  holdfast note  \\\n",
-       "coef_0_auto_household_and_escorting_tour               -2.0         1        \n",
-       "coef_1_escort_tour_constant                             NaN         0        \n",
-       "coef_1_plus_eating_out_tours_constant                   NaN         0        \n",
-       "coef_1_plus_maintenance_tours_constant                  NaN         0        \n",
-       "coef_1_plus_other_discretionary_tours_constant          NaN         0        \n",
-       "coef_1_plus_shopping_tours_constant                     NaN         0        \n",
-       "coef_1_plus_visting_tours_constant                      NaN         0        \n",
-       "coef_2_plus_escort_tours_constant                       NaN         0        \n",
-       "coef_auto_access_to_retail_and_escorting                NaN         0        \n",
-       "coef_high_income_group_and_eating_out_tour              NaN         0        \n",
-       "coef_high_income_group_and_shopping_tour                NaN         0        \n",
-       "coef_high_income_group_and_tour_frequency_is_5_...      NaN         0        \n",
-       "coef_logged_maximum_residual_window_tour_freque...      NaN         0        \n",
-       "coef_mediumhigh_income_group_and_tour_frequency...      NaN         0        \n",
-       "coef_mediumlow_income_group_and_tour_frequency_...      NaN         0        \n",
-       "coef_number_of_joint_maintenance_tours                  NaN         0        \n",
-       "coef_number_of_joint_tours_and_tour_frequency_is_2      NaN         0        \n",
-       "coef_number_of_joint_tours_and_tour_frequency_i...   -999.0         1        \n",
-       "coef_number_of_mandatory_tours_and_tour_frequen...      NaN         0        \n",
-       "coef_number_of_mandatory_tours_and_tour_frequen...      NaN         0        \n",
-       "coef_presence_of_full_time_worker_and_discretio...      NaN         0        \n",
-       "coef_presence_of_non_worker_and_eating_out_tour         NaN         0        \n",
-       "coef_presence_of_non_worker_and_shopping_tour           NaN         0        \n",
-       "coef_presence_of_non_worker_and_tour_frequency_...      NaN         0        \n",
-       "coef_presence_of_part_time_worker_and_discretio...      NaN         0        \n",
-       "coef_presence_of_pre_driving_school_kid_and_sho...      NaN         0        \n",
-       "coef_presence_of_predriving_school_kid_in_house...      NaN         0        \n",
-       "coef_presence_of_preschool_kid_in_household_and...      NaN         0        \n",
-       "coef_total_number_of_tours_is_1                         NaN         0        \n",
-       "coef_total_number_of_tours_is_2                         NaN         0        \n",
-       "coef_total_number_of_tours_is_3                         NaN         0        \n",
-       "coef_urban_and_discretionary_tour                       0.0         1        \n",
-       "coef_urban_and_escorting_tour                           NaN         0        \n",
-       "coef_walk_access_to_retail_and_eating_out               NaN         0        \n",
+       "                                                    maximum  nullvalue  \\\n",
+       "param_name                                                               \n",
+       "coef_0_auto_household_and_escorting_tour               -2.0        0.0   \n",
+       "coef_1_escort_tour_constant                            20.0        0.0   \n",
+       "coef_1_plus_eating_out_tours_constant                  20.0        0.0   \n",
+       "coef_1_plus_maintenance_tours_constant                 20.0        0.0   \n",
+       "coef_1_plus_other_discretionary_tours_constant         20.0        0.0   \n",
+       "coef_1_plus_shopping_tours_constant                    20.0        0.0   \n",
+       "coef_1_plus_visting_tours_constant                     20.0        0.0   \n",
+       "coef_2_plus_escort_tours_constant                      20.0        0.0   \n",
+       "coef_auto_access_to_retail_and_escorting               20.0        0.0   \n",
+       "coef_high_income_group_and_eating_out_tour             20.0        0.0   \n",
+       "coef_high_income_group_and_shopping_tour               20.0        0.0   \n",
+       "coef_high_income_group_and_tour_frequency_is_5_...     20.0        0.0   \n",
+       "coef_logged_maximum_residual_window_tour_freque...     20.0        0.0   \n",
+       "coef_mediumhigh_income_group_and_tour_frequency...     20.0        0.0   \n",
+       "coef_mediumlow_income_group_and_tour_frequency_...     20.0        0.0   \n",
+       "coef_number_of_joint_maintenance_tours                 20.0        0.0   \n",
+       "coef_number_of_joint_tours_and_tour_frequency_is_2     20.0        0.0   \n",
+       "coef_number_of_joint_tours_and_tour_frequency_i...   -999.0        0.0   \n",
+       "coef_number_of_mandatory_tours_and_tour_frequen...     20.0        0.0   \n",
+       "coef_number_of_mandatory_tours_and_tour_frequen...     20.0        0.0   \n",
+       "coef_presence_of_full_time_worker_and_discretio...     20.0        0.0   \n",
+       "coef_presence_of_non_worker_and_eating_out_tour        20.0        0.0   \n",
+       "coef_presence_of_non_worker_and_shopping_tour          20.0        0.0   \n",
+       "coef_presence_of_non_worker_and_tour_frequency_...     20.0        0.0   \n",
+       "coef_presence_of_part_time_worker_and_discretio...     20.0        0.0   \n",
+       "coef_presence_of_pre_driving_school_kid_and_sho...     20.0        0.0   \n",
+       "coef_presence_of_predriving_school_kid_in_house...     20.0        0.0   \n",
+       "coef_presence_of_preschool_kid_in_household_and...     20.0        0.0   \n",
+       "coef_total_number_of_tours_is_1                        20.0        0.0   \n",
+       "coef_total_number_of_tours_is_2                        20.0        0.0   \n",
+       "coef_total_number_of_tours_is_3                        20.0        0.0   \n",
+       "coef_urban_and_discretionary_tour                       0.0        0.0   \n",
+       "coef_urban_and_escorting_tour                          20.0        0.0   \n",
+       "coef_walk_access_to_retail_and_eating_out              20.0        0.0   \n",
        "\n",
-       "                                                          best  \n",
-       "coef_0_auto_household_and_escorting_tour             -2.000000  \n",
-       "coef_1_escort_tour_constant                          -1.572081  \n",
-       "coef_1_plus_eating_out_tours_constant                -2.222210  \n",
-       "coef_1_plus_maintenance_tours_constant               -1.497135  \n",
-       "coef_1_plus_other_discretionary_tours_constant        0.090818  \n",
-       "coef_1_plus_shopping_tours_constant                   1.474688  \n",
-       "coef_1_plus_visting_tours_constant                   -1.792608  \n",
-       "coef_2_plus_escort_tours_constant                    -2.059623  \n",
-       "coef_auto_access_to_retail_and_escorting              0.555108  \n",
-       "coef_high_income_group_and_eating_out_tour           -1.361980  \n",
-       "coef_high_income_group_and_shopping_tour             -3.736670  \n",
-       "coef_high_income_group_and_tour_frequency_is_5_...   16.017262  \n",
-       "coef_logged_maximum_residual_window_tour_freque...    1.526025  \n",
-       "coef_mediumhigh_income_group_and_tour_frequency...   15.096814  \n",
-       "coef_mediumlow_income_group_and_tour_frequency_...   14.227759  \n",
-       "coef_number_of_joint_maintenance_tours               -1.347600  \n",
-       "coef_number_of_joint_tours_and_tour_frequency_is_2   -1.197115  \n",
-       "coef_number_of_joint_tours_and_tour_frequency_i... -999.000000  \n",
-       "coef_number_of_mandatory_tours_and_tour_frequen...   -9.889679  \n",
-       "coef_number_of_mandatory_tours_and_tour_frequen...  -10.675107  \n",
-       "coef_presence_of_full_time_worker_and_discretio...    0.167217  \n",
-       "coef_presence_of_non_worker_and_eating_out_tour      -1.295662  \n",
-       "coef_presence_of_non_worker_and_shopping_tour        -1.353670  \n",
-       "coef_presence_of_non_worker_and_tour_frequency_...   -0.434686  \n",
-       "coef_presence_of_part_time_worker_and_discretio...   -0.342155  \n",
-       "coef_presence_of_pre_driving_school_kid_and_sho...    1.415379  \n",
-       "coef_presence_of_predriving_school_kid_in_house...    0.290181  \n",
-       "coef_presence_of_preschool_kid_in_household_and...    0.328944  \n",
-       "coef_total_number_of_tours_is_1                     -11.291182  \n",
-       "coef_total_number_of_tours_is_2                     -13.228339  \n",
-       "coef_total_number_of_tours_is_3                     -14.184905  \n",
-       "coef_urban_and_discretionary_tour                     0.000000  \n",
-       "coef_urban_and_escorting_tour                        -4.483827  \n",
-       "coef_walk_access_to_retail_and_eating_out             0.400103  "
+       "                                                    holdfast  \n",
+       "param_name                                                    \n",
+       "coef_0_auto_household_and_escorting_tour                   1  \n",
+       "coef_1_escort_tour_constant                                0  \n",
+       "coef_1_plus_eating_out_tours_constant                      0  \n",
+       "coef_1_plus_maintenance_tours_constant                     0  \n",
+       "coef_1_plus_other_discretionary_tours_constant             0  \n",
+       "coef_1_plus_shopping_tours_constant                        0  \n",
+       "coef_1_plus_visting_tours_constant                         0  \n",
+       "coef_2_plus_escort_tours_constant                          0  \n",
+       "coef_auto_access_to_retail_and_escorting                   0  \n",
+       "coef_high_income_group_and_eating_out_tour                 0  \n",
+       "coef_high_income_group_and_shopping_tour                   0  \n",
+       "coef_high_income_group_and_tour_frequency_is_5_...         0  \n",
+       "coef_logged_maximum_residual_window_tour_freque...         0  \n",
+       "coef_mediumhigh_income_group_and_tour_frequency...         0  \n",
+       "coef_mediumlow_income_group_and_tour_frequency_...         0  \n",
+       "coef_number_of_joint_maintenance_tours                     0  \n",
+       "coef_number_of_joint_tours_and_tour_frequency_is_2         0  \n",
+       "coef_number_of_joint_tours_and_tour_frequency_i...         1  \n",
+       "coef_number_of_mandatory_tours_and_tour_frequen...         0  \n",
+       "coef_number_of_mandatory_tours_and_tour_frequen...         0  \n",
+       "coef_presence_of_full_time_worker_and_discretio...         0  \n",
+       "coef_presence_of_non_worker_and_eating_out_tour            0  \n",
+       "coef_presence_of_non_worker_and_shopping_tour              0  \n",
+       "coef_presence_of_non_worker_and_tour_frequency_...         0  \n",
+       "coef_presence_of_part_time_worker_and_discretio...         0  \n",
+       "coef_presence_of_pre_driving_school_kid_and_sho...         0  \n",
+       "coef_presence_of_predriving_school_kid_in_house...         0  \n",
+       "coef_presence_of_preschool_kid_in_household_and...         0  \n",
+       "coef_total_number_of_tours_is_1                            0  \n",
+       "coef_total_number_of_tours_is_2                            0  \n",
+       "coef_total_number_of_tours_is_3                            0  \n",
+       "coef_urban_and_discretionary_tour                          1  \n",
+       "coef_urban_and_escorting_tour                              0  \n",
+       "coef_walk_access_to_retail_and_eating_out                  0  "
       ]
      },
      "metadata": {},
@@ -4621,24 +10035,375 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/var/folders/js/bk_dt9015j79_f6bxnc44dsr0000gp/T/ipykernel_48972/89088409.py:2: PossibleOverspecification: WARNING: Model is possibly over-specified (hessian is nearly singular).\n",
-      "  m.estimate(method='SLSQP')\n",
-      "/Users/jeffnewman/LocalGit/asim-larch/activitysim-larch/conda-environments/AL-ENV/lib/python3.9/site-packages/larch/linalg/__init__.py:18: UserWarning: minimum eig 3.064162929131762e-17 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/var/folders/js/bk_dt9015j79_f6bxnc44dsr0000gp/T/ipykernel_48972/89088409.py:2: PossibleOverspecification: WARNING: Model seems to have 3 parameter estimators with negative variance\n",
-      "- coef_1_escort_tour_constant\n",
-      "- coef_2_plus_escort_tours_constant\n",
-      "- coef_urban_and_escorting_tour\n",
-      "  m.estimate(method='SLSQP')\n",
-      "/var/folders/js/bk_dt9015j79_f6bxnc44dsr0000gp/T/ipykernel_48972/89088409.py:2: RuntimeWarning: invalid value encountered in sqrt\n",
-      "  m.estimate(method='SLSQP')\n",
-      "req_data does not request avail_ca or avail_co but it is set and being provided\n"
+      "/Users/jpn/Git/est-mode/larch/src/larch/model/jaxmodel.py:1156: PossibleOverspecification: Model is possibly over-specified (hessian is nearly singular).\n",
+      "  self.calculate_parameter_covariance()\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<style type=\"text/css\">\n",
+       "#T_c2e42 th {\n",
+       "  vertical-align: top;\n",
+       "  text-align: left;\n",
+       "}\n",
+       "#T_c2e42 td {\n",
+       "  vertical-align: top;\n",
+       "  text-align: left;\n",
+       "}\n",
+       "#T_c2e42_row0_col0, #T_c2e42_row0_col1, #T_c2e42_row0_col2, #T_c2e42_row0_col3, #T_c2e42_row0_col4, #T_c2e42_row1_col0, #T_c2e42_row1_col1, #T_c2e42_row1_col2, #T_c2e42_row1_col3, #T_c2e42_row1_col4, #T_c2e42_row2_col0, #T_c2e42_row2_col1, #T_c2e42_row2_col2, #T_c2e42_row2_col3, #T_c2e42_row2_col4, #T_c2e42_row3_col0, #T_c2e42_row3_col1, #T_c2e42_row3_col2, #T_c2e42_row3_col3, #T_c2e42_row3_col4, #T_c2e42_row4_col0, #T_c2e42_row4_col1, #T_c2e42_row4_col2, #T_c2e42_row4_col3, #T_c2e42_row4_col4, #T_c2e42_row5_col0, #T_c2e42_row5_col1, #T_c2e42_row5_col2, #T_c2e42_row5_col3, #T_c2e42_row5_col4, #T_c2e42_row6_col0, #T_c2e42_row6_col1, #T_c2e42_row6_col2, #T_c2e42_row6_col3, #T_c2e42_row6_col4, #T_c2e42_row7_col0, #T_c2e42_row7_col1, #T_c2e42_row7_col2, #T_c2e42_row7_col3, #T_c2e42_row7_col4, #T_c2e42_row8_col0, #T_c2e42_row8_col1, #T_c2e42_row8_col2, #T_c2e42_row8_col3, #T_c2e42_row8_col4, #T_c2e42_row9_col0, #T_c2e42_row9_col1, #T_c2e42_row9_col2, #T_c2e42_row9_col3, #T_c2e42_row9_col4, #T_c2e42_row10_col0, #T_c2e42_row10_col1, #T_c2e42_row10_col2, #T_c2e42_row10_col3, #T_c2e42_row10_col4, #T_c2e42_row11_col0, #T_c2e42_row11_col1, #T_c2e42_row11_col2, #T_c2e42_row11_col3, #T_c2e42_row11_col4, #T_c2e42_row12_col0, #T_c2e42_row12_col1, #T_c2e42_row12_col2, #T_c2e42_row12_col3, #T_c2e42_row12_col4, #T_c2e42_row13_col0, #T_c2e42_row13_col1, #T_c2e42_row13_col2, #T_c2e42_row13_col3, #T_c2e42_row13_col4, #T_c2e42_row14_col0, #T_c2e42_row14_col1, #T_c2e42_row14_col2, #T_c2e42_row14_col3, #T_c2e42_row14_col4, #T_c2e42_row15_col0, #T_c2e42_row15_col1, #T_c2e42_row15_col2, #T_c2e42_row15_col3, #T_c2e42_row15_col4, #T_c2e42_row16_col0, #T_c2e42_row16_col1, #T_c2e42_row16_col2, #T_c2e42_row16_col3, #T_c2e42_row16_col4, #T_c2e42_row17_col0, #T_c2e42_row17_col1, #T_c2e42_row17_col2, #T_c2e42_row17_col3, #T_c2e42_row17_col4, #T_c2e42_row18_col0, #T_c2e42_row18_col1, #T_c2e42_row18_col2, #T_c2e42_row18_col3, #T_c2e42_row18_col4, #T_c2e42_row19_col0, #T_c2e42_row19_col1, #T_c2e42_row19_col2, #T_c2e42_row19_col3, #T_c2e42_row19_col4, #T_c2e42_row20_col0, #T_c2e42_row20_col1, #T_c2e42_row20_col2, #T_c2e42_row20_col3, #T_c2e42_row20_col4, #T_c2e42_row21_col0, #T_c2e42_row21_col1, #T_c2e42_row21_col2, #T_c2e42_row21_col3, #T_c2e42_row21_col4, #T_c2e42_row22_col0, #T_c2e42_row22_col1, #T_c2e42_row22_col2, #T_c2e42_row22_col3, #T_c2e42_row22_col4, #T_c2e42_row23_col0, #T_c2e42_row23_col1, #T_c2e42_row23_col2, #T_c2e42_row23_col3, #T_c2e42_row23_col4, #T_c2e42_row24_col0, #T_c2e42_row24_col1, #T_c2e42_row24_col2, #T_c2e42_row24_col3, #T_c2e42_row24_col4, #T_c2e42_row25_col0, #T_c2e42_row25_col1, #T_c2e42_row25_col2, #T_c2e42_row25_col3, #T_c2e42_row25_col4, #T_c2e42_row26_col0, #T_c2e42_row26_col1, #T_c2e42_row26_col2, #T_c2e42_row26_col3, #T_c2e42_row26_col4, #T_c2e42_row27_col0, #T_c2e42_row27_col1, #T_c2e42_row27_col2, #T_c2e42_row27_col3, #T_c2e42_row27_col4, #T_c2e42_row28_col0, #T_c2e42_row28_col1, #T_c2e42_row28_col2, #T_c2e42_row28_col3, #T_c2e42_row28_col4, #T_c2e42_row29_col0, #T_c2e42_row29_col1, #T_c2e42_row29_col2, #T_c2e42_row29_col3, #T_c2e42_row29_col4, #T_c2e42_row30_col0, #T_c2e42_row30_col1, #T_c2e42_row30_col2, #T_c2e42_row30_col3, #T_c2e42_row30_col4, #T_c2e42_row31_col0, #T_c2e42_row31_col1, #T_c2e42_row31_col2, #T_c2e42_row31_col3, #T_c2e42_row31_col4, #T_c2e42_row32_col0, #T_c2e42_row32_col1, #T_c2e42_row32_col2, #T_c2e42_row32_col3, #T_c2e42_row32_col4, #T_c2e42_row33_col0, #T_c2e42_row33_col1, #T_c2e42_row33_col2, #T_c2e42_row33_col3, #T_c2e42_row33_col4 {\n",
+       "  font-family: monospace;\n",
+       "}\n",
+       "</style>\n",
+       "<table id=\"T_c2e42\">\n",
+       "  <thead>\n",
+       "    <tr>\n",
+       "      <th class=\"blank level0\" >&nbsp;</th>\n",
+       "      <th id=\"T_c2e42_level0_col0\" class=\"col_heading level0 col0\" >Value</th>\n",
+       "      <th id=\"T_c2e42_level0_col1\" class=\"col_heading level0 col1\" >Std Err</th>\n",
+       "      <th id=\"T_c2e42_level0_col2\" class=\"col_heading level0 col2\" >t Stat</th>\n",
+       "      <th id=\"T_c2e42_level0_col3\" class=\"col_heading level0 col3\" >Signif</th>\n",
+       "      <th id=\"T_c2e42_level0_col4\" class=\"col_heading level0 col4\" >Null Value</th>\n",
+       "      <th id=\"T_c2e42_level0_col5\" class=\"col_heading level0 col5\" >Constrained</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th class=\"index_name level0\" >Parameter</th>\n",
+       "      <th class=\"blank col0\" >&nbsp;</th>\n",
+       "      <th class=\"blank col1\" >&nbsp;</th>\n",
+       "      <th class=\"blank col2\" >&nbsp;</th>\n",
+       "      <th class=\"blank col3\" >&nbsp;</th>\n",
+       "      <th class=\"blank col4\" >&nbsp;</th>\n",
+       "      <th class=\"blank col5\" >&nbsp;</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th id=\"T_c2e42_level0_row0\" class=\"row_heading level0 row0\" >coef_0_auto_household_and_escorting_tour</th>\n",
+       "      <td id=\"T_c2e42_row0_col0\" class=\"data row0 col0\" >-2.00</td>\n",
+       "      <td id=\"T_c2e42_row0_col1\" class=\"data row0 col1\" > 0.00</td>\n",
+       "      <td id=\"T_c2e42_row0_col2\" class=\"data row0 col2\" > NA</td>\n",
+       "      <td id=\"T_c2e42_row0_col3\" class=\"data row0 col3\" ></td>\n",
+       "      <td id=\"T_c2e42_row0_col4\" class=\"data row0 col4\" > 0.00</td>\n",
+       "      <td id=\"T_c2e42_row0_col5\" class=\"data row0 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_c2e42_level0_row1\" class=\"row_heading level0 row1\" >coef_1_escort_tour_constant</th>\n",
+       "      <td id=\"T_c2e42_row1_col0\" class=\"data row1 col0\" >-0.710</td>\n",
+       "      <td id=\"T_c2e42_row1_col1\" class=\"data row1 col1\" > 191.</td>\n",
+       "      <td id=\"T_c2e42_row1_col2\" class=\"data row1 col2\" >-0.00</td>\n",
+       "      <td id=\"T_c2e42_row1_col3\" class=\"data row1 col3\" ></td>\n",
+       "      <td id=\"T_c2e42_row1_col4\" class=\"data row1 col4\" > 0.00</td>\n",
+       "      <td id=\"T_c2e42_row1_col5\" class=\"data row1 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_c2e42_level0_row2\" class=\"row_heading level0 row2\" >coef_1_plus_eating_out_tours_constant</th>\n",
+       "      <td id=\"T_c2e42_row2_col0\" class=\"data row2 col0\" > 1.27</td>\n",
+       "      <td id=\"T_c2e42_row2_col1\" class=\"data row2 col1\" > 191.</td>\n",
+       "      <td id=\"T_c2e42_row2_col2\" class=\"data row2 col2\" > 0.01</td>\n",
+       "      <td id=\"T_c2e42_row2_col3\" class=\"data row2 col3\" ></td>\n",
+       "      <td id=\"T_c2e42_row2_col4\" class=\"data row2 col4\" > 0.00</td>\n",
+       "      <td id=\"T_c2e42_row2_col5\" class=\"data row2 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_c2e42_level0_row3\" class=\"row_heading level0 row3\" >coef_1_plus_maintenance_tours_constant</th>\n",
+       "      <td id=\"T_c2e42_row3_col0\" class=\"data row3 col0\" >-0.581</td>\n",
+       "      <td id=\"T_c2e42_row3_col1\" class=\"data row3 col1\" > 191.</td>\n",
+       "      <td id=\"T_c2e42_row3_col2\" class=\"data row3 col2\" >-0.00</td>\n",
+       "      <td id=\"T_c2e42_row3_col3\" class=\"data row3 col3\" ></td>\n",
+       "      <td id=\"T_c2e42_row3_col4\" class=\"data row3 col4\" > 0.00</td>\n",
+       "      <td id=\"T_c2e42_row3_col5\" class=\"data row3 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_c2e42_level0_row4\" class=\"row_heading level0 row4\" >coef_1_plus_other_discretionary_tours_constant</th>\n",
+       "      <td id=\"T_c2e42_row4_col0\" class=\"data row4 col0\" > 0.615</td>\n",
+       "      <td id=\"T_c2e42_row4_col1\" class=\"data row4 col1\" > 191.</td>\n",
+       "      <td id=\"T_c2e42_row4_col2\" class=\"data row4 col2\" > 0.00</td>\n",
+       "      <td id=\"T_c2e42_row4_col3\" class=\"data row4 col3\" ></td>\n",
+       "      <td id=\"T_c2e42_row4_col4\" class=\"data row4 col4\" > 0.00</td>\n",
+       "      <td id=\"T_c2e42_row4_col5\" class=\"data row4 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_c2e42_level0_row5\" class=\"row_heading level0 row5\" >coef_1_plus_shopping_tours_constant</th>\n",
+       "      <td id=\"T_c2e42_row5_col0\" class=\"data row5 col0\" > 1.04</td>\n",
+       "      <td id=\"T_c2e42_row5_col1\" class=\"data row5 col1\" > 191.</td>\n",
+       "      <td id=\"T_c2e42_row5_col2\" class=\"data row5 col2\" > 0.01</td>\n",
+       "      <td id=\"T_c2e42_row5_col3\" class=\"data row5 col3\" ></td>\n",
+       "      <td id=\"T_c2e42_row5_col4\" class=\"data row5 col4\" > 0.00</td>\n",
+       "      <td id=\"T_c2e42_row5_col5\" class=\"data row5 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_c2e42_level0_row6\" class=\"row_heading level0 row6\" >coef_1_plus_visting_tours_constant</th>\n",
+       "      <td id=\"T_c2e42_row6_col0\" class=\"data row6 col0\" >-0.446</td>\n",
+       "      <td id=\"T_c2e42_row6_col1\" class=\"data row6 col1\" > 191.</td>\n",
+       "      <td id=\"T_c2e42_row6_col2\" class=\"data row6 col2\" >-0.00</td>\n",
+       "      <td id=\"T_c2e42_row6_col3\" class=\"data row6 col3\" ></td>\n",
+       "      <td id=\"T_c2e42_row6_col4\" class=\"data row6 col4\" > 0.00</td>\n",
+       "      <td id=\"T_c2e42_row6_col5\" class=\"data row6 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_c2e42_level0_row7\" class=\"row_heading level0 row7\" >coef_2_plus_escort_tours_constant</th>\n",
+       "      <td id=\"T_c2e42_row7_col0\" class=\"data row7 col0\" >-0.0761</td>\n",
+       "      <td id=\"T_c2e42_row7_col1\" class=\"data row7 col1\" > 382.</td>\n",
+       "      <td id=\"T_c2e42_row7_col2\" class=\"data row7 col2\" >-0.00</td>\n",
+       "      <td id=\"T_c2e42_row7_col3\" class=\"data row7 col3\" ></td>\n",
+       "      <td id=\"T_c2e42_row7_col4\" class=\"data row7 col4\" > 0.00</td>\n",
+       "      <td id=\"T_c2e42_row7_col5\" class=\"data row7 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_c2e42_level0_row8\" class=\"row_heading level0 row8\" >coef_auto_access_to_retail_and_escorting</th>\n",
+       "      <td id=\"T_c2e42_row8_col0\" class=\"data row8 col0\" > 0.0632</td>\n",
+       "      <td id=\"T_c2e42_row8_col1\" class=\"data row8 col1\" > 0.112</td>\n",
+       "      <td id=\"T_c2e42_row8_col2\" class=\"data row8 col2\" > 0.56</td>\n",
+       "      <td id=\"T_c2e42_row8_col3\" class=\"data row8 col3\" ></td>\n",
+       "      <td id=\"T_c2e42_row8_col4\" class=\"data row8 col4\" > 0.00</td>\n",
+       "      <td id=\"T_c2e42_row8_col5\" class=\"data row8 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_c2e42_level0_row9\" class=\"row_heading level0 row9\" >coef_high_income_group_and_eating_out_tour</th>\n",
+       "      <td id=\"T_c2e42_row9_col0\" class=\"data row9 col0\" >-0.810</td>\n",
+       "      <td id=\"T_c2e42_row9_col1\" class=\"data row9 col1\" > 0.242</td>\n",
+       "      <td id=\"T_c2e42_row9_col2\" class=\"data row9 col2\" >-3.35</td>\n",
+       "      <td id=\"T_c2e42_row9_col3\" class=\"data row9 col3\" >***</td>\n",
+       "      <td id=\"T_c2e42_row9_col4\" class=\"data row9 col4\" > 0.00</td>\n",
+       "      <td id=\"T_c2e42_row9_col5\" class=\"data row9 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_c2e42_level0_row10\" class=\"row_heading level0 row10\" >coef_high_income_group_and_shopping_tour</th>\n",
+       "      <td id=\"T_c2e42_row10_col0\" class=\"data row10 col0\" >-0.946</td>\n",
+       "      <td id=\"T_c2e42_row10_col1\" class=\"data row10 col1\" > 0.239</td>\n",
+       "      <td id=\"T_c2e42_row10_col2\" class=\"data row10 col2\" >-3.95</td>\n",
+       "      <td id=\"T_c2e42_row10_col3\" class=\"data row10 col3\" >***</td>\n",
+       "      <td id=\"T_c2e42_row10_col4\" class=\"data row10 col4\" > 0.00</td>\n",
+       "      <td id=\"T_c2e42_row10_col5\" class=\"data row10 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_c2e42_level0_row11\" class=\"row_heading level0 row11\" >coef_high_income_group_and_tour_frequency_is_5_plus</th>\n",
+       "      <td id=\"T_c2e42_row11_col0\" class=\"data row11 col0\" > 2.30</td>\n",
+       "      <td id=\"T_c2e42_row11_col1\" class=\"data row11 col1\" > 0.217</td>\n",
+       "      <td id=\"T_c2e42_row11_col2\" class=\"data row11 col2\" > 10.62</td>\n",
+       "      <td id=\"T_c2e42_row11_col3\" class=\"data row11 col3\" >***</td>\n",
+       "      <td id=\"T_c2e42_row11_col4\" class=\"data row11 col4\" > 0.00</td>\n",
+       "      <td id=\"T_c2e42_row11_col5\" class=\"data row11 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_c2e42_level0_row12\" class=\"row_heading level0 row12\" >coef_logged_maximum_residual_window_tour_frequency_is_5_plus</th>\n",
+       "      <td id=\"T_c2e42_row12_col0\" class=\"data row12 col0\" > 1.35</td>\n",
+       "      <td id=\"T_c2e42_row12_col1\" class=\"data row12 col1\" > 0.147</td>\n",
+       "      <td id=\"T_c2e42_row12_col2\" class=\"data row12 col2\" > 9.23</td>\n",
+       "      <td id=\"T_c2e42_row12_col3\" class=\"data row12 col3\" >***</td>\n",
+       "      <td id=\"T_c2e42_row12_col4\" class=\"data row12 col4\" > 0.00</td>\n",
+       "      <td id=\"T_c2e42_row12_col5\" class=\"data row12 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_c2e42_level0_row13\" class=\"row_heading level0 row13\" >coef_mediumhigh_income_group_and_tour_frequency_is_5_plus</th>\n",
+       "      <td id=\"T_c2e42_row13_col0\" class=\"data row13 col0\" > 1.81</td>\n",
+       "      <td id=\"T_c2e42_row13_col1\" class=\"data row13 col1\" > 0.217</td>\n",
+       "      <td id=\"T_c2e42_row13_col2\" class=\"data row13 col2\" > 8.33</td>\n",
+       "      <td id=\"T_c2e42_row13_col3\" class=\"data row13 col3\" >***</td>\n",
+       "      <td id=\"T_c2e42_row13_col4\" class=\"data row13 col4\" > 0.00</td>\n",
+       "      <td id=\"T_c2e42_row13_col5\" class=\"data row13 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_c2e42_level0_row14\" class=\"row_heading level0 row14\" >coef_mediumlow_income_group_and_tour_frequency_is_5_plus</th>\n",
+       "      <td id=\"T_c2e42_row14_col0\" class=\"data row14 col0\" > 1.14</td>\n",
+       "      <td id=\"T_c2e42_row14_col1\" class=\"data row14 col1\" > 0.225</td>\n",
+       "      <td id=\"T_c2e42_row14_col2\" class=\"data row14 col2\" > 5.08</td>\n",
+       "      <td id=\"T_c2e42_row14_col3\" class=\"data row14 col3\" >***</td>\n",
+       "      <td id=\"T_c2e42_row14_col4\" class=\"data row14 col4\" > 0.00</td>\n",
+       "      <td id=\"T_c2e42_row14_col5\" class=\"data row14 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_c2e42_level0_row15\" class=\"row_heading level0 row15\" >coef_number_of_joint_maintenance_tours</th>\n",
+       "      <td id=\"T_c2e42_row15_col0\" class=\"data row15 col0\" >-1.35</td>\n",
+       "      <td id=\"T_c2e42_row15_col1\" class=\"data row15 col1\" > NA</td>\n",
+       "      <td id=\"T_c2e42_row15_col2\" class=\"data row15 col2\" > NA</td>\n",
+       "      <td id=\"T_c2e42_row15_col3\" class=\"data row15 col3\" ></td>\n",
+       "      <td id=\"T_c2e42_row15_col4\" class=\"data row15 col4\" > 0.00</td>\n",
+       "      <td id=\"T_c2e42_row15_col5\" class=\"data row15 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_c2e42_level0_row16\" class=\"row_heading level0 row16\" >coef_number_of_joint_tours_and_tour_frequency_is_2</th>\n",
+       "      <td id=\"T_c2e42_row16_col0\" class=\"data row16 col0\" >-0.540</td>\n",
+       "      <td id=\"T_c2e42_row16_col1\" class=\"data row16 col1\" > 0.138</td>\n",
+       "      <td id=\"T_c2e42_row16_col2\" class=\"data row16 col2\" >-3.92</td>\n",
+       "      <td id=\"T_c2e42_row16_col3\" class=\"data row16 col3\" >***</td>\n",
+       "      <td id=\"T_c2e42_row16_col4\" class=\"data row16 col4\" > 0.00</td>\n",
+       "      <td id=\"T_c2e42_row16_col5\" class=\"data row16 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_c2e42_level0_row17\" class=\"row_heading level0 row17\" >coef_number_of_joint_tours_and_tour_frequency_is_5_plus</th>\n",
+       "      <td id=\"T_c2e42_row17_col0\" class=\"data row17 col0\" >-999.</td>\n",
+       "      <td id=\"T_c2e42_row17_col1\" class=\"data row17 col1\" > 0.00</td>\n",
+       "      <td id=\"T_c2e42_row17_col2\" class=\"data row17 col2\" > NA</td>\n",
+       "      <td id=\"T_c2e42_row17_col3\" class=\"data row17 col3\" ></td>\n",
+       "      <td id=\"T_c2e42_row17_col4\" class=\"data row17 col4\" > 0.00</td>\n",
+       "      <td id=\"T_c2e42_row17_col5\" class=\"data row17 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_c2e42_level0_row18\" class=\"row_heading level0 row18\" >coef_number_of_mandatory_tours_and_tour_frequency_is_1</th>\n",
+       "      <td id=\"T_c2e42_row18_col0\" class=\"data row18 col0\" >-1.26</td>\n",
+       "      <td id=\"T_c2e42_row18_col1\" class=\"data row18 col1\" > 0.206</td>\n",
+       "      <td id=\"T_c2e42_row18_col2\" class=\"data row18 col2\" >-6.10</td>\n",
+       "      <td id=\"T_c2e42_row18_col3\" class=\"data row18 col3\" >***</td>\n",
+       "      <td id=\"T_c2e42_row18_col4\" class=\"data row18 col4\" > 0.00</td>\n",
+       "      <td id=\"T_c2e42_row18_col5\" class=\"data row18 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_c2e42_level0_row19\" class=\"row_heading level0 row19\" >coef_number_of_mandatory_tours_and_tour_frequency_is_3</th>\n",
+       "      <td id=\"T_c2e42_row19_col0\" class=\"data row19 col0\" >-3.16</td>\n",
+       "      <td id=\"T_c2e42_row19_col1\" class=\"data row19 col1\" > 0.312</td>\n",
+       "      <td id=\"T_c2e42_row19_col2\" class=\"data row19 col2\" >-10.14</td>\n",
+       "      <td id=\"T_c2e42_row19_col3\" class=\"data row19 col3\" >***</td>\n",
+       "      <td id=\"T_c2e42_row19_col4\" class=\"data row19 col4\" > 0.00</td>\n",
+       "      <td id=\"T_c2e42_row19_col5\" class=\"data row19 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_c2e42_level0_row20\" class=\"row_heading level0 row20\" >coef_presence_of_full_time_worker_and_discretionary_tour</th>\n",
+       "      <td id=\"T_c2e42_row20_col0\" class=\"data row20 col0\" > 0.646</td>\n",
+       "      <td id=\"T_c2e42_row20_col1\" class=\"data row20 col1\" > 0.148</td>\n",
+       "      <td id=\"T_c2e42_row20_col2\" class=\"data row20 col2\" > 4.36</td>\n",
+       "      <td id=\"T_c2e42_row20_col3\" class=\"data row20 col3\" >***</td>\n",
+       "      <td id=\"T_c2e42_row20_col4\" class=\"data row20 col4\" > 0.00</td>\n",
+       "      <td id=\"T_c2e42_row20_col5\" class=\"data row20 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_c2e42_level0_row21\" class=\"row_heading level0 row21\" >coef_presence_of_non_worker_and_eating_out_tour</th>\n",
+       "      <td id=\"T_c2e42_row21_col0\" class=\"data row21 col0\" >-1.53</td>\n",
+       "      <td id=\"T_c2e42_row21_col1\" class=\"data row21 col1\" > 0.168</td>\n",
+       "      <td id=\"T_c2e42_row21_col2\" class=\"data row21 col2\" >-9.11</td>\n",
+       "      <td id=\"T_c2e42_row21_col3\" class=\"data row21 col3\" >***</td>\n",
+       "      <td id=\"T_c2e42_row21_col4\" class=\"data row21 col4\" > 0.00</td>\n",
+       "      <td id=\"T_c2e42_row21_col5\" class=\"data row21 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_c2e42_level0_row22\" class=\"row_heading level0 row22\" >coef_presence_of_non_worker_and_shopping_tour</th>\n",
+       "      <td id=\"T_c2e42_row22_col0\" class=\"data row22 col0\" >-0.760</td>\n",
+       "      <td id=\"T_c2e42_row22_col1\" class=\"data row22 col1\" > 0.151</td>\n",
+       "      <td id=\"T_c2e42_row22_col2\" class=\"data row22 col2\" >-5.05</td>\n",
+       "      <td id=\"T_c2e42_row22_col3\" class=\"data row22 col3\" >***</td>\n",
+       "      <td id=\"T_c2e42_row22_col4\" class=\"data row22 col4\" > 0.00</td>\n",
+       "      <td id=\"T_c2e42_row22_col5\" class=\"data row22 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_c2e42_level0_row23\" class=\"row_heading level0 row23\" >coef_presence_of_non_worker_and_tour_frequency_is_5</th>\n",
+       "      <td id=\"T_c2e42_row23_col0\" class=\"data row23 col0\" > 0.354</td>\n",
+       "      <td id=\"T_c2e42_row23_col1\" class=\"data row23 col1\" > 0.0883</td>\n",
+       "      <td id=\"T_c2e42_row23_col2\" class=\"data row23 col2\" > 4.01</td>\n",
+       "      <td id=\"T_c2e42_row23_col3\" class=\"data row23 col3\" >***</td>\n",
+       "      <td id=\"T_c2e42_row23_col4\" class=\"data row23 col4\" > 0.00</td>\n",
+       "      <td id=\"T_c2e42_row23_col5\" class=\"data row23 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_c2e42_level0_row24\" class=\"row_heading level0 row24\" >coef_presence_of_part_time_worker_and_discretionary_tour</th>\n",
+       "      <td id=\"T_c2e42_row24_col0\" class=\"data row24 col0\" > 0.436</td>\n",
+       "      <td id=\"T_c2e42_row24_col1\" class=\"data row24 col1\" > 0.0926</td>\n",
+       "      <td id=\"T_c2e42_row24_col2\" class=\"data row24 col2\" > 4.71</td>\n",
+       "      <td id=\"T_c2e42_row24_col3\" class=\"data row24 col3\" >***</td>\n",
+       "      <td id=\"T_c2e42_row24_col4\" class=\"data row24 col4\" > 0.00</td>\n",
+       "      <td id=\"T_c2e42_row24_col5\" class=\"data row24 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_c2e42_level0_row25\" class=\"row_heading level0 row25\" >coef_presence_of_pre_driving_school_kid_and_shopping_tour</th>\n",
+       "      <td id=\"T_c2e42_row25_col0\" class=\"data row25 col0\" > 0.746</td>\n",
+       "      <td id=\"T_c2e42_row25_col1\" class=\"data row25 col1\" > 0.150</td>\n",
+       "      <td id=\"T_c2e42_row25_col2\" class=\"data row25 col2\" > 4.98</td>\n",
+       "      <td id=\"T_c2e42_row25_col3\" class=\"data row25 col3\" >***</td>\n",
+       "      <td id=\"T_c2e42_row25_col4\" class=\"data row25 col4\" > 0.00</td>\n",
+       "      <td id=\"T_c2e42_row25_col5\" class=\"data row25 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_c2e42_level0_row26\" class=\"row_heading level0 row26\" >coef_presence_of_predriving_school_kid_in_household_and_tour_frequency_is_5</th>\n",
+       "      <td id=\"T_c2e42_row26_col0\" class=\"data row26 col0\" >-0.0865</td>\n",
+       "      <td id=\"T_c2e42_row26_col1\" class=\"data row26 col1\" > 0.0791</td>\n",
+       "      <td id=\"T_c2e42_row26_col2\" class=\"data row26 col2\" >-1.09</td>\n",
+       "      <td id=\"T_c2e42_row26_col3\" class=\"data row26 col3\" ></td>\n",
+       "      <td id=\"T_c2e42_row26_col4\" class=\"data row26 col4\" > 0.00</td>\n",
+       "      <td id=\"T_c2e42_row26_col5\" class=\"data row26 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_c2e42_level0_row27\" class=\"row_heading level0 row27\" >coef_presence_of_preschool_kid_in_household_and_tour_frequency_is_5</th>\n",
+       "      <td id=\"T_c2e42_row27_col0\" class=\"data row27 col0\" >-0.358</td>\n",
+       "      <td id=\"T_c2e42_row27_col1\" class=\"data row27 col1\" > 0.0910</td>\n",
+       "      <td id=\"T_c2e42_row27_col2\" class=\"data row27 col2\" >-3.93</td>\n",
+       "      <td id=\"T_c2e42_row27_col3\" class=\"data row27 col3\" >***</td>\n",
+       "      <td id=\"T_c2e42_row27_col4\" class=\"data row27 col4\" > 0.00</td>\n",
+       "      <td id=\"T_c2e42_row27_col5\" class=\"data row27 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_c2e42_level0_row28\" class=\"row_heading level0 row28\" >coef_total_number_of_tours_is_1</th>\n",
+       "      <td id=\"T_c2e42_row28_col0\" class=\"data row28 col0\" >-7.20</td>\n",
+       "      <td id=\"T_c2e42_row28_col1\" class=\"data row28 col1\" > 191.</td>\n",
+       "      <td id=\"T_c2e42_row28_col2\" class=\"data row28 col2\" >-0.04</td>\n",
+       "      <td id=\"T_c2e42_row28_col3\" class=\"data row28 col3\" ></td>\n",
+       "      <td id=\"T_c2e42_row28_col4\" class=\"data row28 col4\" > 0.00</td>\n",
+       "      <td id=\"T_c2e42_row28_col5\" class=\"data row28 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_c2e42_level0_row29\" class=\"row_heading level0 row29\" >coef_total_number_of_tours_is_2</th>\n",
+       "      <td id=\"T_c2e42_row29_col0\" class=\"data row29 col0\" >-10.5</td>\n",
+       "      <td id=\"T_c2e42_row29_col1\" class=\"data row29 col1\" > 382.</td>\n",
+       "      <td id=\"T_c2e42_row29_col2\" class=\"data row29 col2\" >-0.03</td>\n",
+       "      <td id=\"T_c2e42_row29_col3\" class=\"data row29 col3\" ></td>\n",
+       "      <td id=\"T_c2e42_row29_col4\" class=\"data row29 col4\" > 0.00</td>\n",
+       "      <td id=\"T_c2e42_row29_col5\" class=\"data row29 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_c2e42_level0_row30\" class=\"row_heading level0 row30\" >coef_total_number_of_tours_is_3</th>\n",
+       "      <td id=\"T_c2e42_row30_col0\" class=\"data row30 col0\" >-13.8</td>\n",
+       "      <td id=\"T_c2e42_row30_col1\" class=\"data row30 col1\" > 574.</td>\n",
+       "      <td id=\"T_c2e42_row30_col2\" class=\"data row30 col2\" >-0.02</td>\n",
+       "      <td id=\"T_c2e42_row30_col3\" class=\"data row30 col3\" ></td>\n",
+       "      <td id=\"T_c2e42_row30_col4\" class=\"data row30 col4\" > 0.00</td>\n",
+       "      <td id=\"T_c2e42_row30_col5\" class=\"data row30 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_c2e42_level0_row31\" class=\"row_heading level0 row31\" >coef_urban_and_discretionary_tour</th>\n",
+       "      <td id=\"T_c2e42_row31_col0\" class=\"data row31 col0\" > 0.00</td>\n",
+       "      <td id=\"T_c2e42_row31_col1\" class=\"data row31 col1\" > 0.00</td>\n",
+       "      <td id=\"T_c2e42_row31_col2\" class=\"data row31 col2\" > NA</td>\n",
+       "      <td id=\"T_c2e42_row31_col3\" class=\"data row31 col3\" ></td>\n",
+       "      <td id=\"T_c2e42_row31_col4\" class=\"data row31 col4\" > 0.00</td>\n",
+       "      <td id=\"T_c2e42_row31_col5\" class=\"data row31 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_c2e42_level0_row32\" class=\"row_heading level0 row32\" >coef_urban_and_escorting_tour</th>\n",
+       "      <td id=\"T_c2e42_row32_col0\" class=\"data row32 col0\" > 0.729</td>\n",
+       "      <td id=\"T_c2e42_row32_col1\" class=\"data row32 col1\" > 0.147</td>\n",
+       "      <td id=\"T_c2e42_row32_col2\" class=\"data row32 col2\" > 4.97</td>\n",
+       "      <td id=\"T_c2e42_row32_col3\" class=\"data row32 col3\" >***</td>\n",
+       "      <td id=\"T_c2e42_row32_col4\" class=\"data row32 col4\" > 0.00</td>\n",
+       "      <td id=\"T_c2e42_row32_col5\" class=\"data row32 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_c2e42_level0_row33\" class=\"row_heading level0 row33\" >coef_walk_access_to_retail_and_eating_out</th>\n",
+       "      <td id=\"T_c2e42_row33_col0\" class=\"data row33 col0\" > 0.0996</td>\n",
+       "      <td id=\"T_c2e42_row33_col1\" class=\"data row33 col1\" > 0.0402</td>\n",
+       "      <td id=\"T_c2e42_row33_col2\" class=\"data row33 col2\" > 2.47</td>\n",
+       "      <td id=\"T_c2e42_row33_col3\" class=\"data row33 col3\" >*</td>\n",
+       "      <td id=\"T_c2e42_row33_col4\" class=\"data row33 col4\" > 0.00</td>\n",
+       "      <td id=\"T_c2e42_row33_col5\" class=\"data row33 col5\" ></td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n"
+      ],
+      "text/plain": [
+       "<pandas.io.formats.style.Styler at 0x3e0a82680>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Model PTYPE_PRESCHOOL\n"
      ]
     },
     {
      "data": {
       "text/html": [
-       "<h3>Iteration 030 [Optimization terminated successfully] </h3>"
+       "<h3>Iteration 074 [Optimization terminated successfully] </h3>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -4650,7 +10415,7 @@
     {
      "data": {
       "text/html": [
-       "<p>Best LL = -225.00971520122772</p>"
+       "<p>Best LL = -3515.750312068413</p>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -4681,403 +10446,391 @@
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>value</th>\n",
+       "      <th>best</th>\n",
        "      <th>initvalue</th>\n",
-       "      <th>nullvalue</th>\n",
        "      <th>minimum</th>\n",
        "      <th>maximum</th>\n",
+       "      <th>nullvalue</th>\n",
        "      <th>holdfast</th>\n",
-       "      <th>note</th>\n",
-       "      <th>best</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>param_name</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>coef_0_auto_household_and_escorting_tour</th>\n",
        "      <td>-2.000000</td>\n",
-       "      <td>-2.0000</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>-2.000000</td>\n",
+       "      <td>-2.000000</td>\n",
        "      <td>-2.0</td>\n",
        "      <td>-2.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>1</td>\n",
-       "      <td></td>\n",
-       "      <td>-2.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_1_escort_tour_constant</th>\n",
-       "      <td>0.179651</td>\n",
-       "      <td>0.3622</td>\n",
+       "      <td>0.274841</td>\n",
+       "      <td>0.274841</td>\n",
+       "      <td>0.362200</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.179651</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_1_plus_eating_out_tours_constant</th>\n",
-       "      <td>0.204827</td>\n",
-       "      <td>0.9612</td>\n",
+       "      <td>-0.253387</td>\n",
+       "      <td>-0.253387</td>\n",
+       "      <td>0.961200</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.204827</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_1_plus_maintenance_tours_constant</th>\n",
-       "      <td>0.073169</td>\n",
-       "      <td>0.6788</td>\n",
+       "      <td>0.316648</td>\n",
+       "      <td>0.316648</td>\n",
+       "      <td>0.678800</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.073169</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_1_plus_other_discretionary_tours_constant</th>\n",
-       "      <td>1.133662</td>\n",
-       "      <td>1.4935</td>\n",
+       "      <td>1.168896</td>\n",
+       "      <td>1.168896</td>\n",
+       "      <td>1.493500</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>1.133662</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_1_plus_shopping_tours_constant</th>\n",
-       "      <td>0.785367</td>\n",
-       "      <td>1.6919</td>\n",
+       "      <td>1.139680</td>\n",
+       "      <td>1.139680</td>\n",
+       "      <td>1.691900</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.785367</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_1_plus_visting_tours_constant</th>\n",
-       "      <td>-0.011286</td>\n",
-       "      <td>0.4424</td>\n",
+       "      <td>0.059049</td>\n",
+       "      <td>0.059049</td>\n",
+       "      <td>0.442400</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.011286</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_2_plus_escort_tours_constant</th>\n",
-       "      <td>1.744429</td>\n",
-       "      <td>2.2219</td>\n",
+       "      <td>1.941139</td>\n",
+       "      <td>1.941139</td>\n",
+       "      <td>2.221900</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>1.744429</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_discretionary_tour</th>\n",
-       "      <td>0.543162</td>\n",
-       "      <td>0.9030</td>\n",
+       "      <td>0.578396</td>\n",
+       "      <td>0.578396</td>\n",
+       "      <td>0.903000</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.543162</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_escorting_tour</th>\n",
-       "      <td>1.353509</td>\n",
-       "      <td>2.4910</td>\n",
+       "      <td>1.842119</td>\n",
+       "      <td>1.842119</td>\n",
+       "      <td>2.491000</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>1.353509</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_maintenance_tour</th>\n",
-       "      <td>0.416369</td>\n",
-       "      <td>1.0220</td>\n",
+       "      <td>0.659848</td>\n",
+       "      <td>0.659848</td>\n",
+       "      <td>1.022000</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.416369</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_presence_of_full_time_worker_and_escorting_tour</th>\n",
-       "      <td>-0.613492</td>\n",
-       "      <td>-0.8930</td>\n",
+       "      <td>-0.928522</td>\n",
+       "      <td>-0.928522</td>\n",
+       "      <td>-0.893000</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.613492</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_presence_of_non_worker_and_discretionary_tour</th>\n",
-       "      <td>0.013879</td>\n",
-       "      <td>0.7910</td>\n",
+       "      <td>0.693868</td>\n",
+       "      <td>0.693868</td>\n",
+       "      <td>0.791000</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.013879</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_presence_of_non_worker_and_eating_out_tour</th>\n",
-       "      <td>1.115052</td>\n",
-       "      <td>1.1570</td>\n",
+       "      <td>1.549677</td>\n",
+       "      <td>1.549677</td>\n",
+       "      <td>1.157000</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>1.115052</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_presence_of_non_worker_and_escorting_tour</th>\n",
-       "      <td>0.890993</td>\n",
-       "      <td>0.8900</td>\n",
+       "      <td>0.960167</td>\n",
+       "      <td>0.960167</td>\n",
+       "      <td>0.890000</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.890993</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_presence_of_non_worker_and_shopping_tour</th>\n",
-       "      <td>0.231053</td>\n",
-       "      <td>0.8080</td>\n",
+       "      <td>0.669579</td>\n",
+       "      <td>0.669579</td>\n",
+       "      <td>0.808000</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.231053</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_presence_of_part_time_worker_and_eating_out_tour</th>\n",
-       "      <td>1.392675</td>\n",
-       "      <td>1.0370</td>\n",
+       "      <td>1.135686</td>\n",
+       "      <td>1.135686</td>\n",
+       "      <td>1.037000</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>1.392675</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_presence_of_part_time_worker_and_shopping_tour</th>\n",
-       "      <td>1.044044</td>\n",
-       "      <td>1.1550</td>\n",
+       "      <td>1.013348</td>\n",
+       "      <td>1.013348</td>\n",
+       "      <td>1.155000</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>1.044044</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_total_number_of_tours_is_1</th>\n",
-       "      <td>-4.436747</td>\n",
-       "      <td>-5.7590</td>\n",
+       "      <td>-4.911268</td>\n",
+       "      <td>-4.911268</td>\n",
+       "      <td>-5.759000</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-4.436747</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_total_number_of_tours_is_2</th>\n",
-       "      <td>-9.039558</td>\n",
-       "      <td>-11.5170</td>\n",
+       "      <td>-9.965345</td>\n",
+       "      <td>-9.965345</td>\n",
+       "      <td>-11.517000</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-9.039558</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_total_number_of_tours_is_3</th>\n",
-       "      <td>-12.714429</td>\n",
-       "      <td>-17.2760</td>\n",
+       "      <td>-15.118161</td>\n",
+       "      <td>-15.118161</td>\n",
+       "      <td>-17.275999</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-12.714429</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_total_number_of_tours_is_4</th>\n",
-       "      <td>-29.080351</td>\n",
-       "      <td>-23.0350</td>\n",
+       "      <td>-19.999999</td>\n",
+       "      <td>-19.999999</td>\n",
+       "      <td>-23.035000</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-29.080351</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_total_number_of_tours_is_6_plus</th>\n",
        "      <td>-999.000000</td>\n",
-       "      <td>-999.0000</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>-999.000000</td>\n",
+       "      <td>-999.000000</td>\n",
        "      <td>-999.0</td>\n",
        "      <td>-999.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>1</td>\n",
-       "      <td></td>\n",
-       "      <td>-999.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_urban_and_discretionary_tour</th>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.0000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>1</td>\n",
-       "      <td></td>\n",
-       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_visiting_or_social_tour</th>\n",
-       "      <td>0.315314</td>\n",
-       "      <td>0.7690</td>\n",
+       "      <td>0.385649</td>\n",
+       "      <td>0.385649</td>\n",
+       "      <td>0.769000</td>\n",
+       "      <td>-20.0</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.315314</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "                                                         value  initvalue  \\\n",
-       "coef_0_auto_household_and_escorting_tour             -2.000000    -2.0000   \n",
-       "coef_1_escort_tour_constant                           0.179651     0.3622   \n",
-       "coef_1_plus_eating_out_tours_constant                 0.204827     0.9612   \n",
-       "coef_1_plus_maintenance_tours_constant                0.073169     0.6788   \n",
-       "coef_1_plus_other_discretionary_tours_constant        1.133662     1.4935   \n",
-       "coef_1_plus_shopping_tours_constant                   0.785367     1.6919   \n",
-       "coef_1_plus_visting_tours_constant                   -0.011286     0.4424   \n",
-       "coef_2_plus_escort_tours_constant                     1.744429     2.2219   \n",
-       "coef_discretionary_tour                               0.543162     0.9030   \n",
-       "coef_escorting_tour                                   1.353509     2.4910   \n",
-       "coef_maintenance_tour                                 0.416369     1.0220   \n",
-       "coef_presence_of_full_time_worker_and_escorting...   -0.613492    -0.8930   \n",
-       "coef_presence_of_non_worker_and_discretionary_tour    0.013879     0.7910   \n",
-       "coef_presence_of_non_worker_and_eating_out_tour       1.115052     1.1570   \n",
-       "coef_presence_of_non_worker_and_escorting_tour        0.890993     0.8900   \n",
-       "coef_presence_of_non_worker_and_shopping_tour         0.231053     0.8080   \n",
-       "coef_presence_of_part_time_worker_and_eating_ou...    1.392675     1.0370   \n",
-       "coef_presence_of_part_time_worker_and_shopping_...    1.044044     1.1550   \n",
-       "coef_total_number_of_tours_is_1                      -4.436747    -5.7590   \n",
-       "coef_total_number_of_tours_is_2                      -9.039558   -11.5170   \n",
-       "coef_total_number_of_tours_is_3                     -12.714429   -17.2760   \n",
-       "coef_total_number_of_tours_is_4                     -29.080351   -23.0350   \n",
-       "coef_total_number_of_tours_is_6_plus               -999.000000  -999.0000   \n",
-       "coef_urban_and_discretionary_tour                     0.000000     0.0000   \n",
-       "coef_visiting_or_social_tour                          0.315314     0.7690   \n",
+       "                                                         value        best  \\\n",
+       "param_name                                                                   \n",
+       "coef_0_auto_household_and_escorting_tour             -2.000000   -2.000000   \n",
+       "coef_1_escort_tour_constant                           0.274841    0.274841   \n",
+       "coef_1_plus_eating_out_tours_constant                -0.253387   -0.253387   \n",
+       "coef_1_plus_maintenance_tours_constant                0.316648    0.316648   \n",
+       "coef_1_plus_other_discretionary_tours_constant        1.168896    1.168896   \n",
+       "coef_1_plus_shopping_tours_constant                   1.139680    1.139680   \n",
+       "coef_1_plus_visting_tours_constant                    0.059049    0.059049   \n",
+       "coef_2_plus_escort_tours_constant                     1.941139    1.941139   \n",
+       "coef_discretionary_tour                               0.578396    0.578396   \n",
+       "coef_escorting_tour                                   1.842119    1.842119   \n",
+       "coef_maintenance_tour                                 0.659848    0.659848   \n",
+       "coef_presence_of_full_time_worker_and_escorting...   -0.928522   -0.928522   \n",
+       "coef_presence_of_non_worker_and_discretionary_tour    0.693868    0.693868   \n",
+       "coef_presence_of_non_worker_and_eating_out_tour       1.549677    1.549677   \n",
+       "coef_presence_of_non_worker_and_escorting_tour        0.960167    0.960167   \n",
+       "coef_presence_of_non_worker_and_shopping_tour         0.669579    0.669579   \n",
+       "coef_presence_of_part_time_worker_and_eating_ou...    1.135686    1.135686   \n",
+       "coef_presence_of_part_time_worker_and_shopping_...    1.013348    1.013348   \n",
+       "coef_total_number_of_tours_is_1                      -4.911268   -4.911268   \n",
+       "coef_total_number_of_tours_is_2                      -9.965345   -9.965345   \n",
+       "coef_total_number_of_tours_is_3                     -15.118161  -15.118161   \n",
+       "coef_total_number_of_tours_is_4                     -19.999999  -19.999999   \n",
+       "coef_total_number_of_tours_is_6_plus               -999.000000 -999.000000   \n",
+       "coef_urban_and_discretionary_tour                     0.000000    0.000000   \n",
+       "coef_visiting_or_social_tour                          0.385649    0.385649   \n",
        "\n",
-       "                                                    nullvalue  minimum  \\\n",
-       "coef_0_auto_household_and_escorting_tour                  0.0     -2.0   \n",
-       "coef_1_escort_tour_constant                               0.0      NaN   \n",
-       "coef_1_plus_eating_out_tours_constant                     0.0      NaN   \n",
-       "coef_1_plus_maintenance_tours_constant                    0.0      NaN   \n",
-       "coef_1_plus_other_discretionary_tours_constant            0.0      NaN   \n",
-       "coef_1_plus_shopping_tours_constant                       0.0      NaN   \n",
-       "coef_1_plus_visting_tours_constant                        0.0      NaN   \n",
-       "coef_2_plus_escort_tours_constant                         0.0      NaN   \n",
-       "coef_discretionary_tour                                   0.0      NaN   \n",
-       "coef_escorting_tour                                       0.0      NaN   \n",
-       "coef_maintenance_tour                                     0.0      NaN   \n",
-       "coef_presence_of_full_time_worker_and_escorting...        0.0      NaN   \n",
-       "coef_presence_of_non_worker_and_discretionary_tour        0.0      NaN   \n",
-       "coef_presence_of_non_worker_and_eating_out_tour           0.0      NaN   \n",
-       "coef_presence_of_non_worker_and_escorting_tour            0.0      NaN   \n",
-       "coef_presence_of_non_worker_and_shopping_tour             0.0      NaN   \n",
-       "coef_presence_of_part_time_worker_and_eating_ou...        0.0      NaN   \n",
-       "coef_presence_of_part_time_worker_and_shopping_...        0.0      NaN   \n",
-       "coef_total_number_of_tours_is_1                           0.0      NaN   \n",
-       "coef_total_number_of_tours_is_2                           0.0      NaN   \n",
-       "coef_total_number_of_tours_is_3                           0.0      NaN   \n",
-       "coef_total_number_of_tours_is_4                           0.0      NaN   \n",
-       "coef_total_number_of_tours_is_6_plus                      0.0   -999.0   \n",
-       "coef_urban_and_discretionary_tour                         0.0      0.0   \n",
-       "coef_visiting_or_social_tour                              0.0      NaN   \n",
+       "                                                     initvalue  minimum  \\\n",
+       "param_name                                                                \n",
+       "coef_0_auto_household_and_escorting_tour             -2.000000     -2.0   \n",
+       "coef_1_escort_tour_constant                           0.362200    -20.0   \n",
+       "coef_1_plus_eating_out_tours_constant                 0.961200    -20.0   \n",
+       "coef_1_plus_maintenance_tours_constant                0.678800    -20.0   \n",
+       "coef_1_plus_other_discretionary_tours_constant        1.493500    -20.0   \n",
+       "coef_1_plus_shopping_tours_constant                   1.691900    -20.0   \n",
+       "coef_1_plus_visting_tours_constant                    0.442400    -20.0   \n",
+       "coef_2_plus_escort_tours_constant                     2.221900    -20.0   \n",
+       "coef_discretionary_tour                               0.903000    -20.0   \n",
+       "coef_escorting_tour                                   2.491000    -20.0   \n",
+       "coef_maintenance_tour                                 1.022000    -20.0   \n",
+       "coef_presence_of_full_time_worker_and_escorting...   -0.893000    -20.0   \n",
+       "coef_presence_of_non_worker_and_discretionary_tour    0.791000    -20.0   \n",
+       "coef_presence_of_non_worker_and_eating_out_tour       1.157000    -20.0   \n",
+       "coef_presence_of_non_worker_and_escorting_tour        0.890000    -20.0   \n",
+       "coef_presence_of_non_worker_and_shopping_tour         0.808000    -20.0   \n",
+       "coef_presence_of_part_time_worker_and_eating_ou...    1.037000    -20.0   \n",
+       "coef_presence_of_part_time_worker_and_shopping_...    1.155000    -20.0   \n",
+       "coef_total_number_of_tours_is_1                      -5.759000    -20.0   \n",
+       "coef_total_number_of_tours_is_2                     -11.517000    -20.0   \n",
+       "coef_total_number_of_tours_is_3                     -17.275999    -20.0   \n",
+       "coef_total_number_of_tours_is_4                     -23.035000    -20.0   \n",
+       "coef_total_number_of_tours_is_6_plus               -999.000000   -999.0   \n",
+       "coef_urban_and_discretionary_tour                     0.000000      0.0   \n",
+       "coef_visiting_or_social_tour                          0.769000    -20.0   \n",
        "\n",
-       "                                                    maximum  holdfast note  \\\n",
-       "coef_0_auto_household_and_escorting_tour               -2.0         1        \n",
-       "coef_1_escort_tour_constant                             NaN         0        \n",
-       "coef_1_plus_eating_out_tours_constant                   NaN         0        \n",
-       "coef_1_plus_maintenance_tours_constant                  NaN         0        \n",
-       "coef_1_plus_other_discretionary_tours_constant          NaN         0        \n",
-       "coef_1_plus_shopping_tours_constant                     NaN         0        \n",
-       "coef_1_plus_visting_tours_constant                      NaN         0        \n",
-       "coef_2_plus_escort_tours_constant                       NaN         0        \n",
-       "coef_discretionary_tour                                 NaN         0        \n",
-       "coef_escorting_tour                                     NaN         0        \n",
-       "coef_maintenance_tour                                   NaN         0        \n",
-       "coef_presence_of_full_time_worker_and_escorting...      NaN         0        \n",
-       "coef_presence_of_non_worker_and_discretionary_tour      NaN         0        \n",
-       "coef_presence_of_non_worker_and_eating_out_tour         NaN         0        \n",
-       "coef_presence_of_non_worker_and_escorting_tour          NaN         0        \n",
-       "coef_presence_of_non_worker_and_shopping_tour           NaN         0        \n",
-       "coef_presence_of_part_time_worker_and_eating_ou...      NaN         0        \n",
-       "coef_presence_of_part_time_worker_and_shopping_...      NaN         0        \n",
-       "coef_total_number_of_tours_is_1                         NaN         0        \n",
-       "coef_total_number_of_tours_is_2                         NaN         0        \n",
-       "coef_total_number_of_tours_is_3                         NaN         0        \n",
-       "coef_total_number_of_tours_is_4                         NaN         0        \n",
-       "coef_total_number_of_tours_is_6_plus                 -999.0         1        \n",
-       "coef_urban_and_discretionary_tour                       0.0         1        \n",
-       "coef_visiting_or_social_tour                            NaN         0        \n",
+       "                                                    maximum  nullvalue  \\\n",
+       "param_name                                                               \n",
+       "coef_0_auto_household_and_escorting_tour               -2.0        0.0   \n",
+       "coef_1_escort_tour_constant                            20.0        0.0   \n",
+       "coef_1_plus_eating_out_tours_constant                  20.0        0.0   \n",
+       "coef_1_plus_maintenance_tours_constant                 20.0        0.0   \n",
+       "coef_1_plus_other_discretionary_tours_constant         20.0        0.0   \n",
+       "coef_1_plus_shopping_tours_constant                    20.0        0.0   \n",
+       "coef_1_plus_visting_tours_constant                     20.0        0.0   \n",
+       "coef_2_plus_escort_tours_constant                      20.0        0.0   \n",
+       "coef_discretionary_tour                                20.0        0.0   \n",
+       "coef_escorting_tour                                    20.0        0.0   \n",
+       "coef_maintenance_tour                                  20.0        0.0   \n",
+       "coef_presence_of_full_time_worker_and_escorting...     20.0        0.0   \n",
+       "coef_presence_of_non_worker_and_discretionary_tour     20.0        0.0   \n",
+       "coef_presence_of_non_worker_and_eating_out_tour        20.0        0.0   \n",
+       "coef_presence_of_non_worker_and_escorting_tour         20.0        0.0   \n",
+       "coef_presence_of_non_worker_and_shopping_tour          20.0        0.0   \n",
+       "coef_presence_of_part_time_worker_and_eating_ou...     20.0        0.0   \n",
+       "coef_presence_of_part_time_worker_and_shopping_...     20.0        0.0   \n",
+       "coef_total_number_of_tours_is_1                        20.0        0.0   \n",
+       "coef_total_number_of_tours_is_2                        20.0        0.0   \n",
+       "coef_total_number_of_tours_is_3                        20.0        0.0   \n",
+       "coef_total_number_of_tours_is_4                        20.0        0.0   \n",
+       "coef_total_number_of_tours_is_6_plus                 -999.0        0.0   \n",
+       "coef_urban_and_discretionary_tour                       0.0        0.0   \n",
+       "coef_visiting_or_social_tour                           20.0        0.0   \n",
        "\n",
-       "                                                          best  \n",
-       "coef_0_auto_household_and_escorting_tour             -2.000000  \n",
-       "coef_1_escort_tour_constant                           0.179651  \n",
-       "coef_1_plus_eating_out_tours_constant                 0.204827  \n",
-       "coef_1_plus_maintenance_tours_constant                0.073169  \n",
-       "coef_1_plus_other_discretionary_tours_constant        1.133662  \n",
-       "coef_1_plus_shopping_tours_constant                   0.785367  \n",
-       "coef_1_plus_visting_tours_constant                   -0.011286  \n",
-       "coef_2_plus_escort_tours_constant                     1.744429  \n",
-       "coef_discretionary_tour                               0.543162  \n",
-       "coef_escorting_tour                                   1.353509  \n",
-       "coef_maintenance_tour                                 0.416369  \n",
-       "coef_presence_of_full_time_worker_and_escorting...   -0.613492  \n",
-       "coef_presence_of_non_worker_and_discretionary_tour    0.013879  \n",
-       "coef_presence_of_non_worker_and_eating_out_tour       1.115052  \n",
-       "coef_presence_of_non_worker_and_escorting_tour        0.890993  \n",
-       "coef_presence_of_non_worker_and_shopping_tour         0.231053  \n",
-       "coef_presence_of_part_time_worker_and_eating_ou...    1.392675  \n",
-       "coef_presence_of_part_time_worker_and_shopping_...    1.044044  \n",
-       "coef_total_number_of_tours_is_1                      -4.436747  \n",
-       "coef_total_number_of_tours_is_2                      -9.039558  \n",
-       "coef_total_number_of_tours_is_3                     -12.714429  \n",
-       "coef_total_number_of_tours_is_4                     -29.080351  \n",
-       "coef_total_number_of_tours_is_6_plus               -999.000000  \n",
-       "coef_urban_and_discretionary_tour                     0.000000  \n",
-       "coef_visiting_or_social_tour                          0.315314  "
+       "                                                    holdfast  \n",
+       "param_name                                                    \n",
+       "coef_0_auto_household_and_escorting_tour                   1  \n",
+       "coef_1_escort_tour_constant                                0  \n",
+       "coef_1_plus_eating_out_tours_constant                      0  \n",
+       "coef_1_plus_maintenance_tours_constant                     0  \n",
+       "coef_1_plus_other_discretionary_tours_constant             0  \n",
+       "coef_1_plus_shopping_tours_constant                        0  \n",
+       "coef_1_plus_visting_tours_constant                         0  \n",
+       "coef_2_plus_escort_tours_constant                          0  \n",
+       "coef_discretionary_tour                                    0  \n",
+       "coef_escorting_tour                                        0  \n",
+       "coef_maintenance_tour                                      0  \n",
+       "coef_presence_of_full_time_worker_and_escorting...         0  \n",
+       "coef_presence_of_non_worker_and_discretionary_tour         0  \n",
+       "coef_presence_of_non_worker_and_eating_out_tour            0  \n",
+       "coef_presence_of_non_worker_and_escorting_tour             0  \n",
+       "coef_presence_of_non_worker_and_shopping_tour              0  \n",
+       "coef_presence_of_part_time_worker_and_eating_ou...         0  \n",
+       "coef_presence_of_part_time_worker_and_shopping_...         0  \n",
+       "coef_total_number_of_tours_is_1                            0  \n",
+       "coef_total_number_of_tours_is_2                            0  \n",
+       "coef_total_number_of_tours_is_3                            0  \n",
+       "coef_total_number_of_tours_is_4                            0  \n",
+       "coef_total_number_of_tours_is_6_plus                       1  \n",
+       "coef_urban_and_discretionary_tour                          1  \n",
+       "coef_visiting_or_social_tour                               0  "
       ]
      },
      "metadata": {},
@@ -5087,873 +10840,307 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/var/folders/js/bk_dt9015j79_f6bxnc44dsr0000gp/T/ipykernel_48972/89088409.py:2: PossibleOverspecification: WARNING: Model is possibly over-specified (hessian is nearly singular).\n",
-      "  m.estimate(method='SLSQP')\n",
-      "/Users/jeffnewman/LocalGit/asim-larch/activitysim-larch/conda-environments/AL-ENV/lib/python3.9/site-packages/larch/linalg/__init__.py:18: UserWarning: minimum eig 2.8528068249273466e-08 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/var/folders/js/bk_dt9015j79_f6bxnc44dsr0000gp/T/ipykernel_48972/89088409.py:2: PossibleOverspecification: WARNING: Model seems to have 14 parameter estimators with negative variance\n",
-      "- coef_1_escort_tour_constant\n",
-      "- coef_1_plus_eating_out_tours_constant\n",
-      "- coef_1_plus_maintenance_tours_constant\n",
-      "- coef_1_plus_shopping_tours_constant\n",
-      "- and 10 more\n",
-      "  m.estimate(method='SLSQP')\n",
-      "/var/folders/js/bk_dt9015j79_f6bxnc44dsr0000gp/T/ipykernel_48972/89088409.py:2: RuntimeWarning: invalid value encountered in sqrt\n",
-      "  m.estimate(method='SLSQP')\n"
+      "/Users/jpn/Git/est-mode/larch/src/larch/model/jaxmodel.py:1156: PossibleOverspecification: Model is possibly over-specified (hessian is nearly singular).\n",
+      "  self.calculate_parameter_covariance()\n"
      ]
-    }
-   ],
-   "source": [
-    "for k, m in model.items():\n",
-    "    m.estimate(method='SLSQP')"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Estimated coefficients"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 11,
-   "metadata": {},
-   "outputs": [
+    },
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#T_1039a_row39_col4, #T_1039a_row39_col5, #T_1039a_row40_col0, #T_1039a_row40_col1, #T_1039a_row40_col2, #T_1039a_row40_col3, #T_1039a_row40_col4, #T_1039a_row40_col5, #T_1039a_row41_col0, #T_1039a_row41_col1, #T_1039a_row41_col2, #T_1039a_row41_col3, #T_1039a_row41_col4, #T_1039a_row41_col5, #T_1039a_row42_col0, #T_1039a_row42_col1, #T_1039a_row42_col2, #T_1039a_row42_col3, #T_1039a_row42_col4, #T_1039a_row42_col5, #T_1039a_row43_col0, #T_1039a_row43_col1, #T_1039a_row43_col2, #T_1039a_row43_col3, #T_1039a_row43_col4, #T_1039a_row43_col5, #T_1039a_row44_col0, #T_1039a_row44_col1, #T_1039a_row44_col2, #T_1039a_row44_col3, #T_1039a_row44_col4, #T_1039a_row44_col5, #T_1039a_row45_col0, #T_1039a_row45_col1, #T_1039a_row45_col2, #T_1039a_row45_col3, #T_1039a_row45_col4, #T_1039a_row45_col5, #T_1039a_row46_col0, #T_1039a_row46_col1, #T_1039a_row46_col2, #T_1039a_row46_col3, #T_1039a_row46_col4, #T_1039a_row46_col5, #T_1039a_row47_col0, #T_1039a_row47_col1, #T_1039a_row47_col2, #T_1039a_row47_col3, #T_1039a_row47_col4, #T_1039a_row47_col5, #T_1039a_row48_col0, #T_1039a_row48_col1, #T_1039a_row48_col2, #T_1039a_row48_col3, #T_1039a_row48_col4, #T_1039a_row48_col5, #T_1039a_row49_col0, #T_1039a_row49_col1, #T_1039a_row49_col2, #T_1039a_row49_col3, #T_1039a_row49_col4, #T_1039a_row49_col5, #T_1039a_row50_col0, #T_1039a_row50_col1, #T_1039a_row50_col2, #T_1039a_row50_col3, #T_1039a_row50_col4, #T_1039a_row50_col5, #T_1039a_row51_col0, #T_1039a_row51_col1, #T_1039a_row51_col2, #T_1039a_row51_col3, #T_1039a_row51_col4, #T_1039a_row51_col5, #T_1039a_row52_col0, #T_1039a_row52_col1, #T_1039a_row52_col2, #T_1039a_row52_col3, #T_1039a_row52_col4, #T_1039a_row52_col5, #T_1039a_row53_col0, #T_1039a_row53_col1, #T_1039a_row53_col2, #T_1039a_row53_col3, #T_1039a_row53_col4, #T_1039a_row53_col5, #T_1039a_row54_col0, #T_1039a_row54_col1, #T_1039a_row54_col2, #T_1039a_row54_col3, #T_1039a_row54_col4, #T_1039a_row54_col5, #T_1039a_row55_col0, #T_1039a_row55_col1, #T_1039a_row55_col2, #T_1039a_row55_col3, #T_1039a_row55_col4, #T_1039a_row55_col5, #T_1039a_row56_col0, #T_1039a_row56_col1, #T_1039a_row56_col2, #T_1039a_row56_col3, #T_1039a_row56_col4, #T_1039a_row56_col5, #T_1039a_row57_col0, #T_1039a_row57_col1, #T_1039a_row57_col2, #T_1039a_row57_col3, #T_1039a_row57_col4, #T_1039a_row57_col5, #T_1039a_row58_col0, #T_1039a_row58_col1, #T_1039a_row58_col2, #T_1039a_row58_col3, #T_1039a_row58_col4, #T_1039a_row58_col5, #T_1039a_row59_col0, #T_1039a_row59_col1, #T_1039a_row59_col2, #T_1039a_row59_col3, #T_1039a_row59_col4, #T_1039a_row59_col5, #T_1039a_row60_col0, #T_1039a_row60_col1, #T_1039a_row60_col2, #T_1039a_row60_col3, #T_1039a_row60_col4, #T_1039a_row60_col5, #T_1039a_row61_col0, #T_1039a_row61_col1, #T_1039a_row61_col2, #T_1039a_row61_col3, #T_1039a_row61_col4, #T_1039a_row61_col5, #T_1039a_row62_col0, #T_1039a_row62_col1, #T_1039a_row62_col2, #T_1039a_row62_col3, #T_1039a_row62_col4, #T_1039a_row62_col5, #T_1039a_row63_col0, #T_1039a_row63_col1, #T_1039a_row63_col2, #T_1039a_row63_col3, #T_1039a_row63_col4, #T_1039a_row63_col5, #T_1039a_row64_col0, #T_1039a_row64_col1, #T_1039a_row64_col2, #T_1039a_row64_col3, #T_1039a_row64_col4, #T_1039a_row64_col5, #T_1039a_row65_col0, #T_1039a_row65_col1, #T_1039a_row65_col2, #T_1039a_row65_col3, #T_1039a_row65_col4, #T_1039a_row65_col5, #T_1039a_row66_col0, #T_1039a_row66_col1, #T_1039a_row66_col2, #T_1039a_row66_col3, #T_1039a_row66_col4, #T_1039a_row66_col5, #T_1039a_row67_col0, #T_1039a_row67_col1, #T_1039a_row67_col2, #T_1039a_row67_col3, #T_1039a_row67_col4, #T_1039a_row67_col5, #T_1039a_row68_col0, #T_1039a_row68_col1, #T_1039a_row68_col2, #T_1039a_row68_col3, #T_1039a_row68_col4, #T_1039a_row68_col5, #T_1039a_row69_col0, #T_1039a_row69_col1, #T_1039a_row69_col2, #T_1039a_row69_col3, #T_1039a_row69_col4, #T_1039a_row69_col5, #T_1039a_row70_col0, #T_1039a_row70_col1, #T_1039a_row70_col2, #T_1039a_row70_col3, #T_1039a_row70_col4, #T_1039a_row70_col5, #T_1039a_row71_col0, #T_1039a_row71_col1, #T_1039a_row71_col2, #T_1039a_row71_col3, #T_1039a_row71_col4, #T_1039a_row71_col5 {\n",
+       "#T_a3fcf_row0_col0, #T_a3fcf_row0_col1, #T_a3fcf_row0_col2, #T_a3fcf_row0_col3, #T_a3fcf_row0_col4, #T_a3fcf_row1_col0, #T_a3fcf_row1_col1, #T_a3fcf_row1_col2, #T_a3fcf_row1_col3, #T_a3fcf_row1_col4, #T_a3fcf_row2_col0, #T_a3fcf_row2_col1, #T_a3fcf_row2_col2, #T_a3fcf_row2_col3, #T_a3fcf_row2_col4, #T_a3fcf_row3_col0, #T_a3fcf_row3_col1, #T_a3fcf_row3_col2, #T_a3fcf_row3_col3, #T_a3fcf_row3_col4, #T_a3fcf_row4_col0, #T_a3fcf_row4_col1, #T_a3fcf_row4_col2, #T_a3fcf_row4_col3, #T_a3fcf_row4_col4, #T_a3fcf_row5_col0, #T_a3fcf_row5_col1, #T_a3fcf_row5_col2, #T_a3fcf_row5_col3, #T_a3fcf_row5_col4, #T_a3fcf_row6_col0, #T_a3fcf_row6_col1, #T_a3fcf_row6_col2, #T_a3fcf_row6_col3, #T_a3fcf_row6_col4, #T_a3fcf_row7_col0, #T_a3fcf_row7_col1, #T_a3fcf_row7_col2, #T_a3fcf_row7_col3, #T_a3fcf_row7_col4, #T_a3fcf_row8_col0, #T_a3fcf_row8_col1, #T_a3fcf_row8_col2, #T_a3fcf_row8_col3, #T_a3fcf_row8_col4, #T_a3fcf_row9_col0, #T_a3fcf_row9_col1, #T_a3fcf_row9_col2, #T_a3fcf_row9_col3, #T_a3fcf_row9_col4, #T_a3fcf_row10_col0, #T_a3fcf_row10_col1, #T_a3fcf_row10_col2, #T_a3fcf_row10_col3, #T_a3fcf_row10_col4, #T_a3fcf_row11_col0, #T_a3fcf_row11_col1, #T_a3fcf_row11_col2, #T_a3fcf_row11_col3, #T_a3fcf_row11_col4, #T_a3fcf_row12_col0, #T_a3fcf_row12_col1, #T_a3fcf_row12_col2, #T_a3fcf_row12_col3, #T_a3fcf_row12_col4, #T_a3fcf_row13_col0, #T_a3fcf_row13_col1, #T_a3fcf_row13_col2, #T_a3fcf_row13_col3, #T_a3fcf_row13_col4, #T_a3fcf_row14_col0, #T_a3fcf_row14_col1, #T_a3fcf_row14_col2, #T_a3fcf_row14_col3, #T_a3fcf_row14_col4, #T_a3fcf_row15_col0, #T_a3fcf_row15_col1, #T_a3fcf_row15_col2, #T_a3fcf_row15_col3, #T_a3fcf_row15_col4, #T_a3fcf_row16_col0, #T_a3fcf_row16_col1, #T_a3fcf_row16_col2, #T_a3fcf_row16_col3, #T_a3fcf_row16_col4, #T_a3fcf_row17_col0, #T_a3fcf_row17_col1, #T_a3fcf_row17_col2, #T_a3fcf_row17_col3, #T_a3fcf_row17_col4, #T_a3fcf_row18_col0, #T_a3fcf_row18_col1, #T_a3fcf_row18_col2, #T_a3fcf_row18_col3, #T_a3fcf_row18_col4, #T_a3fcf_row19_col0, #T_a3fcf_row19_col1, #T_a3fcf_row19_col2, #T_a3fcf_row19_col3, #T_a3fcf_row19_col4, #T_a3fcf_row20_col0, #T_a3fcf_row20_col1, #T_a3fcf_row20_col2, #T_a3fcf_row20_col3, #T_a3fcf_row20_col4, #T_a3fcf_row21_col0, #T_a3fcf_row21_col1, #T_a3fcf_row21_col2, #T_a3fcf_row21_col3, #T_a3fcf_row21_col4, #T_a3fcf_row22_col0, #T_a3fcf_row22_col1, #T_a3fcf_row22_col2, #T_a3fcf_row22_col3, #T_a3fcf_row22_col4, #T_a3fcf_row23_col0, #T_a3fcf_row23_col1, #T_a3fcf_row23_col2, #T_a3fcf_row23_col3, #T_a3fcf_row23_col4, #T_a3fcf_row24_col0, #T_a3fcf_row24_col1, #T_a3fcf_row24_col2, #T_a3fcf_row24_col3, #T_a3fcf_row24_col4 {\n",
        "  font-family: monospace;\n",
        "}\n",
        "</style>\n",
-       "<table id=\"T_1039a\">\n",
+       "<table id=\"T_a3fcf\">\n",
        "  <thead>\n",
        "    <tr>\n",
        "      <th class=\"blank level0\" >&nbsp;</th>\n",
-       "      <th id=\"T_1039a_level0_col0\" class=\"col_heading level0 col0\" >Value</th>\n",
-       "      <th id=\"T_1039a_level0_col1\" class=\"col_heading level0 col1\" >Std Err</th>\n",
-       "      <th id=\"T_1039a_level0_col2\" class=\"col_heading level0 col2\" >t Stat</th>\n",
-       "      <th id=\"T_1039a_level0_col3\" class=\"col_heading level0 col3\" >Signif</th>\n",
-       "      <th id=\"T_1039a_level0_col4\" class=\"col_heading level0 col4\" >Like Ratio</th>\n",
-       "      <th id=\"T_1039a_level0_col5\" class=\"col_heading level0 col5\" >Null Value</th>\n",
-       "      <th id=\"T_1039a_level0_col6\" class=\"col_heading level0 col6\" >Constrained</th>\n",
+       "      <th id=\"T_a3fcf_level0_col0\" class=\"col_heading level0 col0\" >Value</th>\n",
+       "      <th id=\"T_a3fcf_level0_col1\" class=\"col_heading level0 col1\" >Std Err</th>\n",
+       "      <th id=\"T_a3fcf_level0_col2\" class=\"col_heading level0 col2\" >t Stat</th>\n",
+       "      <th id=\"T_a3fcf_level0_col3\" class=\"col_heading level0 col3\" >Signif</th>\n",
+       "      <th id=\"T_a3fcf_level0_col4\" class=\"col_heading level0 col4\" >Null Value</th>\n",
+       "      <th id=\"T_a3fcf_level0_col5\" class=\"col_heading level0 col5\" >Constrained</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th class=\"index_name level0\" >Parameter</th>\n",
+       "      <th class=\"blank col0\" >&nbsp;</th>\n",
+       "      <th class=\"blank col1\" >&nbsp;</th>\n",
+       "      <th class=\"blank col2\" >&nbsp;</th>\n",
+       "      <th class=\"blank col3\" >&nbsp;</th>\n",
+       "      <th class=\"blank col4\" >&nbsp;</th>\n",
+       "      <th class=\"blank col5\" >&nbsp;</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th id=\"T_1039a_level0_row0\" class=\"row_heading level0 row0\" >coef_0_auto_household_and_escorting_tour</th>\n",
-       "      <td id=\"T_1039a_row0_col0\" class=\"data row0 col0\" >-2.00</td>\n",
-       "      <td id=\"T_1039a_row0_col1\" class=\"data row0 col1\" > NA</td>\n",
-       "      <td id=\"T_1039a_row0_col2\" class=\"data row0 col2\" > NA</td>\n",
-       "      <td id=\"T_1039a_row0_col3\" class=\"data row0 col3\" ></td>\n",
-       "      <td id=\"T_1039a_row0_col4\" class=\"data row0 col4\" > NA</td>\n",
-       "      <td id=\"T_1039a_row0_col5\" class=\"data row0 col5\" > 0.00</td>\n",
-       "      <td id=\"T_1039a_row0_col6\" class=\"data row0 col6\" >fixed value</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_1039a_level0_row1\" class=\"row_heading level0 row1\" >coef_1_escort_tour_constant</th>\n",
-       "      <td id=\"T_1039a_row1_col0\" class=\"data row1 col0\" > 0.319</td>\n",
-       "      <td id=\"T_1039a_row1_col1\" class=\"data row1 col1\" > NA</td>\n",
-       "      <td id=\"T_1039a_row1_col2\" class=\"data row1 col2\" > NA</td>\n",
-       "      <td id=\"T_1039a_row1_col3\" class=\"data row1 col3\" >[*]</td>\n",
-       "      <td id=\"T_1039a_row1_col4\" class=\"data row1 col4\" > 2.36</td>\n",
-       "      <td id=\"T_1039a_row1_col5\" class=\"data row1 col5\" > 0.00</td>\n",
-       "      <td id=\"T_1039a_row1_col6\" class=\"data row1 col6\" ></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_1039a_level0_row2\" class=\"row_heading level0 row2\" >coef_1_plus_eating_out_tours_constant</th>\n",
-       "      <td id=\"T_1039a_row2_col0\" class=\"data row2 col0\" >-1.01</td>\n",
-       "      <td id=\"T_1039a_row2_col1\" class=\"data row2 col1\" > 124.</td>\n",
-       "      <td id=\"T_1039a_row2_col2\" class=\"data row2 col2\" >-0.01</td>\n",
-       "      <td id=\"T_1039a_row2_col3\" class=\"data row2 col3\" ></td>\n",
-       "      <td id=\"T_1039a_row2_col4\" class=\"data row2 col4\" > NA</td>\n",
-       "      <td id=\"T_1039a_row2_col5\" class=\"data row2 col5\" > 0.00</td>\n",
-       "      <td id=\"T_1039a_row2_col6\" class=\"data row2 col6\" ></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_1039a_level0_row3\" class=\"row_heading level0 row3\" >coef_1_plus_maintenance_tours_constant</th>\n",
-       "      <td id=\"T_1039a_row3_col0\" class=\"data row3 col0\" >-2.84</td>\n",
-       "      <td id=\"T_1039a_row3_col1\" class=\"data row3 col1\" > 124.</td>\n",
-       "      <td id=\"T_1039a_row3_col2\" class=\"data row3 col2\" >-0.02</td>\n",
-       "      <td id=\"T_1039a_row3_col3\" class=\"data row3 col3\" ></td>\n",
-       "      <td id=\"T_1039a_row3_col4\" class=\"data row3 col4\" > NA</td>\n",
-       "      <td id=\"T_1039a_row3_col5\" class=\"data row3 col5\" > 0.00</td>\n",
-       "      <td id=\"T_1039a_row3_col6\" class=\"data row3 col6\" ></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_1039a_level0_row4\" class=\"row_heading level0 row4\" >coef_1_plus_other_discretionary_tours_constant</th>\n",
-       "      <td id=\"T_1039a_row4_col0\" class=\"data row4 col0\" > 10.5</td>\n",
-       "      <td id=\"T_1039a_row4_col1\" class=\"data row4 col1\" > 123.</td>\n",
-       "      <td id=\"T_1039a_row4_col2\" class=\"data row4 col2\" > 0.09</td>\n",
-       "      <td id=\"T_1039a_row4_col3\" class=\"data row4 col3\" ></td>\n",
-       "      <td id=\"T_1039a_row4_col4\" class=\"data row4 col4\" > NA</td>\n",
-       "      <td id=\"T_1039a_row4_col5\" class=\"data row4 col5\" > 0.00</td>\n",
-       "      <td id=\"T_1039a_row4_col6\" class=\"data row4 col6\" ></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_1039a_level0_row5\" class=\"row_heading level0 row5\" >coef_1_plus_shopping_tours_constant</th>\n",
-       "      <td id=\"T_1039a_row5_col0\" class=\"data row5 col0\" > 7.18</td>\n",
-       "      <td id=\"T_1039a_row5_col1\" class=\"data row5 col1\" > 124.</td>\n",
-       "      <td id=\"T_1039a_row5_col2\" class=\"data row5 col2\" > 0.06</td>\n",
-       "      <td id=\"T_1039a_row5_col3\" class=\"data row5 col3\" ></td>\n",
-       "      <td id=\"T_1039a_row5_col4\" class=\"data row5 col4\" > NA</td>\n",
-       "      <td id=\"T_1039a_row5_col5\" class=\"data row5 col5\" > 0.00</td>\n",
-       "      <td id=\"T_1039a_row5_col6\" class=\"data row5 col6\" ></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_1039a_level0_row6\" class=\"row_heading level0 row6\" >coef_1_plus_visting_tours_constant</th>\n",
-       "      <td id=\"T_1039a_row6_col0\" class=\"data row6 col0\" >-0.321</td>\n",
-       "      <td id=\"T_1039a_row6_col1\" class=\"data row6 col1\" > 124.</td>\n",
-       "      <td id=\"T_1039a_row6_col2\" class=\"data row6 col2\" >-0.00</td>\n",
-       "      <td id=\"T_1039a_row6_col3\" class=\"data row6 col3\" ></td>\n",
-       "      <td id=\"T_1039a_row6_col4\" class=\"data row6 col4\" > NA</td>\n",
-       "      <td id=\"T_1039a_row6_col5\" class=\"data row6 col5\" > 0.00</td>\n",
-       "      <td id=\"T_1039a_row6_col6\" class=\"data row6 col6\" ></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_1039a_level0_row7\" class=\"row_heading level0 row7\" >coef_2_plus_escort_tours_constant</th>\n",
-       "      <td id=\"T_1039a_row7_col0\" class=\"data row7 col0\" > 0.607</td>\n",
-       "      <td id=\"T_1039a_row7_col1\" class=\"data row7 col1\" > NA</td>\n",
-       "      <td id=\"T_1039a_row7_col2\" class=\"data row7 col2\" > NA</td>\n",
-       "      <td id=\"T_1039a_row7_col3\" class=\"data row7 col3\" >[]</td>\n",
-       "      <td id=\"T_1039a_row7_col4\" class=\"data row7 col4\" > 0.97</td>\n",
-       "      <td id=\"T_1039a_row7_col5\" class=\"data row7 col5\" > 0.00</td>\n",
-       "      <td id=\"T_1039a_row7_col6\" class=\"data row7 col6\" ></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_1039a_level0_row8\" class=\"row_heading level0 row8\" >coef_at_home_pre_driving_school_kid_and_escorting_tour</th>\n",
-       "      <td id=\"T_1039a_row8_col0\" class=\"data row8 col0\" >-0.926</td>\n",
-       "      <td id=\"T_1039a_row8_col1\" class=\"data row8 col1\" > 1.05</td>\n",
-       "      <td id=\"T_1039a_row8_col2\" class=\"data row8 col2\" >-0.89</td>\n",
-       "      <td id=\"T_1039a_row8_col3\" class=\"data row8 col3\" ></td>\n",
-       "      <td id=\"T_1039a_row8_col4\" class=\"data row8 col4\" > NA</td>\n",
-       "      <td id=\"T_1039a_row8_col5\" class=\"data row8 col5\" > 0.00</td>\n",
-       "      <td id=\"T_1039a_row8_col6\" class=\"data row8 col6\" ></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_1039a_level0_row9\" class=\"row_heading level0 row9\" >coef_at_home_pre_school_kid_and_discretionary_tour</th>\n",
-       "      <td id=\"T_1039a_row9_col0\" class=\"data row9 col0\" >-0.656</td>\n",
-       "      <td id=\"T_1039a_row9_col1\" class=\"data row9 col1\" > 0.743</td>\n",
-       "      <td id=\"T_1039a_row9_col2\" class=\"data row9 col2\" >-0.88</td>\n",
-       "      <td id=\"T_1039a_row9_col3\" class=\"data row9 col3\" ></td>\n",
-       "      <td id=\"T_1039a_row9_col4\" class=\"data row9 col4\" > NA</td>\n",
-       "      <td id=\"T_1039a_row9_col5\" class=\"data row9 col5\" > 0.00</td>\n",
-       "      <td id=\"T_1039a_row9_col6\" class=\"data row9 col6\" ></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_1039a_level0_row10\" class=\"row_heading level0 row10\" >coef_at_home_pre_school_kid_and_escorting_tour</th>\n",
-       "      <td id=\"T_1039a_row10_col0\" class=\"data row10 col0\" >-0.793</td>\n",
-       "      <td id=\"T_1039a_row10_col1\" class=\"data row10 col1\" > 0.821</td>\n",
-       "      <td id=\"T_1039a_row10_col2\" class=\"data row10 col2\" >-0.97</td>\n",
-       "      <td id=\"T_1039a_row10_col3\" class=\"data row10 col3\" ></td>\n",
-       "      <td id=\"T_1039a_row10_col4\" class=\"data row10 col4\" > NA</td>\n",
-       "      <td id=\"T_1039a_row10_col5\" class=\"data row10 col5\" > 0.00</td>\n",
-       "      <td id=\"T_1039a_row10_col6\" class=\"data row10 col6\" ></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_1039a_level0_row11\" class=\"row_heading level0 row11\" >coef_auto_access_to_retail_and_discretionary</th>\n",
-       "      <td id=\"T_1039a_row11_col0\" class=\"data row11 col0\" >-1.05</td>\n",
-       "      <td id=\"T_1039a_row11_col1\" class=\"data row11 col1\" > 0.957</td>\n",
-       "      <td id=\"T_1039a_row11_col2\" class=\"data row11 col2\" >-1.10</td>\n",
-       "      <td id=\"T_1039a_row11_col3\" class=\"data row11 col3\" ></td>\n",
-       "      <td id=\"T_1039a_row11_col4\" class=\"data row11 col4\" > NA</td>\n",
-       "      <td id=\"T_1039a_row11_col5\" class=\"data row11 col5\" > 0.00</td>\n",
-       "      <td id=\"T_1039a_row11_col6\" class=\"data row11 col6\" ></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_1039a_level0_row12\" class=\"row_heading level0 row12\" >coef_auto_access_to_retail_and_maintenance</th>\n",
-       "      <td id=\"T_1039a_row12_col0\" class=\"data row12 col0\" > 0.279</td>\n",
-       "      <td id=\"T_1039a_row12_col1\" class=\"data row12 col1\" > 0.886</td>\n",
-       "      <td id=\"T_1039a_row12_col2\" class=\"data row12 col2\" > 0.31</td>\n",
-       "      <td id=\"T_1039a_row12_col3\" class=\"data row12 col3\" ></td>\n",
-       "      <td id=\"T_1039a_row12_col4\" class=\"data row12 col4\" > NA</td>\n",
-       "      <td id=\"T_1039a_row12_col5\" class=\"data row12 col5\" > 0.00</td>\n",
-       "      <td id=\"T_1039a_row12_col6\" class=\"data row12 col6\" ></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_1039a_level0_row13\" class=\"row_heading level0 row13\" >coef_auto_access_to_retail_and_shopping</th>\n",
-       "      <td id=\"T_1039a_row13_col0\" class=\"data row13 col0\" >-0.631</td>\n",
-       "      <td id=\"T_1039a_row13_col1\" class=\"data row13 col1\" > 0.855</td>\n",
-       "      <td id=\"T_1039a_row13_col2\" class=\"data row13 col2\" >-0.74</td>\n",
-       "      <td id=\"T_1039a_row13_col3\" class=\"data row13 col3\" ></td>\n",
-       "      <td id=\"T_1039a_row13_col4\" class=\"data row13 col4\" > NA</td>\n",
-       "      <td id=\"T_1039a_row13_col5\" class=\"data row13 col5\" > 0.00</td>\n",
-       "      <td id=\"T_1039a_row13_col6\" class=\"data row13 col6\" ></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_1039a_level0_row14\" class=\"row_heading level0 row14\" >coef_car_surplus_vs_workers_and_tour_frequency_is_5_plus</th>\n",
-       "      <td id=\"T_1039a_row14_col0\" class=\"data row14 col0\" > 0.168</td>\n",
-       "      <td id=\"T_1039a_row14_col1\" class=\"data row14 col1\" > 0.233</td>\n",
-       "      <td id=\"T_1039a_row14_col2\" class=\"data row14 col2\" > 0.72</td>\n",
-       "      <td id=\"T_1039a_row14_col3\" class=\"data row14 col3\" ></td>\n",
-       "      <td id=\"T_1039a_row14_col4\" class=\"data row14 col4\" > NA</td>\n",
-       "      <td id=\"T_1039a_row14_col5\" class=\"data row14 col5\" > 0.00</td>\n",
-       "      <td id=\"T_1039a_row14_col6\" class=\"data row14 col6\" ></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_1039a_level0_row15\" class=\"row_heading level0 row15\" >coef_female_and_escorting_tour</th>\n",
-       "      <td id=\"T_1039a_row15_col0\" class=\"data row15 col0\" > 0.601</td>\n",
-       "      <td id=\"T_1039a_row15_col1\" class=\"data row15 col1\" > 0.266</td>\n",
-       "      <td id=\"T_1039a_row15_col2\" class=\"data row15 col2\" > 2.26</td>\n",
-       "      <td id=\"T_1039a_row15_col3\" class=\"data row15 col3\" >*</td>\n",
-       "      <td id=\"T_1039a_row15_col4\" class=\"data row15 col4\" > NA</td>\n",
-       "      <td id=\"T_1039a_row15_col5\" class=\"data row15 col5\" > 0.00</td>\n",
-       "      <td id=\"T_1039a_row15_col6\" class=\"data row15 col6\" ></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_1039a_level0_row16\" class=\"row_heading level0 row16\" >coef_female_and_tour_frequency_is_1</th>\n",
-       "      <td id=\"T_1039a_row16_col0\" class=\"data row16 col0\" >-0.316</td>\n",
-       "      <td id=\"T_1039a_row16_col1\" class=\"data row16 col1\" > 0.137</td>\n",
-       "      <td id=\"T_1039a_row16_col2\" class=\"data row16 col2\" >-2.31</td>\n",
-       "      <td id=\"T_1039a_row16_col3\" class=\"data row16 col3\" >*</td>\n",
-       "      <td id=\"T_1039a_row16_col4\" class=\"data row16 col4\" > NA</td>\n",
-       "      <td id=\"T_1039a_row16_col5\" class=\"data row16 col5\" > 0.00</td>\n",
-       "      <td id=\"T_1039a_row16_col6\" class=\"data row16 col6\" ></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_1039a_level0_row17\" class=\"row_heading level0 row17\" >coef_female_and_tour_frequency_is_2</th>\n",
-       "      <td id=\"T_1039a_row17_col0\" class=\"data row17 col0\" >-0.583</td>\n",
-       "      <td id=\"T_1039a_row17_col1\" class=\"data row17 col1\" > 0.277</td>\n",
-       "      <td id=\"T_1039a_row17_col2\" class=\"data row17 col2\" >-2.11</td>\n",
-       "      <td id=\"T_1039a_row17_col3\" class=\"data row17 col3\" >*</td>\n",
-       "      <td id=\"T_1039a_row17_col4\" class=\"data row17 col4\" > NA</td>\n",
-       "      <td id=\"T_1039a_row17_col5\" class=\"data row17 col5\" > 0.00</td>\n",
-       "      <td id=\"T_1039a_row17_col6\" class=\"data row17 col6\" ></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_1039a_level0_row18\" class=\"row_heading level0 row18\" >coef_female_and_tour_frequency_is_5</th>\n",
-       "      <td id=\"T_1039a_row18_col0\" class=\"data row18 col0\" > 0.0227</td>\n",
-       "      <td id=\"T_1039a_row18_col1\" class=\"data row18 col1\" > 0.671</td>\n",
-       "      <td id=\"T_1039a_row18_col2\" class=\"data row18 col2\" > 0.03</td>\n",
-       "      <td id=\"T_1039a_row18_col3\" class=\"data row18 col3\" ></td>\n",
-       "      <td id=\"T_1039a_row18_col4\" class=\"data row18 col4\" > NA</td>\n",
-       "      <td id=\"T_1039a_row18_col5\" class=\"data row18 col5\" > 0.00</td>\n",
-       "      <td id=\"T_1039a_row18_col6\" class=\"data row18 col6\" ></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_1039a_level0_row19\" class=\"row_heading level0 row19\" >coef_high_income_group_and_discretionary_tour</th>\n",
-       "      <td id=\"T_1039a_row19_col0\" class=\"data row19 col0\" >-0.0604</td>\n",
-       "      <td id=\"T_1039a_row19_col1\" class=\"data row19 col1\" > 0.241</td>\n",
-       "      <td id=\"T_1039a_row19_col2\" class=\"data row19 col2\" >-0.25</td>\n",
-       "      <td id=\"T_1039a_row19_col3\" class=\"data row19 col3\" ></td>\n",
-       "      <td id=\"T_1039a_row19_col4\" class=\"data row19 col4\" > NA</td>\n",
-       "      <td id=\"T_1039a_row19_col5\" class=\"data row19 col5\" > 0.00</td>\n",
-       "      <td id=\"T_1039a_row19_col6\" class=\"data row19 col6\" ></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_1039a_level0_row20\" class=\"row_heading level0 row20\" >coef_high_income_group_and_eating_out_tour</th>\n",
-       "      <td id=\"T_1039a_row20_col0\" class=\"data row20 col0\" > 0.726</td>\n",
-       "      <td id=\"T_1039a_row20_col1\" class=\"data row20 col1\" > 0.282</td>\n",
-       "      <td id=\"T_1039a_row20_col2\" class=\"data row20 col2\" > 2.58</td>\n",
-       "      <td id=\"T_1039a_row20_col3\" class=\"data row20 col3\" >**</td>\n",
-       "      <td id=\"T_1039a_row20_col4\" class=\"data row20 col4\" > NA</td>\n",
-       "      <td id=\"T_1039a_row20_col5\" class=\"data row20 col5\" > 0.00</td>\n",
-       "      <td id=\"T_1039a_row20_col6\" class=\"data row20 col6\" ></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_1039a_level0_row21\" class=\"row_heading level0 row21\" >coef_high_income_group_and_tour_frequency_is_1</th>\n",
-       "      <td id=\"T_1039a_row21_col0\" class=\"data row21 col0\" > 1.14</td>\n",
-       "      <td id=\"T_1039a_row21_col1\" class=\"data row21 col1\" > 0.408</td>\n",
-       "      <td id=\"T_1039a_row21_col2\" class=\"data row21 col2\" > 2.79</td>\n",
-       "      <td id=\"T_1039a_row21_col3\" class=\"data row21 col3\" >**</td>\n",
-       "      <td id=\"T_1039a_row21_col4\" class=\"data row21 col4\" > NA</td>\n",
-       "      <td id=\"T_1039a_row21_col5\" class=\"data row21 col5\" > 0.00</td>\n",
-       "      <td id=\"T_1039a_row21_col6\" class=\"data row21 col6\" ></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_1039a_level0_row22\" class=\"row_heading level0 row22\" >coef_high_income_group_and_tour_frequency_is_2</th>\n",
-       "      <td id=\"T_1039a_row22_col0\" class=\"data row22 col0\" > 2.22</td>\n",
-       "      <td id=\"T_1039a_row22_col1\" class=\"data row22 col1\" > 0.869</td>\n",
-       "      <td id=\"T_1039a_row22_col2\" class=\"data row22 col2\" > 2.55</td>\n",
-       "      <td id=\"T_1039a_row22_col3\" class=\"data row22 col3\" >*</td>\n",
-       "      <td id=\"T_1039a_row22_col4\" class=\"data row22 col4\" > NA</td>\n",
-       "      <td id=\"T_1039a_row22_col5\" class=\"data row22 col5\" > 0.00</td>\n",
-       "      <td id=\"T_1039a_row22_col6\" class=\"data row22 col6\" ></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_1039a_level0_row23\" class=\"row_heading level0 row23\" >coef_high_income_group_and_tour_frequency_is_5_plus</th>\n",
-       "      <td id=\"T_1039a_row23_col0\" class=\"data row23 col0\" > 0.105</td>\n",
-       "      <td id=\"T_1039a_row23_col1\" class=\"data row23 col1\" > 1.42</td>\n",
-       "      <td id=\"T_1039a_row23_col2\" class=\"data row23 col2\" > 0.07</td>\n",
-       "      <td id=\"T_1039a_row23_col3\" class=\"data row23 col3\" ></td>\n",
-       "      <td id=\"T_1039a_row23_col4\" class=\"data row23 col4\" > NA</td>\n",
-       "      <td id=\"T_1039a_row23_col5\" class=\"data row23 col5\" > 0.00</td>\n",
-       "      <td id=\"T_1039a_row23_col6\" class=\"data row23 col6\" ></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_1039a_level0_row24\" class=\"row_heading level0 row24\" >coef_high_income_group_and_visiting_tour</th>\n",
-       "      <td id=\"T_1039a_row24_col0\" class=\"data row24 col0\" >-0.863</td>\n",
-       "      <td id=\"T_1039a_row24_col1\" class=\"data row24 col1\" > 0.350</td>\n",
-       "      <td id=\"T_1039a_row24_col2\" class=\"data row24 col2\" >-2.46</td>\n",
-       "      <td id=\"T_1039a_row24_col3\" class=\"data row24 col3\" >*</td>\n",
-       "      <td id=\"T_1039a_row24_col4\" class=\"data row24 col4\" > NA</td>\n",
-       "      <td id=\"T_1039a_row24_col5\" class=\"data row24 col5\" > 0.00</td>\n",
-       "      <td id=\"T_1039a_row24_col6\" class=\"data row24 col6\" ></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_1039a_level0_row25\" class=\"row_heading level0 row25\" >coef_logged_maximum_residual_window_tour_frequency_is_1</th>\n",
-       "      <td id=\"T_1039a_row25_col0\" class=\"data row25 col0\" > 1.34</td>\n",
-       "      <td id=\"T_1039a_row25_col1\" class=\"data row25 col1\" > 0.232</td>\n",
-       "      <td id=\"T_1039a_row25_col2\" class=\"data row25 col2\" > 5.76</td>\n",
-       "      <td id=\"T_1039a_row25_col3\" class=\"data row25 col3\" >***</td>\n",
-       "      <td id=\"T_1039a_row25_col4\" class=\"data row25 col4\" > NA</td>\n",
-       "      <td id=\"T_1039a_row25_col5\" class=\"data row25 col5\" > 0.00</td>\n",
-       "      <td id=\"T_1039a_row25_col6\" class=\"data row25 col6\" ></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_1039a_level0_row26\" class=\"row_heading level0 row26\" >coef_logged_maximum_residual_window_tour_frequency_is_2</th>\n",
-       "      <td id=\"T_1039a_row26_col0\" class=\"data row26 col0\" > 1.43</td>\n",
-       "      <td id=\"T_1039a_row26_col1\" class=\"data row26 col1\" > 0.289</td>\n",
-       "      <td id=\"T_1039a_row26_col2\" class=\"data row26 col2\" > 4.94</td>\n",
-       "      <td id=\"T_1039a_row26_col3\" class=\"data row26 col3\" >***</td>\n",
-       "      <td id=\"T_1039a_row26_col4\" class=\"data row26 col4\" > NA</td>\n",
-       "      <td id=\"T_1039a_row26_col5\" class=\"data row26 col5\" > 0.00</td>\n",
-       "      <td id=\"T_1039a_row26_col6\" class=\"data row26 col6\" ></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_1039a_level0_row27\" class=\"row_heading level0 row27\" >coef_logged_maximum_residual_window_tour_frequency_is_5_plus</th>\n",
-       "      <td id=\"T_1039a_row27_col0\" class=\"data row27 col0\" > 0.640</td>\n",
-       "      <td id=\"T_1039a_row27_col1\" class=\"data row27 col1\" > 1.09</td>\n",
-       "      <td id=\"T_1039a_row27_col2\" class=\"data row27 col2\" > 0.59</td>\n",
-       "      <td id=\"T_1039a_row27_col3\" class=\"data row27 col3\" ></td>\n",
-       "      <td id=\"T_1039a_row27_col4\" class=\"data row27 col4\" > NA</td>\n",
-       "      <td id=\"T_1039a_row27_col5\" class=\"data row27 col5\" > 0.00</td>\n",
-       "      <td id=\"T_1039a_row27_col6\" class=\"data row27 col6\" ></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_1039a_level0_row28\" class=\"row_heading level0 row28\" >coef_mediumhigh_income_group_and_tour_frequency_is_1</th>\n",
-       "      <td id=\"T_1039a_row28_col0\" class=\"data row28 col0\" > 1.09</td>\n",
-       "      <td id=\"T_1039a_row28_col1\" class=\"data row28 col1\" > 0.394</td>\n",
-       "      <td id=\"T_1039a_row28_col2\" class=\"data row28 col2\" > 2.77</td>\n",
-       "      <td id=\"T_1039a_row28_col3\" class=\"data row28 col3\" >**</td>\n",
-       "      <td id=\"T_1039a_row28_col4\" class=\"data row28 col4\" > NA</td>\n",
-       "      <td id=\"T_1039a_row28_col5\" class=\"data row28 col5\" > 0.00</td>\n",
-       "      <td id=\"T_1039a_row28_col6\" class=\"data row28 col6\" ></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_1039a_level0_row29\" class=\"row_heading level0 row29\" >coef_mediumhigh_income_group_and_tour_frequency_is_2</th>\n",
-       "      <td id=\"T_1039a_row29_col0\" class=\"data row29 col0\" > 1.81</td>\n",
-       "      <td id=\"T_1039a_row29_col1\" class=\"data row29 col1\" > 0.850</td>\n",
-       "      <td id=\"T_1039a_row29_col2\" class=\"data row29 col2\" > 2.13</td>\n",
-       "      <td id=\"T_1039a_row29_col3\" class=\"data row29 col3\" >*</td>\n",
-       "      <td id=\"T_1039a_row29_col4\" class=\"data row29 col4\" > NA</td>\n",
-       "      <td id=\"T_1039a_row29_col5\" class=\"data row29 col5\" > 0.00</td>\n",
-       "      <td id=\"T_1039a_row29_col6\" class=\"data row29 col6\" ></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_1039a_level0_row30\" class=\"row_heading level0 row30\" >coef_mediumhigh_income_group_and_tour_frequency_is_5_plus</th>\n",
-       "      <td id=\"T_1039a_row30_col0\" class=\"data row30 col0\" > 1.04</td>\n",
-       "      <td id=\"T_1039a_row30_col1\" class=\"data row30 col1\" > 1.25</td>\n",
-       "      <td id=\"T_1039a_row30_col2\" class=\"data row30 col2\" > 0.83</td>\n",
-       "      <td id=\"T_1039a_row30_col3\" class=\"data row30 col3\" ></td>\n",
-       "      <td id=\"T_1039a_row30_col4\" class=\"data row30 col4\" > NA</td>\n",
-       "      <td id=\"T_1039a_row30_col5\" class=\"data row30 col5\" > 0.00</td>\n",
-       "      <td id=\"T_1039a_row30_col6\" class=\"data row30 col6\" ></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_1039a_level0_row31\" class=\"row_heading level0 row31\" >coef_number_of_joint_eating_out_tours</th>\n",
-       "      <td id=\"T_1039a_row31_col0\" class=\"data row31 col0\" >-9.98</td>\n",
-       "      <td id=\"T_1039a_row31_col1\" class=\"data row31 col1\" > 147.</td>\n",
-       "      <td id=\"T_1039a_row31_col2\" class=\"data row31 col2\" >-0.07</td>\n",
-       "      <td id=\"T_1039a_row31_col3\" class=\"data row31 col3\" ></td>\n",
-       "      <td id=\"T_1039a_row31_col4\" class=\"data row31 col4\" > NA</td>\n",
-       "      <td id=\"T_1039a_row31_col5\" class=\"data row31 col5\" > 0.00</td>\n",
-       "      <td id=\"T_1039a_row31_col6\" class=\"data row31 col6\" ></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_1039a_level0_row32\" class=\"row_heading level0 row32\" >coef_number_of_mandatory_tours_and_tour_frequency_is_2</th>\n",
-       "      <td id=\"T_1039a_row32_col0\" class=\"data row32 col0\" >-1.43</td>\n",
-       "      <td id=\"T_1039a_row32_col1\" class=\"data row32 col1\" > 0.489</td>\n",
-       "      <td id=\"T_1039a_row32_col2\" class=\"data row32 col2\" >-2.93</td>\n",
-       "      <td id=\"T_1039a_row32_col3\" class=\"data row32 col3\" >**</td>\n",
-       "      <td id=\"T_1039a_row32_col4\" class=\"data row32 col4\" > NA</td>\n",
-       "      <td id=\"T_1039a_row32_col5\" class=\"data row32 col5\" > 0.00</td>\n",
-       "      <td id=\"T_1039a_row32_col6\" class=\"data row32 col6\" ></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_1039a_level0_row33\" class=\"row_heading level0 row33\" >coef_number_of_mandatory_tours_and_tour_frequency_is_5_plus</th>\n",
-       "      <td id=\"T_1039a_row33_col0\" class=\"data row33 col0\" >-1.64</td>\n",
-       "      <td id=\"T_1039a_row33_col1\" class=\"data row33 col1\" > 2.28</td>\n",
-       "      <td id=\"T_1039a_row33_col2\" class=\"data row33 col2\" >-0.72</td>\n",
-       "      <td id=\"T_1039a_row33_col3\" class=\"data row33 col3\" ></td>\n",
-       "      <td id=\"T_1039a_row33_col4\" class=\"data row33 col4\" > NA</td>\n",
-       "      <td id=\"T_1039a_row33_col5\" class=\"data row33 col5\" > 0.00</td>\n",
-       "      <td id=\"T_1039a_row33_col6\" class=\"data row33 col6\" ></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_1039a_level0_row34\" class=\"row_heading level0 row34\" >coef_presence_of_driving_school_kid_and_discretionary_tour</th>\n",
-       "      <td id=\"T_1039a_row34_col0\" class=\"data row34 col0\" > 0.384</td>\n",
-       "      <td id=\"T_1039a_row34_col1\" class=\"data row34 col1\" > 0.452</td>\n",
-       "      <td id=\"T_1039a_row34_col2\" class=\"data row34 col2\" > 0.85</td>\n",
-       "      <td id=\"T_1039a_row34_col3\" class=\"data row34 col3\" ></td>\n",
-       "      <td id=\"T_1039a_row34_col4\" class=\"data row34 col4\" > NA</td>\n",
-       "      <td id=\"T_1039a_row34_col5\" class=\"data row34 col5\" > 0.00</td>\n",
-       "      <td id=\"T_1039a_row34_col6\" class=\"data row34 col6\" ></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_1039a_level0_row35\" class=\"row_heading level0 row35\" >coef_presence_of_driving_school_kid_and_escorting_tour</th>\n",
-       "      <td id=\"T_1039a_row35_col0\" class=\"data row35 col0\" >-0.211</td>\n",
-       "      <td id=\"T_1039a_row35_col1\" class=\"data row35 col1\" > 0.529</td>\n",
-       "      <td id=\"T_1039a_row35_col2\" class=\"data row35 col2\" >-0.40</td>\n",
-       "      <td id=\"T_1039a_row35_col3\" class=\"data row35 col3\" ></td>\n",
-       "      <td id=\"T_1039a_row35_col4\" class=\"data row35 col4\" > NA</td>\n",
-       "      <td id=\"T_1039a_row35_col5\" class=\"data row35 col5\" > 0.00</td>\n",
-       "      <td id=\"T_1039a_row35_col6\" class=\"data row35 col6\" ></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_1039a_level0_row36\" class=\"row_heading level0 row36\" >coef_presence_of_full_time_worker_and_discretionary_tour</th>\n",
-       "      <td id=\"T_1039a_row36_col0\" class=\"data row36 col0\" >-0.783</td>\n",
-       "      <td id=\"T_1039a_row36_col1\" class=\"data row36 col1\" > 0.222</td>\n",
-       "      <td id=\"T_1039a_row36_col2\" class=\"data row36 col2\" >-3.53</td>\n",
-       "      <td id=\"T_1039a_row36_col3\" class=\"data row36 col3\" >***</td>\n",
-       "      <td id=\"T_1039a_row36_col4\" class=\"data row36 col4\" > NA</td>\n",
-       "      <td id=\"T_1039a_row36_col5\" class=\"data row36 col5\" > 0.00</td>\n",
-       "      <td id=\"T_1039a_row36_col6\" class=\"data row36 col6\" ></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_1039a_level0_row37\" class=\"row_heading level0 row37\" >coef_presence_of_full_time_worker_and_eating_out_tour</th>\n",
-       "      <td id=\"T_1039a_row37_col0\" class=\"data row37 col0\" >-0.748</td>\n",
-       "      <td id=\"T_1039a_row37_col1\" class=\"data row37 col1\" > 0.221</td>\n",
-       "      <td id=\"T_1039a_row37_col2\" class=\"data row37 col2\" >-3.38</td>\n",
-       "      <td id=\"T_1039a_row37_col3\" class=\"data row37 col3\" >***</td>\n",
-       "      <td id=\"T_1039a_row37_col4\" class=\"data row37 col4\" > NA</td>\n",
-       "      <td id=\"T_1039a_row37_col5\" class=\"data row37 col5\" > 0.00</td>\n",
-       "      <td id=\"T_1039a_row37_col6\" class=\"data row37 col6\" ></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_1039a_level0_row38\" class=\"row_heading level0 row38\" >coef_presence_of_full_time_worker_and_maintenance_tour</th>\n",
-       "      <td id=\"T_1039a_row38_col0\" class=\"data row38 col0\" >-0.342</td>\n",
-       "      <td id=\"T_1039a_row38_col1\" class=\"data row38 col1\" > 0.271</td>\n",
-       "      <td id=\"T_1039a_row38_col2\" class=\"data row38 col2\" >-1.27</td>\n",
-       "      <td id=\"T_1039a_row38_col3\" class=\"data row38 col3\" ></td>\n",
-       "      <td id=\"T_1039a_row38_col4\" class=\"data row38 col4\" > NA</td>\n",
-       "      <td id=\"T_1039a_row38_col5\" class=\"data row38 col5\" > 0.00</td>\n",
-       "      <td id=\"T_1039a_row38_col6\" class=\"data row38 col6\" ></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_1039a_level0_row39\" class=\"row_heading level0 row39\" >coef_presence_of_full_time_worker_and_shopping_tour</th>\n",
-       "      <td id=\"T_1039a_row39_col0\" class=\"data row39 col0\" >-0.631</td>\n",
-       "      <td id=\"T_1039a_row39_col1\" class=\"data row39 col1\" > 0.190</td>\n",
-       "      <td id=\"T_1039a_row39_col2\" class=\"data row39 col2\" >-3.32</td>\n",
-       "      <td id=\"T_1039a_row39_col3\" class=\"data row39 col3\" >***</td>\n",
-       "      <td id=\"T_1039a_row39_col4\" class=\"data row39 col4\" > NA</td>\n",
-       "      <td id=\"T_1039a_row39_col5\" class=\"data row39 col5\" > 0.00</td>\n",
-       "      <td id=\"T_1039a_row39_col6\" class=\"data row39 col6\" ></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_1039a_level0_row40\" class=\"row_heading level0 row40\" >coef_presence_of_non_worker_and_discretionary_tour</th>\n",
-       "      <td id=\"T_1039a_row40_col0\" class=\"data row40 col0\" >-1.27</td>\n",
-       "      <td id=\"T_1039a_row40_col1\" class=\"data row40 col1\" > 0.384</td>\n",
-       "      <td id=\"T_1039a_row40_col2\" class=\"data row40 col2\" >-3.30</td>\n",
-       "      <td id=\"T_1039a_row40_col3\" class=\"data row40 col3\" >***</td>\n",
-       "      <td id=\"T_1039a_row40_col4\" class=\"data row40 col4\" > NA</td>\n",
-       "      <td id=\"T_1039a_row40_col5\" class=\"data row40 col5\" > 0.00</td>\n",
-       "      <td id=\"T_1039a_row40_col6\" class=\"data row40 col6\" ></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_1039a_level0_row41\" class=\"row_heading level0 row41\" >coef_presence_of_non_worker_and_eating_out_tour</th>\n",
-       "      <td id=\"T_1039a_row41_col0\" class=\"data row41 col0\" >-0.445</td>\n",
-       "      <td id=\"T_1039a_row41_col1\" class=\"data row41 col1\" > 0.327</td>\n",
-       "      <td id=\"T_1039a_row41_col2\" class=\"data row41 col2\" >-1.36</td>\n",
-       "      <td id=\"T_1039a_row41_col3\" class=\"data row41 col3\" ></td>\n",
-       "      <td id=\"T_1039a_row41_col4\" class=\"data row41 col4\" > NA</td>\n",
-       "      <td id=\"T_1039a_row41_col5\" class=\"data row41 col5\" > 0.00</td>\n",
-       "      <td id=\"T_1039a_row41_col6\" class=\"data row41 col6\" ></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_1039a_level0_row42\" class=\"row_heading level0 row42\" >coef_presence_of_non_worker_and_escorting_tour</th>\n",
-       "      <td id=\"T_1039a_row42_col0\" class=\"data row42 col0\" >-0.854</td>\n",
-       "      <td id=\"T_1039a_row42_col1\" class=\"data row42 col1\" > 0.404</td>\n",
-       "      <td id=\"T_1039a_row42_col2\" class=\"data row42 col2\" >-2.11</td>\n",
-       "      <td id=\"T_1039a_row42_col3\" class=\"data row42 col3\" >*</td>\n",
-       "      <td id=\"T_1039a_row42_col4\" class=\"data row42 col4\" > NA</td>\n",
-       "      <td id=\"T_1039a_row42_col5\" class=\"data row42 col5\" > 0.00</td>\n",
-       "      <td id=\"T_1039a_row42_col6\" class=\"data row42 col6\" ></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_1039a_level0_row43\" class=\"row_heading level0 row43\" >coef_presence_of_non_worker_and_maintenance_tour</th>\n",
-       "      <td id=\"T_1039a_row43_col0\" class=\"data row43 col0\" >-0.209</td>\n",
-       "      <td id=\"T_1039a_row43_col1\" class=\"data row43 col1\" > 0.364</td>\n",
-       "      <td id=\"T_1039a_row43_col2\" class=\"data row43 col2\" >-0.58</td>\n",
-       "      <td id=\"T_1039a_row43_col3\" class=\"data row43 col3\" ></td>\n",
-       "      <td id=\"T_1039a_row43_col4\" class=\"data row43 col4\" > NA</td>\n",
-       "      <td id=\"T_1039a_row43_col5\" class=\"data row43 col5\" > 0.00</td>\n",
-       "      <td id=\"T_1039a_row43_col6\" class=\"data row43 col6\" ></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_1039a_level0_row44\" class=\"row_heading level0 row44\" >coef_presence_of_non_worker_and_shopping_tour</th>\n",
-       "      <td id=\"T_1039a_row44_col0\" class=\"data row44 col0\" >-0.844</td>\n",
-       "      <td id=\"T_1039a_row44_col1\" class=\"data row44 col1\" > 0.301</td>\n",
-       "      <td id=\"T_1039a_row44_col2\" class=\"data row44 col2\" >-2.80</td>\n",
-       "      <td id=\"T_1039a_row44_col3\" class=\"data row44 col3\" >**</td>\n",
-       "      <td id=\"T_1039a_row44_col4\" class=\"data row44 col4\" > NA</td>\n",
-       "      <td id=\"T_1039a_row44_col5\" class=\"data row44 col5\" > 0.00</td>\n",
-       "      <td id=\"T_1039a_row44_col6\" class=\"data row44 col6\" ></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_1039a_level0_row45\" class=\"row_heading level0 row45\" >coef_presence_of_part_time_worker_and_discretionary_tour</th>\n",
-       "      <td id=\"T_1039a_row45_col0\" class=\"data row45 col0\" >-0.0412</td>\n",
-       "      <td id=\"T_1039a_row45_col1\" class=\"data row45 col1\" > 0.265</td>\n",
-       "      <td id=\"T_1039a_row45_col2\" class=\"data row45 col2\" >-0.16</td>\n",
-       "      <td id=\"T_1039a_row45_col3\" class=\"data row45 col3\" ></td>\n",
-       "      <td id=\"T_1039a_row45_col4\" class=\"data row45 col4\" > NA</td>\n",
-       "      <td id=\"T_1039a_row45_col5\" class=\"data row45 col5\" > 0.00</td>\n",
-       "      <td id=\"T_1039a_row45_col6\" class=\"data row45 col6\" ></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_1039a_level0_row46\" class=\"row_heading level0 row46\" >coef_presence_of_part_time_worker_and_maintenance_tour</th>\n",
-       "      <td id=\"T_1039a_row46_col0\" class=\"data row46 col0\" >-0.183</td>\n",
-       "      <td id=\"T_1039a_row46_col1\" class=\"data row46 col1\" > 0.328</td>\n",
-       "      <td id=\"T_1039a_row46_col2\" class=\"data row46 col2\" >-0.56</td>\n",
-       "      <td id=\"T_1039a_row46_col3\" class=\"data row46 col3\" ></td>\n",
-       "      <td id=\"T_1039a_row46_col4\" class=\"data row46 col4\" > NA</td>\n",
-       "      <td id=\"T_1039a_row46_col5\" class=\"data row46 col5\" > 0.00</td>\n",
-       "      <td id=\"T_1039a_row46_col6\" class=\"data row46 col6\" ></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_1039a_level0_row47\" class=\"row_heading level0 row47\" >coef_presence_of_part_time_worker_and_shopping_tour</th>\n",
-       "      <td id=\"T_1039a_row47_col0\" class=\"data row47 col0\" >-0.149</td>\n",
-       "      <td id=\"T_1039a_row47_col1\" class=\"data row47 col1\" > 0.224</td>\n",
-       "      <td id=\"T_1039a_row47_col2\" class=\"data row47 col2\" >-0.66</td>\n",
-       "      <td id=\"T_1039a_row47_col3\" class=\"data row47 col3\" ></td>\n",
-       "      <td id=\"T_1039a_row47_col4\" class=\"data row47 col4\" > NA</td>\n",
-       "      <td id=\"T_1039a_row47_col5\" class=\"data row47 col5\" > 0.00</td>\n",
-       "      <td id=\"T_1039a_row47_col6\" class=\"data row47 col6\" ></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_1039a_level0_row48\" class=\"row_heading level0 row48\" >coef_presence_of_pre_driving_school_kid_and_discretionary_tour</th>\n",
-       "      <td id=\"T_1039a_row48_col0\" class=\"data row48 col0\" >-0.126</td>\n",
-       "      <td id=\"T_1039a_row48_col1\" class=\"data row48 col1\" > 0.314</td>\n",
-       "      <td id=\"T_1039a_row48_col2\" class=\"data row48 col2\" >-0.40</td>\n",
-       "      <td id=\"T_1039a_row48_col3\" class=\"data row48 col3\" ></td>\n",
-       "      <td id=\"T_1039a_row48_col4\" class=\"data row48 col4\" > NA</td>\n",
-       "      <td id=\"T_1039a_row48_col5\" class=\"data row48 col5\" > 0.00</td>\n",
-       "      <td id=\"T_1039a_row48_col6\" class=\"data row48 col6\" ></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_1039a_level0_row49\" class=\"row_heading level0 row49\" >coef_presence_of_pre_driving_school_kid_and_escorting_tour</th>\n",
-       "      <td id=\"T_1039a_row49_col0\" class=\"data row49 col0\" > 1.40</td>\n",
-       "      <td id=\"T_1039a_row49_col1\" class=\"data row49 col1\" > 0.268</td>\n",
-       "      <td id=\"T_1039a_row49_col2\" class=\"data row49 col2\" > 5.23</td>\n",
-       "      <td id=\"T_1039a_row49_col3\" class=\"data row49 col3\" >***</td>\n",
-       "      <td id=\"T_1039a_row49_col4\" class=\"data row49 col4\" > NA</td>\n",
-       "      <td id=\"T_1039a_row49_col5\" class=\"data row49 col5\" > 0.00</td>\n",
-       "      <td id=\"T_1039a_row49_col6\" class=\"data row49 col6\" ></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_1039a_level0_row50\" class=\"row_heading level0 row50\" >coef_presence_of_pre_school_kid_and_discretionary_tour</th>\n",
-       "      <td id=\"T_1039a_row50_col0\" class=\"data row50 col0\" >-0.0171</td>\n",
-       "      <td id=\"T_1039a_row50_col1\" class=\"data row50 col1\" > 0.349</td>\n",
-       "      <td id=\"T_1039a_row50_col2\" class=\"data row50 col2\" >-0.05</td>\n",
-       "      <td id=\"T_1039a_row50_col3\" class=\"data row50 col3\" ></td>\n",
-       "      <td id=\"T_1039a_row50_col4\" class=\"data row50 col4\" > NA</td>\n",
-       "      <td id=\"T_1039a_row50_col5\" class=\"data row50 col5\" > 0.00</td>\n",
-       "      <td id=\"T_1039a_row50_col6\" class=\"data row50 col6\" ></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_1039a_level0_row51\" class=\"row_heading level0 row51\" >coef_presence_of_pre_school_kid_and_eating_out_tour</th>\n",
-       "      <td id=\"T_1039a_row51_col0\" class=\"data row51 col0\" >-0.845</td>\n",
-       "      <td id=\"T_1039a_row51_col1\" class=\"data row51 col1\" > 0.421</td>\n",
-       "      <td id=\"T_1039a_row51_col2\" class=\"data row51 col2\" >-2.01</td>\n",
-       "      <td id=\"T_1039a_row51_col3\" class=\"data row51 col3\" >*</td>\n",
-       "      <td id=\"T_1039a_row51_col4\" class=\"data row51 col4\" > NA</td>\n",
-       "      <td id=\"T_1039a_row51_col5\" class=\"data row51 col5\" > 0.00</td>\n",
-       "      <td id=\"T_1039a_row51_col6\" class=\"data row51 col6\" ></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_1039a_level0_row52\" class=\"row_heading level0 row52\" >coef_presence_of_pre_school_kid_and_escorting_tour</th>\n",
-       "      <td id=\"T_1039a_row52_col0\" class=\"data row52 col0\" > 0.748</td>\n",
-       "      <td id=\"T_1039a_row52_col1\" class=\"data row52 col1\" > 0.309</td>\n",
-       "      <td id=\"T_1039a_row52_col2\" class=\"data row52 col2\" > 2.42</td>\n",
-       "      <td id=\"T_1039a_row52_col3\" class=\"data row52 col3\" >*</td>\n",
-       "      <td id=\"T_1039a_row52_col4\" class=\"data row52 col4\" > NA</td>\n",
-       "      <td id=\"T_1039a_row52_col5\" class=\"data row52 col5\" > 0.00</td>\n",
-       "      <td id=\"T_1039a_row52_col6\" class=\"data row52 col6\" ></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_1039a_level0_row53\" class=\"row_heading level0 row53\" >coef_presence_of_pre_school_kid_and_shopping_tour</th>\n",
-       "      <td id=\"T_1039a_row53_col0\" class=\"data row53 col0\" >-0.00614</td>\n",
-       "      <td id=\"T_1039a_row53_col1\" class=\"data row53 col1\" > 0.294</td>\n",
-       "      <td id=\"T_1039a_row53_col2\" class=\"data row53 col2\" >-0.02</td>\n",
-       "      <td id=\"T_1039a_row53_col3\" class=\"data row53 col3\" ></td>\n",
-       "      <td id=\"T_1039a_row53_col4\" class=\"data row53 col4\" > NA</td>\n",
-       "      <td id=\"T_1039a_row53_col5\" class=\"data row53 col5\" > 0.00</td>\n",
-       "      <td id=\"T_1039a_row53_col6\" class=\"data row53 col6\" ></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_1039a_level0_row54\" class=\"row_heading level0 row54\" >coef_presence_of_retiree_and_discretionary_tour</th>\n",
-       "      <td id=\"T_1039a_row54_col0\" class=\"data row54 col0\" >-0.597</td>\n",
-       "      <td id=\"T_1039a_row54_col1\" class=\"data row54 col1\" > 0.461</td>\n",
-       "      <td id=\"T_1039a_row54_col2\" class=\"data row54 col2\" >-1.29</td>\n",
-       "      <td id=\"T_1039a_row54_col3\" class=\"data row54 col3\" ></td>\n",
-       "      <td id=\"T_1039a_row54_col4\" class=\"data row54 col4\" > NA</td>\n",
-       "      <td id=\"T_1039a_row54_col5\" class=\"data row54 col5\" > 0.00</td>\n",
-       "      <td id=\"T_1039a_row54_col6\" class=\"data row54 col6\" ></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_1039a_level0_row55\" class=\"row_heading level0 row55\" >coef_presence_of_retiree_and_eating_out_tour</th>\n",
-       "      <td id=\"T_1039a_row55_col0\" class=\"data row55 col0\" >-1.29</td>\n",
-       "      <td id=\"T_1039a_row55_col1\" class=\"data row55 col1\" > 0.618</td>\n",
-       "      <td id=\"T_1039a_row55_col2\" class=\"data row55 col2\" >-2.08</td>\n",
-       "      <td id=\"T_1039a_row55_col3\" class=\"data row55 col3\" >*</td>\n",
-       "      <td id=\"T_1039a_row55_col4\" class=\"data row55 col4\" > NA</td>\n",
-       "      <td id=\"T_1039a_row55_col5\" class=\"data row55 col5\" > 0.00</td>\n",
-       "      <td id=\"T_1039a_row55_col6\" class=\"data row55 col6\" ></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_1039a_level0_row56\" class=\"row_heading level0 row56\" >coef_presence_of_retiree_and_escorting_tour</th>\n",
-       "      <td id=\"T_1039a_row56_col0\" class=\"data row56 col0\" >-12.9</td>\n",
-       "      <td id=\"T_1039a_row56_col1\" class=\"data row56 col1\" > 250.</td>\n",
-       "      <td id=\"T_1039a_row56_col2\" class=\"data row56 col2\" >-0.05</td>\n",
-       "      <td id=\"T_1039a_row56_col3\" class=\"data row56 col3\" ></td>\n",
-       "      <td id=\"T_1039a_row56_col4\" class=\"data row56 col4\" > NA</td>\n",
-       "      <td id=\"T_1039a_row56_col5\" class=\"data row56 col5\" > 0.00</td>\n",
-       "      <td id=\"T_1039a_row56_col6\" class=\"data row56 col6\" ></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_1039a_level0_row57\" class=\"row_heading level0 row57\" >coef_presence_of_university_student_and_discretionary_tour</th>\n",
-       "      <td id=\"T_1039a_row57_col0\" class=\"data row57 col0\" >-0.407</td>\n",
-       "      <td id=\"T_1039a_row57_col1\" class=\"data row57 col1\" > 0.376</td>\n",
-       "      <td id=\"T_1039a_row57_col2\" class=\"data row57 col2\" >-1.08</td>\n",
-       "      <td id=\"T_1039a_row57_col3\" class=\"data row57 col3\" ></td>\n",
-       "      <td id=\"T_1039a_row57_col4\" class=\"data row57 col4\" > NA</td>\n",
-       "      <td id=\"T_1039a_row57_col5\" class=\"data row57 col5\" > 0.00</td>\n",
-       "      <td id=\"T_1039a_row57_col6\" class=\"data row57 col6\" ></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_1039a_level0_row58\" class=\"row_heading level0 row58\" >coef_total_number_of_tours_is_1</th>\n",
-       "      <td id=\"T_1039a_row58_col0\" class=\"data row58 col0\" >-7.52</td>\n",
-       "      <td id=\"T_1039a_row58_col1\" class=\"data row58 col1\" > 124.</td>\n",
-       "      <td id=\"T_1039a_row58_col2\" class=\"data row58 col2\" >-0.06</td>\n",
-       "      <td id=\"T_1039a_row58_col3\" class=\"data row58 col3\" ></td>\n",
-       "      <td id=\"T_1039a_row58_col4\" class=\"data row58 col4\" > NA</td>\n",
-       "      <td id=\"T_1039a_row58_col5\" class=\"data row58 col5\" > 0.00</td>\n",
-       "      <td id=\"T_1039a_row58_col6\" class=\"data row58 col6\" ></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_1039a_level0_row59\" class=\"row_heading level0 row59\" >coef_total_number_of_tours_is_2</th>\n",
-       "      <td id=\"T_1039a_row59_col0\" class=\"data row59 col0\" >-10.1</td>\n",
-       "      <td id=\"T_1039a_row59_col1\" class=\"data row59 col1\" > 247.</td>\n",
-       "      <td id=\"T_1039a_row59_col2\" class=\"data row59 col2\" >-0.04</td>\n",
-       "      <td id=\"T_1039a_row59_col3\" class=\"data row59 col3\" ></td>\n",
-       "      <td id=\"T_1039a_row59_col4\" class=\"data row59 col4\" > NA</td>\n",
-       "      <td id=\"T_1039a_row59_col5\" class=\"data row59 col5\" > 0.00</td>\n",
-       "      <td id=\"T_1039a_row59_col6\" class=\"data row59 col6\" ></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_1039a_level0_row60\" class=\"row_heading level0 row60\" >coef_total_number_of_tours_is_3</th>\n",
-       "      <td id=\"T_1039a_row60_col0\" class=\"data row60 col0\" >-11.1</td>\n",
-       "      <td id=\"T_1039a_row60_col1\" class=\"data row60 col1\" > 371.</td>\n",
-       "      <td id=\"T_1039a_row60_col2\" class=\"data row60 col2\" >-0.03</td>\n",
-       "      <td id=\"T_1039a_row60_col3\" class=\"data row60 col3\" ></td>\n",
-       "      <td id=\"T_1039a_row60_col4\" class=\"data row60 col4\" > NA</td>\n",
-       "      <td id=\"T_1039a_row60_col5\" class=\"data row60 col5\" > 0.00</td>\n",
-       "      <td id=\"T_1039a_row60_col6\" class=\"data row60 col6\" ></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_1039a_level0_row61\" class=\"row_heading level0 row61\" >coef_total_number_of_tours_is_4</th>\n",
-       "      <td id=\"T_1039a_row61_col0\" class=\"data row61 col0\" >-12.8</td>\n",
-       "      <td id=\"T_1039a_row61_col1\" class=\"data row61 col1\" > 494.</td>\n",
-       "      <td id=\"T_1039a_row61_col2\" class=\"data row61 col2\" >-0.03</td>\n",
-       "      <td id=\"T_1039a_row61_col3\" class=\"data row61 col3\" ></td>\n",
-       "      <td id=\"T_1039a_row61_col4\" class=\"data row61 col4\" > NA</td>\n",
-       "      <td id=\"T_1039a_row61_col5\" class=\"data row61 col5\" > 0.00</td>\n",
-       "      <td id=\"T_1039a_row61_col6\" class=\"data row61 col6\" ></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_1039a_level0_row62\" class=\"row_heading level0 row62\" >coef_total_number_of_tours_is_5</th>\n",
-       "      <td id=\"T_1039a_row62_col0\" class=\"data row62 col0\" >-21.8</td>\n",
-       "      <td id=\"T_1039a_row62_col1\" class=\"data row62 col1\" > 623.</td>\n",
-       "      <td id=\"T_1039a_row62_col2\" class=\"data row62 col2\" >-0.03</td>\n",
-       "      <td id=\"T_1039a_row62_col3\" class=\"data row62 col3\" ></td>\n",
-       "      <td id=\"T_1039a_row62_col4\" class=\"data row62 col4\" > NA</td>\n",
-       "      <td id=\"T_1039a_row62_col5\" class=\"data row62 col5\" > 0.00</td>\n",
-       "      <td id=\"T_1039a_row62_col6\" class=\"data row62 col6\" ></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_1039a_level0_row63\" class=\"row_heading level0 row63\" >coef_total_number_of_tours_is_6_plus</th>\n",
-       "      <td id=\"T_1039a_row63_col0\" class=\"data row63 col0\" >-999.</td>\n",
-       "      <td id=\"T_1039a_row63_col1\" class=\"data row63 col1\" > NA</td>\n",
-       "      <td id=\"T_1039a_row63_col2\" class=\"data row63 col2\" > NA</td>\n",
-       "      <td id=\"T_1039a_row63_col3\" class=\"data row63 col3\" ></td>\n",
-       "      <td id=\"T_1039a_row63_col4\" class=\"data row63 col4\" > NA</td>\n",
-       "      <td id=\"T_1039a_row63_col5\" class=\"data row63 col5\" > 0.00</td>\n",
-       "      <td id=\"T_1039a_row63_col6\" class=\"data row63 col6\" >fixed value</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_1039a_level0_row64\" class=\"row_heading level0 row64\" >coef_transit_access_to_retail_and_tour_frequency_is_5_plus</th>\n",
-       "      <td id=\"T_1039a_row64_col0\" class=\"data row64 col0\" > 0.0745</td>\n",
-       "      <td id=\"T_1039a_row64_col1\" class=\"data row64 col1\" > 0.114</td>\n",
-       "      <td id=\"T_1039a_row64_col2\" class=\"data row64 col2\" > 0.65</td>\n",
-       "      <td id=\"T_1039a_row64_col3\" class=\"data row64 col3\" ></td>\n",
-       "      <td id=\"T_1039a_row64_col4\" class=\"data row64 col4\" > NA</td>\n",
-       "      <td id=\"T_1039a_row64_col5\" class=\"data row64 col5\" > 0.00</td>\n",
-       "      <td id=\"T_1039a_row64_col6\" class=\"data row64 col6\" ></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_1039a_level0_row65\" class=\"row_heading level0 row65\" >coef_urban_and_discretionary_tour</th>\n",
-       "      <td id=\"T_1039a_row65_col0\" class=\"data row65 col0\" > 0.00</td>\n",
-       "      <td id=\"T_1039a_row65_col1\" class=\"data row65 col1\" > NA</td>\n",
-       "      <td id=\"T_1039a_row65_col2\" class=\"data row65 col2\" > NA</td>\n",
-       "      <td id=\"T_1039a_row65_col3\" class=\"data row65 col3\" ></td>\n",
-       "      <td id=\"T_1039a_row65_col4\" class=\"data row65 col4\" > NA</td>\n",
-       "      <td id=\"T_1039a_row65_col5\" class=\"data row65 col5\" > 0.00</td>\n",
-       "      <td id=\"T_1039a_row65_col6\" class=\"data row65 col6\" >fixed value</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_1039a_level0_row66\" class=\"row_heading level0 row66\" >coef_urban_and_escorting_tour</th>\n",
-       "      <td id=\"T_1039a_row66_col0\" class=\"data row66 col0\" >-0.409</td>\n",
-       "      <td id=\"T_1039a_row66_col1\" class=\"data row66 col1\" > NA</td>\n",
-       "      <td id=\"T_1039a_row66_col2\" class=\"data row66 col2\" > NA</td>\n",
-       "      <td id=\"T_1039a_row66_col3\" class=\"data row66 col3\" >[***]</td>\n",
-       "      <td id=\"T_1039a_row66_col4\" class=\"data row66 col4\" > 6.54</td>\n",
-       "      <td id=\"T_1039a_row66_col5\" class=\"data row66 col5\" > 0.00</td>\n",
-       "      <td id=\"T_1039a_row66_col6\" class=\"data row66 col6\" ></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_1039a_level0_row67\" class=\"row_heading level0 row67\" >coef_walk_access_to_retail_and_discretionary</th>\n",
-       "      <td id=\"T_1039a_row67_col0\" class=\"data row67 col0\" > 0.161</td>\n",
-       "      <td id=\"T_1039a_row67_col1\" class=\"data row67 col1\" > 0.169</td>\n",
-       "      <td id=\"T_1039a_row67_col2\" class=\"data row67 col2\" > 0.95</td>\n",
-       "      <td id=\"T_1039a_row67_col3\" class=\"data row67 col3\" ></td>\n",
-       "      <td id=\"T_1039a_row67_col4\" class=\"data row67 col4\" > NA</td>\n",
-       "      <td id=\"T_1039a_row67_col5\" class=\"data row67 col5\" > 0.00</td>\n",
-       "      <td id=\"T_1039a_row67_col6\" class=\"data row67 col6\" ></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_1039a_level0_row68\" class=\"row_heading level0 row68\" >coef_walk_access_to_retail_and_eating_out</th>\n",
-       "      <td id=\"T_1039a_row68_col0\" class=\"data row68 col0\" > 0.211</td>\n",
-       "      <td id=\"T_1039a_row68_col1\" class=\"data row68 col1\" > 0.128</td>\n",
-       "      <td id=\"T_1039a_row68_col2\" class=\"data row68 col2\" > 1.65</td>\n",
-       "      <td id=\"T_1039a_row68_col3\" class=\"data row68 col3\" ></td>\n",
-       "      <td id=\"T_1039a_row68_col4\" class=\"data row68 col4\" > NA</td>\n",
-       "      <td id=\"T_1039a_row68_col5\" class=\"data row68 col5\" > 0.00</td>\n",
-       "      <td id=\"T_1039a_row68_col6\" class=\"data row68 col6\" ></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_1039a_level0_row69\" class=\"row_heading level0 row69\" >coef_walk_access_to_retail_and_escorting</th>\n",
-       "      <td id=\"T_1039a_row69_col0\" class=\"data row69 col0\" >-0.105</td>\n",
-       "      <td id=\"T_1039a_row69_col1\" class=\"data row69 col1\" > 0.147</td>\n",
-       "      <td id=\"T_1039a_row69_col2\" class=\"data row69 col2\" >-0.72</td>\n",
-       "      <td id=\"T_1039a_row69_col3\" class=\"data row69 col3\" ></td>\n",
-       "      <td id=\"T_1039a_row69_col4\" class=\"data row69 col4\" > NA</td>\n",
-       "      <td id=\"T_1039a_row69_col5\" class=\"data row69 col5\" > 0.00</td>\n",
-       "      <td id=\"T_1039a_row69_col6\" class=\"data row69 col6\" ></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_1039a_level0_row70\" class=\"row_heading level0 row70\" >coef_walk_access_to_retail_and_shopping</th>\n",
-       "      <td id=\"T_1039a_row70_col0\" class=\"data row70 col0\" > 0.0302</td>\n",
-       "      <td id=\"T_1039a_row70_col1\" class=\"data row70 col1\" > 0.146</td>\n",
-       "      <td id=\"T_1039a_row70_col2\" class=\"data row70 col2\" > 0.21</td>\n",
-       "      <td id=\"T_1039a_row70_col3\" class=\"data row70 col3\" ></td>\n",
-       "      <td id=\"T_1039a_row70_col4\" class=\"data row70 col4\" > NA</td>\n",
-       "      <td id=\"T_1039a_row70_col5\" class=\"data row70 col5\" > 0.00</td>\n",
-       "      <td id=\"T_1039a_row70_col6\" class=\"data row70 col6\" ></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_1039a_level0_row71\" class=\"row_heading level0 row71\" >coef_zero_car_ownership_and_tour_frequency_is_5_plus</th>\n",
-       "      <td id=\"T_1039a_row71_col0\" class=\"data row71 col0\" >-0.227</td>\n",
-       "      <td id=\"T_1039a_row71_col1\" class=\"data row71 col1\" > 0.175</td>\n",
-       "      <td id=\"T_1039a_row71_col2\" class=\"data row71 col2\" >-1.30</td>\n",
-       "      <td id=\"T_1039a_row71_col3\" class=\"data row71 col3\" ></td>\n",
-       "      <td id=\"T_1039a_row71_col4\" class=\"data row71 col4\" > NA</td>\n",
-       "      <td id=\"T_1039a_row71_col5\" class=\"data row71 col5\" > 0.00</td>\n",
-       "      <td id=\"T_1039a_row71_col6\" class=\"data row71 col6\" ></td>\n",
+       "      <th id=\"T_a3fcf_level0_row0\" class=\"row_heading level0 row0\" >coef_0_auto_household_and_escorting_tour</th>\n",
+       "      <td id=\"T_a3fcf_row0_col0\" class=\"data row0 col0\" >-2.00</td>\n",
+       "      <td id=\"T_a3fcf_row0_col1\" class=\"data row0 col1\" > 0.00</td>\n",
+       "      <td id=\"T_a3fcf_row0_col2\" class=\"data row0 col2\" > NA</td>\n",
+       "      <td id=\"T_a3fcf_row0_col3\" class=\"data row0 col3\" ></td>\n",
+       "      <td id=\"T_a3fcf_row0_col4\" class=\"data row0 col4\" > 0.00</td>\n",
+       "      <td id=\"T_a3fcf_row0_col5\" class=\"data row0 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_a3fcf_level0_row1\" class=\"row_heading level0 row1\" >coef_1_escort_tour_constant</th>\n",
+       "      <td id=\"T_a3fcf_row1_col0\" class=\"data row1 col0\" > 0.275</td>\n",
+       "      <td id=\"T_a3fcf_row1_col1\" class=\"data row1 col1\" > 211.</td>\n",
+       "      <td id=\"T_a3fcf_row1_col2\" class=\"data row1 col2\" > 0.00</td>\n",
+       "      <td id=\"T_a3fcf_row1_col3\" class=\"data row1 col3\" ></td>\n",
+       "      <td id=\"T_a3fcf_row1_col4\" class=\"data row1 col4\" > 0.00</td>\n",
+       "      <td id=\"T_a3fcf_row1_col5\" class=\"data row1 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_a3fcf_level0_row2\" class=\"row_heading level0 row2\" >coef_1_plus_eating_out_tours_constant</th>\n",
+       "      <td id=\"T_a3fcf_row2_col0\" class=\"data row2 col0\" >-0.253</td>\n",
+       "      <td id=\"T_a3fcf_row2_col1\" class=\"data row2 col1\" > 0.215</td>\n",
+       "      <td id=\"T_a3fcf_row2_col2\" class=\"data row2 col2\" >-1.18</td>\n",
+       "      <td id=\"T_a3fcf_row2_col3\" class=\"data row2 col3\" ></td>\n",
+       "      <td id=\"T_a3fcf_row2_col4\" class=\"data row2 col4\" > 0.00</td>\n",
+       "      <td id=\"T_a3fcf_row2_col5\" class=\"data row2 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_a3fcf_level0_row3\" class=\"row_heading level0 row3\" >coef_1_plus_maintenance_tours_constant</th>\n",
+       "      <td id=\"T_a3fcf_row3_col0\" class=\"data row3 col0\" > 0.317</td>\n",
+       "      <td id=\"T_a3fcf_row3_col1\" class=\"data row3 col1\" > 9.89e+13</td>\n",
+       "      <td id=\"T_a3fcf_row3_col2\" class=\"data row3 col2\" > 0.00</td>\n",
+       "      <td id=\"T_a3fcf_row3_col3\" class=\"data row3 col3\" ></td>\n",
+       "      <td id=\"T_a3fcf_row3_col4\" class=\"data row3 col4\" > 0.00</td>\n",
+       "      <td id=\"T_a3fcf_row3_col5\" class=\"data row3 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_a3fcf_level0_row4\" class=\"row_heading level0 row4\" >coef_1_plus_other_discretionary_tours_constant</th>\n",
+       "      <td id=\"T_a3fcf_row4_col0\" class=\"data row4 col0\" > 1.17</td>\n",
+       "      <td id=\"T_a3fcf_row4_col1\" class=\"data row4 col1\" > 2.63e+06</td>\n",
+       "      <td id=\"T_a3fcf_row4_col2\" class=\"data row4 col2\" > 0.00</td>\n",
+       "      <td id=\"T_a3fcf_row4_col3\" class=\"data row4 col3\" ></td>\n",
+       "      <td id=\"T_a3fcf_row4_col4\" class=\"data row4 col4\" > 0.00</td>\n",
+       "      <td id=\"T_a3fcf_row4_col5\" class=\"data row4 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_a3fcf_level0_row5\" class=\"row_heading level0 row5\" >coef_1_plus_shopping_tours_constant</th>\n",
+       "      <td id=\"T_a3fcf_row5_col0\" class=\"data row5 col0\" > 1.14</td>\n",
+       "      <td id=\"T_a3fcf_row5_col1\" class=\"data row5 col1\" > 0.0702</td>\n",
+       "      <td id=\"T_a3fcf_row5_col2\" class=\"data row5 col2\" > 16.23</td>\n",
+       "      <td id=\"T_a3fcf_row5_col3\" class=\"data row5 col3\" >***</td>\n",
+       "      <td id=\"T_a3fcf_row5_col4\" class=\"data row5 col4\" > 0.00</td>\n",
+       "      <td id=\"T_a3fcf_row5_col5\" class=\"data row5 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_a3fcf_level0_row6\" class=\"row_heading level0 row6\" >coef_1_plus_visting_tours_constant</th>\n",
+       "      <td id=\"T_a3fcf_row6_col0\" class=\"data row6 col0\" > 0.0590</td>\n",
+       "      <td id=\"T_a3fcf_row6_col1\" class=\"data row6 col1\" > NA</td>\n",
+       "      <td id=\"T_a3fcf_row6_col2\" class=\"data row6 col2\" > NA</td>\n",
+       "      <td id=\"T_a3fcf_row6_col3\" class=\"data row6 col3\" ></td>\n",
+       "      <td id=\"T_a3fcf_row6_col4\" class=\"data row6 col4\" > 0.00</td>\n",
+       "      <td id=\"T_a3fcf_row6_col5\" class=\"data row6 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_a3fcf_level0_row7\" class=\"row_heading level0 row7\" >coef_2_plus_escort_tours_constant</th>\n",
+       "      <td id=\"T_a3fcf_row7_col0\" class=\"data row7 col0\" > 1.94</td>\n",
+       "      <td id=\"T_a3fcf_row7_col1\" class=\"data row7 col1\" > 421.</td>\n",
+       "      <td id=\"T_a3fcf_row7_col2\" class=\"data row7 col2\" > 0.00</td>\n",
+       "      <td id=\"T_a3fcf_row7_col3\" class=\"data row7 col3\" ></td>\n",
+       "      <td id=\"T_a3fcf_row7_col4\" class=\"data row7 col4\" > 0.00</td>\n",
+       "      <td id=\"T_a3fcf_row7_col5\" class=\"data row7 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_a3fcf_level0_row8\" class=\"row_heading level0 row8\" >coef_discretionary_tour</th>\n",
+       "      <td id=\"T_a3fcf_row8_col0\" class=\"data row8 col0\" > 0.578</td>\n",
+       "      <td id=\"T_a3fcf_row8_col1\" class=\"data row8 col1\" > NA</td>\n",
+       "      <td id=\"T_a3fcf_row8_col2\" class=\"data row8 col2\" > NA</td>\n",
+       "      <td id=\"T_a3fcf_row8_col3\" class=\"data row8 col3\" ></td>\n",
+       "      <td id=\"T_a3fcf_row8_col4\" class=\"data row8 col4\" > 0.00</td>\n",
+       "      <td id=\"T_a3fcf_row8_col5\" class=\"data row8 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_a3fcf_level0_row9\" class=\"row_heading level0 row9\" >coef_escorting_tour</th>\n",
+       "      <td id=\"T_a3fcf_row9_col0\" class=\"data row9 col0\" > 1.84</td>\n",
+       "      <td id=\"T_a3fcf_row9_col1\" class=\"data row9 col1\" > 212.</td>\n",
+       "      <td id=\"T_a3fcf_row9_col2\" class=\"data row9 col2\" > 0.01</td>\n",
+       "      <td id=\"T_a3fcf_row9_col3\" class=\"data row9 col3\" ></td>\n",
+       "      <td id=\"T_a3fcf_row9_col4\" class=\"data row9 col4\" > 0.00</td>\n",
+       "      <td id=\"T_a3fcf_row9_col5\" class=\"data row9 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_a3fcf_level0_row10\" class=\"row_heading level0 row10\" >coef_maintenance_tour</th>\n",
+       "      <td id=\"T_a3fcf_row10_col0\" class=\"data row10 col0\" > 0.660</td>\n",
+       "      <td id=\"T_a3fcf_row10_col1\" class=\"data row10 col1\" > 9.89e+13</td>\n",
+       "      <td id=\"T_a3fcf_row10_col2\" class=\"data row10 col2\" > 0.00</td>\n",
+       "      <td id=\"T_a3fcf_row10_col3\" class=\"data row10 col3\" ></td>\n",
+       "      <td id=\"T_a3fcf_row10_col4\" class=\"data row10 col4\" > 0.00</td>\n",
+       "      <td id=\"T_a3fcf_row10_col5\" class=\"data row10 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_a3fcf_level0_row11\" class=\"row_heading level0 row11\" >coef_presence_of_full_time_worker_and_escorting_tour</th>\n",
+       "      <td id=\"T_a3fcf_row11_col0\" class=\"data row11 col0\" >-0.929</td>\n",
+       "      <td id=\"T_a3fcf_row11_col1\" class=\"data row11 col1\" > 0.105</td>\n",
+       "      <td id=\"T_a3fcf_row11_col2\" class=\"data row11 col2\" >-8.82</td>\n",
+       "      <td id=\"T_a3fcf_row11_col3\" class=\"data row11 col3\" >***</td>\n",
+       "      <td id=\"T_a3fcf_row11_col4\" class=\"data row11 col4\" > 0.00</td>\n",
+       "      <td id=\"T_a3fcf_row11_col5\" class=\"data row11 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_a3fcf_level0_row12\" class=\"row_heading level0 row12\" >coef_presence_of_non_worker_and_discretionary_tour</th>\n",
+       "      <td id=\"T_a3fcf_row12_col0\" class=\"data row12 col0\" > 0.694</td>\n",
+       "      <td id=\"T_a3fcf_row12_col1\" class=\"data row12 col1\" > 0.129</td>\n",
+       "      <td id=\"T_a3fcf_row12_col2\" class=\"data row12 col2\" > 5.36</td>\n",
+       "      <td id=\"T_a3fcf_row12_col3\" class=\"data row12 col3\" >***</td>\n",
+       "      <td id=\"T_a3fcf_row12_col4\" class=\"data row12 col4\" > 0.00</td>\n",
+       "      <td id=\"T_a3fcf_row12_col5\" class=\"data row12 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_a3fcf_level0_row13\" class=\"row_heading level0 row13\" >coef_presence_of_non_worker_and_eating_out_tour</th>\n",
+       "      <td id=\"T_a3fcf_row13_col0\" class=\"data row13 col0\" > 1.55</td>\n",
+       "      <td id=\"T_a3fcf_row13_col1\" class=\"data row13 col1\" > 0.222</td>\n",
+       "      <td id=\"T_a3fcf_row13_col2\" class=\"data row13 col2\" > 6.97</td>\n",
+       "      <td id=\"T_a3fcf_row13_col3\" class=\"data row13 col3\" >***</td>\n",
+       "      <td id=\"T_a3fcf_row13_col4\" class=\"data row13 col4\" > 0.00</td>\n",
+       "      <td id=\"T_a3fcf_row13_col5\" class=\"data row13 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_a3fcf_level0_row14\" class=\"row_heading level0 row14\" >coef_presence_of_non_worker_and_escorting_tour</th>\n",
+       "      <td id=\"T_a3fcf_row14_col0\" class=\"data row14 col0\" > 0.960</td>\n",
+       "      <td id=\"T_a3fcf_row14_col1\" class=\"data row14 col1\" > 0.127</td>\n",
+       "      <td id=\"T_a3fcf_row14_col2\" class=\"data row14 col2\" > 7.56</td>\n",
+       "      <td id=\"T_a3fcf_row14_col3\" class=\"data row14 col3\" >***</td>\n",
+       "      <td id=\"T_a3fcf_row14_col4\" class=\"data row14 col4\" > 0.00</td>\n",
+       "      <td id=\"T_a3fcf_row14_col5\" class=\"data row14 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_a3fcf_level0_row15\" class=\"row_heading level0 row15\" >coef_presence_of_non_worker_and_shopping_tour</th>\n",
+       "      <td id=\"T_a3fcf_row15_col0\" class=\"data row15 col0\" > 0.670</td>\n",
+       "      <td id=\"T_a3fcf_row15_col1\" class=\"data row15 col1\" > 0.151</td>\n",
+       "      <td id=\"T_a3fcf_row15_col2\" class=\"data row15 col2\" > 4.44</td>\n",
+       "      <td id=\"T_a3fcf_row15_col3\" class=\"data row15 col3\" >***</td>\n",
+       "      <td id=\"T_a3fcf_row15_col4\" class=\"data row15 col4\" > 0.00</td>\n",
+       "      <td id=\"T_a3fcf_row15_col5\" class=\"data row15 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_a3fcf_level0_row16\" class=\"row_heading level0 row16\" >coef_presence_of_part_time_worker_and_eating_out_tour</th>\n",
+       "      <td id=\"T_a3fcf_row16_col0\" class=\"data row16 col0\" > 1.14</td>\n",
+       "      <td id=\"T_a3fcf_row16_col1\" class=\"data row16 col1\" > 0.195</td>\n",
+       "      <td id=\"T_a3fcf_row16_col2\" class=\"data row16 col2\" > 5.81</td>\n",
+       "      <td id=\"T_a3fcf_row16_col3\" class=\"data row16 col3\" >***</td>\n",
+       "      <td id=\"T_a3fcf_row16_col4\" class=\"data row16 col4\" > 0.00</td>\n",
+       "      <td id=\"T_a3fcf_row16_col5\" class=\"data row16 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_a3fcf_level0_row17\" class=\"row_heading level0 row17\" >coef_presence_of_part_time_worker_and_shopping_tour</th>\n",
+       "      <td id=\"T_a3fcf_row17_col0\" class=\"data row17 col0\" > 1.01</td>\n",
+       "      <td id=\"T_a3fcf_row17_col1\" class=\"data row17 col1\" > 0.142</td>\n",
+       "      <td id=\"T_a3fcf_row17_col2\" class=\"data row17 col2\" > 7.12</td>\n",
+       "      <td id=\"T_a3fcf_row17_col3\" class=\"data row17 col3\" >***</td>\n",
+       "      <td id=\"T_a3fcf_row17_col4\" class=\"data row17 col4\" > 0.00</td>\n",
+       "      <td id=\"T_a3fcf_row17_col5\" class=\"data row17 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_a3fcf_level0_row18\" class=\"row_heading level0 row18\" >coef_total_number_of_tours_is_1</th>\n",
+       "      <td id=\"T_a3fcf_row18_col0\" class=\"data row18 col0\" >-4.91</td>\n",
+       "      <td id=\"T_a3fcf_row18_col1\" class=\"data row18 col1\" > NA</td>\n",
+       "      <td id=\"T_a3fcf_row18_col2\" class=\"data row18 col2\" > NA</td>\n",
+       "      <td id=\"T_a3fcf_row18_col3\" class=\"data row18 col3\" ></td>\n",
+       "      <td id=\"T_a3fcf_row18_col4\" class=\"data row18 col4\" > 0.00</td>\n",
+       "      <td id=\"T_a3fcf_row18_col5\" class=\"data row18 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_a3fcf_level0_row19\" class=\"row_heading level0 row19\" >coef_total_number_of_tours_is_2</th>\n",
+       "      <td id=\"T_a3fcf_row19_col0\" class=\"data row19 col0\" >-9.97</td>\n",
+       "      <td id=\"T_a3fcf_row19_col1\" class=\"data row19 col1\" > NA</td>\n",
+       "      <td id=\"T_a3fcf_row19_col2\" class=\"data row19 col2\" > NA</td>\n",
+       "      <td id=\"T_a3fcf_row19_col3\" class=\"data row19 col3\" ></td>\n",
+       "      <td id=\"T_a3fcf_row19_col4\" class=\"data row19 col4\" > 0.00</td>\n",
+       "      <td id=\"T_a3fcf_row19_col5\" class=\"data row19 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_a3fcf_level0_row20\" class=\"row_heading level0 row20\" >coef_total_number_of_tours_is_3</th>\n",
+       "      <td id=\"T_a3fcf_row20_col0\" class=\"data row20 col0\" >-15.1</td>\n",
+       "      <td id=\"T_a3fcf_row20_col1\" class=\"data row20 col1\" > 0.239</td>\n",
+       "      <td id=\"T_a3fcf_row20_col2\" class=\"data row20 col2\" >-63.27</td>\n",
+       "      <td id=\"T_a3fcf_row20_col3\" class=\"data row20 col3\" >***</td>\n",
+       "      <td id=\"T_a3fcf_row20_col4\" class=\"data row20 col4\" > 0.00</td>\n",
+       "      <td id=\"T_a3fcf_row20_col5\" class=\"data row20 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_a3fcf_level0_row21\" class=\"row_heading level0 row21\" >coef_total_number_of_tours_is_4</th>\n",
+       "      <td id=\"T_a3fcf_row21_col0\" class=\"data row21 col0\" >-20.0</td>\n",
+       "      <td id=\"T_a3fcf_row21_col1\" class=\"data row21 col1\" > 0.00</td>\n",
+       "      <td id=\"T_a3fcf_row21_col2\" class=\"data row21 col2\" > NA</td>\n",
+       "      <td id=\"T_a3fcf_row21_col3\" class=\"data row21 col3\" ></td>\n",
+       "      <td id=\"T_a3fcf_row21_col4\" class=\"data row21 col4\" > 0.00</td>\n",
+       "      <td id=\"T_a3fcf_row21_col5\" class=\"data row21 col5\" >coef_total_number_of_tours_is_4 ≥ -20.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_a3fcf_level0_row22\" class=\"row_heading level0 row22\" >coef_total_number_of_tours_is_6_plus</th>\n",
+       "      <td id=\"T_a3fcf_row22_col0\" class=\"data row22 col0\" >-999.</td>\n",
+       "      <td id=\"T_a3fcf_row22_col1\" class=\"data row22 col1\" > 0.00</td>\n",
+       "      <td id=\"T_a3fcf_row22_col2\" class=\"data row22 col2\" > NA</td>\n",
+       "      <td id=\"T_a3fcf_row22_col3\" class=\"data row22 col3\" ></td>\n",
+       "      <td id=\"T_a3fcf_row22_col4\" class=\"data row22 col4\" > 0.00</td>\n",
+       "      <td id=\"T_a3fcf_row22_col5\" class=\"data row22 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_a3fcf_level0_row23\" class=\"row_heading level0 row23\" >coef_urban_and_discretionary_tour</th>\n",
+       "      <td id=\"T_a3fcf_row23_col0\" class=\"data row23 col0\" > 0.00</td>\n",
+       "      <td id=\"T_a3fcf_row23_col1\" class=\"data row23 col1\" > 0.00</td>\n",
+       "      <td id=\"T_a3fcf_row23_col2\" class=\"data row23 col2\" > NA</td>\n",
+       "      <td id=\"T_a3fcf_row23_col3\" class=\"data row23 col3\" ></td>\n",
+       "      <td id=\"T_a3fcf_row23_col4\" class=\"data row23 col4\" > 0.00</td>\n",
+       "      <td id=\"T_a3fcf_row23_col5\" class=\"data row23 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_a3fcf_level0_row24\" class=\"row_heading level0 row24\" >coef_visiting_or_social_tour</th>\n",
+       "      <td id=\"T_a3fcf_row24_col0\" class=\"data row24 col0\" > 0.386</td>\n",
+       "      <td id=\"T_a3fcf_row24_col1\" class=\"data row24 col1\" > NA</td>\n",
+       "      <td id=\"T_a3fcf_row24_col2\" class=\"data row24 col2\" > NA</td>\n",
+       "      <td id=\"T_a3fcf_row24_col3\" class=\"data row24 col3\" ></td>\n",
+       "      <td id=\"T_a3fcf_row24_col4\" class=\"data row24 col4\" > 0.00</td>\n",
+       "      <td id=\"T_a3fcf_row24_col5\" class=\"data row24 col5\" ></td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n"
       ],
       "text/plain": [
-       "<pandas.io.formats.style.Styler at 0x19f724340>"
+       "<pandas.io.formats.style.Styler at 0x3da8df2e0>"
       ]
      },
-     "execution_count": 11,
      "metadata": {},
-     "output_type": "execute_result"
+     "output_type": "display_data"
     }
    ],
-   "source": [
-    "model['PTYPE_FULL'].parameter_summary()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "colab_type": "text",
-    "id": "TojXWivZsx7M"
-   },
-   "source": [
-    "# Output Estimation Results"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 12,
-   "metadata": {},
-   "outputs": [],
    "source": [
     "from activitysim.estimation.larch import update_coefficients\n",
+    "\n",
     "for k, m in model.items():\n",
+    "    print(f\"Model {k}\")\n",
+    "    m.set_cap(20)\n",
+    "    m.estimate(method='SLSQP', maxiter=900)\n",
+    "\n",
+    "    display(m.parameter_summary())\n",
+    "\n",
     "    result_dir = data.edb_directory/k/\"estimated\"\n",
     "    update_coefficients(\n",
     "        m, data.coefficients[k], result_dir,\n",
     "        output_file=f\"{modelname}_{k}_coefficients_revised.csv\",\n",
     "        relabel_coef=data.relabel_coef.get(k),\n",
-    "    );"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Write the model estimation report, including coefficient t-statistic and log likelihood"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 13,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/Users/jeffnewman/LocalGit/asim-larch/activitysim-larch/conda-environments/AL-ENV/lib/python3.9/site-packages/larch/util/excel.py:523: FutureWarning: Use of **kwargs is deprecated, use engine_kwargs instead.\n",
-      "  xl = ExcelWriter(filename, engine='xlsxwriter_larch', model=model, **kwargs)\n",
-      "/Users/jeffnewman/LocalGit/asim-larch/activitysim-larch/conda-environments/AL-ENV/lib/python3.9/site-packages/larch/util/excel.py:523: FutureWarning: Use of **kwargs is deprecated, use engine_kwargs instead.\n",
-      "  xl = ExcelWriter(filename, engine='xlsxwriter_larch', model=model, **kwargs)\n",
-      "/Users/jeffnewman/LocalGit/asim-larch/activitysim-larch/conda-environments/AL-ENV/lib/python3.9/site-packages/larch/util/excel.py:523: FutureWarning: Use of **kwargs is deprecated, use engine_kwargs instead.\n",
-      "  xl = ExcelWriter(filename, engine='xlsxwriter_larch', model=model, **kwargs)\n",
-      "/Users/jeffnewman/LocalGit/asim-larch/activitysim-larch/conda-environments/AL-ENV/lib/python3.9/site-packages/larch/util/excel.py:523: FutureWarning: Use of **kwargs is deprecated, use engine_kwargs instead.\n",
-      "  xl = ExcelWriter(filename, engine='xlsxwriter_larch', model=model, **kwargs)\n",
-      "/Users/jeffnewman/LocalGit/asim-larch/activitysim-larch/conda-environments/AL-ENV/lib/python3.9/site-packages/larch/util/excel.py:523: FutureWarning: Use of **kwargs is deprecated, use engine_kwargs instead.\n",
-      "  xl = ExcelWriter(filename, engine='xlsxwriter_larch', model=model, **kwargs)\n",
-      "/Users/jeffnewman/LocalGit/asim-larch/activitysim-larch/conda-environments/AL-ENV/lib/python3.9/site-packages/larch/util/excel.py:523: FutureWarning: Use of **kwargs is deprecated, use engine_kwargs instead.\n",
-      "  xl = ExcelWriter(filename, engine='xlsxwriter_larch', model=model, **kwargs)\n",
-      "/Users/jeffnewman/LocalGit/asim-larch/activitysim-larch/conda-environments/AL-ENV/lib/python3.9/site-packages/larch/util/excel.py:523: FutureWarning: Use of **kwargs is deprecated, use engine_kwargs instead.\n",
-      "  xl = ExcelWriter(filename, engine='xlsxwriter_larch', model=model, **kwargs)\n",
-      "/Users/jeffnewman/LocalGit/asim-larch/activitysim-larch/conda-environments/AL-ENV/lib/python3.9/site-packages/larch/util/excel.py:523: FutureWarning: Use of **kwargs is deprecated, use engine_kwargs instead.\n",
-      "  xl = ExcelWriter(filename, engine='xlsxwriter_larch', model=model, **kwargs)\n"
-     ]
-    }
-   ],
-   "source": [
-    "for k, m in model.items():\n",
-    "    result_dir = data.edb_directory/k/\"estimated\"\n",
+    "    )\n",
+    "\n",
     "    m.to_xlsx(\n",
     "        result_dir/f\"{modelname}_{k}_model_estimation.xlsx\", \n",
     "        data_statistics=False,\n",
-    "    )"
+    "    )\n",
+    "\n",
+    "    m.release_memory()\n"
    ]
   },
   {
@@ -5967,7 +11154,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
@@ -6036,25 +11223,25 @@
        "    <tr>\n",
        "      <th>205</th>\n",
        "      <td>coef_1_plus_maintenance_tours_constant</td>\n",
-       "      <td>-2.842643</td>\n",
+       "      <td>0.079776</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>206</th>\n",
        "      <td>coef_1_plus_eating_out_tours_constant</td>\n",
-       "      <td>-1.012856</td>\n",
+       "      <td>0.047768</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>207</th>\n",
        "      <td>coef_1_plus_visting_tours_constant</td>\n",
-       "      <td>-0.320820</td>\n",
+       "      <td>-0.019022</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>208</th>\n",
        "      <td>coef_1_plus_other_discretionary_tours_constant</td>\n",
-       "      <td>10.543979</td>\n",
+       "      <td>0.733799</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -6069,23 +11256,23 @@
        "</div>"
       ],
       "text/plain": [
-       "                                   coefficient_name      value constrain\n",
-       "0                               coef_escorting_tour   0.000000         T\n",
-       "1                           coef_discretionary_tour   0.000000         T\n",
-       "2                                coef_shopping_tour   0.000000         T\n",
-       "3                             coef_maintenance_tour   0.000000         T\n",
-       "4                      coef_visiting_or_social_tour   0.000000         T\n",
-       "..                                              ...        ...       ...\n",
-       "205          coef_1_plus_maintenance_tours_constant  -2.842643         F\n",
-       "206           coef_1_plus_eating_out_tours_constant  -1.012856         F\n",
-       "207              coef_1_plus_visting_tours_constant  -0.320820         F\n",
-       "208  coef_1_plus_other_discretionary_tours_constant  10.543979         F\n",
-       "209        coef_0_auto_household_and_escorting_tour  -2.000000         T\n",
+       "                                   coefficient_name     value constrain\n",
+       "0                               coef_escorting_tour  0.000000         T\n",
+       "1                           coef_discretionary_tour  0.000000         T\n",
+       "2                                coef_shopping_tour  0.000000         T\n",
+       "3                             coef_maintenance_tour  0.000000         T\n",
+       "4                      coef_visiting_or_social_tour  0.000000         T\n",
+       "..                                              ...       ...       ...\n",
+       "205          coef_1_plus_maintenance_tours_constant  0.079776         F\n",
+       "206           coef_1_plus_eating_out_tours_constant  0.047768         F\n",
+       "207              coef_1_plus_visting_tours_constant -0.019022         F\n",
+       "208  coef_1_plus_other_discretionary_tours_constant  0.733799         F\n",
+       "209        coef_0_auto_household_and_escorting_tour -2.000000         T\n",
        "\n",
        "[210 rows x 3 columns]"
       ]
      },
-     "execution_count": 14,
+     "execution_count": 12,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -6103,7 +11290,7 @@
    "toc_visible": true
   },
   "kernelspec": {
-   "display_name": "Python 3 (ipykernel)",
+   "display_name": "ESTER",
    "language": "python",
    "name": "python3"
   },
@@ -6117,7 +11304,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.13"
+   "version": "3.10.15"
   },
   "toc": {
    "base_numbering": 1,
@@ -6135,4 +11322,4 @@
  },
  "nbformat": 4,
  "nbformat_minor": 1
-}
\ No newline at end of file
+}
diff --git a/activitysim/examples/example_estimation/notebooks/16_nonmand_tour_scheduling.ipynb b/activitysim/examples/example_estimation/notebooks/16_nonmand_tour_scheduling.ipynb
index 3d7a8214f7..522ff71ca3 100644
--- a/activitysim/examples/example_estimation/notebooks/16_nonmand_tour_scheduling.ipynb
+++ b/activitysim/examples/example_estimation/notebooks/16_nonmand_tour_scheduling.ipynb
@@ -34,27 +34,74 @@
     "id": "s53VwlPwtNnr",
     "outputId": "d1208b7a-c1f2-4b0b-c439-bf312fe12be0"
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "JAX not found. Some functionality will be unavailable.\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "{'larch': '6.0.32',\n",
+       " 'sharrow': '2.13.0',\n",
+       " 'numpy': '1.26.4',\n",
+       " 'pandas': '1.5.3',\n",
+       " 'xarray': '2024.3.0',\n",
+       " 'numba': '0.60.0'}"
+      ]
+     },
+     "execution_count": 1,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "import os\n",
-    "import larch  # !conda install larch -c conda-forge # for estimation\n",
-    "import pandas as pd"
+    "import larch as lx\n",
+    "import pandas as pd\n",
+    "\n",
+    "lx.versions()"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "We'll work in our `test` directory, where ActivitySim has saved the estimation data bundles."
+    "For this demo, we will assume that you have already run ActivitySim in estimation\n",
+    "mode, and saved the required estimation data bundles (EDB's) to disk.  See\n",
+    "the [first notebook](./01_estimation_mode.ipynb) for details.  The following module\n",
+    "will run a script to set everything up if the example data is not already available."
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 2,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "EDB directory already populated.\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "PosixPath('test-estimation-data/activitysim-prototype-mtc-extended')"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "os.chdir('test')"
+    "from est_mode_setup import prepare\n",
+    "\n",
+    "prepare()"
    ]
   },
   {
@@ -68,12 +115,28 @@
    "cell_type": "code",
    "execution_count": 3,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "loading from output-est-mode/estimation_data_bundle/non_mandatory_tour_scheduling/tour_scheduling_nonmandatory_coefficients.csv\n",
+      "loading from output-est-mode/estimation_data_bundle/non_mandatory_tour_scheduling/non_mandatory_tour_scheduling_SPEC.csv\n",
+      "loading from output-est-mode/estimation_data_bundle/non_mandatory_tour_scheduling/non_mandatory_tour_scheduling_alternatives_combined.parquet\n",
+      "loading from output-est-mode/estimation_data_bundle/non_mandatory_tour_scheduling/non_mandatory_tour_scheduling_choosers_combined.parquet\n"
+     ]
+    }
+   ],
    "source": [
     "modelname = \"non_mandatory_tour_scheduling\"\n",
     "\n",
     "from activitysim.estimation.larch import component_model\n",
-    "model, data = component_model(modelname, return_data=True)"
+    "\n",
+    "model, data = component_model(\n",
+    "    modelname,\n",
+    "    edb_directory=f\"output-est-mode/estimation_data_bundle/{modelname}/\",\n",
+    "    return_data=True,\n",
+    ")"
    ]
   },
   {
@@ -256,38 +319,38 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>0</th>\n",
+       "      <th>5</th>\n",
        "      <td>util_subsequent_tour_must_start_after_previous...</td>\n",
        "      <td>Subsequent tour must start after previous tour...</td>\n",
        "      <td>(start &lt; end_previous) &amp; (tour_type_num &gt; 1)</td>\n",
        "      <td>coef_subsequent_tour_must_start_after_previous...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1</th>\n",
+       "      <th>6</th>\n",
        "      <td>util_free_flow_round_trip_auto_time_shift_effe...</td>\n",
        "      <td>Free-flow round trip auto time shift effects -...</td>\n",
        "      <td>roundtrip_auto_time_to_work * duration</td>\n",
        "      <td>coef_free_flow_round_trip_auto_time_shift_effe...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2</th>\n",
+       "      <th>7</th>\n",
        "      <td>util_shopping_tour_departure_shift_effects</td>\n",
        "      <td>Shopping tour - departure shift effects</td>\n",
-       "      <td>(tour_type == 'shopping') * start</td>\n",
+       "      <td>@(_is_shopping) * df.start</td>\n",
        "      <td>coef_shopping_tour_departure_shift_effects</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>3</th>\n",
+       "      <th>8</th>\n",
        "      <td>util_shopping_tour_duration_shift_effects</td>\n",
        "      <td>Shopping tour - duration shift effects</td>\n",
-       "      <td>(tour_type == 'shopping') * duration</td>\n",
+       "      <td>@(_is_shopping) * df.duration</td>\n",
        "      <td>coef_shopping_tour_duration_shift_effects</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>4</th>\n",
+       "      <th>9</th>\n",
        "      <td>util_maintenance_tour_departure_shift_effects</td>\n",
        "      <td>Maintenance tour - departure shift effects</td>\n",
-       "      <td>(tour_type == 'othmaint') * start</td>\n",
+       "      <td>@(_is_othmaint) * df.start</td>\n",
        "      <td>coef_maintenance_tour_departure_shift_effects</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -298,38 +361,38 @@
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>86</th>\n",
+       "      <th>91</th>\n",
        "      <td>util_escort_tour_duration_constants_4_to_5_hours</td>\n",
        "      <td>Escort Tour Duration Constants -- 4 to 5 hours</td>\n",
-       "      <td>(tour_type == 'escort') &amp; (duration &gt; 3) &amp; (du...</td>\n",
+       "      <td>@(_is_escort) * (df.duration &gt; 3) * (df.durati...</td>\n",
        "      <td>coef_escort_tour_duration_constants_4_to_5_hours</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>87</th>\n",
+       "      <th>92</th>\n",
        "      <td>util_escort_tour_duration_constants_6_to_7_hours</td>\n",
        "      <td>Escort Tour Duration Constants -- 6 to 7 hours</td>\n",
-       "      <td>(tour_type == 'escort') &amp; (duration &gt; 5) &amp; (du...</td>\n",
+       "      <td>@(_is_escort) * (df.duration &gt; 5) * (df.durati...</td>\n",
        "      <td>coef_escort_tour_duration_constants_6_to_7_hours</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>88</th>\n",
+       "      <th>93</th>\n",
        "      <td>util_escort_tour_duration_constants_8_to_10_hours</td>\n",
        "      <td>Escort Tour Duration Constants -- 8 to 10 hours</td>\n",
-       "      <td>(tour_type == 'escort') &amp; (duration &gt; 7) &amp; (du...</td>\n",
+       "      <td>@(_is_escort) * (df.duration &gt; 7) * (df.durati...</td>\n",
        "      <td>coef_escort_tour_duration_constants_8_to_10_hours</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>89</th>\n",
+       "      <th>94</th>\n",
        "      <td>util_escort_tour_duration_constants_11_to_13_h...</td>\n",
        "      <td>Escort Tour Duration Constants -- 11 to 13 hours</td>\n",
-       "      <td>(tour_type == 'escort') &amp; (duration &gt; 10) &amp; (d...</td>\n",
+       "      <td>@(_is_escort) * (df.duration &gt; 10) * (df.durat...</td>\n",
        "      <td>coef_escort_tour_duration_constants_11_to_13_h...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>90</th>\n",
+       "      <th>95</th>\n",
        "      <td>util_escort_tour_duration_constants_14_to_18_h...</td>\n",
        "      <td>Escort Tour Duration Constants -- 14 to 18 hours</td>\n",
-       "      <td>(tour_type == 'escort') &amp; (duration &gt; 13) &amp; (d...</td>\n",
+       "      <td>@(_is_escort) * (df.duration &gt; 13) * (df.durat...</td>\n",
        "      <td>coef_escort_tour_duration_constants_14_to_18_h...</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
@@ -339,56 +402,56 @@
       ],
       "text/plain": [
        "                                                Label  \\\n",
-       "0   util_subsequent_tour_must_start_after_previous...   \n",
-       "1   util_free_flow_round_trip_auto_time_shift_effe...   \n",
-       "2          util_shopping_tour_departure_shift_effects   \n",
-       "3           util_shopping_tour_duration_shift_effects   \n",
-       "4       util_maintenance_tour_departure_shift_effects   \n",
+       "5   util_subsequent_tour_must_start_after_previous...   \n",
+       "6   util_free_flow_round_trip_auto_time_shift_effe...   \n",
+       "7          util_shopping_tour_departure_shift_effects   \n",
+       "8           util_shopping_tour_duration_shift_effects   \n",
+       "9       util_maintenance_tour_departure_shift_effects   \n",
        "..                                                ...   \n",
-       "86   util_escort_tour_duration_constants_4_to_5_hours   \n",
-       "87   util_escort_tour_duration_constants_6_to_7_hours   \n",
-       "88  util_escort_tour_duration_constants_8_to_10_hours   \n",
-       "89  util_escort_tour_duration_constants_11_to_13_h...   \n",
-       "90  util_escort_tour_duration_constants_14_to_18_h...   \n",
+       "91   util_escort_tour_duration_constants_4_to_5_hours   \n",
+       "92   util_escort_tour_duration_constants_6_to_7_hours   \n",
+       "93  util_escort_tour_duration_constants_8_to_10_hours   \n",
+       "94  util_escort_tour_duration_constants_11_to_13_h...   \n",
+       "95  util_escort_tour_duration_constants_14_to_18_h...   \n",
        "\n",
        "                                          Description  \\\n",
-       "0   Subsequent tour must start after previous tour...   \n",
-       "1   Free-flow round trip auto time shift effects -...   \n",
-       "2             Shopping tour - departure shift effects   \n",
-       "3              Shopping tour - duration shift effects   \n",
-       "4          Maintenance tour - departure shift effects   \n",
+       "5   Subsequent tour must start after previous tour...   \n",
+       "6   Free-flow round trip auto time shift effects -...   \n",
+       "7             Shopping tour - departure shift effects   \n",
+       "8              Shopping tour - duration shift effects   \n",
+       "9          Maintenance tour - departure shift effects   \n",
        "..                                                ...   \n",
-       "86     Escort Tour Duration Constants -- 4 to 5 hours   \n",
-       "87     Escort Tour Duration Constants -- 6 to 7 hours   \n",
-       "88    Escort Tour Duration Constants -- 8 to 10 hours   \n",
-       "89   Escort Tour Duration Constants -- 11 to 13 hours   \n",
-       "90   Escort Tour Duration Constants -- 14 to 18 hours   \n",
+       "91     Escort Tour Duration Constants -- 4 to 5 hours   \n",
+       "92     Escort Tour Duration Constants -- 6 to 7 hours   \n",
+       "93    Escort Tour Duration Constants -- 8 to 10 hours   \n",
+       "94   Escort Tour Duration Constants -- 11 to 13 hours   \n",
+       "95   Escort Tour Duration Constants -- 14 to 18 hours   \n",
        "\n",
        "                                           Expression  \\\n",
-       "0        (start < end_previous) & (tour_type_num > 1)   \n",
-       "1              roundtrip_auto_time_to_work * duration   \n",
-       "2                   (tour_type == 'shopping') * start   \n",
-       "3                (tour_type == 'shopping') * duration   \n",
-       "4                   (tour_type == 'othmaint') * start   \n",
+       "5        (start < end_previous) & (tour_type_num > 1)   \n",
+       "6              roundtrip_auto_time_to_work * duration   \n",
+       "7                          @(_is_shopping) * df.start   \n",
+       "8                       @(_is_shopping) * df.duration   \n",
+       "9                          @(_is_othmaint) * df.start   \n",
        "..                                                ...   \n",
-       "86  (tour_type == 'escort') & (duration > 3) & (du...   \n",
-       "87  (tour_type == 'escort') & (duration > 5) & (du...   \n",
-       "88  (tour_type == 'escort') & (duration > 7) & (du...   \n",
-       "89  (tour_type == 'escort') & (duration > 10) & (d...   \n",
-       "90  (tour_type == 'escort') & (duration > 13) & (d...   \n",
+       "91  @(_is_escort) * (df.duration > 3) * (df.durati...   \n",
+       "92  @(_is_escort) * (df.duration > 5) * (df.durati...   \n",
+       "93  @(_is_escort) * (df.duration > 7) * (df.durati...   \n",
+       "94  @(_is_escort) * (df.duration > 10) * (df.durat...   \n",
+       "95  @(_is_escort) * (df.duration > 13) * (df.durat...   \n",
        "\n",
        "                                          Coefficient  \n",
-       "0   coef_subsequent_tour_must_start_after_previous...  \n",
-       "1   coef_free_flow_round_trip_auto_time_shift_effe...  \n",
-       "2          coef_shopping_tour_departure_shift_effects  \n",
-       "3           coef_shopping_tour_duration_shift_effects  \n",
-       "4       coef_maintenance_tour_departure_shift_effects  \n",
+       "5   coef_subsequent_tour_must_start_after_previous...  \n",
+       "6   coef_free_flow_round_trip_auto_time_shift_effe...  \n",
+       "7          coef_shopping_tour_departure_shift_effects  \n",
+       "8           coef_shopping_tour_duration_shift_effects  \n",
+       "9       coef_maintenance_tour_departure_shift_effects  \n",
        "..                                                ...  \n",
-       "86   coef_escort_tour_duration_constants_4_to_5_hours  \n",
-       "87   coef_escort_tour_duration_constants_6_to_7_hours  \n",
-       "88  coef_escort_tour_duration_constants_8_to_10_hours  \n",
-       "89  coef_escort_tour_duration_constants_11_to_13_h...  \n",
-       "90  coef_escort_tour_duration_constants_14_to_18_h...  \n",
+       "91   coef_escort_tour_duration_constants_4_to_5_hours  \n",
+       "92   coef_escort_tour_duration_constants_6_to_7_hours  \n",
+       "93  coef_escort_tour_duration_constants_8_to_10_hours  \n",
+       "94  coef_escort_tour_duration_constants_11_to_13_h...  \n",
+       "95  coef_escort_tour_duration_constants_14_to_18_h...  \n",
        "\n",
        "[89 rows x 4 columns]"
       ]
@@ -461,11 +524,11 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>6812</td>\n",
-       "      <td>118</td>\n",
-       "      <td>118</td>\n",
-       "      <td>166</td>\n",
-       "      <td>eatout</td>\n",
+       "      <td>1870</td>\n",
+       "      <td>73</td>\n",
+       "      <td>137</td>\n",
+       "      <td>45</td>\n",
+       "      <td>othdiscr</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
@@ -485,11 +548,11 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>8110</td>\n",
-       "      <td>112</td>\n",
-       "      <td>112</td>\n",
-       "      <td>197</td>\n",
-       "      <td>shopping</td>\n",
+       "      <td>20468</td>\n",
+       "      <td>99</td>\n",
+       "      <td>124</td>\n",
+       "      <td>499</td>\n",
+       "      <td>escort</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
@@ -501,23 +564,23 @@
        "      <td>0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td>0</td>\n",
        "      <td>1</td>\n",
+       "      <td>0</td>\n",
        "      <td>True</td>\n",
        "      <td>5</td>\n",
        "      <td>5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>11013</td>\n",
-       "      <td>169</td>\n",
+       "      <td>27055</td>\n",
+       "      <td>146</td>\n",
        "      <td>169</td>\n",
-       "      <td>268</td>\n",
-       "      <td>othdiscr</td>\n",
+       "      <td>659</td>\n",
+       "      <td>social</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
        "      <td>non_mandatory</td>\n",
        "      <td>...</td>\n",
        "      <td>0</td>\n",
@@ -526,18 +589,18 @@
        "      <td>0.0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>2</td>\n",
+       "      <td>1</td>\n",
        "      <td>True</td>\n",
-       "      <td>12</td>\n",
-       "      <td>15</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>11016</td>\n",
-       "      <td>115</td>\n",
-       "      <td>115</td>\n",
-       "      <td>268</td>\n",
-       "      <td>othmaint</td>\n",
+       "      <td>38877</td>\n",
+       "      <td>37</td>\n",
+       "      <td>125</td>\n",
+       "      <td>948</td>\n",
+       "      <td>escort</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
@@ -549,23 +612,23 @@
        "      <td>0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
        "      <td>True</td>\n",
        "      <td>5</td>\n",
        "      <td>5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>15403</td>\n",
-       "      <td>99</td>\n",
-       "      <td>99</td>\n",
-       "      <td>375</td>\n",
-       "      <td>othmaint</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
+       "      <td>38904</td>\n",
+       "      <td>95</td>\n",
+       "      <td>172</td>\n",
+       "      <td>948</td>\n",
+       "      <td>social</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
        "      <td>non_mandatory</td>\n",
        "      <td>...</td>\n",
        "      <td>0</td>\n",
@@ -573,11 +636,11 @@
        "      <td>0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td>0</td>\n",
+       "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>True</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
+       "      <td>7</td>\n",
+       "      <td>7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>...</th>\n",
@@ -604,16 +667,16 @@
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2485</th>\n",
-       "      <td>309760814</td>\n",
-       "      <td>71</td>\n",
-       "      <td>71</td>\n",
-       "      <td>7555141</td>\n",
+       "      <th>29664</th>\n",
+       "      <td>310197956</td>\n",
+       "      <td>125</td>\n",
+       "      <td>127</td>\n",
+       "      <td>7565803</td>\n",
        "      <td>shopping</td>\n",
-       "      <td>2</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
-       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
        "      <td>non_mandatory</td>\n",
        "      <td>...</td>\n",
        "      <td>0</td>\n",
@@ -622,22 +685,22 @@
        "      <td>0.0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>3</td>\n",
+       "      <td>1</td>\n",
        "      <td>True</td>\n",
        "      <td>5</td>\n",
        "      <td>5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2486</th>\n",
-       "      <td>309760815</td>\n",
-       "      <td>137</td>\n",
-       "      <td>137</td>\n",
-       "      <td>7555141</td>\n",
-       "      <td>shopping</td>\n",
-       "      <td>2</td>\n",
+       "      <th>29665</th>\n",
+       "      <td>310202376</td>\n",
+       "      <td>126</td>\n",
+       "      <td>5</td>\n",
+       "      <td>7565911</td>\n",
+       "      <td>othdiscr</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
        "      <td>2</td>\n",
        "      <td>2</td>\n",
-       "      <td>3</td>\n",
        "      <td>non_mandatory</td>\n",
        "      <td>...</td>\n",
        "      <td>0</td>\n",
@@ -646,22 +709,22 @@
        "      <td>0.0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>3</td>\n",
+       "      <td>2</td>\n",
        "      <td>True</td>\n",
-       "      <td>9</td>\n",
-       "      <td>10</td>\n",
+       "      <td>15</td>\n",
+       "      <td>19</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2487</th>\n",
-       "      <td>309790009</td>\n",
-       "      <td>109</td>\n",
-       "      <td>109</td>\n",
-       "      <td>7555853</td>\n",
-       "      <td>social</td>\n",
-       "      <td>1</td>\n",
+       "      <th>29666</th>\n",
+       "      <td>310202384</td>\n",
+       "      <td>149</td>\n",
+       "      <td>129</td>\n",
+       "      <td>7565911</td>\n",
+       "      <td>shopping</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
+       "      <td>2</td>\n",
        "      <td>non_mandatory</td>\n",
        "      <td>...</td>\n",
        "      <td>0</td>\n",
@@ -670,22 +733,22 @@
        "      <td>0.0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>1</td>\n",
+       "      <td>2</td>\n",
        "      <td>True</td>\n",
        "      <td>5</td>\n",
        "      <td>5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2488</th>\n",
-       "      <td>309796968</td>\n",
-       "      <td>146</td>\n",
+       "      <th>29667</th>\n",
+       "      <td>310212634</td>\n",
+       "      <td>86</td>\n",
        "      <td>146</td>\n",
-       "      <td>7556023</td>\n",
-       "      <td>othdiscr</td>\n",
-       "      <td>2</td>\n",
+       "      <td>7566161</td>\n",
+       "      <td>shopping</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
-       "      <td>2</td>\n",
        "      <td>non_mandatory</td>\n",
        "      <td>...</td>\n",
        "      <td>0</td>\n",
@@ -694,22 +757,22 @@
        "      <td>0.0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>2</td>\n",
+       "      <td>1</td>\n",
        "      <td>True</td>\n",
        "      <td>5</td>\n",
        "      <td>5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2489</th>\n",
-       "      <td>309796969</td>\n",
-       "      <td>180</td>\n",
-       "      <td>180</td>\n",
-       "      <td>7556023</td>\n",
-       "      <td>othdiscr</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
+       "      <th>29668</th>\n",
+       "      <td>310220296</td>\n",
+       "      <td>74</td>\n",
+       "      <td>126</td>\n",
+       "      <td>7566348</td>\n",
+       "      <td>othmaint</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
        "      <td>non_mandatory</td>\n",
        "      <td>...</td>\n",
        "      <td>0</td>\n",
@@ -718,83 +781,83 @@
        "      <td>0.0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>2</td>\n",
+       "      <td>1</td>\n",
        "      <td>True</td>\n",
-       "      <td>15</td>\n",
-       "      <td>16</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>2490 rows × 31 columns</p>\n",
+       "<p>29669 rows × 31 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "        tour_id  model_choice  override_choice  person_id tour_type  \\\n",
-       "0          6812           118              118        166    eatout   \n",
-       "1          8110           112              112        197  shopping   \n",
-       "2         11013           169              169        268  othdiscr   \n",
-       "3         11016           115              115        268  othmaint   \n",
-       "4         15403            99               99        375  othmaint   \n",
-       "...         ...           ...              ...        ...       ...   \n",
-       "2485  309760814            71               71    7555141  shopping   \n",
-       "2486  309760815           137              137    7555141  shopping   \n",
-       "2487  309790009           109              109    7555853    social   \n",
-       "2488  309796968           146              146    7556023  othdiscr   \n",
-       "2489  309796969           180              180    7556023  othdiscr   \n",
+       "         tour_id  model_choice  override_choice  person_id tour_type  \\\n",
+       "0           1870            73              137         45  othdiscr   \n",
+       "1          20468            99              124        499    escort   \n",
+       "2          27055           146              169        659    social   \n",
+       "3          38877            37              125        948    escort   \n",
+       "4          38904            95              172        948    social   \n",
+       "...          ...           ...              ...        ...       ...   \n",
+       "29664  310197956           125              127    7565803  shopping   \n",
+       "29665  310202376           126                5    7565911  othdiscr   \n",
+       "29666  310202384           149              129    7565911  shopping   \n",
+       "29667  310212634            86              146    7566161  shopping   \n",
+       "29668  310220296            74              126    7566348  othmaint   \n",
        "\n",
-       "      tour_type_count  tour_type_num  tour_num  tour_count  tour_category  \\\n",
-       "0                   1              1         1           1  non_mandatory   \n",
-       "1                   1              1         1           1  non_mandatory   \n",
-       "2                   1              1         2           2  non_mandatory   \n",
-       "3                   1              1         1           2  non_mandatory   \n",
-       "4                   1              1         1           1  non_mandatory   \n",
-       "...               ...            ...       ...         ...            ...   \n",
-       "2485                2              1         1           3  non_mandatory   \n",
-       "2486                2              2         2           3  non_mandatory   \n",
-       "2487                1              1         1           1  non_mandatory   \n",
-       "2488                2              1         1           2  non_mandatory   \n",
-       "2489                2              2         2           2  non_mandatory   \n",
+       "       tour_type_count  tour_type_num  tour_num  tour_count  tour_category  \\\n",
+       "0                    1              1         1           1  non_mandatory   \n",
+       "1                    1              1         1           1  non_mandatory   \n",
+       "2                    1              1         1           1  non_mandatory   \n",
+       "3                    1              1         1           2  non_mandatory   \n",
+       "4                    1              1         2           2  non_mandatory   \n",
+       "...                ...            ...       ...         ...            ...   \n",
+       "29664                1              1         1           1  non_mandatory   \n",
+       "29665                1              1         2           2  non_mandatory   \n",
+       "29666                1              1         1           2  non_mandatory   \n",
+       "29667                1              1         1           1  non_mandatory   \n",
+       "29668                1              1         1           1  non_mandatory   \n",
        "\n",
-       "      ...  num_person_joint_tours  ptype  num_children  \\\n",
-       "0     ...                       0      4             0   \n",
-       "1     ...                       0      4             0   \n",
-       "2     ...                       0      4             0   \n",
-       "3     ...                       0      4             0   \n",
-       "4     ...                       0      4             0   \n",
-       "...   ...                     ...    ...           ...   \n",
-       "2485  ...                       0      5             0   \n",
-       "2486  ...                       0      5             0   \n",
-       "2487  ...                       0      5             0   \n",
-       "2488  ...                       0      5             0   \n",
-       "2489  ...                       0      5             0   \n",
+       "       ...  num_person_joint_tours  ptype  num_children  \\\n",
+       "0      ...                       0      4             0   \n",
+       "1      ...                       0      4             0   \n",
+       "2      ...                       0      4             0   \n",
+       "3      ...                       0      4             0   \n",
+       "4      ...                       0      4             0   \n",
+       "...    ...                     ...    ...           ...   \n",
+       "29664  ...                       0      5             0   \n",
+       "29665  ...                       0      5             0   \n",
+       "29666  ...                       0      5             0   \n",
+       "29667  ...                       0      5             0   \n",
+       "29668  ...                       0      5             0   \n",
        "\n",
-       "      roundtrip_auto_time_to_work  num_mand  num_escort_tours  \\\n",
-       "0                             0.0         0                 0   \n",
-       "1                             0.0         0                 0   \n",
-       "2                             0.0         0                 0   \n",
-       "3                             0.0         0                 0   \n",
-       "4                             0.0         0                 0   \n",
-       "...                           ...       ...               ...   \n",
-       "2485                          0.0         0                 0   \n",
-       "2486                          0.0         0                 0   \n",
-       "2487                          0.0         0                 0   \n",
-       "2488                          0.0         0                 0   \n",
-       "2489                          0.0         0                 0   \n",
+       "       roundtrip_auto_time_to_work  num_mand  num_escort_tours  \\\n",
+       "0                              0.0         0                 0   \n",
+       "1                              0.0         0                 1   \n",
+       "2                              0.0         0                 0   \n",
+       "3                              0.0         0                 1   \n",
+       "4                              0.0         0                 1   \n",
+       "...                            ...       ...               ...   \n",
+       "29664                          0.0         0                 0   \n",
+       "29665                          0.0         0                 0   \n",
+       "29666                          0.0         0                 0   \n",
+       "29667                          0.0         0                 0   \n",
+       "29668                          0.0         0                 0   \n",
        "\n",
-       "      num_non_escort_tours  adult  start_previous  end_previous  \n",
-       "0                        1   True               5             5  \n",
-       "1                        1   True               5             5  \n",
-       "2                        2   True              12            15  \n",
-       "3                        2   True               5             5  \n",
-       "4                        1   True               5             5  \n",
-       "...                    ...    ...             ...           ...  \n",
-       "2485                     3   True               5             5  \n",
-       "2486                     3   True               9            10  \n",
-       "2487                     1   True               5             5  \n",
-       "2488                     2   True               5             5  \n",
-       "2489                     2   True              15            16  \n",
+       "       num_non_escort_tours  adult start_previous  end_previous  \n",
+       "0                         1   True              5             5  \n",
+       "1                         0   True              5             5  \n",
+       "2                         1   True              5             5  \n",
+       "3                         1   True              5             5  \n",
+       "4                         1   True              7             7  \n",
+       "...                     ...    ...            ...           ...  \n",
+       "29664                     1   True              5             5  \n",
+       "29665                     2   True             15            19  \n",
+       "29666                     2   True              5             5  \n",
+       "29667                     1   True              5             5  \n",
+       "29668                     1   True              5             5  \n",
        "\n",
-       "[2490 rows x 31 columns]"
+       "[29669 rows x 31 columns]"
       ]
      },
      "execution_count": 6,
@@ -840,129 +903,114 @@
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>tour_id</th>\n",
-       "      <th>variable</th>\n",
-       "      <th>0</th>\n",
-       "      <th>1</th>\n",
-       "      <th>2</th>\n",
-       "      <th>3</th>\n",
-       "      <th>4</th>\n",
-       "      <th>5</th>\n",
-       "      <th>6</th>\n",
-       "      <th>7</th>\n",
+       "      <th>start</th>\n",
+       "      <th>end</th>\n",
+       "      <th>duration</th>\n",
+       "      <th>tdd</th>\n",
+       "      <th>mode_choice_logsum</th>\n",
+       "      <th>util_subsequent_tour_must_start_after_previous_tour_for_this_purpose_ends</th>\n",
+       "      <th>util_free_flow_round_trip_auto_time_shift_effects_duration</th>\n",
+       "      <th>util_shopping_tour_departure_shift_effects</th>\n",
+       "      <th>util_shopping_tour_duration_shift_effects</th>\n",
        "      <th>...</th>\n",
-       "      <th>180</th>\n",
-       "      <th>181</th>\n",
-       "      <th>182</th>\n",
-       "      <th>183</th>\n",
-       "      <th>184</th>\n",
-       "      <th>185</th>\n",
-       "      <th>186</th>\n",
-       "      <th>187</th>\n",
-       "      <th>188</th>\n",
-       "      <th>189</th>\n",
+       "      <th>util_escort_tour_arrival_constants_pm_peak_4</th>\n",
+       "      <th>util_escort_tour_arrival_constants_evening</th>\n",
+       "      <th>util_escort_tour_arrival_constants_late</th>\n",
+       "      <th>util_escort_tour_duration_constants_0_to_1_hours</th>\n",
+       "      <th>util_escort_tour_duration_constants_2_to_3_hours</th>\n",
+       "      <th>util_escort_tour_duration_constants_4_to_5_hours</th>\n",
+       "      <th>util_escort_tour_duration_constants_6_to_7_hours</th>\n",
+       "      <th>util_escort_tour_duration_constants_8_to_10_hours</th>\n",
+       "      <th>util_escort_tour_duration_constants_11_to_13_hours</th>\n",
+       "      <th>util_escort_tour_duration_constants_14_to_18_hours</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>6812</td>\n",
-       "      <td>duration</td>\n",
+       "      <td>1870</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>False</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>4.0</td>\n",
-       "      <td>5.0</td>\n",
-       "      <td>6.0</td>\n",
-       "      <td>7.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>6812</td>\n",
-       "      <td>end</td>\n",
-       "      <td>5.0</td>\n",
-       "      <td>6.0</td>\n",
-       "      <td>7.0</td>\n",
-       "      <td>8.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>10.0</td>\n",
-       "      <td>11.0</td>\n",
-       "      <td>12.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>20.0</td>\n",
-       "      <td>21.0</td>\n",
-       "      <td>22.0</td>\n",
-       "      <td>23.0</td>\n",
-       "      <td>21.0</td>\n",
-       "      <td>22.0</td>\n",
-       "      <td>23.0</td>\n",
-       "      <td>22.0</td>\n",
-       "      <td>23.0</td>\n",
-       "      <td>23.0</td>\n",
+       "      <td>1870</td>\n",
+       "      <td>5</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>6812</td>\n",
-       "      <td>mode_choice_logsum</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>1870</td>\n",
+       "      <td>5</td>\n",
+       "      <td>7</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>False</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>6812</td>\n",
-       "      <td>start</td>\n",
-       "      <td>5.0</td>\n",
-       "      <td>5.0</td>\n",
-       "      <td>5.0</td>\n",
-       "      <td>5.0</td>\n",
-       "      <td>5.0</td>\n",
-       "      <td>5.0</td>\n",
-       "      <td>5.0</td>\n",
-       "      <td>5.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>20.0</td>\n",
-       "      <td>20.0</td>\n",
-       "      <td>20.0</td>\n",
-       "      <td>20.0</td>\n",
-       "      <td>21.0</td>\n",
-       "      <td>21.0</td>\n",
-       "      <td>21.0</td>\n",
-       "      <td>22.0</td>\n",
-       "      <td>22.0</td>\n",
-       "      <td>23.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>6812</td>\n",
-       "      <td>util_adjacent_window_exists_after_this_arrival...</td>\n",
+       "      <td>1870</td>\n",
+       "      <td>5</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
@@ -971,6 +1019,21 @@
        "      <td>False</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>1870</td>\n",
+       "      <td>5</td>\n",
+       "      <td>9</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
        "      <td>...</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
@@ -1008,41 +1071,17 @@
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>231565</th>\n",
-       "      <td>309796969</td>\n",
-       "      <td>util_subsequent_of_2_plus_tours_for_same_purpo...</td>\n",
-       "      <td>0</td>\n",
+       "      <th>3632342</th>\n",
+       "      <td>310220296</td>\n",
+       "      <td>21</td>\n",
+       "      <td>22</td>\n",
        "      <td>1</td>\n",
-       "      <td>2</td>\n",
-       "      <td>3</td>\n",
-       "      <td>4</td>\n",
-       "      <td>5</td>\n",
-       "      <td>6</td>\n",
-       "      <td>7</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2</td>\n",
-       "      <td>3</td>\n",
+       "      <td>185</td>\n",
        "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2</td>\n",
+       "      <td>False</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td>1</td>\n",
        "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>231566</th>\n",
-       "      <td>309796969</td>\n",
-       "      <td>util_subsequent_tour_must_start_after_previous...</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
        "      <td>...</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
@@ -1056,9 +1095,21 @@
        "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>231567</th>\n",
-       "      <td>309796969</td>\n",
-       "      <td>util_university_student_arrive_after_22</td>\n",
+       "      <th>3632343</th>\n",
+       "      <td>310220296</td>\n",
+       "      <td>21</td>\n",
+       "      <td>23</td>\n",
+       "      <td>2</td>\n",
+       "      <td>186</td>\n",
+       "      <td>0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
@@ -1066,7 +1117,19 @@
        "      <td>False</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3632344</th>\n",
+       "      <td>310220296</td>\n",
+       "      <td>22</td>\n",
+       "      <td>22</td>\n",
+       "      <td>0</td>\n",
+       "      <td>187</td>\n",
+       "      <td>0</td>\n",
        "      <td>False</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
        "      <td>...</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
@@ -1080,99 +1143,255 @@
        "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>231568</th>\n",
-       "      <td>309796969</td>\n",
-       "      <td>util_visit_tour_departure_shift_effects_start</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
+       "      <th>3632345</th>\n",
+       "      <td>310220296</td>\n",
+       "      <td>22</td>\n",
+       "      <td>23</td>\n",
+       "      <td>1</td>\n",
+       "      <td>188</td>\n",
        "      <td>0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>231569</th>\n",
-       "      <td>309796969</td>\n",
-       "      <td>util_visit_tour_duration_shift_effects_duration</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
+       "      <th>3632346</th>\n",
+       "      <td>310220296</td>\n",
+       "      <td>23</td>\n",
+       "      <td>23</td>\n",
        "      <td>0</td>\n",
+       "      <td>189</td>\n",
        "      <td>0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>231570 rows × 192 columns</p>\n",
+       "<p>3632347 rows × 95 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "          tour_id                                           variable      0  \\\n",
-       "0            6812                                           duration    0.0   \n",
-       "1            6812                                                end    5.0   \n",
-       "2            6812                                 mode_choice_logsum    0.0   \n",
-       "3            6812                                              start    5.0   \n",
-       "4            6812  util_adjacent_window_exists_after_this_arrival...  False   \n",
-       "...           ...                                                ...    ...   \n",
-       "231565  309796969  util_subsequent_of_2_plus_tours_for_same_purpo...      0   \n",
-       "231566  309796969  util_subsequent_tour_must_start_after_previous...   True   \n",
-       "231567  309796969            util_university_student_arrive_after_22  False   \n",
-       "231568  309796969      util_visit_tour_departure_shift_effects_start      0   \n",
-       "231569  309796969    util_visit_tour_duration_shift_effects_duration      0   \n",
+       "           tour_id  start  end  duration  tdd  mode_choice_logsum  \\\n",
+       "0             1870      5    5         0    0                   0   \n",
+       "1             1870      5    6         1    1                   0   \n",
+       "2             1870      5    7         2    2                   0   \n",
+       "3             1870      5    8         3    3                   0   \n",
+       "4             1870      5    9         4    4                   0   \n",
+       "...            ...    ...  ...       ...  ...                 ...   \n",
+       "3632342  310220296     21   22         1  185                   0   \n",
+       "3632343  310220296     21   23         2  186                   0   \n",
+       "3632344  310220296     22   22         0  187                   0   \n",
+       "3632345  310220296     22   23         1  188                   0   \n",
+       "3632346  310220296     23   23         0  189                   0   \n",
+       "\n",
+       "         util_subsequent_tour_must_start_after_previous_tour_for_this_purpose_ends  \\\n",
+       "0                                                    False                           \n",
+       "1                                                    False                           \n",
+       "2                                                    False                           \n",
+       "3                                                    False                           \n",
+       "4                                                    False                           \n",
+       "...                                                    ...                           \n",
+       "3632342                                              False                           \n",
+       "3632343                                              False                           \n",
+       "3632344                                              False                           \n",
+       "3632345                                              False                           \n",
+       "3632346                                              False                           \n",
        "\n",
-       "            1      2      3      4      5      6      7  ...    180    181  \\\n",
-       "0         1.0    2.0    3.0    4.0    5.0    6.0    7.0  ...    0.0    1.0   \n",
-       "1         6.0    7.0    8.0    9.0   10.0   11.0   12.0  ...   20.0   21.0   \n",
-       "2         0.0    0.0    0.0    0.0    0.0    0.0    0.0  ...    0.0    0.0   \n",
-       "3         5.0    5.0    5.0    5.0    5.0    5.0    5.0  ...   20.0   20.0   \n",
-       "4       False  False  False  False  False  False  False  ...  False  False   \n",
-       "...       ...    ...    ...    ...    ...    ...    ...  ...    ...    ...   \n",
-       "231565      1      2      3      4      5      6      7  ...      0      1   \n",
-       "231566   True   True   True   True   True   True   True  ...  False  False   \n",
-       "231567  False  False  False  False  False  False  False  ...  False  False   \n",
-       "231568      0      0      0      0      0      0      0  ...      0      0   \n",
-       "231569      0      0      0      0      0      0      0  ...      0      0   \n",
+       "         util_free_flow_round_trip_auto_time_shift_effects_duration  \\\n",
+       "0                                                      0.0            \n",
+       "1                                                      0.0            \n",
+       "2                                                      0.0            \n",
+       "3                                                      0.0            \n",
+       "4                                                      0.0            \n",
+       "...                                                    ...            \n",
+       "3632342                                                0.0            \n",
+       "3632343                                                0.0            \n",
+       "3632344                                                0.0            \n",
+       "3632345                                                0.0            \n",
+       "3632346                                                0.0            \n",
        "\n",
-       "          182    183    184    185    186    187    188    189  \n",
-       "0         2.0    3.0    0.0    1.0    2.0    0.0    1.0    0.0  \n",
-       "1        22.0   23.0   21.0   22.0   23.0   22.0   23.0   23.0  \n",
-       "2         0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0  \n",
-       "3        20.0   20.0   21.0   21.0   21.0   22.0   22.0   23.0  \n",
-       "4       False  False  False  False  False  False  False  False  \n",
-       "...       ...    ...    ...    ...    ...    ...    ...    ...  \n",
-       "231565      2      3      0      1      2      0      1      0  \n",
-       "231566  False  False  False  False  False  False  False  False  \n",
-       "231567  False  False  False  False  False  False  False  False  \n",
-       "231568      0      0      0      0      0      0      0      0  \n",
-       "231569      0      0      0      0      0      0      0      0  \n",
+       "         util_shopping_tour_departure_shift_effects  \\\n",
+       "0                                                 0   \n",
+       "1                                                 0   \n",
+       "2                                                 0   \n",
+       "3                                                 0   \n",
+       "4                                                 0   \n",
+       "...                                             ...   \n",
+       "3632342                                           0   \n",
+       "3632343                                           0   \n",
+       "3632344                                           0   \n",
+       "3632345                                           0   \n",
+       "3632346                                           0   \n",
        "\n",
-       "[231570 rows x 192 columns]"
+       "         util_shopping_tour_duration_shift_effects  ...  \\\n",
+       "0                                                0  ...   \n",
+       "1                                                0  ...   \n",
+       "2                                                0  ...   \n",
+       "3                                                0  ...   \n",
+       "4                                                0  ...   \n",
+       "...                                            ...  ...   \n",
+       "3632342                                          0  ...   \n",
+       "3632343                                          0  ...   \n",
+       "3632344                                          0  ...   \n",
+       "3632345                                          0  ...   \n",
+       "3632346                                          0  ...   \n",
+       "\n",
+       "         util_escort_tour_arrival_constants_pm_peak_4  \\\n",
+       "0                                               False   \n",
+       "1                                               False   \n",
+       "2                                               False   \n",
+       "3                                               False   \n",
+       "4                                               False   \n",
+       "...                                               ...   \n",
+       "3632342                                         False   \n",
+       "3632343                                         False   \n",
+       "3632344                                         False   \n",
+       "3632345                                         False   \n",
+       "3632346                                         False   \n",
+       "\n",
+       "         util_escort_tour_arrival_constants_evening  \\\n",
+       "0                                             False   \n",
+       "1                                             False   \n",
+       "2                                             False   \n",
+       "3                                             False   \n",
+       "4                                             False   \n",
+       "...                                             ...   \n",
+       "3632342                                       False   \n",
+       "3632343                                       False   \n",
+       "3632344                                       False   \n",
+       "3632345                                       False   \n",
+       "3632346                                       False   \n",
+       "\n",
+       "         util_escort_tour_arrival_constants_late  \\\n",
+       "0                                          False   \n",
+       "1                                          False   \n",
+       "2                                          False   \n",
+       "3                                          False   \n",
+       "4                                          False   \n",
+       "...                                          ...   \n",
+       "3632342                                    False   \n",
+       "3632343                                    False   \n",
+       "3632344                                    False   \n",
+       "3632345                                    False   \n",
+       "3632346                                    False   \n",
+       "\n",
+       "         util_escort_tour_duration_constants_0_to_1_hours  \\\n",
+       "0                                                   False   \n",
+       "1                                                   False   \n",
+       "2                                                   False   \n",
+       "3                                                   False   \n",
+       "4                                                   False   \n",
+       "...                                                   ...   \n",
+       "3632342                                             False   \n",
+       "3632343                                             False   \n",
+       "3632344                                             False   \n",
+       "3632345                                             False   \n",
+       "3632346                                             False   \n",
+       "\n",
+       "         util_escort_tour_duration_constants_2_to_3_hours  \\\n",
+       "0                                                   False   \n",
+       "1                                                   False   \n",
+       "2                                                   False   \n",
+       "3                                                   False   \n",
+       "4                                                   False   \n",
+       "...                                                   ...   \n",
+       "3632342                                             False   \n",
+       "3632343                                             False   \n",
+       "3632344                                             False   \n",
+       "3632345                                             False   \n",
+       "3632346                                             False   \n",
+       "\n",
+       "         util_escort_tour_duration_constants_4_to_5_hours  \\\n",
+       "0                                                   False   \n",
+       "1                                                   False   \n",
+       "2                                                   False   \n",
+       "3                                                   False   \n",
+       "4                                                   False   \n",
+       "...                                                   ...   \n",
+       "3632342                                             False   \n",
+       "3632343                                             False   \n",
+       "3632344                                             False   \n",
+       "3632345                                             False   \n",
+       "3632346                                             False   \n",
+       "\n",
+       "         util_escort_tour_duration_constants_6_to_7_hours  \\\n",
+       "0                                                   False   \n",
+       "1                                                   False   \n",
+       "2                                                   False   \n",
+       "3                                                   False   \n",
+       "4                                                   False   \n",
+       "...                                                   ...   \n",
+       "3632342                                             False   \n",
+       "3632343                                             False   \n",
+       "3632344                                             False   \n",
+       "3632345                                             False   \n",
+       "3632346                                             False   \n",
+       "\n",
+       "         util_escort_tour_duration_constants_8_to_10_hours  \\\n",
+       "0                                                    False   \n",
+       "1                                                    False   \n",
+       "2                                                    False   \n",
+       "3                                                    False   \n",
+       "4                                                    False   \n",
+       "...                                                    ...   \n",
+       "3632342                                              False   \n",
+       "3632343                                              False   \n",
+       "3632344                                              False   \n",
+       "3632345                                              False   \n",
+       "3632346                                              False   \n",
+       "\n",
+       "         util_escort_tour_duration_constants_11_to_13_hours  \\\n",
+       "0                                                    False    \n",
+       "1                                                    False    \n",
+       "2                                                    False    \n",
+       "3                                                    False    \n",
+       "4                                                    False    \n",
+       "...                                                    ...    \n",
+       "3632342                                              False    \n",
+       "3632343                                              False    \n",
+       "3632344                                              False    \n",
+       "3632345                                              False    \n",
+       "3632346                                              False    \n",
+       "\n",
+       "         util_escort_tour_duration_constants_14_to_18_hours  \n",
+       "0                                                    False   \n",
+       "1                                                    False   \n",
+       "2                                                    False   \n",
+       "3                                                    False   \n",
+       "4                                                    False   \n",
+       "...                                                    ...   \n",
+       "3632342                                              False   \n",
+       "3632343                                              False   \n",
+       "3632344                                              False   \n",
+       "3632345                                              False   \n",
+       "3632346                                              False   \n",
+       "\n",
+       "[3632347 rows x 95 columns]"
       ]
      },
      "execution_count": 7,
@@ -1202,13 +1421,47 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "req_data does not request avail_ca or avail_co but it is set and being provided\n"
+      "problem: chosen_but_not_available has (149 issues)\n"
      ]
     },
+    {
+     "data": {
+      "text/plain": [
+       "(<larch.Model (MNL) \"None\">,\n",
+       " ┣ chosen_but_not_available:     altid   n        example rows\n",
+       " ┃                           0       2   1               26680\n",
+       " ┃                           1       7   1               15549\n",
+       " ┃                           2       8   1                2727\n",
+       " ┃                           3      12   1               18739\n",
+       " ┃                           4      20   5  9872, 15764, 22362\n",
+       " ┃                           ..    ...  ..                 ...\n",
+       " ┃                           144   183  12  4208, 14096, 15246\n",
+       " ┃                           145   184   5   1829, 8653, 13517\n",
+       " ┃                           146   185  10     626, 5650, 9208\n",
+       " ┃                           147   186   9    4563, 8308, 8746\n",
+       " ┃                           148   187   7  8216, 13933, 19491\n",
+       " ┃                           \n",
+       " ┃                           [149 rows x 3 columns])"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "model.doctor(repair_ch_av=\"-\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
     {
      "data": {
       "text/html": [
-       "<h3>Iteration 079 [Optimization terminated successfully] </h3>"
+       "<h3>Iteration 121 [Optimization terminated successfully] </h3>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -1220,7 +1473,7 @@
     {
      "data": {
       "text/html": [
-       "<p>Best LL = -9499.39971608494</p>"
+       "<p>Best LL = -103688.04725680027</p>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -1251,70 +1504,74 @@
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>value</th>\n",
+       "      <th>best</th>\n",
        "      <th>initvalue</th>\n",
-       "      <th>nullvalue</th>\n",
        "      <th>minimum</th>\n",
        "      <th>maximum</th>\n",
+       "      <th>nullvalue</th>\n",
        "      <th>holdfast</th>\n",
-       "      <th>note</th>\n",
-       "      <th>best</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>param_name</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>coef_adjacent_window_exists_after_this_arrival_hour_first_tour_interaction</th>\n",
-       "      <td>-0.127954</td>\n",
+       "      <td>0.126593</td>\n",
+       "      <td>0.126593</td>\n",
        "      <td>-0.025700</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.127954</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_adjacent_window_exists_after_this_arrival_hour_second_plus_tour_interaction</th>\n",
-       "      <td>0.093954</td>\n",
+       "      <td>-0.610258</td>\n",
+       "      <td>-0.610258</td>\n",
        "      <td>-0.027340</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.093954</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_adjacent_window_exists_before_this_departure_hour_first_tour_interaction</th>\n",
-       "      <td>0.253749</td>\n",
+       "      <td>0.113506</td>\n",
+       "      <td>0.113506</td>\n",
        "      <td>0.008442</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.253749</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_adjacent_window_exists_before_this_departure_hour_second_plus_tour_interaction</th>\n",
-       "      <td>-0.198343</td>\n",
+       "      <td>0.386575</td>\n",
+       "      <td>0.386575</td>\n",
        "      <td>-0.059300</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.198343</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_adult_with_children_in_hh_arrive_19_21</th>\n",
-       "      <td>0.309424</td>\n",
+       "      <td>0.281164</td>\n",
+       "      <td>0.281164</td>\n",
        "      <td>0.336000</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.309424</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>...</th>\n",
@@ -1325,135 +1582,125 @@
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
-       "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_subsequent_of_2_plus_tours_for_same_purpose_duration_shift_effect</th>\n",
-       "      <td>-0.115107</td>\n",
+       "      <td>-0.281272</td>\n",
+       "      <td>-0.281272</td>\n",
        "      <td>-0.173100</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.115107</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_subsequent_tour_must_start_after_previous_tour_for_this_purpose_ends</th>\n",
        "      <td>-999.000000</td>\n",
        "      <td>-999.000000</td>\n",
+       "      <td>-999.000000</td>\n",
+       "      <td>-999.0</td>\n",
+       "      <td>-999.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>-25.0</td>\n",
-       "      <td>25.0</td>\n",
        "      <td>1</td>\n",
-       "      <td></td>\n",
-       "      <td>-999.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_university_student_arrive_after_22</th>\n",
-       "      <td>-0.537299</td>\n",
+       "      <td>0.609651</td>\n",
+       "      <td>0.609651</td>\n",
        "      <td>0.546600</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.537299</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_visit_tour_departure_shift_effects</th>\n",
-       "      <td>0.169598</td>\n",
+       "      <td>0.080406</td>\n",
+       "      <td>0.080406</td>\n",
        "      <td>0.096880</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.169598</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_visit_tour_duration_shift_effects</th>\n",
-       "      <td>0.155783</td>\n",
+       "      <td>0.140532</td>\n",
+       "      <td>0.140532</td>\n",
        "      <td>0.163800</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.155783</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>89 rows × 8 columns</p>\n",
+       "<p>89 rows × 7 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "                                                         value   initvalue  \\\n",
-       "coef_adjacent_window_exists_after_this_arrival_...   -0.127954   -0.025700   \n",
-       "coef_adjacent_window_exists_after_this_arrival_...    0.093954   -0.027340   \n",
-       "coef_adjacent_window_exists_before_this_departu...    0.253749    0.008442   \n",
-       "coef_adjacent_window_exists_before_this_departu...   -0.198343   -0.059300   \n",
-       "coef_adult_with_children_in_hh_arrive_19_21           0.309424    0.336000   \n",
+       "                                                         value        best  \\\n",
+       "param_name                                                                   \n",
+       "coef_adjacent_window_exists_after_this_arrival_...    0.126593    0.126593   \n",
+       "coef_adjacent_window_exists_after_this_arrival_...   -0.610258   -0.610258   \n",
+       "coef_adjacent_window_exists_before_this_departu...    0.113506    0.113506   \n",
+       "coef_adjacent_window_exists_before_this_departu...    0.386575    0.386575   \n",
+       "coef_adult_with_children_in_hh_arrive_19_21           0.281164    0.281164   \n",
        "...                                                        ...         ...   \n",
-       "coef_subsequent_of_2_plus_tours_for_same_purpos...   -0.115107   -0.173100   \n",
+       "coef_subsequent_of_2_plus_tours_for_same_purpos...   -0.281272   -0.281272   \n",
        "coef_subsequent_tour_must_start_after_previous_... -999.000000 -999.000000   \n",
-       "coef_university_student_arrive_after_22              -0.537299    0.546600   \n",
-       "coef_visit_tour_departure_shift_effects               0.169598    0.096880   \n",
-       "coef_visit_tour_duration_shift_effects                0.155783    0.163800   \n",
+       "coef_university_student_arrive_after_22               0.609651    0.609651   \n",
+       "coef_visit_tour_departure_shift_effects               0.080406    0.080406   \n",
+       "coef_visit_tour_duration_shift_effects                0.140532    0.140532   \n",
        "\n",
-       "                                                    nullvalue  minimum  \\\n",
-       "coef_adjacent_window_exists_after_this_arrival_...        0.0    -25.0   \n",
-       "coef_adjacent_window_exists_after_this_arrival_...        0.0    -25.0   \n",
-       "coef_adjacent_window_exists_before_this_departu...        0.0    -25.0   \n",
-       "coef_adjacent_window_exists_before_this_departu...        0.0    -25.0   \n",
-       "coef_adult_with_children_in_hh_arrive_19_21               0.0    -25.0   \n",
-       "...                                                       ...      ...   \n",
-       "coef_subsequent_of_2_plus_tours_for_same_purpos...        0.0    -25.0   \n",
-       "coef_subsequent_tour_must_start_after_previous_...        0.0    -25.0   \n",
-       "coef_university_student_arrive_after_22                   0.0    -25.0   \n",
-       "coef_visit_tour_departure_shift_effects                   0.0    -25.0   \n",
-       "coef_visit_tour_duration_shift_effects                    0.0    -25.0   \n",
+       "                                                     initvalue  minimum  \\\n",
+       "param_name                                                                \n",
+       "coef_adjacent_window_exists_after_this_arrival_...   -0.025700    -25.0   \n",
+       "coef_adjacent_window_exists_after_this_arrival_...   -0.027340    -25.0   \n",
+       "coef_adjacent_window_exists_before_this_departu...    0.008442    -25.0   \n",
+       "coef_adjacent_window_exists_before_this_departu...   -0.059300    -25.0   \n",
+       "coef_adult_with_children_in_hh_arrive_19_21           0.336000    -25.0   \n",
+       "...                                                        ...      ...   \n",
+       "coef_subsequent_of_2_plus_tours_for_same_purpos...   -0.173100    -25.0   \n",
+       "coef_subsequent_tour_must_start_after_previous_... -999.000000   -999.0   \n",
+       "coef_university_student_arrive_after_22               0.546600    -25.0   \n",
+       "coef_visit_tour_departure_shift_effects               0.096880    -25.0   \n",
+       "coef_visit_tour_duration_shift_effects                0.163800    -25.0   \n",
        "\n",
-       "                                                    maximum  holdfast note  \\\n",
-       "coef_adjacent_window_exists_after_this_arrival_...     25.0         0        \n",
-       "coef_adjacent_window_exists_after_this_arrival_...     25.0         0        \n",
-       "coef_adjacent_window_exists_before_this_departu...     25.0         0        \n",
-       "coef_adjacent_window_exists_before_this_departu...     25.0         0        \n",
-       "coef_adult_with_children_in_hh_arrive_19_21            25.0         0        \n",
-       "...                                                     ...       ...  ...   \n",
-       "coef_subsequent_of_2_plus_tours_for_same_purpos...     25.0         0        \n",
-       "coef_subsequent_tour_must_start_after_previous_...     25.0         1        \n",
-       "coef_university_student_arrive_after_22                25.0         0        \n",
-       "coef_visit_tour_departure_shift_effects                25.0         0        \n",
-       "coef_visit_tour_duration_shift_effects                 25.0         0        \n",
+       "                                                    maximum  nullvalue  \\\n",
+       "param_name                                                               \n",
+       "coef_adjacent_window_exists_after_this_arrival_...     25.0        0.0   \n",
+       "coef_adjacent_window_exists_after_this_arrival_...     25.0        0.0   \n",
+       "coef_adjacent_window_exists_before_this_departu...     25.0        0.0   \n",
+       "coef_adjacent_window_exists_before_this_departu...     25.0        0.0   \n",
+       "coef_adult_with_children_in_hh_arrive_19_21            25.0        0.0   \n",
+       "...                                                     ...        ...   \n",
+       "coef_subsequent_of_2_plus_tours_for_same_purpos...     25.0        0.0   \n",
+       "coef_subsequent_tour_must_start_after_previous_...   -999.0        0.0   \n",
+       "coef_university_student_arrive_after_22                25.0        0.0   \n",
+       "coef_visit_tour_departure_shift_effects                25.0        0.0   \n",
+       "coef_visit_tour_duration_shift_effects                 25.0        0.0   \n",
        "\n",
-       "                                                          best  \n",
-       "coef_adjacent_window_exists_after_this_arrival_...   -0.127954  \n",
-       "coef_adjacent_window_exists_after_this_arrival_...    0.093954  \n",
-       "coef_adjacent_window_exists_before_this_departu...    0.253749  \n",
-       "coef_adjacent_window_exists_before_this_departu...   -0.198343  \n",
-       "coef_adult_with_children_in_hh_arrive_19_21           0.309424  \n",
-       "...                                                        ...  \n",
-       "coef_subsequent_of_2_plus_tours_for_same_purpos...   -0.115107  \n",
-       "coef_subsequent_tour_must_start_after_previous_... -999.000000  \n",
-       "coef_university_student_arrive_after_22              -0.537299  \n",
-       "coef_visit_tour_departure_shift_effects               0.169598  \n",
-       "coef_visit_tour_duration_shift_effects                0.155783  \n",
+       "                                                    holdfast  \n",
+       "param_name                                                    \n",
+       "coef_adjacent_window_exists_after_this_arrival_...         0  \n",
+       "coef_adjacent_window_exists_after_this_arrival_...         0  \n",
+       "coef_adjacent_window_exists_before_this_departu...         0  \n",
+       "coef_adjacent_window_exists_before_this_departu...         0  \n",
+       "coef_adult_with_children_in_hh_arrive_19_21                0  \n",
+       "...                                                      ...  \n",
+       "coef_subsequent_of_2_plus_tours_for_same_purpos...         0  \n",
+       "coef_subsequent_tour_must_start_after_previous_...         1  \n",
+       "coef_university_student_arrive_after_22                    0  \n",
+       "coef_visit_tour_departure_shift_effects                    0  \n",
+       "coef_visit_tour_duration_shift_effects                     0  \n",
        "\n",
-       "[89 rows x 8 columns]"
+       "[89 rows x 7 columns]"
       ]
      },
      "metadata": {},
      "output_type": "display_data"
     },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/Users/jeffnewman/opt/anaconda3/envs/garage38/lib/python3.8/site-packages/scipy/optimize/optimize.py:282: RuntimeWarning: Values in x were outside bounds during a minimize step, clipping to bounds\n",
-      "  warnings.warn(\"Values in x were outside bounds during a \"\n"
-     ]
-    },
     {
      "data": {
       "text/html": [
@@ -1467,31 +1714,31 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>coef_adjacent_window_exists_after_this_arrival_hour_first_tour_interaction</th>\n",
-       "      <td>-0.127954</td>\n",
+       "      <td>0.126593</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_adjacent_window_exists_after_this_arrival_hour_second_plus_tour_interaction</th>\n",
-       "      <td>0.093954</td>\n",
+       "      <td>-0.610258</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_adjacent_window_exists_before_this_departure_hour_first_tour_interaction</th>\n",
-       "      <td>0.253749</td>\n",
+       "      <td>0.113506</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_adjacent_window_exists_before_this_departure_hour_second_plus_tour_interaction</th>\n",
-       "      <td>-0.198343</td>\n",
+       "      <td>0.386575</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_adult_with_children_in_hh_arrive_19_21</th>\n",
-       "      <td>0.309424</td>\n",
+       "      <td>0.281164</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_arrival_constants_am_peak</th>\n",
-       "      <td>0.423382</td>\n",
+       "      <td>-1.621626</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_arrival_constants_early</th>\n",
-       "      <td>2.912542</td>\n",
+       "      <td>0.006167</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_arrival_constants_evening</th>\n",
@@ -1499,67 +1746,67 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_arrival_constants_late</th>\n",
-       "      <td>-1.191037</td>\n",
+       "      <td>-0.817500</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_arrival_constants_midday_1</th>\n",
-       "      <td>1.483808</td>\n",
+       "      <td>0.050461</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_arrival_constants_midday_2</th>\n",
-       "      <td>1.574014</td>\n",
+       "      <td>0.512472</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_arrival_constants_pm_peak_1</th>\n",
-       "      <td>1.409632</td>\n",
+       "      <td>0.637774</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_arrival_constants_pm_peak_2</th>\n",
-       "      <td>1.601585</td>\n",
+       "      <td>0.623529</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_arrival_constants_pm_peak_3</th>\n",
-       "      <td>1.110412</td>\n",
+       "      <td>0.299165</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_arrival_constants_pm_peak_4</th>\n",
-       "      <td>0.718971</td>\n",
+       "      <td>0.085991</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_departure_constants_am_peak_1</th>\n",
-       "      <td>-0.462981</td>\n",
+       "      <td>-0.564262</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_departure_constants_am_peak_2</th>\n",
-       "      <td>1.259376</td>\n",
+       "      <td>0.617882</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_departure_constants_am_peak_3</th>\n",
-       "      <td>1.496731</td>\n",
+       "      <td>1.077085</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_departure_constants_am_peak_4</th>\n",
-       "      <td>1.574361</td>\n",
+       "      <td>0.967759</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_departure_constants_early</th>\n",
-       "      <td>-1.029511</td>\n",
+       "      <td>-1.393229</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_departure_constants_evening</th>\n",
-       "      <td>-1.905774</td>\n",
+       "      <td>-1.688698</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_departure_constants_late</th>\n",
-       "      <td>-5.863097</td>\n",
+       "      <td>-4.308508</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_departure_constants_midday_1</th>\n",
-       "      <td>1.406032</td>\n",
+       "      <td>0.803175</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_departure_constants_midday_2</th>\n",
-       "      <td>0.672976</td>\n",
+       "      <td>0.328097</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_departure_constants_pm_peak</th>\n",
@@ -1567,11 +1814,11 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_destination_in_cbd_duration_shift_effects</th>\n",
-       "      <td>0.116120</td>\n",
+       "      <td>0.110221</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_discretionary_tour_duration_lt_2_hours</th>\n",
-       "      <td>-0.263935</td>\n",
+       "      <td>-0.712606</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_constants_0_to_1_hours</th>\n",
@@ -1579,31 +1826,31 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_constants_11_to_13_hours</th>\n",
-       "      <td>-0.877324</td>\n",
+       "      <td>-1.002178</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_constants_14_to_18_hours</th>\n",
-       "      <td>-2.821298</td>\n",
+       "      <td>-1.203201</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_constants_2_to_3_hours</th>\n",
-       "      <td>0.435394</td>\n",
+       "      <td>-0.064944</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_constants_4_to_5_hours</th>\n",
-       "      <td>-0.223601</td>\n",
+       "      <td>-0.717940</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_constants_6_to_7_hours</th>\n",
-       "      <td>-0.584059</td>\n",
+       "      <td>-1.110132</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_constants_8_to_10_hours</th>\n",
-       "      <td>-0.527906</td>\n",
+       "      <td>-0.954018</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_eat_out_tour_departure_shift_effects</th>\n",
-       "      <td>0.105657</td>\n",
+       "      <td>0.065095</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_escort_tour_arrival_constants_am_peak</th>\n",
@@ -1615,11 +1862,11 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_escort_tour_arrival_constants_evening</th>\n",
-       "      <td>-0.878853</td>\n",
+       "      <td>-0.305413</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_escort_tour_arrival_constants_late</th>\n",
-       "      <td>-1.254415</td>\n",
+       "      <td>-0.704974</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_escort_tour_arrival_constants_midday_1</th>\n",
@@ -1647,35 +1894,35 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_escort_tour_departure_constants_am_peak_1</th>\n",
-       "      <td>0.704309</td>\n",
+       "      <td>-0.874537</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_escort_tour_departure_constants_am_peak_2</th>\n",
-       "      <td>2.276345</td>\n",
+       "      <td>1.002187</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_escort_tour_departure_constants_am_peak_3</th>\n",
-       "      <td>2.300896</td>\n",
+       "      <td>1.431663</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_escort_tour_departure_constants_am_peak_4</th>\n",
-       "      <td>0.493137</td>\n",
+       "      <td>-0.076284</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_escort_tour_departure_constants_early</th>\n",
-       "      <td>-0.493910</td>\n",
+       "      <td>-1.237400</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_escort_tour_departure_constants_evening</th>\n",
-       "      <td>-4.802269</td>\n",
+       "      <td>-3.664017</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_escort_tour_departure_constants_late</th>\n",
-       "      <td>-6.857486</td>\n",
+       "      <td>-7.398170</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_escort_tour_departure_constants_midday_1</th>\n",
-       "      <td>0.746447</td>\n",
+       "      <td>0.185749</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_escort_tour_departure_constants_midday_2</th>\n",
@@ -1683,7 +1930,7 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_escort_tour_departure_constants_pm_peak</th>\n",
-       "      <td>-1.823360</td>\n",
+       "      <td>-1.171787</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_escort_tour_duration_constants_0_to_1_hours</th>\n",
@@ -1691,138 +1938,138 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_escort_tour_duration_constants_11_to_13_hours</th>\n",
-       "      <td>-6.393148</td>\n",
+       "      <td>-2.821199</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_escort_tour_duration_constants_14_to_18_hours</th>\n",
-       "      <td>-9.419793</td>\n",
+       "      <td>-2.493843</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_escort_tour_duration_constants_2_to_3_hours</th>\n",
-       "      <td>-2.595592</td>\n",
+       "      <td>-2.026673</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_escort_tour_duration_constants_4_to_5_hours</th>\n",
-       "      <td>-3.522889</td>\n",
+       "      <td>-2.941739</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_escort_tour_duration_constants_6_to_7_hours</th>\n",
-       "      <td>-3.979277</td>\n",
+       "      <td>-3.103903</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_escort_tour_duration_constants_8_to_10_hours</th>\n",
-       "      <td>-5.158316</td>\n",
+       "      <td>-3.097454</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_first_of_2_plus_tours_for_same_purpose_departure_shift_effect</th>\n",
-       "      <td>-0.285201</td>\n",
+       "      <td>-0.272458</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_free_flow_round_trip_auto_time_shift_effects_duration</th>\n",
-       "      <td>0.004992</td>\n",
+       "      <td>0.004326</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_maintenance_tour_depart_before_7</th>\n",
-       "      <td>0.041997</td>\n",
+       "      <td>-0.819334</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_maintenance_tour_departure_shift_effects</th>\n",
-       "      <td>-0.036636</td>\n",
+       "      <td>-0.140265</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_maintenance_tour_duration_shift_effects</th>\n",
-       "      <td>-0.115944</td>\n",
+       "      <td>-0.068132</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_number_of_escort_tours_departure_shift_effects</th>\n",
-       "      <td>0.115214</td>\n",
+       "      <td>0.055565</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_number_of_individual_non_mandatory_tours_excluding_escort_departure_shift_effects</th>\n",
-       "      <td>0.104375</td>\n",
+       "      <td>0.054223</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_number_of_joint_tours_departure_shift_effects</th>\n",
-       "      <td>0.121920</td>\n",
+       "      <td>0.029269</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_number_of_mandatory_tours_departure_shift_effects</th>\n",
-       "      <td>0.170817</td>\n",
+       "      <td>0.031273</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_ratio_of_individual_non_mandatory_tours_to_be_scheduled_to_number_of_unscheduled_hours</th>\n",
-       "      <td>5.643619</td>\n",
+       "      <td>-13.624709</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_school_child_age_16_plus_departure_shift_effects</th>\n",
-       "      <td>0.000283</td>\n",
+       "      <td>0.086050</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_school_child_age_16_plus_duration_shift_effects</th>\n",
-       "      <td>0.306122</td>\n",
+       "      <td>0.250586</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_school_child_age_under_16_departure_shift_effects</th>\n",
-       "      <td>0.110796</td>\n",
+       "      <td>0.053201</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_school_child_age_under_16_duration_shift_effects</th>\n",
-       "      <td>0.338212</td>\n",
+       "      <td>0.312477</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_school_child_under_16_arrive_after_22</th>\n",
-       "      <td>-0.402410</td>\n",
+       "      <td>-1.096083</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_shopping_tour_arrive_after_22</th>\n",
-       "      <td>-2.545226</td>\n",
+       "      <td>-0.583411</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_shopping_tour_depart_before_8</th>\n",
-       "      <td>-0.787100</td>\n",
+       "      <td>-1.172034</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_shopping_tour_departure_shift_effects</th>\n",
-       "      <td>0.015067</td>\n",
+       "      <td>-0.061028</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_shopping_tour_duration_lt_2_hours</th>\n",
-       "      <td>0.943420</td>\n",
+       "      <td>0.405721</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_shopping_tour_duration_shift_effects</th>\n",
-       "      <td>-0.075331</td>\n",
+       "      <td>-0.113223</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_some_previously_scheduled_tour_begins_in_this_arrival_hour</th>\n",
-       "      <td>-0.054385</td>\n",
+       "      <td>-0.260255</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_some_previously_scheduled_tour_ends_in_this_departure_hour</th>\n",
-       "      <td>-0.345727</td>\n",
+       "      <td>-0.317129</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_subsequent_of_2_plus_tours_for_same_purpose_duration_shift_effect</th>\n",
-       "      <td>-0.115107</td>\n",
+       "      <td>-0.281272</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_subsequent_tour_must_start_after_previous_tour_for_this_purpose_ends</th>\n",
-       "      <td>-25.000000</td>\n",
+       "      <td>-999.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_university_student_arrive_after_22</th>\n",
-       "      <td>-0.537299</td>\n",
+       "      <td>0.609651</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_visit_tour_departure_shift_effects</th>\n",
-       "      <td>0.169598</td>\n",
+       "      <td>0.080406</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_visit_tour_duration_shift_effects</th>\n",
-       "      <td>0.155783</td>\n",
+       "      <td>0.140532</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
-       "</table></td></tr><tr><td>loglike</td><td style=\"text-align:left;\">-9499.39971608494</td></tr><tr><td>d_loglike</td><td style=\"text-align:left;\"><table border=\"1\" class=\"dataframe\">\n",
+       "</table></td></tr><tr><td>logloss</td><td style=\"text-align:left;\">3.8088398507438663</td></tr><tr><td>d_logloss</td><td style=\"text-align:left;\"><table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
@@ -1832,409 +2079,409 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>coef_adjacent_window_exists_after_this_arrival_hour_first_tour_interaction</th>\n",
-       "      <td>0.000114</td>\n",
+       "      <td>3.438973e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_adjacent_window_exists_after_this_arrival_hour_second_plus_tour_interaction</th>\n",
-       "      <td>-0.000385</td>\n",
+       "      <td>3.037850e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_adjacent_window_exists_before_this_departure_hour_first_tour_interaction</th>\n",
-       "      <td>0.000097</td>\n",
+       "      <td>-6.894273e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_adjacent_window_exists_before_this_departure_hour_second_plus_tour_interaction</th>\n",
-       "      <td>-0.000205</td>\n",
+       "      <td>2.343581e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_adult_with_children_in_hh_arrive_19_21</th>\n",
-       "      <td>0.000294</td>\n",
+       "      <td>6.653629e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_arrival_constants_am_peak</th>\n",
-       "      <td>0.000037</td>\n",
+       "      <td>9.439405e-07</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_arrival_constants_early</th>\n",
-       "      <td>0.000111</td>\n",
+       "      <td>-8.901383e-06</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_arrival_constants_evening</th>\n",
-       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_arrival_constants_late</th>\n",
-       "      <td>0.000194</td>\n",
+       "      <td>-6.165299e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_arrival_constants_midday_1</th>\n",
-       "      <td>-0.001155</td>\n",
+       "      <td>-3.871814e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_arrival_constants_midday_2</th>\n",
-       "      <td>-0.000714</td>\n",
+       "      <td>3.424832e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_arrival_constants_pm_peak_1</th>\n",
-       "      <td>-0.000088</td>\n",
+       "      <td>2.789318e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_arrival_constants_pm_peak_2</th>\n",
-       "      <td>-0.000317</td>\n",
+       "      <td>5.620495e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_arrival_constants_pm_peak_3</th>\n",
-       "      <td>-0.000091</td>\n",
+       "      <td>7.993874e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_arrival_constants_pm_peak_4</th>\n",
-       "      <td>0.000729</td>\n",
+       "      <td>4.315887e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_departure_constants_am_peak_1</th>\n",
-       "      <td>0.000352</td>\n",
+       "      <td>-8.495800e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_departure_constants_am_peak_2</th>\n",
-       "      <td>-0.000454</td>\n",
+       "      <td>-1.392003e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_departure_constants_am_peak_3</th>\n",
-       "      <td>0.000235</td>\n",
+       "      <td>6.548727e-06</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_departure_constants_am_peak_4</th>\n",
-       "      <td>-0.000386</td>\n",
+       "      <td>3.101496e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_departure_constants_early</th>\n",
-       "      <td>-0.000155</td>\n",
+       "      <td>-4.598593e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_departure_constants_evening</th>\n",
-       "      <td>0.000886</td>\n",
+       "      <td>7.934172e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_departure_constants_late</th>\n",
-       "      <td>0.000080</td>\n",
+       "      <td>-3.695844e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_departure_constants_midday_1</th>\n",
-       "      <td>-0.000777</td>\n",
+       "      <td>-5.887180e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_departure_constants_midday_2</th>\n",
-       "      <td>0.000079</td>\n",
+       "      <td>2.120332e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_departure_constants_pm_peak</th>\n",
-       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_destination_in_cbd_duration_shift_effects</th>\n",
-       "      <td>0.002269</td>\n",
+       "      <td>-5.090224e-04</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_discretionary_tour_duration_lt_2_hours</th>\n",
-       "      <td>-0.000434</td>\n",
+       "      <td>7.164386e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_constants_0_to_1_hours</th>\n",
-       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_constants_11_to_13_hours</th>\n",
-       "      <td>-0.000100</td>\n",
+       "      <td>-7.457357e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_constants_14_to_18_hours</th>\n",
-       "      <td>-0.000201</td>\n",
+       "      <td>-6.196472e-06</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_constants_2_to_3_hours</th>\n",
-       "      <td>0.000752</td>\n",
+       "      <td>3.359402e-06</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_constants_4_to_5_hours</th>\n",
-       "      <td>0.000035</td>\n",
+       "      <td>-1.152395e-04</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_constants_6_to_7_hours</th>\n",
-       "      <td>0.000257</td>\n",
+       "      <td>8.557322e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_constants_8_to_10_hours</th>\n",
-       "      <td>0.000055</td>\n",
+       "      <td>1.199127e-04</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_eat_out_tour_departure_shift_effects</th>\n",
-       "      <td>-0.000864</td>\n",
+       "      <td>9.487469e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_escort_tour_arrival_constants_am_peak</th>\n",
-       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_escort_tour_arrival_constants_early</th>\n",
-       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_escort_tour_arrival_constants_evening</th>\n",
-       "      <td>0.000050</td>\n",
+       "      <td>-2.421029e-06</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_escort_tour_arrival_constants_late</th>\n",
-       "      <td>-0.000165</td>\n",
+       "      <td>-2.218474e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_escort_tour_arrival_constants_midday_1</th>\n",
-       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_escort_tour_arrival_constants_midday_2</th>\n",
-       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_escort_tour_arrival_constants_pm_peak_1</th>\n",
-       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_escort_tour_arrival_constants_pm_peak_2</th>\n",
-       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_escort_tour_arrival_constants_pm_peak_3</th>\n",
-       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_escort_tour_arrival_constants_pm_peak_4</th>\n",
-       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_escort_tour_departure_constants_am_peak_1</th>\n",
-       "      <td>0.000085</td>\n",
+       "      <td>-4.267869e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_escort_tour_departure_constants_am_peak_2</th>\n",
-       "      <td>-0.000006</td>\n",
+       "      <td>6.901890e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_escort_tour_departure_constants_am_peak_3</th>\n",
-       "      <td>0.000189</td>\n",
+       "      <td>4.201443e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_escort_tour_departure_constants_am_peak_4</th>\n",
-       "      <td>-0.000322</td>\n",
+       "      <td>4.405139e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_escort_tour_departure_constants_early</th>\n",
-       "      <td>-0.000118</td>\n",
+       "      <td>5.739071e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_escort_tour_departure_constants_evening</th>\n",
-       "      <td>0.000116</td>\n",
+       "      <td>-1.563838e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_escort_tour_departure_constants_late</th>\n",
-       "      <td>-0.000066</td>\n",
+       "      <td>1.808622e-04</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_escort_tour_departure_constants_midday_1</th>\n",
-       "      <td>0.000073</td>\n",
+       "      <td>-5.212731e-06</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_escort_tour_departure_constants_midday_2</th>\n",
-       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_escort_tour_departure_constants_pm_peak</th>\n",
-       "      <td>0.000128</td>\n",
+       "      <td>-3.144269e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_escort_tour_duration_constants_0_to_1_hours</th>\n",
-       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_escort_tour_duration_constants_11_to_13_hours</th>\n",
-       "      <td>0.000458</td>\n",
+       "      <td>4.885945e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_escort_tour_duration_constants_14_to_18_hours</th>\n",
-       "      <td>-0.000124</td>\n",
+       "      <td>-6.674129e-06</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_escort_tour_duration_constants_2_to_3_hours</th>\n",
-       "      <td>-0.000218</td>\n",
+       "      <td>8.004432e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_escort_tour_duration_constants_4_to_5_hours</th>\n",
-       "      <td>0.000073</td>\n",
+       "      <td>7.200311e-06</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_escort_tour_duration_constants_6_to_7_hours</th>\n",
-       "      <td>0.000092</td>\n",
+       "      <td>9.728923e-06</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_escort_tour_duration_constants_8_to_10_hours</th>\n",
-       "      <td>0.000013</td>\n",
+       "      <td>3.329902e-06</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_first_of_2_plus_tours_for_same_purpose_departure_shift_effect</th>\n",
-       "      <td>0.008378</td>\n",
+       "      <td>3.750465e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_free_flow_round_trip_auto_time_shift_effects_duration</th>\n",
-       "      <td>-0.039202</td>\n",
+       "      <td>1.926232e-04</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_maintenance_tour_depart_before_7</th>\n",
-       "      <td>0.000197</td>\n",
+       "      <td>-7.804297e-06</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_maintenance_tour_departure_shift_effects</th>\n",
-       "      <td>-0.004250</td>\n",
+       "      <td>1.482773e-04</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_maintenance_tour_duration_shift_effects</th>\n",
-       "      <td>0.001125</td>\n",
+       "      <td>3.493923e-04</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_number_of_escort_tours_departure_shift_effects</th>\n",
-       "      <td>0.007646</td>\n",
+       "      <td>1.304873e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_number_of_individual_non_mandatory_tours_excluding_escort_departure_shift_effects</th>\n",
-       "      <td>0.015415</td>\n",
+       "      <td>-1.378737e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_number_of_joint_tours_departure_shift_effects</th>\n",
-       "      <td>0.000633</td>\n",
+       "      <td>-9.589696e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_number_of_mandatory_tours_departure_shift_effects</th>\n",
-       "      <td>0.003775</td>\n",
+       "      <td>-4.122044e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_ratio_of_individual_non_mandatory_tours_to_be_scheduled_to_number_of_unscheduled_hours</th>\n",
-       "      <td>0.000044</td>\n",
+       "      <td>2.048882e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_school_child_age_16_plus_departure_shift_effects</th>\n",
-       "      <td>-0.000324</td>\n",
+       "      <td>-1.242593e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_school_child_age_16_plus_duration_shift_effects</th>\n",
-       "      <td>0.000284</td>\n",
+       "      <td>-1.367621e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_school_child_age_under_16_departure_shift_effects</th>\n",
-       "      <td>0.000075</td>\n",
+       "      <td>-4.089013e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_school_child_age_under_16_duration_shift_effects</th>\n",
-       "      <td>0.001635</td>\n",
+       "      <td>-2.174936e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_school_child_under_16_arrive_after_22</th>\n",
-       "      <td>-0.000186</td>\n",
+       "      <td>7.030245e-07</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_shopping_tour_arrive_after_22</th>\n",
-       "      <td>-0.000044</td>\n",
+       "      <td>1.001740e-06</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_shopping_tour_depart_before_8</th>\n",
-       "      <td>-0.000360</td>\n",
+       "      <td>1.716270e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_shopping_tour_departure_shift_effects</th>\n",
-       "      <td>0.017547</td>\n",
+       "      <td>3.564338e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_shopping_tour_duration_lt_2_hours</th>\n",
-       "      <td>-0.000129</td>\n",
+       "      <td>-4.343344e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_shopping_tour_duration_shift_effects</th>\n",
-       "      <td>0.003718</td>\n",
+       "      <td>1.135557e-04</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_some_previously_scheduled_tour_begins_in_this_arrival_hour</th>\n",
-       "      <td>-0.000075</td>\n",
+       "      <td>4.711918e-06</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_some_previously_scheduled_tour_ends_in_this_departure_hour</th>\n",
-       "      <td>-0.000476</td>\n",
+       "      <td>-5.226511e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_subsequent_of_2_plus_tours_for_same_purpose_duration_shift_effect</th>\n",
-       "      <td>0.000583</td>\n",
+       "      <td>7.117498e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_subsequent_tour_must_start_after_previous_tour_for_this_purpose_ends</th>\n",
-       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_university_student_arrive_after_22</th>\n",
-       "      <td>-0.000256</td>\n",
+       "      <td>-8.028019e-06</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_visit_tour_departure_shift_effects</th>\n",
-       "      <td>-0.000785</td>\n",
+       "      <td>-8.601128e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_visit_tour_duration_shift_effects</th>\n",
-       "      <td>-0.001139</td>\n",
+       "      <td>-1.064345e-04</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
-       "</table></td></tr><tr><td>nit</td><td style=\"text-align:left;\">79</td></tr><tr><td>nfev</td><td style=\"text-align:left;\">236</td></tr><tr><td>njev</td><td style=\"text-align:left;\">79</td></tr><tr><td>status</td><td style=\"text-align:left;\">0</td></tr><tr><td>message</td><td style=\"text-align:left;\">'Optimization terminated successfully'</td></tr><tr><td>success</td><td style=\"text-align:left;\">True</td></tr><tr><td>elapsed_time</td><td style=\"text-align:left;\">0:00:18.828322</td></tr><tr><td>method</td><td style=\"text-align:left;\">'slsqp'</td></tr><tr><td>n_cases</td><td style=\"text-align:left;\">2490</td></tr><tr><td>iteration_number</td><td style=\"text-align:left;\">79</td></tr><tr><td>logloss</td><td style=\"text-align:left;\">3.8150199662991726</td></tr></table></div>"
+       "</table></td></tr><tr><td>nit</td><td style=\"text-align:left;\">121</td></tr><tr><td>nfev</td><td style=\"text-align:left;\">130</td></tr><tr><td>njev</td><td style=\"text-align:left;\">121</td></tr><tr><td>status</td><td style=\"text-align:left;\">0</td></tr><tr><td>message</td><td style=\"text-align:left;\">'Optimization terminated successfully'</td></tr><tr><td>success</td><td style=\"text-align:left;\">True</td></tr><tr><td>elapsed_time</td><td style=\"text-align:left;\">0:01:35.575519</td></tr><tr><td>method</td><td style=\"text-align:left;\">'slsqp'</td></tr><tr><td>n_cases</td><td style=\"text-align:left;\">29669</td></tr><tr><td>iteration_number</td><td style=\"text-align:left;\">121</td></tr><tr><td>loglike</td><td style=\"text-align:left;\">-103688.04725680027</td></tr></table></div>"
       ],
       "text/plain": [
-       "┣                x: coef_adjacent_window_exists_after_this_arrival_hour_first_tour_interaction             -0.127954\n",
-       "┃                   coef_adjacent_window_exists_after_this_arrival_hour_second_plus_tour_interaction        0.093954\n",
-       "┃                   coef_adjacent_window_exists_before_this_departure_hour_first_tour_interaction           0.253749\n",
-       "┃                   coef_adjacent_window_exists_before_this_departure_hour_second_plus_tour_interaction    -0.198343\n",
-       "┃                   coef_adult_with_children_in_hh_arrive_19_21                                             0.309424\n",
-       "┃                                                                                                            ...    \n",
-       "┃                   coef_subsequent_of_2_plus_tours_for_same_purpose_duration_shift_effect                 -0.115107\n",
-       "┃                   coef_subsequent_tour_must_start_after_previous_tour_for_this_purpose_ends             -25.000000\n",
-       "┃                   coef_university_student_arrive_after_22                                                -0.537299\n",
-       "┃                   coef_visit_tour_departure_shift_effects                                                 0.169598\n",
-       "┃                   coef_visit_tour_duration_shift_effects                                                  0.155783\n",
+       "┣                x: coef_adjacent_window_exists_after_this_arrival_hour_first_tour_interaction               0.126593\n",
+       "┃                   coef_adjacent_window_exists_after_this_arrival_hour_second_plus_tour_interaction        -0.610258\n",
+       "┃                   coef_adjacent_window_exists_before_this_departure_hour_first_tour_interaction            0.113506\n",
+       "┃                   coef_adjacent_window_exists_before_this_departure_hour_second_plus_tour_interaction      0.386575\n",
+       "┃                   coef_adult_with_children_in_hh_arrive_19_21                                              0.281164\n",
+       "┃                                                                                                             ...    \n",
+       "┃                   coef_subsequent_of_2_plus_tours_for_same_purpose_duration_shift_effect                  -0.281272\n",
+       "┃                   coef_subsequent_tour_must_start_after_previous_tour_for_this_purpose_ends             -999.000000\n",
+       "┃                   coef_university_student_arrive_after_22                                                  0.609651\n",
+       "┃                   coef_visit_tour_departure_shift_effects                                                  0.080406\n",
+       "┃                   coef_visit_tour_duration_shift_effects                                                   0.140532\n",
        "┃                   Length: 89, dtype: float64\n",
-       "┣          loglike: -9499.39971608494\n",
-       "┣        d_loglike: coef_adjacent_window_exists_after_this_arrival_hour_first_tour_interaction             0.000114\n",
-       "┃                   coef_adjacent_window_exists_after_this_arrival_hour_second_plus_tour_interaction      -0.000385\n",
-       "┃                   coef_adjacent_window_exists_before_this_departure_hour_first_tour_interaction          0.000097\n",
-       "┃                   coef_adjacent_window_exists_before_this_departure_hour_second_plus_tour_interaction   -0.000205\n",
-       "┃                   coef_adult_with_children_in_hh_arrive_19_21                                            0.000294\n",
+       "┣          logloss: 3.8088398507438663\n",
+       "┣        d_logloss: coef_adjacent_window_exists_after_this_arrival_hour_first_tour_interaction             0.000034\n",
+       "┃                   coef_adjacent_window_exists_after_this_arrival_hour_second_plus_tour_interaction       0.000030\n",
+       "┃                   coef_adjacent_window_exists_before_this_departure_hour_first_tour_interaction         -0.000069\n",
+       "┃                   coef_adjacent_window_exists_before_this_departure_hour_second_plus_tour_interaction    0.000023\n",
+       "┃                   coef_adult_with_children_in_hh_arrive_19_21                                            0.000067\n",
        "┃                                                                                                            ...   \n",
-       "┃                   coef_subsequent_of_2_plus_tours_for_same_purpose_duration_shift_effect                 0.000583\n",
+       "┃                   coef_subsequent_of_2_plus_tours_for_same_purpose_duration_shift_effect                 0.000071\n",
        "┃                   coef_subsequent_tour_must_start_after_previous_tour_for_this_purpose_ends              0.000000\n",
-       "┃                   coef_university_student_arrive_after_22                                               -0.000256\n",
-       "┃                   coef_visit_tour_departure_shift_effects                                               -0.000785\n",
-       "┃                   coef_visit_tour_duration_shift_effects                                                -0.001139\n",
+       "┃                   coef_university_student_arrive_after_22                                               -0.000008\n",
+       "┃                   coef_visit_tour_departure_shift_effects                                               -0.000086\n",
+       "┃                   coef_visit_tour_duration_shift_effects                                                -0.000106\n",
        "┃                   Length: 89, dtype: float64\n",
-       "┣              nit: 79\n",
-       "┣             nfev: 236\n",
-       "┣             njev: 79\n",
+       "┣              nit: 121\n",
+       "┣             nfev: 130\n",
+       "┣             njev: 121\n",
        "┣           status: 0\n",
        "┣          message: 'Optimization terminated successfully'\n",
        "┣          success: True\n",
-       "┣     elapsed_time: datetime.timedelta(seconds=18, microseconds=828322)\n",
+       "┣     elapsed_time: datetime.timedelta(seconds=95, microseconds=575519)\n",
        "┣           method: 'slsqp'\n",
-       "┣          n_cases: 2490\n",
-       "┣ iteration_number: 79\n",
-       "┣          logloss: 3.8150199662991726"
+       "┣          n_cases: 29669\n",
+       "┣ iteration_number: 121\n",
+       "┣          loglike: -103688.04725680027"
       ]
      },
-     "execution_count": 8,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "model.estimate()"
+    "model.estimate(maxiter=900)"
    ]
   },
   {
@@ -2246,830 +2493,856 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
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-       "                <tr>\n",
-       "                        <th id=\"T_6a4f5_level0_row0\" class=\"row_heading level0 row0\" >coef_adjacent_window_exists_after_this_arrival_hour_first_tour_interaction</th>\n",
-       "                        <td id=\"T_6a4f5_row0_col0\" class=\"data row0 col0\" >-0.128</td>\n",
-       "                        <td id=\"T_6a4f5_row0_col1\" class=\"data row0 col1\" > 0.141</td>\n",
-       "                        <td id=\"T_6a4f5_row0_col2\" class=\"data row0 col2\" >-0.91</td>\n",
-       "                        <td id=\"T_6a4f5_row0_col3\" class=\"data row0 col3\" ></td>\n",
-       "                        <td id=\"T_6a4f5_row0_col4\" class=\"data row0 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row0_col5\" class=\"data row0 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6a4f5_level0_row1\" class=\"row_heading level0 row1\" >coef_adjacent_window_exists_after_this_arrival_hour_second_plus_tour_interaction</th>\n",
-       "                        <td id=\"T_6a4f5_row1_col0\" class=\"data row1 col0\" > 0.0940</td>\n",
-       "                        <td id=\"T_6a4f5_row1_col1\" class=\"data row1 col1\" > 0.137</td>\n",
-       "                        <td id=\"T_6a4f5_row1_col2\" class=\"data row1 col2\" > 0.69</td>\n",
-       "                        <td id=\"T_6a4f5_row1_col3\" class=\"data row1 col3\" ></td>\n",
-       "                        <td id=\"T_6a4f5_row1_col4\" class=\"data row1 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row1_col5\" class=\"data row1 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6a4f5_level0_row2\" class=\"row_heading level0 row2\" >coef_adjacent_window_exists_before_this_departure_hour_first_tour_interaction</th>\n",
-       "                        <td id=\"T_6a4f5_row2_col0\" class=\"data row2 col0\" > 0.254</td>\n",
-       "                        <td id=\"T_6a4f5_row2_col1\" class=\"data row2 col1\" > 0.148</td>\n",
-       "                        <td id=\"T_6a4f5_row2_col2\" class=\"data row2 col2\" > 1.72</td>\n",
-       "                        <td id=\"T_6a4f5_row2_col3\" class=\"data row2 col3\" ></td>\n",
-       "                        <td id=\"T_6a4f5_row2_col4\" class=\"data row2 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row2_col5\" class=\"data row2 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6a4f5_level0_row3\" class=\"row_heading level0 row3\" >coef_adjacent_window_exists_before_this_departure_hour_second_plus_tour_interaction</th>\n",
-       "                        <td id=\"T_6a4f5_row3_col0\" class=\"data row3 col0\" >-0.198</td>\n",
-       "                        <td id=\"T_6a4f5_row3_col1\" class=\"data row3 col1\" > 0.140</td>\n",
-       "                        <td id=\"T_6a4f5_row3_col2\" class=\"data row3 col2\" >-1.42</td>\n",
-       "                        <td id=\"T_6a4f5_row3_col3\" class=\"data row3 col3\" ></td>\n",
-       "                        <td id=\"T_6a4f5_row3_col4\" class=\"data row3 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row3_col5\" class=\"data row3 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6a4f5_level0_row4\" class=\"row_heading level0 row4\" >coef_adult_with_children_in_hh_arrive_19_21</th>\n",
-       "                        <td id=\"T_6a4f5_row4_col0\" class=\"data row4 col0\" > 0.309</td>\n",
-       "                        <td id=\"T_6a4f5_row4_col1\" class=\"data row4 col1\" > 0.136</td>\n",
-       "                        <td id=\"T_6a4f5_row4_col2\" class=\"data row4 col2\" > 2.27</td>\n",
-       "                        <td id=\"T_6a4f5_row4_col3\" class=\"data row4 col3\" >*</td>\n",
-       "                        <td id=\"T_6a4f5_row4_col4\" class=\"data row4 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row4_col5\" class=\"data row4 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6a4f5_level0_row5\" class=\"row_heading level0 row5\" >coef_arrival_constants_am_peak</th>\n",
-       "                        <td id=\"T_6a4f5_row5_col0\" class=\"data row5 col0\" > 0.423</td>\n",
-       "                        <td id=\"T_6a4f5_row5_col1\" class=\"data row5 col1\" > 0.303</td>\n",
-       "                        <td id=\"T_6a4f5_row5_col2\" class=\"data row5 col2\" > 1.40</td>\n",
-       "                        <td id=\"T_6a4f5_row5_col3\" class=\"data row5 col3\" ></td>\n",
-       "                        <td id=\"T_6a4f5_row5_col4\" class=\"data row5 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row5_col5\" class=\"data row5 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6a4f5_level0_row6\" class=\"row_heading level0 row6\" >coef_arrival_constants_early</th>\n",
-       "                        <td id=\"T_6a4f5_row6_col0\" class=\"data row6 col0\" > 2.91</td>\n",
-       "                        <td id=\"T_6a4f5_row6_col1\" class=\"data row6 col1\" > 0.429</td>\n",
-       "                        <td id=\"T_6a4f5_row6_col2\" class=\"data row6 col2\" > 6.78</td>\n",
-       "                        <td id=\"T_6a4f5_row6_col3\" class=\"data row6 col3\" >***</td>\n",
-       "                        <td id=\"T_6a4f5_row6_col4\" class=\"data row6 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row6_col5\" class=\"data row6 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6a4f5_level0_row7\" class=\"row_heading level0 row7\" >coef_arrival_constants_evening</th>\n",
-       "                        <td id=\"T_6a4f5_row7_col0\" class=\"data row7 col0\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row7_col1\" class=\"data row7 col1\" > NA</td>\n",
-       "                        <td id=\"T_6a4f5_row7_col2\" class=\"data row7 col2\" > NA</td>\n",
-       "                        <td id=\"T_6a4f5_row7_col3\" class=\"data row7 col3\" ></td>\n",
-       "                        <td id=\"T_6a4f5_row7_col4\" class=\"data row7 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row7_col5\" class=\"data row7 col5\" >fixed value</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6a4f5_level0_row8\" class=\"row_heading level0 row8\" >coef_arrival_constants_late</th>\n",
-       "                        <td id=\"T_6a4f5_row8_col0\" class=\"data row8 col0\" >-1.19</td>\n",
-       "                        <td id=\"T_6a4f5_row8_col1\" class=\"data row8 col1\" > 0.133</td>\n",
-       "                        <td id=\"T_6a4f5_row8_col2\" class=\"data row8 col2\" >-8.96</td>\n",
-       "                        <td id=\"T_6a4f5_row8_col3\" class=\"data row8 col3\" >***</td>\n",
-       "                        <td id=\"T_6a4f5_row8_col4\" class=\"data row8 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row8_col5\" class=\"data row8 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6a4f5_level0_row9\" class=\"row_heading level0 row9\" >coef_arrival_constants_midday_1</th>\n",
-       "                        <td id=\"T_6a4f5_row9_col0\" class=\"data row9 col0\" > 1.48</td>\n",
-       "                        <td id=\"T_6a4f5_row9_col1\" class=\"data row9 col1\" > 0.220</td>\n",
-       "                        <td id=\"T_6a4f5_row9_col2\" class=\"data row9 col2\" > 6.75</td>\n",
-       "                        <td id=\"T_6a4f5_row9_col3\" class=\"data row9 col3\" >***</td>\n",
-       "                        <td id=\"T_6a4f5_row9_col4\" class=\"data row9 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row9_col5\" class=\"data row9 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6a4f5_level0_row10\" class=\"row_heading level0 row10\" >coef_arrival_constants_midday_2</th>\n",
-       "                        <td id=\"T_6a4f5_row10_col0\" class=\"data row10 col0\" > 1.57</td>\n",
-       "                        <td id=\"T_6a4f5_row10_col1\" class=\"data row10 col1\" > 0.174</td>\n",
-       "                        <td id=\"T_6a4f5_row10_col2\" class=\"data row10 col2\" > 9.05</td>\n",
-       "                        <td id=\"T_6a4f5_row10_col3\" class=\"data row10 col3\" >***</td>\n",
-       "                        <td id=\"T_6a4f5_row10_col4\" class=\"data row10 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row10_col5\" class=\"data row10 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6a4f5_level0_row11\" class=\"row_heading level0 row11\" >coef_arrival_constants_pm_peak_1</th>\n",
-       "                        <td id=\"T_6a4f5_row11_col0\" class=\"data row11 col0\" > 1.41</td>\n",
-       "                        <td id=\"T_6a4f5_row11_col1\" class=\"data row11 col1\" > 0.160</td>\n",
-       "                        <td id=\"T_6a4f5_row11_col2\" class=\"data row11 col2\" > 8.80</td>\n",
-       "                        <td id=\"T_6a4f5_row11_col3\" class=\"data row11 col3\" >***</td>\n",
-       "                        <td id=\"T_6a4f5_row11_col4\" class=\"data row11 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row11_col5\" class=\"data row11 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6a4f5_level0_row12\" class=\"row_heading level0 row12\" >coef_arrival_constants_pm_peak_2</th>\n",
-       "                        <td id=\"T_6a4f5_row12_col0\" class=\"data row12 col0\" > 1.60</td>\n",
-       "                        <td id=\"T_6a4f5_row12_col1\" class=\"data row12 col1\" > 0.132</td>\n",
-       "                        <td id=\"T_6a4f5_row12_col2\" class=\"data row12 col2\" > 12.14</td>\n",
-       "                        <td id=\"T_6a4f5_row12_col3\" class=\"data row12 col3\" >***</td>\n",
-       "                        <td id=\"T_6a4f5_row12_col4\" class=\"data row12 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row12_col5\" class=\"data row12 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6a4f5_level0_row13\" class=\"row_heading level0 row13\" >coef_arrival_constants_pm_peak_3</th>\n",
-       "                        <td id=\"T_6a4f5_row13_col0\" class=\"data row13 col0\" > 1.11</td>\n",
-       "                        <td id=\"T_6a4f5_row13_col1\" class=\"data row13 col1\" > 0.118</td>\n",
-       "                        <td id=\"T_6a4f5_row13_col2\" class=\"data row13 col2\" > 9.40</td>\n",
-       "                        <td id=\"T_6a4f5_row13_col3\" class=\"data row13 col3\" >***</td>\n",
-       "                        <td id=\"T_6a4f5_row13_col4\" class=\"data row13 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row13_col5\" class=\"data row13 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6a4f5_level0_row14\" class=\"row_heading level0 row14\" >coef_arrival_constants_pm_peak_4</th>\n",
-       "                        <td id=\"T_6a4f5_row14_col0\" class=\"data row14 col0\" > 0.719</td>\n",
-       "                        <td id=\"T_6a4f5_row14_col1\" class=\"data row14 col1\" > 0.108</td>\n",
-       "                        <td id=\"T_6a4f5_row14_col2\" class=\"data row14 col2\" > 6.69</td>\n",
-       "                        <td id=\"T_6a4f5_row14_col3\" class=\"data row14 col3\" >***</td>\n",
-       "                        <td id=\"T_6a4f5_row14_col4\" class=\"data row14 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row14_col5\" class=\"data row14 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6a4f5_level0_row15\" class=\"row_heading level0 row15\" >coef_departure_constants_am_peak_1</th>\n",
-       "                        <td id=\"T_6a4f5_row15_col0\" class=\"data row15 col0\" >-0.463</td>\n",
-       "                        <td id=\"T_6a4f5_row15_col1\" class=\"data row15 col1\" > 0.384</td>\n",
-       "                        <td id=\"T_6a4f5_row15_col2\" class=\"data row15 col2\" >-1.21</td>\n",
-       "                        <td id=\"T_6a4f5_row15_col3\" class=\"data row15 col3\" ></td>\n",
-       "                        <td id=\"T_6a4f5_row15_col4\" class=\"data row15 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row15_col5\" class=\"data row15 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6a4f5_level0_row16\" class=\"row_heading level0 row16\" >coef_departure_constants_am_peak_2</th>\n",
-       "                        <td id=\"T_6a4f5_row16_col0\" class=\"data row16 col0\" > 1.26</td>\n",
-       "                        <td id=\"T_6a4f5_row16_col1\" class=\"data row16 col1\" > 0.276</td>\n",
-       "                        <td id=\"T_6a4f5_row16_col2\" class=\"data row16 col2\" > 4.56</td>\n",
-       "                        <td id=\"T_6a4f5_row16_col3\" class=\"data row16 col3\" >***</td>\n",
-       "                        <td id=\"T_6a4f5_row16_col4\" class=\"data row16 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row16_col5\" class=\"data row16 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6a4f5_level0_row17\" class=\"row_heading level0 row17\" >coef_departure_constants_am_peak_3</th>\n",
-       "                        <td id=\"T_6a4f5_row17_col0\" class=\"data row17 col0\" > 1.50</td>\n",
-       "                        <td id=\"T_6a4f5_row17_col1\" class=\"data row17 col1\" > 0.246</td>\n",
-       "                        <td id=\"T_6a4f5_row17_col2\" class=\"data row17 col2\" > 6.10</td>\n",
-       "                        <td id=\"T_6a4f5_row17_col3\" class=\"data row17 col3\" >***</td>\n",
-       "                        <td id=\"T_6a4f5_row17_col4\" class=\"data row17 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row17_col5\" class=\"data row17 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6a4f5_level0_row18\" class=\"row_heading level0 row18\" >coef_departure_constants_am_peak_4</th>\n",
-       "                        <td id=\"T_6a4f5_row18_col0\" class=\"data row18 col0\" > 1.57</td>\n",
-       "                        <td id=\"T_6a4f5_row18_col1\" class=\"data row18 col1\" > 0.223</td>\n",
-       "                        <td id=\"T_6a4f5_row18_col2\" class=\"data row18 col2\" > 7.06</td>\n",
-       "                        <td id=\"T_6a4f5_row18_col3\" class=\"data row18 col3\" >***</td>\n",
-       "                        <td id=\"T_6a4f5_row18_col4\" class=\"data row18 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row18_col5\" class=\"data row18 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6a4f5_level0_row19\" class=\"row_heading level0 row19\" >coef_departure_constants_early</th>\n",
-       "                        <td id=\"T_6a4f5_row19_col0\" class=\"data row19 col0\" >-1.03</td>\n",
-       "                        <td id=\"T_6a4f5_row19_col1\" class=\"data row19 col1\" > 0.420</td>\n",
-       "                        <td id=\"T_6a4f5_row19_col2\" class=\"data row19 col2\" >-2.45</td>\n",
-       "                        <td id=\"T_6a4f5_row19_col3\" class=\"data row19 col3\" >*</td>\n",
-       "                        <td id=\"T_6a4f5_row19_col4\" class=\"data row19 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row19_col5\" class=\"data row19 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6a4f5_level0_row20\" class=\"row_heading level0 row20\" >coef_departure_constants_evening</th>\n",
-       "                        <td id=\"T_6a4f5_row20_col0\" class=\"data row20 col0\" >-1.91</td>\n",
-       "                        <td id=\"T_6a4f5_row20_col1\" class=\"data row20 col1\" > 0.136</td>\n",
-       "                        <td id=\"T_6a4f5_row20_col2\" class=\"data row20 col2\" >-14.03</td>\n",
-       "                        <td id=\"T_6a4f5_row20_col3\" class=\"data row20 col3\" >***</td>\n",
-       "                        <td id=\"T_6a4f5_row20_col4\" class=\"data row20 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row20_col5\" class=\"data row20 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6a4f5_level0_row21\" class=\"row_heading level0 row21\" >coef_departure_constants_late</th>\n",
-       "                        <td id=\"T_6a4f5_row21_col0\" class=\"data row21 col0\" >-5.86</td>\n",
-       "                        <td id=\"T_6a4f5_row21_col1\" class=\"data row21 col1\" > 0.728</td>\n",
-       "                        <td id=\"T_6a4f5_row21_col2\" class=\"data row21 col2\" >-8.05</td>\n",
-       "                        <td id=\"T_6a4f5_row21_col3\" class=\"data row21 col3\" >***</td>\n",
-       "                        <td id=\"T_6a4f5_row21_col4\" class=\"data row21 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row21_col5\" class=\"data row21 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6a4f5_level0_row22\" class=\"row_heading level0 row22\" >coef_departure_constants_midday_1</th>\n",
-       "                        <td id=\"T_6a4f5_row22_col0\" class=\"data row22 col0\" > 1.41</td>\n",
-       "                        <td id=\"T_6a4f5_row22_col1\" class=\"data row22 col1\" > 0.171</td>\n",
-       "                        <td id=\"T_6a4f5_row22_col2\" class=\"data row22 col2\" > 8.23</td>\n",
-       "                        <td id=\"T_6a4f5_row22_col3\" class=\"data row22 col3\" >***</td>\n",
-       "                        <td id=\"T_6a4f5_row22_col4\" class=\"data row22 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row22_col5\" class=\"data row22 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6a4f5_level0_row23\" class=\"row_heading level0 row23\" >coef_departure_constants_midday_2</th>\n",
-       "                        <td id=\"T_6a4f5_row23_col0\" class=\"data row23 col0\" > 0.673</td>\n",
-       "                        <td id=\"T_6a4f5_row23_col1\" class=\"data row23 col1\" > 0.113</td>\n",
-       "                        <td id=\"T_6a4f5_row23_col2\" class=\"data row23 col2\" > 5.98</td>\n",
-       "                        <td id=\"T_6a4f5_row23_col3\" class=\"data row23 col3\" >***</td>\n",
-       "                        <td id=\"T_6a4f5_row23_col4\" class=\"data row23 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row23_col5\" class=\"data row23 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6a4f5_level0_row24\" class=\"row_heading level0 row24\" >coef_departure_constants_pm_peak</th>\n",
-       "                        <td id=\"T_6a4f5_row24_col0\" class=\"data row24 col0\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row24_col1\" class=\"data row24 col1\" > NA</td>\n",
-       "                        <td id=\"T_6a4f5_row24_col2\" class=\"data row24 col2\" > NA</td>\n",
-       "                        <td id=\"T_6a4f5_row24_col3\" class=\"data row24 col3\" ></td>\n",
-       "                        <td id=\"T_6a4f5_row24_col4\" class=\"data row24 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row24_col5\" class=\"data row24 col5\" >fixed value</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6a4f5_level0_row25\" class=\"row_heading level0 row25\" >coef_destination_in_cbd_duration_shift_effects</th>\n",
-       "                        <td id=\"T_6a4f5_row25_col0\" class=\"data row25 col0\" > 0.116</td>\n",
-       "                        <td id=\"T_6a4f5_row25_col1\" class=\"data row25 col1\" > 0.0186</td>\n",
-       "                        <td id=\"T_6a4f5_row25_col2\" class=\"data row25 col2\" > 6.26</td>\n",
-       "                        <td id=\"T_6a4f5_row25_col3\" class=\"data row25 col3\" >***</td>\n",
-       "                        <td id=\"T_6a4f5_row25_col4\" class=\"data row25 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row25_col5\" class=\"data row25 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6a4f5_level0_row26\" class=\"row_heading level0 row26\" >coef_discretionary_tour_duration_lt_2_hours</th>\n",
-       "                        <td id=\"T_6a4f5_row26_col0\" class=\"data row26 col0\" >-0.264</td>\n",
-       "                        <td id=\"T_6a4f5_row26_col1\" class=\"data row26 col1\" > 0.136</td>\n",
-       "                        <td id=\"T_6a4f5_row26_col2\" class=\"data row26 col2\" >-1.93</td>\n",
-       "                        <td id=\"T_6a4f5_row26_col3\" class=\"data row26 col3\" ></td>\n",
-       "                        <td id=\"T_6a4f5_row26_col4\" class=\"data row26 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row26_col5\" class=\"data row26 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6a4f5_level0_row27\" class=\"row_heading level0 row27\" >coef_duration_constants_0_to_1_hours</th>\n",
-       "                        <td id=\"T_6a4f5_row27_col0\" class=\"data row27 col0\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row27_col1\" class=\"data row27 col1\" > NA</td>\n",
-       "                        <td id=\"T_6a4f5_row27_col2\" class=\"data row27 col2\" > NA</td>\n",
-       "                        <td id=\"T_6a4f5_row27_col3\" class=\"data row27 col3\" ></td>\n",
-       "                        <td id=\"T_6a4f5_row27_col4\" class=\"data row27 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row27_col5\" class=\"data row27 col5\" >fixed value</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6a4f5_level0_row28\" class=\"row_heading level0 row28\" >coef_duration_constants_11_to_13_hours</th>\n",
-       "                        <td id=\"T_6a4f5_row28_col0\" class=\"data row28 col0\" >-0.877</td>\n",
-       "                        <td id=\"T_6a4f5_row28_col1\" class=\"data row28 col1\" > 0.352</td>\n",
-       "                        <td id=\"T_6a4f5_row28_col2\" class=\"data row28 col2\" >-2.49</td>\n",
-       "                        <td id=\"T_6a4f5_row28_col3\" class=\"data row28 col3\" >*</td>\n",
-       "                        <td id=\"T_6a4f5_row28_col4\" class=\"data row28 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row28_col5\" class=\"data row28 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6a4f5_level0_row29\" class=\"row_heading level0 row29\" >coef_duration_constants_14_to_18_hours</th>\n",
-       "                        <td id=\"T_6a4f5_row29_col0\" class=\"data row29 col0\" >-2.82</td>\n",
-       "                        <td id=\"T_6a4f5_row29_col1\" class=\"data row29 col1\" > 0.771</td>\n",
-       "                        <td id=\"T_6a4f5_row29_col2\" class=\"data row29 col2\" >-3.66</td>\n",
-       "                        <td id=\"T_6a4f5_row29_col3\" class=\"data row29 col3\" >***</td>\n",
-       "                        <td id=\"T_6a4f5_row29_col4\" class=\"data row29 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row29_col5\" class=\"data row29 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6a4f5_level0_row30\" class=\"row_heading level0 row30\" >coef_duration_constants_2_to_3_hours</th>\n",
-       "                        <td id=\"T_6a4f5_row30_col0\" class=\"data row30 col0\" > 0.435</td>\n",
-       "                        <td id=\"T_6a4f5_row30_col1\" class=\"data row30 col1\" > 0.0972</td>\n",
-       "                        <td id=\"T_6a4f5_row30_col2\" class=\"data row30 col2\" > 4.48</td>\n",
-       "                        <td id=\"T_6a4f5_row30_col3\" class=\"data row30 col3\" >***</td>\n",
-       "                        <td id=\"T_6a4f5_row30_col4\" class=\"data row30 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row30_col5\" class=\"data row30 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6a4f5_level0_row31\" class=\"row_heading level0 row31\" >coef_duration_constants_4_to_5_hours</th>\n",
-       "                        <td id=\"T_6a4f5_row31_col0\" class=\"data row31 col0\" >-0.224</td>\n",
-       "                        <td id=\"T_6a4f5_row31_col1\" class=\"data row31 col1\" > 0.139</td>\n",
-       "                        <td id=\"T_6a4f5_row31_col2\" class=\"data row31 col2\" >-1.60</td>\n",
-       "                        <td id=\"T_6a4f5_row31_col3\" class=\"data row31 col3\" ></td>\n",
-       "                        <td id=\"T_6a4f5_row31_col4\" class=\"data row31 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row31_col5\" class=\"data row31 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6a4f5_level0_row32\" class=\"row_heading level0 row32\" >coef_duration_constants_6_to_7_hours</th>\n",
-       "                        <td id=\"T_6a4f5_row32_col0\" class=\"data row32 col0\" >-0.584</td>\n",
-       "                        <td id=\"T_6a4f5_row32_col1\" class=\"data row32 col1\" > 0.192</td>\n",
-       "                        <td id=\"T_6a4f5_row32_col2\" class=\"data row32 col2\" >-3.04</td>\n",
-       "                        <td id=\"T_6a4f5_row32_col3\" class=\"data row32 col3\" >**</td>\n",
-       "                        <td id=\"T_6a4f5_row32_col4\" class=\"data row32 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row32_col5\" class=\"data row32 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6a4f5_level0_row33\" class=\"row_heading level0 row33\" >coef_duration_constants_8_to_10_hours</th>\n",
-       "                        <td id=\"T_6a4f5_row33_col0\" class=\"data row33 col0\" >-0.528</td>\n",
-       "                        <td id=\"T_6a4f5_row33_col1\" class=\"data row33 col1\" > 0.249</td>\n",
-       "                        <td id=\"T_6a4f5_row33_col2\" class=\"data row33 col2\" >-2.12</td>\n",
-       "                        <td id=\"T_6a4f5_row33_col3\" class=\"data row33 col3\" >*</td>\n",
-       "                        <td id=\"T_6a4f5_row33_col4\" class=\"data row33 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row33_col5\" class=\"data row33 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6a4f5_level0_row34\" class=\"row_heading level0 row34\" >coef_eat_out_tour_departure_shift_effects</th>\n",
-       "                        <td id=\"T_6a4f5_row34_col0\" class=\"data row34 col0\" > 0.106</td>\n",
-       "                        <td id=\"T_6a4f5_row34_col1\" class=\"data row34 col1\" > 0.0224</td>\n",
-       "                        <td id=\"T_6a4f5_row34_col2\" class=\"data row34 col2\" > 4.71</td>\n",
-       "                        <td id=\"T_6a4f5_row34_col3\" class=\"data row34 col3\" >***</td>\n",
-       "                        <td id=\"T_6a4f5_row34_col4\" class=\"data row34 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row34_col5\" class=\"data row34 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6a4f5_level0_row35\" class=\"row_heading level0 row35\" >coef_escort_tour_arrival_constants_am_peak</th>\n",
-       "                        <td id=\"T_6a4f5_row35_col0\" class=\"data row35 col0\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row35_col1\" class=\"data row35 col1\" > NA</td>\n",
-       "                        <td id=\"T_6a4f5_row35_col2\" class=\"data row35 col2\" > NA</td>\n",
-       "                        <td id=\"T_6a4f5_row35_col3\" class=\"data row35 col3\" ></td>\n",
-       "                        <td id=\"T_6a4f5_row35_col4\" class=\"data row35 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row35_col5\" class=\"data row35 col5\" >fixed value</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6a4f5_level0_row36\" class=\"row_heading level0 row36\" >coef_escort_tour_arrival_constants_early</th>\n",
-       "                        <td id=\"T_6a4f5_row36_col0\" class=\"data row36 col0\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row36_col1\" class=\"data row36 col1\" > NA</td>\n",
-       "                        <td id=\"T_6a4f5_row36_col2\" class=\"data row36 col2\" > NA</td>\n",
-       "                        <td id=\"T_6a4f5_row36_col3\" class=\"data row36 col3\" ></td>\n",
-       "                        <td id=\"T_6a4f5_row36_col4\" class=\"data row36 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row36_col5\" class=\"data row36 col5\" >fixed value</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6a4f5_level0_row37\" class=\"row_heading level0 row37\" >coef_escort_tour_arrival_constants_evening</th>\n",
-       "                        <td id=\"T_6a4f5_row37_col0\" class=\"data row37 col0\" >-0.879</td>\n",
-       "                        <td id=\"T_6a4f5_row37_col1\" class=\"data row37 col1\" > 0.304</td>\n",
-       "                        <td id=\"T_6a4f5_row37_col2\" class=\"data row37 col2\" >-2.89</td>\n",
-       "                        <td id=\"T_6a4f5_row37_col3\" class=\"data row37 col3\" >**</td>\n",
-       "                        <td id=\"T_6a4f5_row37_col4\" class=\"data row37 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row37_col5\" class=\"data row37 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6a4f5_level0_row38\" class=\"row_heading level0 row38\" >coef_escort_tour_arrival_constants_late</th>\n",
-       "                        <td id=\"T_6a4f5_row38_col0\" class=\"data row38 col0\" >-1.25</td>\n",
-       "                        <td id=\"T_6a4f5_row38_col1\" class=\"data row38 col1\" > 0.579</td>\n",
-       "                        <td id=\"T_6a4f5_row38_col2\" class=\"data row38 col2\" >-2.17</td>\n",
-       "                        <td id=\"T_6a4f5_row38_col3\" class=\"data row38 col3\" >*</td>\n",
-       "                        <td id=\"T_6a4f5_row38_col4\" class=\"data row38 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row38_col5\" class=\"data row38 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6a4f5_level0_row39\" class=\"row_heading level0 row39\" >coef_escort_tour_arrival_constants_midday_1</th>\n",
-       "                        <td id=\"T_6a4f5_row39_col0\" class=\"data row39 col0\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row39_col1\" class=\"data row39 col1\" > NA</td>\n",
-       "                        <td id=\"T_6a4f5_row39_col2\" class=\"data row39 col2\" > NA</td>\n",
-       "                        <td id=\"T_6a4f5_row39_col3\" class=\"data row39 col3\" ></td>\n",
-       "                        <td id=\"T_6a4f5_row39_col4\" class=\"data row39 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row39_col5\" class=\"data row39 col5\" >fixed value</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6a4f5_level0_row40\" class=\"row_heading level0 row40\" >coef_escort_tour_arrival_constants_midday_2</th>\n",
-       "                        <td id=\"T_6a4f5_row40_col0\" class=\"data row40 col0\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row40_col1\" class=\"data row40 col1\" > NA</td>\n",
-       "                        <td id=\"T_6a4f5_row40_col2\" class=\"data row40 col2\" > NA</td>\n",
-       "                        <td id=\"T_6a4f5_row40_col3\" class=\"data row40 col3\" ></td>\n",
-       "                        <td id=\"T_6a4f5_row40_col4\" class=\"data row40 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row40_col5\" class=\"data row40 col5\" >fixed value</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6a4f5_level0_row41\" class=\"row_heading level0 row41\" >coef_escort_tour_arrival_constants_pm_peak_1</th>\n",
-       "                        <td id=\"T_6a4f5_row41_col0\" class=\"data row41 col0\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row41_col1\" class=\"data row41 col1\" > NA</td>\n",
-       "                        <td id=\"T_6a4f5_row41_col2\" class=\"data row41 col2\" > NA</td>\n",
-       "                        <td id=\"T_6a4f5_row41_col3\" class=\"data row41 col3\" ></td>\n",
-       "                        <td id=\"T_6a4f5_row41_col4\" class=\"data row41 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row41_col5\" class=\"data row41 col5\" >fixed value</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6a4f5_level0_row42\" class=\"row_heading level0 row42\" >coef_escort_tour_arrival_constants_pm_peak_2</th>\n",
-       "                        <td id=\"T_6a4f5_row42_col0\" class=\"data row42 col0\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row42_col1\" class=\"data row42 col1\" > NA</td>\n",
-       "                        <td id=\"T_6a4f5_row42_col2\" class=\"data row42 col2\" > NA</td>\n",
-       "                        <td id=\"T_6a4f5_row42_col3\" class=\"data row42 col3\" ></td>\n",
-       "                        <td id=\"T_6a4f5_row42_col4\" class=\"data row42 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row42_col5\" class=\"data row42 col5\" >fixed value</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6a4f5_level0_row43\" class=\"row_heading level0 row43\" >coef_escort_tour_arrival_constants_pm_peak_3</th>\n",
-       "                        <td id=\"T_6a4f5_row43_col0\" class=\"data row43 col0\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row43_col1\" class=\"data row43 col1\" > NA</td>\n",
-       "                        <td id=\"T_6a4f5_row43_col2\" class=\"data row43 col2\" > NA</td>\n",
-       "                        <td id=\"T_6a4f5_row43_col3\" class=\"data row43 col3\" ></td>\n",
-       "                        <td id=\"T_6a4f5_row43_col4\" class=\"data row43 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row43_col5\" class=\"data row43 col5\" >fixed value</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6a4f5_level0_row44\" class=\"row_heading level0 row44\" >coef_escort_tour_arrival_constants_pm_peak_4</th>\n",
-       "                        <td id=\"T_6a4f5_row44_col0\" class=\"data row44 col0\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row44_col1\" class=\"data row44 col1\" > NA</td>\n",
-       "                        <td id=\"T_6a4f5_row44_col2\" class=\"data row44 col2\" > NA</td>\n",
-       "                        <td id=\"T_6a4f5_row44_col3\" class=\"data row44 col3\" ></td>\n",
-       "                        <td id=\"T_6a4f5_row44_col4\" class=\"data row44 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row44_col5\" class=\"data row44 col5\" >fixed value</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6a4f5_level0_row45\" class=\"row_heading level0 row45\" >coef_escort_tour_departure_constants_am_peak_1</th>\n",
-       "                        <td id=\"T_6a4f5_row45_col0\" class=\"data row45 col0\" > 0.704</td>\n",
-       "                        <td id=\"T_6a4f5_row45_col1\" class=\"data row45 col1\" > 0.317</td>\n",
-       "                        <td id=\"T_6a4f5_row45_col2\" class=\"data row45 col2\" > 2.22</td>\n",
-       "                        <td id=\"T_6a4f5_row45_col3\" class=\"data row45 col3\" >*</td>\n",
-       "                        <td id=\"T_6a4f5_row45_col4\" class=\"data row45 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row45_col5\" class=\"data row45 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6a4f5_level0_row46\" class=\"row_heading level0 row46\" >coef_escort_tour_departure_constants_am_peak_2</th>\n",
-       "                        <td id=\"T_6a4f5_row46_col0\" class=\"data row46 col0\" > 2.28</td>\n",
-       "                        <td id=\"T_6a4f5_row46_col1\" class=\"data row46 col1\" > 0.192</td>\n",
-       "                        <td id=\"T_6a4f5_row46_col2\" class=\"data row46 col2\" > 11.84</td>\n",
-       "                        <td id=\"T_6a4f5_row46_col3\" class=\"data row46 col3\" >***</td>\n",
-       "                        <td id=\"T_6a4f5_row46_col4\" class=\"data row46 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row46_col5\" class=\"data row46 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6a4f5_level0_row47\" class=\"row_heading level0 row47\" >coef_escort_tour_departure_constants_am_peak_3</th>\n",
-       "                        <td id=\"T_6a4f5_row47_col0\" class=\"data row47 col0\" > 2.30</td>\n",
-       "                        <td id=\"T_6a4f5_row47_col1\" class=\"data row47 col1\" > 0.187</td>\n",
-       "                        <td id=\"T_6a4f5_row47_col2\" class=\"data row47 col2\" > 12.28</td>\n",
-       "                        <td id=\"T_6a4f5_row47_col3\" class=\"data row47 col3\" >***</td>\n",
-       "                        <td id=\"T_6a4f5_row47_col4\" class=\"data row47 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row47_col5\" class=\"data row47 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6a4f5_level0_row48\" class=\"row_heading level0 row48\" >coef_escort_tour_departure_constants_am_peak_4</th>\n",
-       "                        <td id=\"T_6a4f5_row48_col0\" class=\"data row48 col0\" > 0.493</td>\n",
-       "                        <td id=\"T_6a4f5_row48_col1\" class=\"data row48 col1\" > 0.316</td>\n",
-       "                        <td id=\"T_6a4f5_row48_col2\" class=\"data row48 col2\" > 1.56</td>\n",
-       "                        <td id=\"T_6a4f5_row48_col3\" class=\"data row48 col3\" ></td>\n",
-       "                        <td id=\"T_6a4f5_row48_col4\" class=\"data row48 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row48_col5\" class=\"data row48 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6a4f5_level0_row49\" class=\"row_heading level0 row49\" >coef_escort_tour_departure_constants_early</th>\n",
-       "                        <td id=\"T_6a4f5_row49_col0\" class=\"data row49 col0\" >-0.494</td>\n",
-       "                        <td id=\"T_6a4f5_row49_col1\" class=\"data row49 col1\" > 0.566</td>\n",
-       "                        <td id=\"T_6a4f5_row49_col2\" class=\"data row49 col2\" >-0.87</td>\n",
-       "                        <td id=\"T_6a4f5_row49_col3\" class=\"data row49 col3\" ></td>\n",
-       "                        <td id=\"T_6a4f5_row49_col4\" class=\"data row49 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row49_col5\" class=\"data row49 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6a4f5_level0_row50\" class=\"row_heading level0 row50\" >coef_escort_tour_departure_constants_evening</th>\n",
-       "                        <td id=\"T_6a4f5_row50_col0\" class=\"data row50 col0\" >-4.80</td>\n",
-       "                        <td id=\"T_6a4f5_row50_col1\" class=\"data row50 col1\" > 0.503</td>\n",
-       "                        <td id=\"T_6a4f5_row50_col2\" class=\"data row50 col2\" >-9.55</td>\n",
-       "                        <td id=\"T_6a4f5_row50_col3\" class=\"data row50 col3\" >***</td>\n",
-       "                        <td id=\"T_6a4f5_row50_col4\" class=\"data row50 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row50_col5\" class=\"data row50 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6a4f5_level0_row51\" class=\"row_heading level0 row51\" >coef_escort_tour_departure_constants_late</th>\n",
-       "                        <td id=\"T_6a4f5_row51_col0\" class=\"data row51 col0\" >-6.86</td>\n",
-       "                        <td id=\"T_6a4f5_row51_col1\" class=\"data row51 col1\" > 1.10</td>\n",
-       "                        <td id=\"T_6a4f5_row51_col2\" class=\"data row51 col2\" >-6.23</td>\n",
-       "                        <td id=\"T_6a4f5_row51_col3\" class=\"data row51 col3\" >***</td>\n",
-       "                        <td id=\"T_6a4f5_row51_col4\" class=\"data row51 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row51_col5\" class=\"data row51 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6a4f5_level0_row52\" class=\"row_heading level0 row52\" >coef_escort_tour_departure_constants_midday_1</th>\n",
-       "                        <td id=\"T_6a4f5_row52_col0\" class=\"data row52 col0\" > 0.746</td>\n",
-       "                        <td id=\"T_6a4f5_row52_col1\" class=\"data row52 col1\" > 0.165</td>\n",
-       "                        <td id=\"T_6a4f5_row52_col2\" class=\"data row52 col2\" > 4.53</td>\n",
-       "                        <td id=\"T_6a4f5_row52_col3\" class=\"data row52 col3\" >***</td>\n",
-       "                        <td id=\"T_6a4f5_row52_col4\" class=\"data row52 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row52_col5\" class=\"data row52 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6a4f5_level0_row53\" class=\"row_heading level0 row53\" >coef_escort_tour_departure_constants_midday_2</th>\n",
-       "                        <td id=\"T_6a4f5_row53_col0\" class=\"data row53 col0\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row53_col1\" class=\"data row53 col1\" > NA</td>\n",
-       "                        <td id=\"T_6a4f5_row53_col2\" class=\"data row53 col2\" > NA</td>\n",
-       "                        <td id=\"T_6a4f5_row53_col3\" class=\"data row53 col3\" ></td>\n",
-       "                        <td id=\"T_6a4f5_row53_col4\" class=\"data row53 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row53_col5\" class=\"data row53 col5\" >fixed value</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6a4f5_level0_row54\" class=\"row_heading level0 row54\" >coef_escort_tour_departure_constants_pm_peak</th>\n",
-       "                        <td id=\"T_6a4f5_row54_col0\" class=\"data row54 col0\" >-1.82</td>\n",
-       "                        <td id=\"T_6a4f5_row54_col1\" class=\"data row54 col1\" > 0.210</td>\n",
-       "                        <td id=\"T_6a4f5_row54_col2\" class=\"data row54 col2\" >-8.67</td>\n",
-       "                        <td id=\"T_6a4f5_row54_col3\" class=\"data row54 col3\" >***</td>\n",
-       "                        <td id=\"T_6a4f5_row54_col4\" class=\"data row54 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row54_col5\" class=\"data row54 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6a4f5_level0_row55\" class=\"row_heading level0 row55\" >coef_escort_tour_duration_constants_0_to_1_hours</th>\n",
-       "                        <td id=\"T_6a4f5_row55_col0\" class=\"data row55 col0\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row55_col1\" class=\"data row55 col1\" > NA</td>\n",
-       "                        <td id=\"T_6a4f5_row55_col2\" class=\"data row55 col2\" > NA</td>\n",
-       "                        <td id=\"T_6a4f5_row55_col3\" class=\"data row55 col3\" ></td>\n",
-       "                        <td id=\"T_6a4f5_row55_col4\" class=\"data row55 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row55_col5\" class=\"data row55 col5\" >fixed value</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6a4f5_level0_row56\" class=\"row_heading level0 row56\" >coef_escort_tour_duration_constants_11_to_13_hours</th>\n",
-       "                        <td id=\"T_6a4f5_row56_col0\" class=\"data row56 col0\" >-6.39</td>\n",
-       "                        <td id=\"T_6a4f5_row56_col1\" class=\"data row56 col1\" > 0.808</td>\n",
-       "                        <td id=\"T_6a4f5_row56_col2\" class=\"data row56 col2\" >-7.92</td>\n",
-       "                        <td id=\"T_6a4f5_row56_col3\" class=\"data row56 col3\" >***</td>\n",
-       "                        <td id=\"T_6a4f5_row56_col4\" class=\"data row56 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row56_col5\" class=\"data row56 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6a4f5_level0_row57\" class=\"row_heading level0 row57\" >coef_escort_tour_duration_constants_14_to_18_hours</th>\n",
-       "                        <td id=\"T_6a4f5_row57_col0\" class=\"data row57 col0\" >-9.42</td>\n",
-       "                        <td id=\"T_6a4f5_row57_col1\" class=\"data row57 col1\" > 1.63</td>\n",
-       "                        <td id=\"T_6a4f5_row57_col2\" class=\"data row57 col2\" >-5.78</td>\n",
-       "                        <td id=\"T_6a4f5_row57_col3\" class=\"data row57 col3\" >***</td>\n",
-       "                        <td id=\"T_6a4f5_row57_col4\" class=\"data row57 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row57_col5\" class=\"data row57 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6a4f5_level0_row58\" class=\"row_heading level0 row58\" >coef_escort_tour_duration_constants_2_to_3_hours</th>\n",
-       "                        <td id=\"T_6a4f5_row58_col0\" class=\"data row58 col0\" >-2.60</td>\n",
-       "                        <td id=\"T_6a4f5_row58_col1\" class=\"data row58 col1\" > 0.212</td>\n",
-       "                        <td id=\"T_6a4f5_row58_col2\" class=\"data row58 col2\" >-12.27</td>\n",
-       "                        <td id=\"T_6a4f5_row58_col3\" class=\"data row58 col3\" >***</td>\n",
-       "                        <td id=\"T_6a4f5_row58_col4\" class=\"data row58 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row58_col5\" class=\"data row58 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6a4f5_level0_row59\" class=\"row_heading level0 row59\" >coef_escort_tour_duration_constants_4_to_5_hours</th>\n",
-       "                        <td id=\"T_6a4f5_row59_col0\" class=\"data row59 col0\" >-3.52</td>\n",
-       "                        <td id=\"T_6a4f5_row59_col1\" class=\"data row59 col1\" > 0.319</td>\n",
-       "                        <td id=\"T_6a4f5_row59_col2\" class=\"data row59 col2\" >-11.05</td>\n",
-       "                        <td id=\"T_6a4f5_row59_col3\" class=\"data row59 col3\" >***</td>\n",
-       "                        <td id=\"T_6a4f5_row59_col4\" class=\"data row59 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row59_col5\" class=\"data row59 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6a4f5_level0_row60\" class=\"row_heading level0 row60\" >coef_escort_tour_duration_constants_6_to_7_hours</th>\n",
-       "                        <td id=\"T_6a4f5_row60_col0\" class=\"data row60 col0\" >-3.98</td>\n",
-       "                        <td id=\"T_6a4f5_row60_col1\" class=\"data row60 col1\" > 0.379</td>\n",
-       "                        <td id=\"T_6a4f5_row60_col2\" class=\"data row60 col2\" >-10.49</td>\n",
-       "                        <td id=\"T_6a4f5_row60_col3\" class=\"data row60 col3\" >***</td>\n",
-       "                        <td id=\"T_6a4f5_row60_col4\" class=\"data row60 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row60_col5\" class=\"data row60 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6a4f5_level0_row61\" class=\"row_heading level0 row61\" >coef_escort_tour_duration_constants_8_to_10_hours</th>\n",
-       "                        <td id=\"T_6a4f5_row61_col0\" class=\"data row61 col0\" >-5.16</td>\n",
-       "                        <td id=\"T_6a4f5_row61_col1\" class=\"data row61 col1\" > 0.492</td>\n",
-       "                        <td id=\"T_6a4f5_row61_col2\" class=\"data row61 col2\" >-10.47</td>\n",
-       "                        <td id=\"T_6a4f5_row61_col3\" class=\"data row61 col3\" >***</td>\n",
-       "                        <td id=\"T_6a4f5_row61_col4\" class=\"data row61 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row61_col5\" class=\"data row61 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6a4f5_level0_row62\" class=\"row_heading level0 row62\" >coef_first_of_2_plus_tours_for_same_purpose_departure_shift_effect</th>\n",
-       "                        <td id=\"T_6a4f5_row62_col0\" class=\"data row62 col0\" >-0.285</td>\n",
-       "                        <td id=\"T_6a4f5_row62_col1\" class=\"data row62 col1\" > 0.0225</td>\n",
-       "                        <td id=\"T_6a4f5_row62_col2\" class=\"data row62 col2\" >-12.67</td>\n",
-       "                        <td id=\"T_6a4f5_row62_col3\" class=\"data row62 col3\" >***</td>\n",
-       "                        <td id=\"T_6a4f5_row62_col4\" class=\"data row62 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row62_col5\" class=\"data row62 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6a4f5_level0_row63\" class=\"row_heading level0 row63\" >coef_free_flow_round_trip_auto_time_shift_effects_duration</th>\n",
-       "                        <td id=\"T_6a4f5_row63_col0\" class=\"data row63 col0\" > 0.00499</td>\n",
-       "                        <td id=\"T_6a4f5_row63_col1\" class=\"data row63 col1\" > 0.000948</td>\n",
-       "                        <td id=\"T_6a4f5_row63_col2\" class=\"data row63 col2\" > 5.27</td>\n",
-       "                        <td id=\"T_6a4f5_row63_col3\" class=\"data row63 col3\" >***</td>\n",
-       "                        <td id=\"T_6a4f5_row63_col4\" class=\"data row63 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row63_col5\" class=\"data row63 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6a4f5_level0_row64\" class=\"row_heading level0 row64\" >coef_maintenance_tour_depart_before_7</th>\n",
-       "                        <td id=\"T_6a4f5_row64_col0\" class=\"data row64 col0\" > 0.0420</td>\n",
-       "                        <td id=\"T_6a4f5_row64_col1\" class=\"data row64 col1\" > 0.359</td>\n",
-       "                        <td id=\"T_6a4f5_row64_col2\" class=\"data row64 col2\" > 0.12</td>\n",
-       "                        <td id=\"T_6a4f5_row64_col3\" class=\"data row64 col3\" ></td>\n",
-       "                        <td id=\"T_6a4f5_row64_col4\" class=\"data row64 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row64_col5\" class=\"data row64 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6a4f5_level0_row65\" class=\"row_heading level0 row65\" >coef_maintenance_tour_departure_shift_effects</th>\n",
-       "                        <td id=\"T_6a4f5_row65_col0\" class=\"data row65 col0\" >-0.0366</td>\n",
-       "                        <td id=\"T_6a4f5_row65_col1\" class=\"data row65 col1\" > 0.0193</td>\n",
-       "                        <td id=\"T_6a4f5_row65_col2\" class=\"data row65 col2\" >-1.90</td>\n",
-       "                        <td id=\"T_6a4f5_row65_col3\" class=\"data row65 col3\" ></td>\n",
-       "                        <td id=\"T_6a4f5_row65_col4\" class=\"data row65 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row65_col5\" class=\"data row65 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6a4f5_level0_row66\" class=\"row_heading level0 row66\" >coef_maintenance_tour_duration_shift_effects</th>\n",
-       "                        <td id=\"T_6a4f5_row66_col0\" class=\"data row66 col0\" >-0.116</td>\n",
-       "                        <td id=\"T_6a4f5_row66_col1\" class=\"data row66 col1\" > 0.0298</td>\n",
-       "                        <td id=\"T_6a4f5_row66_col2\" class=\"data row66 col2\" >-3.89</td>\n",
-       "                        <td id=\"T_6a4f5_row66_col3\" class=\"data row66 col3\" >***</td>\n",
-       "                        <td id=\"T_6a4f5_row66_col4\" class=\"data row66 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row66_col5\" class=\"data row66 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6a4f5_level0_row67\" class=\"row_heading level0 row67\" >coef_number_of_escort_tours_departure_shift_effects</th>\n",
-       "                        <td id=\"T_6a4f5_row67_col0\" class=\"data row67 col0\" > 0.115</td>\n",
-       "                        <td id=\"T_6a4f5_row67_col1\" class=\"data row67 col1\" > 0.00964</td>\n",
-       "                        <td id=\"T_6a4f5_row67_col2\" class=\"data row67 col2\" > 11.95</td>\n",
-       "                        <td id=\"T_6a4f5_row67_col3\" class=\"data row67 col3\" >***</td>\n",
-       "                        <td id=\"T_6a4f5_row67_col4\" class=\"data row67 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row67_col5\" class=\"data row67 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6a4f5_level0_row68\" class=\"row_heading level0 row68\" >coef_number_of_individual_non_mandatory_tours_excluding_escort_departure_shift_effects</th>\n",
-       "                        <td id=\"T_6a4f5_row68_col0\" class=\"data row68 col0\" > 0.104</td>\n",
-       "                        <td id=\"T_6a4f5_row68_col1\" class=\"data row68 col1\" > 0.00667</td>\n",
-       "                        <td id=\"T_6a4f5_row68_col2\" class=\"data row68 col2\" > 15.64</td>\n",
-       "                        <td id=\"T_6a4f5_row68_col3\" class=\"data row68 col3\" >***</td>\n",
-       "                        <td id=\"T_6a4f5_row68_col4\" class=\"data row68 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row68_col5\" class=\"data row68 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6a4f5_level0_row69\" class=\"row_heading level0 row69\" >coef_number_of_joint_tours_departure_shift_effects</th>\n",
-       "                        <td id=\"T_6a4f5_row69_col0\" class=\"data row69 col0\" > 0.122</td>\n",
-       "                        <td id=\"T_6a4f5_row69_col1\" class=\"data row69 col1\" > 0.0296</td>\n",
-       "                        <td id=\"T_6a4f5_row69_col2\" class=\"data row69 col2\" > 4.12</td>\n",
-       "                        <td id=\"T_6a4f5_row69_col3\" class=\"data row69 col3\" >***</td>\n",
-       "                        <td id=\"T_6a4f5_row69_col4\" class=\"data row69 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row69_col5\" class=\"data row69 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6a4f5_level0_row70\" class=\"row_heading level0 row70\" >coef_number_of_mandatory_tours_departure_shift_effects</th>\n",
-       "                        <td id=\"T_6a4f5_row70_col0\" class=\"data row70 col0\" > 0.171</td>\n",
-       "                        <td id=\"T_6a4f5_row70_col1\" class=\"data row70 col1\" > 0.0125</td>\n",
-       "                        <td id=\"T_6a4f5_row70_col2\" class=\"data row70 col2\" > 13.63</td>\n",
-       "                        <td id=\"T_6a4f5_row70_col3\" class=\"data row70 col3\" >***</td>\n",
-       "                        <td id=\"T_6a4f5_row70_col4\" class=\"data row70 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row70_col5\" class=\"data row70 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6a4f5_level0_row71\" class=\"row_heading level0 row71\" >coef_ratio_of_individual_non_mandatory_tours_to_be_scheduled_to_number_of_unscheduled_hours</th>\n",
-       "                        <td id=\"T_6a4f5_row71_col0\" class=\"data row71 col0\" > 5.64</td>\n",
-       "                        <td id=\"T_6a4f5_row71_col1\" class=\"data row71 col1\" > 0.804</td>\n",
-       "                        <td id=\"T_6a4f5_row71_col2\" class=\"data row71 col2\" > 7.02</td>\n",
-       "                        <td id=\"T_6a4f5_row71_col3\" class=\"data row71 col3\" >***</td>\n",
-       "                        <td id=\"T_6a4f5_row71_col4\" class=\"data row71 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row71_col5\" class=\"data row71 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6a4f5_level0_row72\" class=\"row_heading level0 row72\" >coef_school_child_age_16_plus_departure_shift_effects</th>\n",
-       "                        <td id=\"T_6a4f5_row72_col0\" class=\"data row72 col0\" > 0.000283</td>\n",
-       "                        <td id=\"T_6a4f5_row72_col1\" class=\"data row72 col1\" > 0.112</td>\n",
-       "                        <td id=\"T_6a4f5_row72_col2\" class=\"data row72 col2\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row72_col3\" class=\"data row72 col3\" ></td>\n",
-       "                        <td id=\"T_6a4f5_row72_col4\" class=\"data row72 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row72_col5\" class=\"data row72 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6a4f5_level0_row73\" class=\"row_heading level0 row73\" >coef_school_child_age_16_plus_duration_shift_effects</th>\n",
-       "                        <td id=\"T_6a4f5_row73_col0\" class=\"data row73 col0\" > 0.306</td>\n",
-       "                        <td id=\"T_6a4f5_row73_col1\" class=\"data row73 col1\" > 0.0952</td>\n",
-       "                        <td id=\"T_6a4f5_row73_col2\" class=\"data row73 col2\" > 3.22</td>\n",
-       "                        <td id=\"T_6a4f5_row73_col3\" class=\"data row73 col3\" >**</td>\n",
-       "                        <td id=\"T_6a4f5_row73_col4\" class=\"data row73 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row73_col5\" class=\"data row73 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6a4f5_level0_row74\" class=\"row_heading level0 row74\" >coef_school_child_age_under_16_departure_shift_effects</th>\n",
-       "                        <td id=\"T_6a4f5_row74_col0\" class=\"data row74 col0\" > 0.111</td>\n",
-       "                        <td id=\"T_6a4f5_row74_col1\" class=\"data row74 col1\" > 0.0367</td>\n",
-       "                        <td id=\"T_6a4f5_row74_col2\" class=\"data row74 col2\" > 3.02</td>\n",
-       "                        <td id=\"T_6a4f5_row74_col3\" class=\"data row74 col3\" >**</td>\n",
-       "                        <td id=\"T_6a4f5_row74_col4\" class=\"data row74 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row74_col5\" class=\"data row74 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6a4f5_level0_row75\" class=\"row_heading level0 row75\" >coef_school_child_age_under_16_duration_shift_effects</th>\n",
-       "                        <td id=\"T_6a4f5_row75_col0\" class=\"data row75 col0\" > 0.338</td>\n",
-       "                        <td id=\"T_6a4f5_row75_col1\" class=\"data row75 col1\" > 0.0418</td>\n",
-       "                        <td id=\"T_6a4f5_row75_col2\" class=\"data row75 col2\" > 8.10</td>\n",
-       "                        <td id=\"T_6a4f5_row75_col3\" class=\"data row75 col3\" >***</td>\n",
-       "                        <td id=\"T_6a4f5_row75_col4\" class=\"data row75 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row75_col5\" class=\"data row75 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6a4f5_level0_row76\" class=\"row_heading level0 row76\" >coef_school_child_under_16_arrive_after_22</th>\n",
-       "                        <td id=\"T_6a4f5_row76_col0\" class=\"data row76 col0\" >-0.402</td>\n",
-       "                        <td id=\"T_6a4f5_row76_col1\" class=\"data row76 col1\" > 0.480</td>\n",
-       "                        <td id=\"T_6a4f5_row76_col2\" class=\"data row76 col2\" >-0.84</td>\n",
-       "                        <td id=\"T_6a4f5_row76_col3\" class=\"data row76 col3\" ></td>\n",
-       "                        <td id=\"T_6a4f5_row76_col4\" class=\"data row76 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row76_col5\" class=\"data row76 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6a4f5_level0_row77\" class=\"row_heading level0 row77\" >coef_shopping_tour_arrive_after_22</th>\n",
-       "                        <td id=\"T_6a4f5_row77_col0\" class=\"data row77 col0\" >-2.55</td>\n",
-       "                        <td id=\"T_6a4f5_row77_col1\" class=\"data row77 col1\" > 1.01</td>\n",
-       "                        <td id=\"T_6a4f5_row77_col2\" class=\"data row77 col2\" >-2.52</td>\n",
-       "                        <td id=\"T_6a4f5_row77_col3\" class=\"data row77 col3\" >*</td>\n",
-       "                        <td id=\"T_6a4f5_row77_col4\" class=\"data row77 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row77_col5\" class=\"data row77 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6a4f5_level0_row78\" class=\"row_heading level0 row78\" >coef_shopping_tour_depart_before_8</th>\n",
-       "                        <td id=\"T_6a4f5_row78_col0\" class=\"data row78 col0\" >-0.787</td>\n",
-       "                        <td id=\"T_6a4f5_row78_col1\" class=\"data row78 col1\" > 0.254</td>\n",
-       "                        <td id=\"T_6a4f5_row78_col2\" class=\"data row78 col2\" >-3.10</td>\n",
-       "                        <td id=\"T_6a4f5_row78_col3\" class=\"data row78 col3\" >**</td>\n",
-       "                        <td id=\"T_6a4f5_row78_col4\" class=\"data row78 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row78_col5\" class=\"data row78 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6a4f5_level0_row79\" class=\"row_heading level0 row79\" >coef_shopping_tour_departure_shift_effects</th>\n",
-       "                        <td id=\"T_6a4f5_row79_col0\" class=\"data row79 col0\" > 0.0151</td>\n",
-       "                        <td id=\"T_6a4f5_row79_col1\" class=\"data row79 col1\" > 0.0182</td>\n",
-       "                        <td id=\"T_6a4f5_row79_col2\" class=\"data row79 col2\" > 0.83</td>\n",
-       "                        <td id=\"T_6a4f5_row79_col3\" class=\"data row79 col3\" ></td>\n",
-       "                        <td id=\"T_6a4f5_row79_col4\" class=\"data row79 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row79_col5\" class=\"data row79 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6a4f5_level0_row80\" class=\"row_heading level0 row80\" >coef_shopping_tour_duration_lt_2_hours</th>\n",
-       "                        <td id=\"T_6a4f5_row80_col0\" class=\"data row80 col0\" > 0.943</td>\n",
-       "                        <td id=\"T_6a4f5_row80_col1\" class=\"data row80 col1\" > 0.144</td>\n",
-       "                        <td id=\"T_6a4f5_row80_col2\" class=\"data row80 col2\" > 6.55</td>\n",
-       "                        <td id=\"T_6a4f5_row80_col3\" class=\"data row80 col3\" >***</td>\n",
-       "                        <td id=\"T_6a4f5_row80_col4\" class=\"data row80 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row80_col5\" class=\"data row80 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6a4f5_level0_row81\" class=\"row_heading level0 row81\" >coef_shopping_tour_duration_shift_effects</th>\n",
-       "                        <td id=\"T_6a4f5_row81_col0\" class=\"data row81 col0\" >-0.0753</td>\n",
-       "                        <td id=\"T_6a4f5_row81_col1\" class=\"data row81 col1\" > 0.0296</td>\n",
-       "                        <td id=\"T_6a4f5_row81_col2\" class=\"data row81 col2\" >-2.55</td>\n",
-       "                        <td id=\"T_6a4f5_row81_col3\" class=\"data row81 col3\" >*</td>\n",
-       "                        <td id=\"T_6a4f5_row81_col4\" class=\"data row81 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row81_col5\" class=\"data row81 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6a4f5_level0_row82\" class=\"row_heading level0 row82\" >coef_some_previously_scheduled_tour_begins_in_this_arrival_hour</th>\n",
-       "                        <td id=\"T_6a4f5_row82_col0\" class=\"data row82 col0\" >-0.0544</td>\n",
-       "                        <td id=\"T_6a4f5_row82_col1\" class=\"data row82 col1\" > 0.0946</td>\n",
-       "                        <td id=\"T_6a4f5_row82_col2\" class=\"data row82 col2\" >-0.58</td>\n",
-       "                        <td id=\"T_6a4f5_row82_col3\" class=\"data row82 col3\" ></td>\n",
-       "                        <td id=\"T_6a4f5_row82_col4\" class=\"data row82 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row82_col5\" class=\"data row82 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6a4f5_level0_row83\" class=\"row_heading level0 row83\" >coef_some_previously_scheduled_tour_ends_in_this_departure_hour</th>\n",
-       "                        <td id=\"T_6a4f5_row83_col0\" class=\"data row83 col0\" >-0.346</td>\n",
-       "                        <td id=\"T_6a4f5_row83_col1\" class=\"data row83 col1\" > 0.0763</td>\n",
-       "                        <td id=\"T_6a4f5_row83_col2\" class=\"data row83 col2\" >-4.53</td>\n",
-       "                        <td id=\"T_6a4f5_row83_col3\" class=\"data row83 col3\" >***</td>\n",
-       "                        <td id=\"T_6a4f5_row83_col4\" class=\"data row83 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row83_col5\" class=\"data row83 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6a4f5_level0_row84\" class=\"row_heading level0 row84\" >coef_subsequent_of_2_plus_tours_for_same_purpose_duration_shift_effect</th>\n",
-       "                        <td id=\"T_6a4f5_row84_col0\" class=\"data row84 col0\" >-0.115</td>\n",
-       "                        <td id=\"T_6a4f5_row84_col1\" class=\"data row84 col1\" > 0.0570</td>\n",
-       "                        <td id=\"T_6a4f5_row84_col2\" class=\"data row84 col2\" >-2.02</td>\n",
-       "                        <td id=\"T_6a4f5_row84_col3\" class=\"data row84 col3\" >*</td>\n",
-       "                        <td id=\"T_6a4f5_row84_col4\" class=\"data row84 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row84_col5\" class=\"data row84 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6a4f5_level0_row85\" class=\"row_heading level0 row85\" >coef_subsequent_tour_must_start_after_previous_tour_for_this_purpose_ends</th>\n",
-       "                        <td id=\"T_6a4f5_row85_col0\" class=\"data row85 col0\" >-999.</td>\n",
-       "                        <td id=\"T_6a4f5_row85_col1\" class=\"data row85 col1\" > NA</td>\n",
-       "                        <td id=\"T_6a4f5_row85_col2\" class=\"data row85 col2\" > NA</td>\n",
-       "                        <td id=\"T_6a4f5_row85_col3\" class=\"data row85 col3\" ></td>\n",
-       "                        <td id=\"T_6a4f5_row85_col4\" class=\"data row85 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row85_col5\" class=\"data row85 col5\" >fixed value</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6a4f5_level0_row86\" class=\"row_heading level0 row86\" >coef_university_student_arrive_after_22</th>\n",
-       "                        <td id=\"T_6a4f5_row86_col0\" class=\"data row86 col0\" >-0.537</td>\n",
-       "                        <td id=\"T_6a4f5_row86_col1\" class=\"data row86 col1\" > 0.853</td>\n",
-       "                        <td id=\"T_6a4f5_row86_col2\" class=\"data row86 col2\" >-0.63</td>\n",
-       "                        <td id=\"T_6a4f5_row86_col3\" class=\"data row86 col3\" ></td>\n",
-       "                        <td id=\"T_6a4f5_row86_col4\" class=\"data row86 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row86_col5\" class=\"data row86 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6a4f5_level0_row87\" class=\"row_heading level0 row87\" >coef_visit_tour_departure_shift_effects</th>\n",
-       "                        <td id=\"T_6a4f5_row87_col0\" class=\"data row87 col0\" > 0.170</td>\n",
-       "                        <td id=\"T_6a4f5_row87_col1\" class=\"data row87 col1\" > 0.0312</td>\n",
-       "                        <td id=\"T_6a4f5_row87_col2\" class=\"data row87 col2\" > 5.44</td>\n",
-       "                        <td id=\"T_6a4f5_row87_col3\" class=\"data row87 col3\" >***</td>\n",
-       "                        <td id=\"T_6a4f5_row87_col4\" class=\"data row87 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row87_col5\" class=\"data row87 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_6a4f5_level0_row88\" class=\"row_heading level0 row88\" >coef_visit_tour_duration_shift_effects</th>\n",
-       "                        <td id=\"T_6a4f5_row88_col0\" class=\"data row88 col0\" > 0.156</td>\n",
-       "                        <td id=\"T_6a4f5_row88_col1\" class=\"data row88 col1\" > 0.0369</td>\n",
-       "                        <td id=\"T_6a4f5_row88_col2\" class=\"data row88 col2\" > 4.22</td>\n",
-       "                        <td id=\"T_6a4f5_row88_col3\" class=\"data row88 col3\" >***</td>\n",
-       "                        <td id=\"T_6a4f5_row88_col4\" class=\"data row88 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_6a4f5_row88_col5\" class=\"data row88 col5\" ></td>\n",
-       "            </tr>\n",
-       "    </tbody></table>"
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+       "#T_7ad84 th {\n",
+       "  vertical-align: top;\n",
+       "  text-align: left;\n",
+       "}\n",
+       "#T_7ad84 td {\n",
+       "  vertical-align: top;\n",
+       "  text-align: left;\n",
+       "}\n",
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#T_7ad84_row28_col3, #T_7ad84_row28_col4, #T_7ad84_row29_col0, #T_7ad84_row29_col1, #T_7ad84_row29_col2, #T_7ad84_row29_col3, #T_7ad84_row29_col4, #T_7ad84_row30_col0, #T_7ad84_row30_col1, #T_7ad84_row30_col2, #T_7ad84_row30_col3, #T_7ad84_row30_col4, #T_7ad84_row31_col0, #T_7ad84_row31_col1, #T_7ad84_row31_col2, #T_7ad84_row31_col3, #T_7ad84_row31_col4, #T_7ad84_row32_col0, #T_7ad84_row32_col1, #T_7ad84_row32_col2, #T_7ad84_row32_col3, #T_7ad84_row32_col4, #T_7ad84_row33_col0, #T_7ad84_row33_col1, #T_7ad84_row33_col2, #T_7ad84_row33_col3, #T_7ad84_row33_col4, #T_7ad84_row34_col0, #T_7ad84_row34_col1, #T_7ad84_row34_col2, #T_7ad84_row34_col3, #T_7ad84_row34_col4, #T_7ad84_row35_col0, #T_7ad84_row35_col1, #T_7ad84_row35_col2, #T_7ad84_row35_col3, #T_7ad84_row35_col4, #T_7ad84_row36_col0, #T_7ad84_row36_col1, #T_7ad84_row36_col2, #T_7ad84_row36_col3, #T_7ad84_row36_col4, #T_7ad84_row37_col0, #T_7ad84_row37_col1, #T_7ad84_row37_col2, #T_7ad84_row37_col3, #T_7ad84_row37_col4, #T_7ad84_row38_col0, #T_7ad84_row38_col1, #T_7ad84_row38_col2, #T_7ad84_row38_col3, #T_7ad84_row38_col4, #T_7ad84_row39_col0, #T_7ad84_row39_col1, #T_7ad84_row39_col2, #T_7ad84_row39_col3, #T_7ad84_row39_col4, #T_7ad84_row40_col0, #T_7ad84_row40_col1, #T_7ad84_row40_col2, #T_7ad84_row40_col3, #T_7ad84_row40_col4, #T_7ad84_row41_col0, #T_7ad84_row41_col1, #T_7ad84_row41_col2, #T_7ad84_row41_col3, #T_7ad84_row41_col4, #T_7ad84_row42_col0, #T_7ad84_row42_col1, #T_7ad84_row42_col2, #T_7ad84_row42_col3, #T_7ad84_row42_col4, #T_7ad84_row43_col0, #T_7ad84_row43_col1, #T_7ad84_row43_col2, #T_7ad84_row43_col3, #T_7ad84_row43_col4, #T_7ad84_row44_col0, #T_7ad84_row44_col1, #T_7ad84_row44_col2, #T_7ad84_row44_col3, #T_7ad84_row44_col4, #T_7ad84_row45_col0, #T_7ad84_row45_col1, #T_7ad84_row45_col2, #T_7ad84_row45_col3, #T_7ad84_row45_col4, #T_7ad84_row46_col0, #T_7ad84_row46_col1, #T_7ad84_row46_col2, #T_7ad84_row46_col3, #T_7ad84_row46_col4, #T_7ad84_row47_col0, #T_7ad84_row47_col1, #T_7ad84_row47_col2, #T_7ad84_row47_col3, #T_7ad84_row47_col4, #T_7ad84_row48_col0, #T_7ad84_row48_col1, #T_7ad84_row48_col2, #T_7ad84_row48_col3, #T_7ad84_row48_col4, #T_7ad84_row49_col0, #T_7ad84_row49_col1, #T_7ad84_row49_col2, #T_7ad84_row49_col3, #T_7ad84_row49_col4, #T_7ad84_row50_col0, #T_7ad84_row50_col1, #T_7ad84_row50_col2, #T_7ad84_row50_col3, #T_7ad84_row50_col4, #T_7ad84_row51_col0, #T_7ad84_row51_col1, #T_7ad84_row51_col2, #T_7ad84_row51_col3, #T_7ad84_row51_col4, #T_7ad84_row52_col0, #T_7ad84_row52_col1, #T_7ad84_row52_col2, #T_7ad84_row52_col3, #T_7ad84_row52_col4, #T_7ad84_row53_col0, #T_7ad84_row53_col1, #T_7ad84_row53_col2, #T_7ad84_row53_col3, #T_7ad84_row53_col4, #T_7ad84_row54_col0, #T_7ad84_row54_col1, #T_7ad84_row54_col2, #T_7ad84_row54_col3, #T_7ad84_row54_col4, #T_7ad84_row55_col0, #T_7ad84_row55_col1, #T_7ad84_row55_col2, #T_7ad84_row55_col3, #T_7ad84_row55_col4, #T_7ad84_row56_col0, #T_7ad84_row56_col1, #T_7ad84_row56_col2, #T_7ad84_row56_col3, #T_7ad84_row56_col4, #T_7ad84_row57_col0, #T_7ad84_row57_col1, #T_7ad84_row57_col2, #T_7ad84_row57_col3, #T_7ad84_row57_col4, #T_7ad84_row58_col0, #T_7ad84_row58_col1, #T_7ad84_row58_col2, #T_7ad84_row58_col3, #T_7ad84_row58_col4, #T_7ad84_row59_col0, #T_7ad84_row59_col1, #T_7ad84_row59_col2, #T_7ad84_row59_col3, #T_7ad84_row59_col4, #T_7ad84_row60_col0, #T_7ad84_row60_col1, #T_7ad84_row60_col2, #T_7ad84_row60_col3, #T_7ad84_row60_col4, #T_7ad84_row61_col0, #T_7ad84_row61_col1, #T_7ad84_row61_col2, #T_7ad84_row61_col3, #T_7ad84_row61_col4, #T_7ad84_row62_col0, #T_7ad84_row62_col1, #T_7ad84_row62_col2, #T_7ad84_row62_col3, #T_7ad84_row62_col4, #T_7ad84_row63_col0, #T_7ad84_row63_col1, #T_7ad84_row63_col2, #T_7ad84_row63_col3, #T_7ad84_row63_col4, #T_7ad84_row64_col0, #T_7ad84_row64_col1, #T_7ad84_row64_col2, #T_7ad84_row64_col3, #T_7ad84_row64_col4, #T_7ad84_row65_col0, #T_7ad84_row65_col1, #T_7ad84_row65_col2, #T_7ad84_row65_col3, #T_7ad84_row65_col4, #T_7ad84_row66_col0, #T_7ad84_row66_col1, #T_7ad84_row66_col2, #T_7ad84_row66_col3, #T_7ad84_row66_col4, #T_7ad84_row67_col0, #T_7ad84_row67_col1, #T_7ad84_row67_col2, #T_7ad84_row67_col3, #T_7ad84_row67_col4, #T_7ad84_row68_col0, #T_7ad84_row68_col1, #T_7ad84_row68_col2, #T_7ad84_row68_col3, #T_7ad84_row68_col4, #T_7ad84_row69_col0, #T_7ad84_row69_col1, #T_7ad84_row69_col2, #T_7ad84_row69_col3, #T_7ad84_row69_col4, #T_7ad84_row70_col0, #T_7ad84_row70_col1, #T_7ad84_row70_col2, #T_7ad84_row70_col3, #T_7ad84_row70_col4, #T_7ad84_row71_col0, #T_7ad84_row71_col1, #T_7ad84_row71_col2, #T_7ad84_row71_col3, #T_7ad84_row71_col4, #T_7ad84_row72_col0, #T_7ad84_row72_col1, #T_7ad84_row72_col2, #T_7ad84_row72_col3, #T_7ad84_row72_col4, #T_7ad84_row73_col0, #T_7ad84_row73_col1, #T_7ad84_row73_col2, #T_7ad84_row73_col3, #T_7ad84_row73_col4, #T_7ad84_row74_col0, #T_7ad84_row74_col1, #T_7ad84_row74_col2, #T_7ad84_row74_col3, #T_7ad84_row74_col4, #T_7ad84_row75_col0, #T_7ad84_row75_col1, #T_7ad84_row75_col2, #T_7ad84_row75_col3, #T_7ad84_row75_col4, #T_7ad84_row76_col0, #T_7ad84_row76_col1, #T_7ad84_row76_col2, #T_7ad84_row76_col3, #T_7ad84_row76_col4, #T_7ad84_row77_col0, #T_7ad84_row77_col1, #T_7ad84_row77_col2, #T_7ad84_row77_col3, #T_7ad84_row77_col4, #T_7ad84_row78_col0, #T_7ad84_row78_col1, #T_7ad84_row78_col2, #T_7ad84_row78_col3, #T_7ad84_row78_col4, #T_7ad84_row79_col0, #T_7ad84_row79_col1, #T_7ad84_row79_col2, #T_7ad84_row79_col3, #T_7ad84_row79_col4, #T_7ad84_row80_col0, #T_7ad84_row80_col1, #T_7ad84_row80_col2, #T_7ad84_row80_col3, #T_7ad84_row80_col4, #T_7ad84_row81_col0, #T_7ad84_row81_col1, #T_7ad84_row81_col2, #T_7ad84_row81_col3, #T_7ad84_row81_col4, #T_7ad84_row82_col0, #T_7ad84_row82_col1, #T_7ad84_row82_col2, #T_7ad84_row82_col3, #T_7ad84_row82_col4, #T_7ad84_row83_col0, #T_7ad84_row83_col1, #T_7ad84_row83_col2, #T_7ad84_row83_col3, #T_7ad84_row83_col4, #T_7ad84_row84_col0, #T_7ad84_row84_col1, #T_7ad84_row84_col2, #T_7ad84_row84_col3, #T_7ad84_row84_col4, #T_7ad84_row85_col0, #T_7ad84_row85_col1, #T_7ad84_row85_col2, #T_7ad84_row85_col3, #T_7ad84_row85_col4, #T_7ad84_row86_col0, #T_7ad84_row86_col1, #T_7ad84_row86_col2, #T_7ad84_row86_col3, #T_7ad84_row86_col4, #T_7ad84_row87_col0, #T_7ad84_row87_col1, #T_7ad84_row87_col2, #T_7ad84_row87_col3, #T_7ad84_row87_col4, #T_7ad84_row88_col0, #T_7ad84_row88_col1, #T_7ad84_row88_col2, #T_7ad84_row88_col3, #T_7ad84_row88_col4 {\n",
+       "  font-family: monospace;\n",
+       "}\n",
+       "</style>\n",
+       "<table id=\"T_7ad84\">\n",
+       "  <thead>\n",
+       "    <tr>\n",
+       "      <th class=\"blank level0\" >&nbsp;</th>\n",
+       "      <th id=\"T_7ad84_level0_col0\" class=\"col_heading level0 col0\" >Value</th>\n",
+       "      <th id=\"T_7ad84_level0_col1\" class=\"col_heading level0 col1\" >Std Err</th>\n",
+       "      <th id=\"T_7ad84_level0_col2\" class=\"col_heading level0 col2\" >t Stat</th>\n",
+       "      <th id=\"T_7ad84_level0_col3\" class=\"col_heading level0 col3\" >Signif</th>\n",
+       "      <th id=\"T_7ad84_level0_col4\" class=\"col_heading level0 col4\" >Null Value</th>\n",
+       "      <th id=\"T_7ad84_level0_col5\" class=\"col_heading level0 col5\" >Constrained</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th class=\"index_name level0\" >Parameter</th>\n",
+       "      <th class=\"blank col0\" >&nbsp;</th>\n",
+       "      <th class=\"blank col1\" >&nbsp;</th>\n",
+       "      <th class=\"blank col2\" >&nbsp;</th>\n",
+       "      <th class=\"blank col3\" >&nbsp;</th>\n",
+       "      <th class=\"blank col4\" >&nbsp;</th>\n",
+       "      <th class=\"blank col5\" >&nbsp;</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th id=\"T_7ad84_level0_row0\" class=\"row_heading level0 row0\" >coef_adjacent_window_exists_after_this_arrival_hour_first_tour_interaction</th>\n",
+       "      <td id=\"T_7ad84_row0_col0\" class=\"data row0 col0\" > 0.127</td>\n",
+       "      <td id=\"T_7ad84_row0_col1\" class=\"data row0 col1\" > 0.0994</td>\n",
+       "      <td id=\"T_7ad84_row0_col2\" class=\"data row0 col2\" > 1.27</td>\n",
+       "      <td id=\"T_7ad84_row0_col3\" class=\"data row0 col3\" ></td>\n",
+       "      <td id=\"T_7ad84_row0_col4\" class=\"data row0 col4\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row0_col5\" class=\"data row0 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_7ad84_level0_row1\" class=\"row_heading level0 row1\" >coef_adjacent_window_exists_after_this_arrival_hour_second_plus_tour_interaction</th>\n",
+       "      <td id=\"T_7ad84_row1_col0\" class=\"data row1 col0\" >-0.610</td>\n",
+       "      <td id=\"T_7ad84_row1_col1\" class=\"data row1 col1\" > 0.0968</td>\n",
+       "      <td id=\"T_7ad84_row1_col2\" class=\"data row1 col2\" >-6.30</td>\n",
+       "      <td id=\"T_7ad84_row1_col3\" class=\"data row1 col3\" >***</td>\n",
+       "      <td id=\"T_7ad84_row1_col4\" class=\"data row1 col4\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row1_col5\" class=\"data row1 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_7ad84_level0_row2\" class=\"row_heading level0 row2\" >coef_adjacent_window_exists_before_this_departure_hour_first_tour_interaction</th>\n",
+       "      <td id=\"T_7ad84_row2_col0\" class=\"data row2 col0\" > 0.114</td>\n",
+       "      <td id=\"T_7ad84_row2_col1\" class=\"data row2 col1\" > 0.0850</td>\n",
+       "      <td id=\"T_7ad84_row2_col2\" class=\"data row2 col2\" > 1.34</td>\n",
+       "      <td id=\"T_7ad84_row2_col3\" class=\"data row2 col3\" ></td>\n",
+       "      <td id=\"T_7ad84_row2_col4\" class=\"data row2 col4\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row2_col5\" class=\"data row2 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_7ad84_level0_row3\" class=\"row_heading level0 row3\" >coef_adjacent_window_exists_before_this_departure_hour_second_plus_tour_interaction</th>\n",
+       "      <td id=\"T_7ad84_row3_col0\" class=\"data row3 col0\" > 0.387</td>\n",
+       "      <td id=\"T_7ad84_row3_col1\" class=\"data row3 col1\" > 0.0868</td>\n",
+       "      <td id=\"T_7ad84_row3_col2\" class=\"data row3 col2\" > 4.45</td>\n",
+       "      <td id=\"T_7ad84_row3_col3\" class=\"data row3 col3\" >***</td>\n",
+       "      <td id=\"T_7ad84_row3_col4\" class=\"data row3 col4\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row3_col5\" class=\"data row3 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_7ad84_level0_row4\" class=\"row_heading level0 row4\" >coef_adult_with_children_in_hh_arrive_19_21</th>\n",
+       "      <td id=\"T_7ad84_row4_col0\" class=\"data row4 col0\" > 0.281</td>\n",
+       "      <td id=\"T_7ad84_row4_col1\" class=\"data row4 col1\" > 0.0376</td>\n",
+       "      <td id=\"T_7ad84_row4_col2\" class=\"data row4 col2\" > 7.47</td>\n",
+       "      <td id=\"T_7ad84_row4_col3\" class=\"data row4 col3\" >***</td>\n",
+       "      <td id=\"T_7ad84_row4_col4\" class=\"data row4 col4\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row4_col5\" class=\"data row4 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_7ad84_level0_row5\" class=\"row_heading level0 row5\" >coef_arrival_constants_am_peak</th>\n",
+       "      <td id=\"T_7ad84_row5_col0\" class=\"data row5 col0\" >-1.62</td>\n",
+       "      <td id=\"T_7ad84_row5_col1\" class=\"data row5 col1\" > 0.104</td>\n",
+       "      <td id=\"T_7ad84_row5_col2\" class=\"data row5 col2\" >-15.66</td>\n",
+       "      <td id=\"T_7ad84_row5_col3\" class=\"data row5 col3\" >***</td>\n",
+       "      <td id=\"T_7ad84_row5_col4\" class=\"data row5 col4\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row5_col5\" class=\"data row5 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_7ad84_level0_row6\" class=\"row_heading level0 row6\" >coef_arrival_constants_early</th>\n",
+       "      <td id=\"T_7ad84_row6_col0\" class=\"data row6 col0\" > 0.00617</td>\n",
+       "      <td id=\"T_7ad84_row6_col1\" class=\"data row6 col1\" > 0.146</td>\n",
+       "      <td id=\"T_7ad84_row6_col2\" class=\"data row6 col2\" > 0.04</td>\n",
+       "      <td id=\"T_7ad84_row6_col3\" class=\"data row6 col3\" ></td>\n",
+       "      <td id=\"T_7ad84_row6_col4\" class=\"data row6 col4\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row6_col5\" class=\"data row6 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_7ad84_level0_row7\" class=\"row_heading level0 row7\" >coef_arrival_constants_evening</th>\n",
+       "      <td id=\"T_7ad84_row7_col0\" class=\"data row7 col0\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row7_col1\" class=\"data row7 col1\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row7_col2\" class=\"data row7 col2\" > NA</td>\n",
+       "      <td id=\"T_7ad84_row7_col3\" class=\"data row7 col3\" ></td>\n",
+       "      <td id=\"T_7ad84_row7_col4\" class=\"data row7 col4\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row7_col5\" class=\"data row7 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_7ad84_level0_row8\" class=\"row_heading level0 row8\" >coef_arrival_constants_late</th>\n",
+       "      <td id=\"T_7ad84_row8_col0\" class=\"data row8 col0\" >-0.817</td>\n",
+       "      <td id=\"T_7ad84_row8_col1\" class=\"data row8 col1\" > 0.0418</td>\n",
+       "      <td id=\"T_7ad84_row8_col2\" class=\"data row8 col2\" >-19.58</td>\n",
+       "      <td id=\"T_7ad84_row8_col3\" class=\"data row8 col3\" >***</td>\n",
+       "      <td id=\"T_7ad84_row8_col4\" class=\"data row8 col4\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row8_col5\" class=\"data row8 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_7ad84_level0_row9\" class=\"row_heading level0 row9\" >coef_arrival_constants_midday_1</th>\n",
+       "      <td id=\"T_7ad84_row9_col0\" class=\"data row9 col0\" > 0.0505</td>\n",
+       "      <td id=\"T_7ad84_row9_col1\" class=\"data row9 col1\" > 0.0730</td>\n",
+       "      <td id=\"T_7ad84_row9_col2\" class=\"data row9 col2\" > 0.69</td>\n",
+       "      <td id=\"T_7ad84_row9_col3\" class=\"data row9 col3\" ></td>\n",
+       "      <td id=\"T_7ad84_row9_col4\" class=\"data row9 col4\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row9_col5\" class=\"data row9 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_7ad84_level0_row10\" class=\"row_heading level0 row10\" >coef_arrival_constants_midday_2</th>\n",
+       "      <td id=\"T_7ad84_row10_col0\" class=\"data row10 col0\" > 0.512</td>\n",
+       "      <td id=\"T_7ad84_row10_col1\" class=\"data row10 col1\" > 0.0562</td>\n",
+       "      <td id=\"T_7ad84_row10_col2\" class=\"data row10 col2\" > 9.12</td>\n",
+       "      <td id=\"T_7ad84_row10_col3\" class=\"data row10 col3\" >***</td>\n",
+       "      <td id=\"T_7ad84_row10_col4\" class=\"data row10 col4\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row10_col5\" class=\"data row10 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_7ad84_level0_row11\" class=\"row_heading level0 row11\" >coef_arrival_constants_pm_peak_1</th>\n",
+       "      <td id=\"T_7ad84_row11_col0\" class=\"data row11 col0\" > 0.638</td>\n",
+       "      <td id=\"T_7ad84_row11_col1\" class=\"data row11 col1\" > 0.0500</td>\n",
+       "      <td id=\"T_7ad84_row11_col2\" class=\"data row11 col2\" > 12.74</td>\n",
+       "      <td id=\"T_7ad84_row11_col3\" class=\"data row11 col3\" >***</td>\n",
+       "      <td id=\"T_7ad84_row11_col4\" class=\"data row11 col4\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row11_col5\" class=\"data row11 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_7ad84_level0_row12\" class=\"row_heading level0 row12\" >coef_arrival_constants_pm_peak_2</th>\n",
+       "      <td id=\"T_7ad84_row12_col0\" class=\"data row12 col0\" > 0.624</td>\n",
+       "      <td id=\"T_7ad84_row12_col1\" class=\"data row12 col1\" > 0.0421</td>\n",
+       "      <td id=\"T_7ad84_row12_col2\" class=\"data row12 col2\" > 14.82</td>\n",
+       "      <td id=\"T_7ad84_row12_col3\" class=\"data row12 col3\" >***</td>\n",
+       "      <td id=\"T_7ad84_row12_col4\" class=\"data row12 col4\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row12_col5\" class=\"data row12 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_7ad84_level0_row13\" class=\"row_heading level0 row13\" >coef_arrival_constants_pm_peak_3</th>\n",
+       "      <td id=\"T_7ad84_row13_col0\" class=\"data row13 col0\" > 0.299</td>\n",
+       "      <td id=\"T_7ad84_row13_col1\" class=\"data row13 col1\" > 0.0377</td>\n",
+       "      <td id=\"T_7ad84_row13_col2\" class=\"data row13 col2\" > 7.95</td>\n",
+       "      <td id=\"T_7ad84_row13_col3\" class=\"data row13 col3\" >***</td>\n",
+       "      <td id=\"T_7ad84_row13_col4\" class=\"data row13 col4\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row13_col5\" class=\"data row13 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_7ad84_level0_row14\" class=\"row_heading level0 row14\" >coef_arrival_constants_pm_peak_4</th>\n",
+       "      <td id=\"T_7ad84_row14_col0\" class=\"data row14 col0\" > 0.0860</td>\n",
+       "      <td id=\"T_7ad84_row14_col1\" class=\"data row14 col1\" > 0.0339</td>\n",
+       "      <td id=\"T_7ad84_row14_col2\" class=\"data row14 col2\" > 2.53</td>\n",
+       "      <td id=\"T_7ad84_row14_col3\" class=\"data row14 col3\" >*</td>\n",
+       "      <td id=\"T_7ad84_row14_col4\" class=\"data row14 col4\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row14_col5\" class=\"data row14 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_7ad84_level0_row15\" class=\"row_heading level0 row15\" >coef_departure_constants_am_peak_1</th>\n",
+       "      <td id=\"T_7ad84_row15_col0\" class=\"data row15 col0\" >-0.564</td>\n",
+       "      <td id=\"T_7ad84_row15_col1\" class=\"data row15 col1\" > 0.115</td>\n",
+       "      <td id=\"T_7ad84_row15_col2\" class=\"data row15 col2\" >-4.91</td>\n",
+       "      <td id=\"T_7ad84_row15_col3\" class=\"data row15 col3\" >***</td>\n",
+       "      <td id=\"T_7ad84_row15_col4\" class=\"data row15 col4\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row15_col5\" class=\"data row15 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_7ad84_level0_row16\" class=\"row_heading level0 row16\" >coef_departure_constants_am_peak_2</th>\n",
+       "      <td id=\"T_7ad84_row16_col0\" class=\"data row16 col0\" > 0.618</td>\n",
+       "      <td id=\"T_7ad84_row16_col1\" class=\"data row16 col1\" > 0.0862</td>\n",
+       "      <td id=\"T_7ad84_row16_col2\" class=\"data row16 col2\" > 7.17</td>\n",
+       "      <td id=\"T_7ad84_row16_col3\" class=\"data row16 col3\" >***</td>\n",
+       "      <td id=\"T_7ad84_row16_col4\" class=\"data row16 col4\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row16_col5\" class=\"data row16 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_7ad84_level0_row17\" class=\"row_heading level0 row17\" >coef_departure_constants_am_peak_3</th>\n",
+       "      <td id=\"T_7ad84_row17_col0\" class=\"data row17 col0\" > 1.08</td>\n",
+       "      <td id=\"T_7ad84_row17_col1\" class=\"data row17 col1\" > 0.0750</td>\n",
+       "      <td id=\"T_7ad84_row17_col2\" class=\"data row17 col2\" > 14.36</td>\n",
+       "      <td id=\"T_7ad84_row17_col3\" class=\"data row17 col3\" >***</td>\n",
+       "      <td id=\"T_7ad84_row17_col4\" class=\"data row17 col4\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row17_col5\" class=\"data row17 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_7ad84_level0_row18\" class=\"row_heading level0 row18\" >coef_departure_constants_am_peak_4</th>\n",
+       "      <td id=\"T_7ad84_row18_col0\" class=\"data row18 col0\" > 0.968</td>\n",
+       "      <td id=\"T_7ad84_row18_col1\" class=\"data row18 col1\" > 0.0684</td>\n",
+       "      <td id=\"T_7ad84_row18_col2\" class=\"data row18 col2\" > 14.16</td>\n",
+       "      <td id=\"T_7ad84_row18_col3\" class=\"data row18 col3\" >***</td>\n",
+       "      <td id=\"T_7ad84_row18_col4\" class=\"data row18 col4\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row18_col5\" class=\"data row18 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_7ad84_level0_row19\" class=\"row_heading level0 row19\" >coef_departure_constants_early</th>\n",
+       "      <td id=\"T_7ad84_row19_col0\" class=\"data row19 col0\" >-1.39</td>\n",
+       "      <td id=\"T_7ad84_row19_col1\" class=\"data row19 col1\" > 0.133</td>\n",
+       "      <td id=\"T_7ad84_row19_col2\" class=\"data row19 col2\" >-10.46</td>\n",
+       "      <td id=\"T_7ad84_row19_col3\" class=\"data row19 col3\" >***</td>\n",
+       "      <td id=\"T_7ad84_row19_col4\" class=\"data row19 col4\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row19_col5\" class=\"data row19 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_7ad84_level0_row20\" class=\"row_heading level0 row20\" >coef_departure_constants_evening</th>\n",
+       "      <td id=\"T_7ad84_row20_col0\" class=\"data row20 col0\" >-1.69</td>\n",
+       "      <td id=\"T_7ad84_row20_col1\" class=\"data row20 col1\" > 0.0406</td>\n",
+       "      <td id=\"T_7ad84_row20_col2\" class=\"data row20 col2\" >-41.61</td>\n",
+       "      <td id=\"T_7ad84_row20_col3\" class=\"data row20 col3\" >***</td>\n",
+       "      <td id=\"T_7ad84_row20_col4\" class=\"data row20 col4\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row20_col5\" class=\"data row20 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_7ad84_level0_row21\" class=\"row_heading level0 row21\" >coef_departure_constants_late</th>\n",
+       "      <td id=\"T_7ad84_row21_col0\" class=\"data row21 col0\" >-4.31</td>\n",
+       "      <td id=\"T_7ad84_row21_col1\" class=\"data row21 col1\" > 0.172</td>\n",
+       "      <td id=\"T_7ad84_row21_col2\" class=\"data row21 col2\" >-25.06</td>\n",
+       "      <td id=\"T_7ad84_row21_col3\" class=\"data row21 col3\" >***</td>\n",
+       "      <td id=\"T_7ad84_row21_col4\" class=\"data row21 col4\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row21_col5\" class=\"data row21 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_7ad84_level0_row22\" class=\"row_heading level0 row22\" >coef_departure_constants_midday_1</th>\n",
+       "      <td id=\"T_7ad84_row22_col0\" class=\"data row22 col0\" > 0.803</td>\n",
+       "      <td id=\"T_7ad84_row22_col1\" class=\"data row22 col1\" > 0.0524</td>\n",
+       "      <td id=\"T_7ad84_row22_col2\" class=\"data row22 col2\" > 15.33</td>\n",
+       "      <td id=\"T_7ad84_row22_col3\" class=\"data row22 col3\" >***</td>\n",
+       "      <td id=\"T_7ad84_row22_col4\" class=\"data row22 col4\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row22_col5\" class=\"data row22 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_7ad84_level0_row23\" class=\"row_heading level0 row23\" >coef_departure_constants_midday_2</th>\n",
+       "      <td id=\"T_7ad84_row23_col0\" class=\"data row23 col0\" > 0.328</td>\n",
+       "      <td id=\"T_7ad84_row23_col1\" class=\"data row23 col1\" > 0.0342</td>\n",
+       "      <td id=\"T_7ad84_row23_col2\" class=\"data row23 col2\" > 9.58</td>\n",
+       "      <td id=\"T_7ad84_row23_col3\" class=\"data row23 col3\" >***</td>\n",
+       "      <td id=\"T_7ad84_row23_col4\" class=\"data row23 col4\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row23_col5\" class=\"data row23 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_7ad84_level0_row24\" class=\"row_heading level0 row24\" >coef_departure_constants_pm_peak</th>\n",
+       "      <td id=\"T_7ad84_row24_col0\" class=\"data row24 col0\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row24_col1\" class=\"data row24 col1\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row24_col2\" class=\"data row24 col2\" > NA</td>\n",
+       "      <td id=\"T_7ad84_row24_col3\" class=\"data row24 col3\" ></td>\n",
+       "      <td id=\"T_7ad84_row24_col4\" class=\"data row24 col4\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row24_col5\" class=\"data row24 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_7ad84_level0_row25\" class=\"row_heading level0 row25\" >coef_destination_in_cbd_duration_shift_effects</th>\n",
+       "      <td id=\"T_7ad84_row25_col0\" class=\"data row25 col0\" > 0.110</td>\n",
+       "      <td id=\"T_7ad84_row25_col1\" class=\"data row25 col1\" > 0.00846</td>\n",
+       "      <td id=\"T_7ad84_row25_col2\" class=\"data row25 col2\" > 13.02</td>\n",
+       "      <td id=\"T_7ad84_row25_col3\" class=\"data row25 col3\" >***</td>\n",
+       "      <td id=\"T_7ad84_row25_col4\" class=\"data row25 col4\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row25_col5\" class=\"data row25 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_7ad84_level0_row26\" class=\"row_heading level0 row26\" >coef_discretionary_tour_duration_lt_2_hours</th>\n",
+       "      <td id=\"T_7ad84_row26_col0\" class=\"data row26 col0\" >-0.713</td>\n",
+       "      <td id=\"T_7ad84_row26_col1\" class=\"data row26 col1\" > 0.0444</td>\n",
+       "      <td id=\"T_7ad84_row26_col2\" class=\"data row26 col2\" >-16.04</td>\n",
+       "      <td id=\"T_7ad84_row26_col3\" class=\"data row26 col3\" >***</td>\n",
+       "      <td id=\"T_7ad84_row26_col4\" class=\"data row26 col4\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row26_col5\" class=\"data row26 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_7ad84_level0_row27\" class=\"row_heading level0 row27\" >coef_duration_constants_0_to_1_hours</th>\n",
+       "      <td id=\"T_7ad84_row27_col0\" class=\"data row27 col0\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row27_col1\" class=\"data row27 col1\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row27_col2\" class=\"data row27 col2\" > NA</td>\n",
+       "      <td id=\"T_7ad84_row27_col3\" class=\"data row27 col3\" ></td>\n",
+       "      <td id=\"T_7ad84_row27_col4\" class=\"data row27 col4\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row27_col5\" class=\"data row27 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_7ad84_level0_row28\" class=\"row_heading level0 row28\" >coef_duration_constants_11_to_13_hours</th>\n",
+       "      <td id=\"T_7ad84_row28_col0\" class=\"data row28 col0\" >-1.00</td>\n",
+       "      <td id=\"T_7ad84_row28_col1\" class=\"data row28 col1\" > 0.115</td>\n",
+       "      <td id=\"T_7ad84_row28_col2\" class=\"data row28 col2\" >-8.70</td>\n",
+       "      <td id=\"T_7ad84_row28_col3\" class=\"data row28 col3\" >***</td>\n",
+       "      <td id=\"T_7ad84_row28_col4\" class=\"data row28 col4\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row28_col5\" class=\"data row28 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_7ad84_level0_row29\" class=\"row_heading level0 row29\" >coef_duration_constants_14_to_18_hours</th>\n",
+       "      <td id=\"T_7ad84_row29_col0\" class=\"data row29 col0\" >-1.20</td>\n",
+       "      <td id=\"T_7ad84_row29_col1\" class=\"data row29 col1\" > 0.192</td>\n",
+       "      <td id=\"T_7ad84_row29_col2\" class=\"data row29 col2\" >-6.28</td>\n",
+       "      <td id=\"T_7ad84_row29_col3\" class=\"data row29 col3\" >***</td>\n",
+       "      <td id=\"T_7ad84_row29_col4\" class=\"data row29 col4\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row29_col5\" class=\"data row29 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_7ad84_level0_row30\" class=\"row_heading level0 row30\" >coef_duration_constants_2_to_3_hours</th>\n",
+       "      <td id=\"T_7ad84_row30_col0\" class=\"data row30 col0\" >-0.0649</td>\n",
+       "      <td id=\"T_7ad84_row30_col1\" class=\"data row30 col1\" > 0.0325</td>\n",
+       "      <td id=\"T_7ad84_row30_col2\" class=\"data row30 col2\" >-2.00</td>\n",
+       "      <td id=\"T_7ad84_row30_col3\" class=\"data row30 col3\" >*</td>\n",
+       "      <td id=\"T_7ad84_row30_col4\" class=\"data row30 col4\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row30_col5\" class=\"data row30 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_7ad84_level0_row31\" class=\"row_heading level0 row31\" >coef_duration_constants_4_to_5_hours</th>\n",
+       "      <td id=\"T_7ad84_row31_col0\" class=\"data row31 col0\" >-0.718</td>\n",
+       "      <td id=\"T_7ad84_row31_col1\" class=\"data row31 col1\" > 0.0457</td>\n",
+       "      <td id=\"T_7ad84_row31_col2\" class=\"data row31 col2\" >-15.71</td>\n",
+       "      <td id=\"T_7ad84_row31_col3\" class=\"data row31 col3\" >***</td>\n",
+       "      <td id=\"T_7ad84_row31_col4\" class=\"data row31 col4\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row31_col5\" class=\"data row31 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_7ad84_level0_row32\" class=\"row_heading level0 row32\" >coef_duration_constants_6_to_7_hours</th>\n",
+       "      <td id=\"T_7ad84_row32_col0\" class=\"data row32 col0\" >-1.11</td>\n",
+       "      <td id=\"T_7ad84_row32_col1\" class=\"data row32 col1\" > 0.0630</td>\n",
+       "      <td id=\"T_7ad84_row32_col2\" class=\"data row32 col2\" >-17.62</td>\n",
+       "      <td id=\"T_7ad84_row32_col3\" class=\"data row32 col3\" >***</td>\n",
+       "      <td id=\"T_7ad84_row32_col4\" class=\"data row32 col4\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row32_col5\" class=\"data row32 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_7ad84_level0_row33\" class=\"row_heading level0 row33\" >coef_duration_constants_8_to_10_hours</th>\n",
+       "      <td id=\"T_7ad84_row33_col0\" class=\"data row33 col0\" >-0.954</td>\n",
+       "      <td id=\"T_7ad84_row33_col1\" class=\"data row33 col1\" > 0.0817</td>\n",
+       "      <td id=\"T_7ad84_row33_col2\" class=\"data row33 col2\" >-11.68</td>\n",
+       "      <td id=\"T_7ad84_row33_col3\" class=\"data row33 col3\" >***</td>\n",
+       "      <td id=\"T_7ad84_row33_col4\" class=\"data row33 col4\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row33_col5\" class=\"data row33 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_7ad84_level0_row34\" class=\"row_heading level0 row34\" >coef_eat_out_tour_departure_shift_effects</th>\n",
+       "      <td id=\"T_7ad84_row34_col0\" class=\"data row34 col0\" > 0.0651</td>\n",
+       "      <td id=\"T_7ad84_row34_col1\" class=\"data row34 col1\" > 0.00756</td>\n",
+       "      <td id=\"T_7ad84_row34_col2\" class=\"data row34 col2\" > 8.61</td>\n",
+       "      <td id=\"T_7ad84_row34_col3\" class=\"data row34 col3\" >***</td>\n",
+       "      <td id=\"T_7ad84_row34_col4\" class=\"data row34 col4\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row34_col5\" class=\"data row34 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_7ad84_level0_row35\" class=\"row_heading level0 row35\" >coef_escort_tour_arrival_constants_am_peak</th>\n",
+       "      <td id=\"T_7ad84_row35_col0\" class=\"data row35 col0\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row35_col1\" class=\"data row35 col1\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row35_col2\" class=\"data row35 col2\" > NA</td>\n",
+       "      <td id=\"T_7ad84_row35_col3\" class=\"data row35 col3\" ></td>\n",
+       "      <td id=\"T_7ad84_row35_col4\" class=\"data row35 col4\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row35_col5\" class=\"data row35 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_7ad84_level0_row36\" class=\"row_heading level0 row36\" >coef_escort_tour_arrival_constants_early</th>\n",
+       "      <td id=\"T_7ad84_row36_col0\" class=\"data row36 col0\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row36_col1\" class=\"data row36 col1\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row36_col2\" class=\"data row36 col2\" > NA</td>\n",
+       "      <td id=\"T_7ad84_row36_col3\" class=\"data row36 col3\" ></td>\n",
+       "      <td id=\"T_7ad84_row36_col4\" class=\"data row36 col4\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row36_col5\" class=\"data row36 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_7ad84_level0_row37\" class=\"row_heading level0 row37\" >coef_escort_tour_arrival_constants_evening</th>\n",
+       "      <td id=\"T_7ad84_row37_col0\" class=\"data row37 col0\" >-0.305</td>\n",
+       "      <td id=\"T_7ad84_row37_col1\" class=\"data row37 col1\" > 0.0678</td>\n",
+       "      <td id=\"T_7ad84_row37_col2\" class=\"data row37 col2\" >-4.51</td>\n",
+       "      <td id=\"T_7ad84_row37_col3\" class=\"data row37 col3\" >***</td>\n",
+       "      <td id=\"T_7ad84_row37_col4\" class=\"data row37 col4\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row37_col5\" class=\"data row37 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_7ad84_level0_row38\" class=\"row_heading level0 row38\" >coef_escort_tour_arrival_constants_late</th>\n",
+       "      <td id=\"T_7ad84_row38_col0\" class=\"data row38 col0\" >-0.705</td>\n",
+       "      <td id=\"T_7ad84_row38_col1\" class=\"data row38 col1\" > 0.132</td>\n",
+       "      <td id=\"T_7ad84_row38_col2\" class=\"data row38 col2\" >-5.34</td>\n",
+       "      <td id=\"T_7ad84_row38_col3\" class=\"data row38 col3\" >***</td>\n",
+       "      <td id=\"T_7ad84_row38_col4\" class=\"data row38 col4\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row38_col5\" class=\"data row38 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_7ad84_level0_row39\" class=\"row_heading level0 row39\" >coef_escort_tour_arrival_constants_midday_1</th>\n",
+       "      <td id=\"T_7ad84_row39_col0\" class=\"data row39 col0\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row39_col1\" class=\"data row39 col1\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row39_col2\" class=\"data row39 col2\" > NA</td>\n",
+       "      <td id=\"T_7ad84_row39_col3\" class=\"data row39 col3\" ></td>\n",
+       "      <td id=\"T_7ad84_row39_col4\" class=\"data row39 col4\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row39_col5\" class=\"data row39 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_7ad84_level0_row40\" class=\"row_heading level0 row40\" >coef_escort_tour_arrival_constants_midday_2</th>\n",
+       "      <td id=\"T_7ad84_row40_col0\" class=\"data row40 col0\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row40_col1\" class=\"data row40 col1\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row40_col2\" class=\"data row40 col2\" > NA</td>\n",
+       "      <td id=\"T_7ad84_row40_col3\" class=\"data row40 col3\" ></td>\n",
+       "      <td id=\"T_7ad84_row40_col4\" class=\"data row40 col4\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row40_col5\" class=\"data row40 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_7ad84_level0_row41\" class=\"row_heading level0 row41\" >coef_escort_tour_arrival_constants_pm_peak_1</th>\n",
+       "      <td id=\"T_7ad84_row41_col0\" class=\"data row41 col0\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row41_col1\" class=\"data row41 col1\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row41_col2\" class=\"data row41 col2\" > NA</td>\n",
+       "      <td id=\"T_7ad84_row41_col3\" class=\"data row41 col3\" ></td>\n",
+       "      <td id=\"T_7ad84_row41_col4\" class=\"data row41 col4\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row41_col5\" class=\"data row41 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_7ad84_level0_row42\" class=\"row_heading level0 row42\" >coef_escort_tour_arrival_constants_pm_peak_2</th>\n",
+       "      <td id=\"T_7ad84_row42_col0\" class=\"data row42 col0\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row42_col1\" class=\"data row42 col1\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row42_col2\" class=\"data row42 col2\" > NA</td>\n",
+       "      <td id=\"T_7ad84_row42_col3\" class=\"data row42 col3\" ></td>\n",
+       "      <td id=\"T_7ad84_row42_col4\" class=\"data row42 col4\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row42_col5\" class=\"data row42 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_7ad84_level0_row43\" class=\"row_heading level0 row43\" >coef_escort_tour_arrival_constants_pm_peak_3</th>\n",
+       "      <td id=\"T_7ad84_row43_col0\" class=\"data row43 col0\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row43_col1\" class=\"data row43 col1\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row43_col2\" class=\"data row43 col2\" > NA</td>\n",
+       "      <td id=\"T_7ad84_row43_col3\" class=\"data row43 col3\" ></td>\n",
+       "      <td id=\"T_7ad84_row43_col4\" class=\"data row43 col4\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row43_col5\" class=\"data row43 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_7ad84_level0_row44\" class=\"row_heading level0 row44\" >coef_escort_tour_arrival_constants_pm_peak_4</th>\n",
+       "      <td id=\"T_7ad84_row44_col0\" class=\"data row44 col0\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row44_col1\" class=\"data row44 col1\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row44_col2\" class=\"data row44 col2\" > NA</td>\n",
+       "      <td id=\"T_7ad84_row44_col3\" class=\"data row44 col3\" ></td>\n",
+       "      <td id=\"T_7ad84_row44_col4\" class=\"data row44 col4\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row44_col5\" class=\"data row44 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_7ad84_level0_row45\" class=\"row_heading level0 row45\" >coef_escort_tour_departure_constants_am_peak_1</th>\n",
+       "      <td id=\"T_7ad84_row45_col0\" class=\"data row45 col0\" >-0.875</td>\n",
+       "      <td id=\"T_7ad84_row45_col1\" class=\"data row45 col1\" > 0.0968</td>\n",
+       "      <td id=\"T_7ad84_row45_col2\" class=\"data row45 col2\" >-9.04</td>\n",
+       "      <td id=\"T_7ad84_row45_col3\" class=\"data row45 col3\" >***</td>\n",
+       "      <td id=\"T_7ad84_row45_col4\" class=\"data row45 col4\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row45_col5\" class=\"data row45 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_7ad84_level0_row46\" class=\"row_heading level0 row46\" >coef_escort_tour_departure_constants_am_peak_2</th>\n",
+       "      <td id=\"T_7ad84_row46_col0\" class=\"data row46 col0\" > 1.00</td>\n",
+       "      <td id=\"T_7ad84_row46_col1\" class=\"data row46 col1\" > 0.0627</td>\n",
+       "      <td id=\"T_7ad84_row46_col2\" class=\"data row46 col2\" > 15.99</td>\n",
+       "      <td id=\"T_7ad84_row46_col3\" class=\"data row46 col3\" >***</td>\n",
+       "      <td id=\"T_7ad84_row46_col4\" class=\"data row46 col4\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row46_col5\" class=\"data row46 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_7ad84_level0_row47\" class=\"row_heading level0 row47\" >coef_escort_tour_departure_constants_am_peak_3</th>\n",
+       "      <td id=\"T_7ad84_row47_col0\" class=\"data row47 col0\" > 1.43</td>\n",
+       "      <td id=\"T_7ad84_row47_col1\" class=\"data row47 col1\" > 0.0560</td>\n",
+       "      <td id=\"T_7ad84_row47_col2\" class=\"data row47 col2\" > 25.58</td>\n",
+       "      <td id=\"T_7ad84_row47_col3\" class=\"data row47 col3\" >***</td>\n",
+       "      <td id=\"T_7ad84_row47_col4\" class=\"data row47 col4\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row47_col5\" class=\"data row47 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_7ad84_level0_row48\" class=\"row_heading level0 row48\" >coef_escort_tour_departure_constants_am_peak_4</th>\n",
+       "      <td id=\"T_7ad84_row48_col0\" class=\"data row48 col0\" >-0.0763</td>\n",
+       "      <td id=\"T_7ad84_row48_col1\" class=\"data row48 col1\" > 0.0774</td>\n",
+       "      <td id=\"T_7ad84_row48_col2\" class=\"data row48 col2\" >-0.99</td>\n",
+       "      <td id=\"T_7ad84_row48_col3\" class=\"data row48 col3\" ></td>\n",
+       "      <td id=\"T_7ad84_row48_col4\" class=\"data row48 col4\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row48_col5\" class=\"data row48 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_7ad84_level0_row49\" class=\"row_heading level0 row49\" >coef_escort_tour_departure_constants_early</th>\n",
+       "      <td id=\"T_7ad84_row49_col0\" class=\"data row49 col0\" >-1.24</td>\n",
+       "      <td id=\"T_7ad84_row49_col1\" class=\"data row49 col1\" > 0.114</td>\n",
+       "      <td id=\"T_7ad84_row49_col2\" class=\"data row49 col2\" >-10.89</td>\n",
+       "      <td id=\"T_7ad84_row49_col3\" class=\"data row49 col3\" >***</td>\n",
+       "      <td id=\"T_7ad84_row49_col4\" class=\"data row49 col4\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row49_col5\" class=\"data row49 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_7ad84_level0_row50\" class=\"row_heading level0 row50\" >coef_escort_tour_departure_constants_evening</th>\n",
+       "      <td id=\"T_7ad84_row50_col0\" class=\"data row50 col0\" >-3.66</td>\n",
+       "      <td id=\"T_7ad84_row50_col1\" class=\"data row50 col1\" > 0.115</td>\n",
+       "      <td id=\"T_7ad84_row50_col2\" class=\"data row50 col2\" >-31.78</td>\n",
+       "      <td id=\"T_7ad84_row50_col3\" class=\"data row50 col3\" >***</td>\n",
+       "      <td id=\"T_7ad84_row50_col4\" class=\"data row50 col4\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row50_col5\" class=\"data row50 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_7ad84_level0_row51\" class=\"row_heading level0 row51\" >coef_escort_tour_departure_constants_late</th>\n",
+       "      <td id=\"T_7ad84_row51_col0\" class=\"data row51 col0\" >-7.40</td>\n",
+       "      <td id=\"T_7ad84_row51_col1\" class=\"data row51 col1\" > 0.594</td>\n",
+       "      <td id=\"T_7ad84_row51_col2\" class=\"data row51 col2\" >-12.45</td>\n",
+       "      <td id=\"T_7ad84_row51_col3\" class=\"data row51 col3\" >***</td>\n",
+       "      <td id=\"T_7ad84_row51_col4\" class=\"data row51 col4\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row51_col5\" class=\"data row51 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_7ad84_level0_row52\" class=\"row_heading level0 row52\" >coef_escort_tour_departure_constants_midday_1</th>\n",
+       "      <td id=\"T_7ad84_row52_col0\" class=\"data row52 col0\" > 0.186</td>\n",
+       "      <td id=\"T_7ad84_row52_col1\" class=\"data row52 col1\" > 0.0464</td>\n",
+       "      <td id=\"T_7ad84_row52_col2\" class=\"data row52 col2\" > 4.00</td>\n",
+       "      <td id=\"T_7ad84_row52_col3\" class=\"data row52 col3\" >***</td>\n",
+       "      <td id=\"T_7ad84_row52_col4\" class=\"data row52 col4\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row52_col5\" class=\"data row52 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_7ad84_level0_row53\" class=\"row_heading level0 row53\" >coef_escort_tour_departure_constants_midday_2</th>\n",
+       "      <td id=\"T_7ad84_row53_col0\" class=\"data row53 col0\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row53_col1\" class=\"data row53 col1\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row53_col2\" class=\"data row53 col2\" > NA</td>\n",
+       "      <td id=\"T_7ad84_row53_col3\" class=\"data row53 col3\" ></td>\n",
+       "      <td id=\"T_7ad84_row53_col4\" class=\"data row53 col4\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row53_col5\" class=\"data row53 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_7ad84_level0_row54\" class=\"row_heading level0 row54\" >coef_escort_tour_departure_constants_pm_peak</th>\n",
+       "      <td id=\"T_7ad84_row54_col0\" class=\"data row54 col0\" >-1.17</td>\n",
+       "      <td id=\"T_7ad84_row54_col1\" class=\"data row54 col1\" > 0.0525</td>\n",
+       "      <td id=\"T_7ad84_row54_col2\" class=\"data row54 col2\" >-22.33</td>\n",
+       "      <td id=\"T_7ad84_row54_col3\" class=\"data row54 col3\" >***</td>\n",
+       "      <td id=\"T_7ad84_row54_col4\" class=\"data row54 col4\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row54_col5\" class=\"data row54 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_7ad84_level0_row55\" class=\"row_heading level0 row55\" >coef_escort_tour_duration_constants_0_to_1_hours</th>\n",
+       "      <td id=\"T_7ad84_row55_col0\" class=\"data row55 col0\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row55_col1\" class=\"data row55 col1\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row55_col2\" class=\"data row55 col2\" > NA</td>\n",
+       "      <td id=\"T_7ad84_row55_col3\" class=\"data row55 col3\" ></td>\n",
+       "      <td id=\"T_7ad84_row55_col4\" class=\"data row55 col4\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row55_col5\" class=\"data row55 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_7ad84_level0_row56\" class=\"row_heading level0 row56\" >coef_escort_tour_duration_constants_11_to_13_hours</th>\n",
+       "      <td id=\"T_7ad84_row56_col0\" class=\"data row56 col0\" >-2.82</td>\n",
+       "      <td id=\"T_7ad84_row56_col1\" class=\"data row56 col1\" > 0.160</td>\n",
+       "      <td id=\"T_7ad84_row56_col2\" class=\"data row56 col2\" >-17.67</td>\n",
+       "      <td id=\"T_7ad84_row56_col3\" class=\"data row56 col3\" >***</td>\n",
+       "      <td id=\"T_7ad84_row56_col4\" class=\"data row56 col4\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row56_col5\" class=\"data row56 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_7ad84_level0_row57\" class=\"row_heading level0 row57\" >coef_escort_tour_duration_constants_14_to_18_hours</th>\n",
+       "      <td id=\"T_7ad84_row57_col0\" class=\"data row57 col0\" >-2.49</td>\n",
+       "      <td id=\"T_7ad84_row57_col1\" class=\"data row57 col1\" > 0.263</td>\n",
+       "      <td id=\"T_7ad84_row57_col2\" class=\"data row57 col2\" >-9.48</td>\n",
+       "      <td id=\"T_7ad84_row57_col3\" class=\"data row57 col3\" >***</td>\n",
+       "      <td id=\"T_7ad84_row57_col4\" class=\"data row57 col4\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row57_col5\" class=\"data row57 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_7ad84_level0_row58\" class=\"row_heading level0 row58\" >coef_escort_tour_duration_constants_2_to_3_hours</th>\n",
+       "      <td id=\"T_7ad84_row58_col0\" class=\"data row58 col0\" >-2.03</td>\n",
+       "      <td id=\"T_7ad84_row58_col1\" class=\"data row58 col1\" > 0.0487</td>\n",
+       "      <td id=\"T_7ad84_row58_col2\" class=\"data row58 col2\" >-41.65</td>\n",
+       "      <td id=\"T_7ad84_row58_col3\" class=\"data row58 col3\" >***</td>\n",
+       "      <td id=\"T_7ad84_row58_col4\" class=\"data row58 col4\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row58_col5\" class=\"data row58 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_7ad84_level0_row59\" class=\"row_heading level0 row59\" >coef_escort_tour_duration_constants_4_to_5_hours</th>\n",
+       "      <td id=\"T_7ad84_row59_col0\" class=\"data row59 col0\" >-2.94</td>\n",
+       "      <td id=\"T_7ad84_row59_col1\" class=\"data row59 col1\" > 0.0862</td>\n",
+       "      <td id=\"T_7ad84_row59_col2\" class=\"data row59 col2\" >-34.13</td>\n",
+       "      <td id=\"T_7ad84_row59_col3\" class=\"data row59 col3\" >***</td>\n",
+       "      <td id=\"T_7ad84_row59_col4\" class=\"data row59 col4\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row59_col5\" class=\"data row59 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_7ad84_level0_row60\" class=\"row_heading level0 row60\" >coef_escort_tour_duration_constants_6_to_7_hours</th>\n",
+       "      <td id=\"T_7ad84_row60_col0\" class=\"data row60 col0\" >-3.10</td>\n",
+       "      <td id=\"T_7ad84_row60_col1\" class=\"data row60 col1\" > 0.108</td>\n",
+       "      <td id=\"T_7ad84_row60_col2\" class=\"data row60 col2\" >-28.63</td>\n",
+       "      <td id=\"T_7ad84_row60_col3\" class=\"data row60 col3\" >***</td>\n",
+       "      <td id=\"T_7ad84_row60_col4\" class=\"data row60 col4\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row60_col5\" class=\"data row60 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_7ad84_level0_row61\" class=\"row_heading level0 row61\" >coef_escort_tour_duration_constants_8_to_10_hours</th>\n",
+       "      <td id=\"T_7ad84_row61_col0\" class=\"data row61 col0\" >-3.10</td>\n",
+       "      <td id=\"T_7ad84_row61_col1\" class=\"data row61 col1\" > 0.116</td>\n",
+       "      <td id=\"T_7ad84_row61_col2\" class=\"data row61 col2\" >-26.68</td>\n",
+       "      <td id=\"T_7ad84_row61_col3\" class=\"data row61 col3\" >***</td>\n",
+       "      <td id=\"T_7ad84_row61_col4\" class=\"data row61 col4\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row61_col5\" class=\"data row61 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_7ad84_level0_row62\" class=\"row_heading level0 row62\" >coef_first_of_2_plus_tours_for_same_purpose_departure_shift_effect</th>\n",
+       "      <td id=\"T_7ad84_row62_col0\" class=\"data row62 col0\" >-0.272</td>\n",
+       "      <td id=\"T_7ad84_row62_col1\" class=\"data row62 col1\" > 0.00757</td>\n",
+       "      <td id=\"T_7ad84_row62_col2\" class=\"data row62 col2\" >-36.01</td>\n",
+       "      <td id=\"T_7ad84_row62_col3\" class=\"data row62 col3\" >***</td>\n",
+       "      <td id=\"T_7ad84_row62_col4\" class=\"data row62 col4\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row62_col5\" class=\"data row62 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_7ad84_level0_row63\" class=\"row_heading level0 row63\" >coef_free_flow_round_trip_auto_time_shift_effects_duration</th>\n",
+       "      <td id=\"T_7ad84_row63_col0\" class=\"data row63 col0\" > 0.00433</td>\n",
+       "      <td id=\"T_7ad84_row63_col1\" class=\"data row63 col1\" > 0.000116</td>\n",
+       "      <td id=\"T_7ad84_row63_col2\" class=\"data row63 col2\" > 37.30</td>\n",
+       "      <td id=\"T_7ad84_row63_col3\" class=\"data row63 col3\" >***</td>\n",
+       "      <td id=\"T_7ad84_row63_col4\" class=\"data row63 col4\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row63_col5\" class=\"data row63 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_7ad84_level0_row64\" class=\"row_heading level0 row64\" >coef_maintenance_tour_depart_before_7</th>\n",
+       "      <td id=\"T_7ad84_row64_col0\" class=\"data row64 col0\" >-0.819</td>\n",
+       "      <td id=\"T_7ad84_row64_col1\" class=\"data row64 col1\" > 0.121</td>\n",
+       "      <td id=\"T_7ad84_row64_col2\" class=\"data row64 col2\" >-6.78</td>\n",
+       "      <td id=\"T_7ad84_row64_col3\" class=\"data row64 col3\" >***</td>\n",
+       "      <td id=\"T_7ad84_row64_col4\" class=\"data row64 col4\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row64_col5\" class=\"data row64 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_7ad84_level0_row65\" class=\"row_heading level0 row65\" >coef_maintenance_tour_departure_shift_effects</th>\n",
+       "      <td id=\"T_7ad84_row65_col0\" class=\"data row65 col0\" >-0.140</td>\n",
+       "      <td id=\"T_7ad84_row65_col1\" class=\"data row65 col1\" > 0.00739</td>\n",
+       "      <td id=\"T_7ad84_row65_col2\" class=\"data row65 col2\" >-18.98</td>\n",
+       "      <td id=\"T_7ad84_row65_col3\" class=\"data row65 col3\" >***</td>\n",
+       "      <td id=\"T_7ad84_row65_col4\" class=\"data row65 col4\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row65_col5\" class=\"data row65 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_7ad84_level0_row66\" class=\"row_heading level0 row66\" >coef_maintenance_tour_duration_shift_effects</th>\n",
+       "      <td id=\"T_7ad84_row66_col0\" class=\"data row66 col0\" >-0.0681</td>\n",
+       "      <td id=\"T_7ad84_row66_col1\" class=\"data row66 col1\" > 0.00931</td>\n",
+       "      <td id=\"T_7ad84_row66_col2\" class=\"data row66 col2\" >-7.32</td>\n",
+       "      <td id=\"T_7ad84_row66_col3\" class=\"data row66 col3\" >***</td>\n",
+       "      <td id=\"T_7ad84_row66_col4\" class=\"data row66 col4\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row66_col5\" class=\"data row66 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_7ad84_level0_row67\" class=\"row_heading level0 row67\" >coef_number_of_escort_tours_departure_shift_effects</th>\n",
+       "      <td id=\"T_7ad84_row67_col0\" class=\"data row67 col0\" > 0.0556</td>\n",
+       "      <td id=\"T_7ad84_row67_col1\" class=\"data row67 col1\" > 0.00378</td>\n",
+       "      <td id=\"T_7ad84_row67_col2\" class=\"data row67 col2\" > 14.70</td>\n",
+       "      <td id=\"T_7ad84_row67_col3\" class=\"data row67 col3\" >***</td>\n",
+       "      <td id=\"T_7ad84_row67_col4\" class=\"data row67 col4\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row67_col5\" class=\"data row67 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_7ad84_level0_row68\" class=\"row_heading level0 row68\" >coef_number_of_individual_non_mandatory_tours_excluding_escort_departure_shift_effects</th>\n",
+       "      <td id=\"T_7ad84_row68_col0\" class=\"data row68 col0\" > 0.0542</td>\n",
+       "      <td id=\"T_7ad84_row68_col1\" class=\"data row68 col1\" > 0.00268</td>\n",
+       "      <td id=\"T_7ad84_row68_col2\" class=\"data row68 col2\" > 20.25</td>\n",
+       "      <td id=\"T_7ad84_row68_col3\" class=\"data row68 col3\" >***</td>\n",
+       "      <td id=\"T_7ad84_row68_col4\" class=\"data row68 col4\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row68_col5\" class=\"data row68 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_7ad84_level0_row69\" class=\"row_heading level0 row69\" >coef_number_of_joint_tours_departure_shift_effects</th>\n",
+       "      <td id=\"T_7ad84_row69_col0\" class=\"data row69 col0\" > 0.0293</td>\n",
+       "      <td id=\"T_7ad84_row69_col1\" class=\"data row69 col1\" > 0.00871</td>\n",
+       "      <td id=\"T_7ad84_row69_col2\" class=\"data row69 col2\" > 3.36</td>\n",
+       "      <td id=\"T_7ad84_row69_col3\" class=\"data row69 col3\" >***</td>\n",
+       "      <td id=\"T_7ad84_row69_col4\" class=\"data row69 col4\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row69_col5\" class=\"data row69 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_7ad84_level0_row70\" class=\"row_heading level0 row70\" >coef_number_of_mandatory_tours_departure_shift_effects</th>\n",
+       "      <td id=\"T_7ad84_row70_col0\" class=\"data row70 col0\" > 0.0313</td>\n",
+       "      <td id=\"T_7ad84_row70_col1\" class=\"data row70 col1\" > 0.00474</td>\n",
+       "      <td id=\"T_7ad84_row70_col2\" class=\"data row70 col2\" > 6.60</td>\n",
+       "      <td id=\"T_7ad84_row70_col3\" class=\"data row70 col3\" >***</td>\n",
+       "      <td id=\"T_7ad84_row70_col4\" class=\"data row70 col4\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row70_col5\" class=\"data row70 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_7ad84_level0_row71\" class=\"row_heading level0 row71\" >coef_ratio_of_individual_non_mandatory_tours_to_be_scheduled_to_number_of_unscheduled_hours</th>\n",
+       "      <td id=\"T_7ad84_row71_col0\" class=\"data row71 col0\" >-13.6</td>\n",
+       "      <td id=\"T_7ad84_row71_col1\" class=\"data row71 col1\" > 0.746</td>\n",
+       "      <td id=\"T_7ad84_row71_col2\" class=\"data row71 col2\" >-18.26</td>\n",
+       "      <td id=\"T_7ad84_row71_col3\" class=\"data row71 col3\" >***</td>\n",
+       "      <td id=\"T_7ad84_row71_col4\" class=\"data row71 col4\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row71_col5\" class=\"data row71 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_7ad84_level0_row72\" class=\"row_heading level0 row72\" >coef_school_child_age_16_plus_departure_shift_effects</th>\n",
+       "      <td id=\"T_7ad84_row72_col0\" class=\"data row72 col0\" > 0.0860</td>\n",
+       "      <td id=\"T_7ad84_row72_col1\" class=\"data row72 col1\" > 0.0191</td>\n",
+       "      <td id=\"T_7ad84_row72_col2\" class=\"data row72 col2\" > 4.51</td>\n",
+       "      <td id=\"T_7ad84_row72_col3\" class=\"data row72 col3\" >***</td>\n",
+       "      <td id=\"T_7ad84_row72_col4\" class=\"data row72 col4\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row72_col5\" class=\"data row72 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_7ad84_level0_row73\" class=\"row_heading level0 row73\" >coef_school_child_age_16_plus_duration_shift_effects</th>\n",
+       "      <td id=\"T_7ad84_row73_col0\" class=\"data row73 col0\" > 0.251</td>\n",
+       "      <td id=\"T_7ad84_row73_col1\" class=\"data row73 col1\" > 0.0205</td>\n",
+       "      <td id=\"T_7ad84_row73_col2\" class=\"data row73 col2\" > 12.25</td>\n",
+       "      <td id=\"T_7ad84_row73_col3\" class=\"data row73 col3\" >***</td>\n",
+       "      <td id=\"T_7ad84_row73_col4\" class=\"data row73 col4\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row73_col5\" class=\"data row73 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_7ad84_level0_row74\" class=\"row_heading level0 row74\" >coef_school_child_age_under_16_departure_shift_effects</th>\n",
+       "      <td id=\"T_7ad84_row74_col0\" class=\"data row74 col0\" > 0.0532</td>\n",
+       "      <td id=\"T_7ad84_row74_col1\" class=\"data row74 col1\" > 0.00949</td>\n",
+       "      <td id=\"T_7ad84_row74_col2\" class=\"data row74 col2\" > 5.60</td>\n",
+       "      <td id=\"T_7ad84_row74_col3\" class=\"data row74 col3\" >***</td>\n",
+       "      <td id=\"T_7ad84_row74_col4\" class=\"data row74 col4\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row74_col5\" class=\"data row74 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_7ad84_level0_row75\" class=\"row_heading level0 row75\" >coef_school_child_age_under_16_duration_shift_effects</th>\n",
+       "      <td id=\"T_7ad84_row75_col0\" class=\"data row75 col0\" > 0.312</td>\n",
+       "      <td id=\"T_7ad84_row75_col1\" class=\"data row75 col1\" > 0.0106</td>\n",
+       "      <td id=\"T_7ad84_row75_col2\" class=\"data row75 col2\" > 29.41</td>\n",
+       "      <td id=\"T_7ad84_row75_col3\" class=\"data row75 col3\" >***</td>\n",
+       "      <td id=\"T_7ad84_row75_col4\" class=\"data row75 col4\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row75_col5\" class=\"data row75 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_7ad84_level0_row76\" class=\"row_heading level0 row76\" >coef_school_child_under_16_arrive_after_22</th>\n",
+       "      <td id=\"T_7ad84_row76_col0\" class=\"data row76 col0\" >-1.10</td>\n",
+       "      <td id=\"T_7ad84_row76_col1\" class=\"data row76 col1\" > 0.170</td>\n",
+       "      <td id=\"T_7ad84_row76_col2\" class=\"data row76 col2\" >-6.44</td>\n",
+       "      <td id=\"T_7ad84_row76_col3\" class=\"data row76 col3\" >***</td>\n",
+       "      <td id=\"T_7ad84_row76_col4\" class=\"data row76 col4\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row76_col5\" class=\"data row76 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_7ad84_level0_row77\" class=\"row_heading level0 row77\" >coef_shopping_tour_arrive_after_22</th>\n",
+       "      <td id=\"T_7ad84_row77_col0\" class=\"data row77 col0\" >-0.583</td>\n",
+       "      <td id=\"T_7ad84_row77_col1\" class=\"data row77 col1\" > 0.148</td>\n",
+       "      <td id=\"T_7ad84_row77_col2\" class=\"data row77 col2\" >-3.95</td>\n",
+       "      <td id=\"T_7ad84_row77_col3\" class=\"data row77 col3\" >***</td>\n",
+       "      <td id=\"T_7ad84_row77_col4\" class=\"data row77 col4\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row77_col5\" class=\"data row77 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_7ad84_level0_row78\" class=\"row_heading level0 row78\" >coef_shopping_tour_depart_before_8</th>\n",
+       "      <td id=\"T_7ad84_row78_col0\" class=\"data row78 col0\" >-1.17</td>\n",
+       "      <td id=\"T_7ad84_row78_col1\" class=\"data row78 col1\" > 0.0899</td>\n",
+       "      <td id=\"T_7ad84_row78_col2\" class=\"data row78 col2\" >-13.03</td>\n",
+       "      <td id=\"T_7ad84_row78_col3\" class=\"data row78 col3\" >***</td>\n",
+       "      <td id=\"T_7ad84_row78_col4\" class=\"data row78 col4\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row78_col5\" class=\"data row78 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_7ad84_level0_row79\" class=\"row_heading level0 row79\" >coef_shopping_tour_departure_shift_effects</th>\n",
+       "      <td id=\"T_7ad84_row79_col0\" class=\"data row79 col0\" >-0.0610</td>\n",
+       "      <td id=\"T_7ad84_row79_col1\" class=\"data row79 col1\" > 0.00644</td>\n",
+       "      <td id=\"T_7ad84_row79_col2\" class=\"data row79 col2\" >-9.48</td>\n",
+       "      <td id=\"T_7ad84_row79_col3\" class=\"data row79 col3\" >***</td>\n",
+       "      <td id=\"T_7ad84_row79_col4\" class=\"data row79 col4\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row79_col5\" class=\"data row79 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_7ad84_level0_row80\" class=\"row_heading level0 row80\" >coef_shopping_tour_duration_lt_2_hours</th>\n",
+       "      <td id=\"T_7ad84_row80_col0\" class=\"data row80 col0\" > 0.406</td>\n",
+       "      <td id=\"T_7ad84_row80_col1\" class=\"data row80 col1\" > 0.0459</td>\n",
+       "      <td id=\"T_7ad84_row80_col2\" class=\"data row80 col2\" > 8.83</td>\n",
+       "      <td id=\"T_7ad84_row80_col3\" class=\"data row80 col3\" >***</td>\n",
+       "      <td id=\"T_7ad84_row80_col4\" class=\"data row80 col4\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row80_col5\" class=\"data row80 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_7ad84_level0_row81\" class=\"row_heading level0 row81\" >coef_shopping_tour_duration_shift_effects</th>\n",
+       "      <td id=\"T_7ad84_row81_col0\" class=\"data row81 col0\" >-0.113</td>\n",
+       "      <td id=\"T_7ad84_row81_col1\" class=\"data row81 col1\" > 0.00985</td>\n",
+       "      <td id=\"T_7ad84_row81_col2\" class=\"data row81 col2\" >-11.49</td>\n",
+       "      <td id=\"T_7ad84_row81_col3\" class=\"data row81 col3\" >***</td>\n",
+       "      <td id=\"T_7ad84_row81_col4\" class=\"data row81 col4\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row81_col5\" class=\"data row81 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_7ad84_level0_row82\" class=\"row_heading level0 row82\" >coef_some_previously_scheduled_tour_begins_in_this_arrival_hour</th>\n",
+       "      <td id=\"T_7ad84_row82_col0\" class=\"data row82 col0\" >-0.260</td>\n",
+       "      <td id=\"T_7ad84_row82_col1\" class=\"data row82 col1\" > 0.0337</td>\n",
+       "      <td id=\"T_7ad84_row82_col2\" class=\"data row82 col2\" >-7.71</td>\n",
+       "      <td id=\"T_7ad84_row82_col3\" class=\"data row82 col3\" >***</td>\n",
+       "      <td id=\"T_7ad84_row82_col4\" class=\"data row82 col4\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row82_col5\" class=\"data row82 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_7ad84_level0_row83\" class=\"row_heading level0 row83\" >coef_some_previously_scheduled_tour_ends_in_this_departure_hour</th>\n",
+       "      <td id=\"T_7ad84_row83_col0\" class=\"data row83 col0\" >-0.317</td>\n",
+       "      <td id=\"T_7ad84_row83_col1\" class=\"data row83 col1\" > 0.0252</td>\n",
+       "      <td id=\"T_7ad84_row83_col2\" class=\"data row83 col2\" >-12.58</td>\n",
+       "      <td id=\"T_7ad84_row83_col3\" class=\"data row83 col3\" >***</td>\n",
+       "      <td id=\"T_7ad84_row83_col4\" class=\"data row83 col4\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row83_col5\" class=\"data row83 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_7ad84_level0_row84\" class=\"row_heading level0 row84\" >coef_subsequent_of_2_plus_tours_for_same_purpose_duration_shift_effect</th>\n",
+       "      <td id=\"T_7ad84_row84_col0\" class=\"data row84 col0\" >-0.281</td>\n",
+       "      <td id=\"T_7ad84_row84_col1\" class=\"data row84 col1\" > 0.0193</td>\n",
+       "      <td id=\"T_7ad84_row84_col2\" class=\"data row84 col2\" >-14.55</td>\n",
+       "      <td id=\"T_7ad84_row84_col3\" class=\"data row84 col3\" >***</td>\n",
+       "      <td id=\"T_7ad84_row84_col4\" class=\"data row84 col4\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row84_col5\" class=\"data row84 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_7ad84_level0_row85\" class=\"row_heading level0 row85\" >coef_subsequent_tour_must_start_after_previous_tour_for_this_purpose_ends</th>\n",
+       "      <td id=\"T_7ad84_row85_col0\" class=\"data row85 col0\" >-999.</td>\n",
+       "      <td id=\"T_7ad84_row85_col1\" class=\"data row85 col1\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row85_col2\" class=\"data row85 col2\" > NA</td>\n",
+       "      <td id=\"T_7ad84_row85_col3\" class=\"data row85 col3\" ></td>\n",
+       "      <td id=\"T_7ad84_row85_col4\" class=\"data row85 col4\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row85_col5\" class=\"data row85 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_7ad84_level0_row86\" class=\"row_heading level0 row86\" >coef_university_student_arrive_after_22</th>\n",
+       "      <td id=\"T_7ad84_row86_col0\" class=\"data row86 col0\" > 0.610</td>\n",
+       "      <td id=\"T_7ad84_row86_col1\" class=\"data row86 col1\" > 0.171</td>\n",
+       "      <td id=\"T_7ad84_row86_col2\" class=\"data row86 col2\" > 3.57</td>\n",
+       "      <td id=\"T_7ad84_row86_col3\" class=\"data row86 col3\" >***</td>\n",
+       "      <td id=\"T_7ad84_row86_col4\" class=\"data row86 col4\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row86_col5\" class=\"data row86 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_7ad84_level0_row87\" class=\"row_heading level0 row87\" >coef_visit_tour_departure_shift_effects</th>\n",
+       "      <td id=\"T_7ad84_row87_col0\" class=\"data row87 col0\" > 0.0804</td>\n",
+       "      <td id=\"T_7ad84_row87_col1\" class=\"data row87 col1\" > 0.00979</td>\n",
+       "      <td id=\"T_7ad84_row87_col2\" class=\"data row87 col2\" > 8.21</td>\n",
+       "      <td id=\"T_7ad84_row87_col3\" class=\"data row87 col3\" >***</td>\n",
+       "      <td id=\"T_7ad84_row87_col4\" class=\"data row87 col4\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row87_col5\" class=\"data row87 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_7ad84_level0_row88\" class=\"row_heading level0 row88\" >coef_visit_tour_duration_shift_effects</th>\n",
+       "      <td id=\"T_7ad84_row88_col0\" class=\"data row88 col0\" > 0.141</td>\n",
+       "      <td id=\"T_7ad84_row88_col1\" class=\"data row88 col1\" > 0.0115</td>\n",
+       "      <td id=\"T_7ad84_row88_col2\" class=\"data row88 col2\" > 12.20</td>\n",
+       "      <td id=\"T_7ad84_row88_col3\" class=\"data row88 col3\" >***</td>\n",
+       "      <td id=\"T_7ad84_row88_col4\" class=\"data row88 col4\" > 0.00</td>\n",
+       "      <td id=\"T_7ad84_row88_col5\" class=\"data row88 col5\" ></td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n"
       ],
       "text/plain": [
-       "<pandas.io.formats.style.Styler at 0x7fc68115b940>"
+       "<pandas.io.formats.style.Styler at 0x533cd5fc0>"
       ]
      },
-     "execution_count": 9,
+     "execution_count": 10,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3090,7 +3363,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -3111,20 +3384,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 12,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<larch.util.excel.ExcelWriter at 0x7fc610c40760>"
-      ]
-     },
-     "execution_count": 11,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "model.to_xlsx(\n",
     "    result_dir/f\"{modelname}_model_estimation.xlsx\", \n",
@@ -3143,7 +3405,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [
     {
@@ -3188,19 +3450,19 @@
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>coef_free_flow_round_trip_auto_time_shift_effe...</td>\n",
-       "      <td>0.004992</td>\n",
+       "      <td>0.004326</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td>coef_shopping_tour_departure_shift_effects</td>\n",
-       "      <td>0.015067</td>\n",
+       "      <td>-0.061028</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
        "      <td>coef_shopping_tour_duration_shift_effects</td>\n",
-       "      <td>-0.075331</td>\n",
+       "      <td>-0.113223</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -3212,31 +3474,31 @@
        "    <tr>\n",
        "      <th>85</th>\n",
        "      <td>coef_escort_tour_duration_constants_4_to_5_hours</td>\n",
-       "      <td>-3.522889</td>\n",
+       "      <td>-2.941739</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>86</th>\n",
        "      <td>coef_escort_tour_duration_constants_6_to_7_hours</td>\n",
-       "      <td>-3.979277</td>\n",
+       "      <td>-3.103903</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>87</th>\n",
        "      <td>coef_escort_tour_duration_constants_8_to_10_hours</td>\n",
-       "      <td>-5.158316</td>\n",
+       "      <td>-3.097454</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>88</th>\n",
        "      <td>coef_escort_tour_duration_constants_11_to_13_h...</td>\n",
-       "      <td>-6.393148</td>\n",
+       "      <td>-2.821199</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>89</th>\n",
        "      <td>coef_escort_tour_duration_constants_14_to_18_h...</td>\n",
-       "      <td>-9.419793</td>\n",
+       "      <td>-2.493843</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
@@ -3248,20 +3510,20 @@
        "                                     coefficient_name       value constrain\n",
        "0                                          coef_dummy    1.000000         T\n",
        "1   coef_subsequent_tour_must_start_after_previous... -999.000000         T\n",
-       "2   coef_free_flow_round_trip_auto_time_shift_effe...    0.004992         F\n",
-       "3          coef_shopping_tour_departure_shift_effects    0.015067         F\n",
-       "4           coef_shopping_tour_duration_shift_effects   -0.075331         F\n",
+       "2   coef_free_flow_round_trip_auto_time_shift_effe...    0.004326         F\n",
+       "3          coef_shopping_tour_departure_shift_effects   -0.061028         F\n",
+       "4           coef_shopping_tour_duration_shift_effects   -0.113223         F\n",
        "..                                                ...         ...       ...\n",
-       "85   coef_escort_tour_duration_constants_4_to_5_hours   -3.522889         F\n",
-       "86   coef_escort_tour_duration_constants_6_to_7_hours   -3.979277         F\n",
-       "87  coef_escort_tour_duration_constants_8_to_10_hours   -5.158316         F\n",
-       "88  coef_escort_tour_duration_constants_11_to_13_h...   -6.393148         F\n",
-       "89  coef_escort_tour_duration_constants_14_to_18_h...   -9.419793         F\n",
+       "85   coef_escort_tour_duration_constants_4_to_5_hours   -2.941739         F\n",
+       "86   coef_escort_tour_duration_constants_6_to_7_hours   -3.103903         F\n",
+       "87  coef_escort_tour_duration_constants_8_to_10_hours   -3.097454         F\n",
+       "88  coef_escort_tour_duration_constants_11_to_13_h...   -2.821199         F\n",
+       "89  coef_escort_tour_duration_constants_14_to_18_h...   -2.493843         F\n",
        "\n",
        "[90 rows x 3 columns]"
       ]
      },
-     "execution_count": 12,
+     "execution_count": 13,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3278,7 +3540,7 @@
    "toc_visible": true
   },
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "ESTER",
    "language": "python",
    "name": "python3"
   },
@@ -3292,7 +3554,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.8.6"
+   "version": "3.10.15"
   },
   "toc": {
    "base_numbering": 1,
diff --git a/activitysim/examples/example_estimation/notebooks/17_tour_mode_choice.ipynb b/activitysim/examples/example_estimation/notebooks/17_tour_mode_choice.ipynb
index e502d50ff8..766538fa48 100644
--- a/activitysim/examples/example_estimation/notebooks/17_tour_mode_choice.ipynb
+++ b/activitysim/examples/example_estimation/notebooks/17_tour_mode_choice.ipynb
@@ -34,27 +34,74 @@
     "id": "s53VwlPwtNnr",
     "outputId": "d1208b7a-c1f2-4b0b-c439-bf312fe12be0"
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "JAX not found. Some functionality will be unavailable.\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "{'larch': '6.0.32',\n",
+       " 'sharrow': '2.13.0',\n",
+       " 'numpy': '1.26.4',\n",
+       " 'pandas': '1.5.3',\n",
+       " 'xarray': '2024.3.0',\n",
+       " 'numba': '0.60.0'}"
+      ]
+     },
+     "execution_count": 1,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "import os\n",
-    "import larch  # !conda install larch -c conda-forge # for estimation\n",
-    "import pandas as pd"
+    "import larch as lx\n",
+    "import pandas as pd\n",
+    "\n",
+    "lx.versions()"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "We'll work in our `test` directory, where ActivitySim has saved the estimation data bundles."
+    "For this demo, we will assume that you have already run ActivitySim in estimation\n",
+    "mode, and saved the required estimation data bundles (EDB's) to disk.  See\n",
+    "the [first notebook](./01_estimation_mode.ipynb) for details.  The following module\n",
+    "will run a script to set everything up if the example data is not already available."
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 2,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "EDB directory already populated.\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "PosixPath('test-estimation-data/activitysim-prototype-mtc-extended')"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "os.chdir('test')"
+    "from est_mode_setup import prepare\n",
+    "\n",
+    "prepare()"
    ]
   },
   {
@@ -68,12 +115,28 @@
    "cell_type": "code",
    "execution_count": 3,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "loading from output-est-mode/estimation_data_bundle/tour_mode_choice/tour_mode_choice_coefficients.csv\n",
+      "loading from output-est-mode/estimation_data_bundle/tour_mode_choice/tour_mode_choice_coefficients_template.csv\n",
+      "loading spec from output-est-mode/estimation_data_bundle/tour_mode_choice/tour_mode_choice_SPEC.csv\n",
+      "loading from output-est-mode/estimation_data_bundle/tour_mode_choice/tour_mode_choice_values_combined.parquet\n"
+     ]
+    }
+   ],
    "source": [
     "modelname = \"tour_mode_choice\"\n",
     "\n",
     "from activitysim.estimation.larch import component_model\n",
-    "model, data = component_model(modelname, return_data=True)"
+    "\n",
+    "model, data = component_model(\n",
+    "    modelname,\n",
+    "    edb_directory=f\"output-est-mode/estimation_data_bundle/{modelname}/\",\n",
+    "    return_data=True,\n",
+    ")"
    ]
   },
   {
@@ -88,9 +151,24 @@
    "cell_type": "code",
    "execution_count": 4,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "loading from output-est-mode/estimation_data_bundle/atwork_subtour_mode_choice/tour_mode_choice_coefficients.csv\n",
+      "loading from output-est-mode/estimation_data_bundle/atwork_subtour_mode_choice/atwork_subtour_mode_choice_coefficients_template.csv\n",
+      "loading spec from output-est-mode/estimation_data_bundle/atwork_subtour_mode_choice/atwork_subtour_mode_choice_SPEC.csv\n",
+      "loading from output-est-mode/estimation_data_bundle/atwork_subtour_mode_choice/atwork_subtour_mode_choice_values_combined.parquet\n"
+     ]
+    }
+   ],
    "source": [
-    "model2, data2 = component_model(\"atwork_subtour_mode_choice\", return_data=True)"
+    "model2, data2 = component_model(\n",
+    "    \"atwork_subtour_mode_choice\", \n",
+    "    edb_directory=\"output-est-mode/estimation_data_bundle/atwork_subtour_mode_choice\",\n",
+    "    return_data=True,\n",
+    "    )"
    ]
   },
   {
@@ -715,6 +793,7 @@
        "      <th>util_DRIVEALONEFREE_Terminal_time</th>\n",
        "      <th>util_DRIVEALONEFREE_Operating_cost</th>\n",
        "      <th>...</th>\n",
+       "      <th>walk_lrf_available</th>\n",
        "      <th>walk_ferry_available</th>\n",
        "      <th>drive_local_available</th>\n",
        "      <th>drive_commuter_available</th>\n",
@@ -723,7 +802,6 @@
        "      <th>drive_lrf_available</th>\n",
        "      <th>drive_ferry_available</th>\n",
        "      <th>destination_in_cbd</th>\n",
-       "      <th>tour_id.1</th>\n",
        "      <th>override_choice_code</th>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -753,91 +831,92 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>6812</th>\n",
-       "      <td>WALK</td>\n",
-       "      <td>WALK</td>\n",
+       "      <th>1870</th>\n",
+       "      <td>SHARED3FREE</td>\n",
+       "      <td>SHARED3FREE</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>5.480000</td>\n",
-       "      <td>15.45016</td>\n",
-       "      <td>2.156258</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>20.830002</td>\n",
+       "      <td>21.26572</td>\n",
+       "      <td>6.293324</td>\n",
        "      <td>...</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
        "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
+       "      <td>True</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
        "      <td>1</td>\n",
-       "      <td>6812</td>\n",
-       "      <td>7</td>\n",
+       "      <td>5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>8110</th>\n",
-       "      <td>WALK</td>\n",
-       "      <td>WALK</td>\n",
+       "      <th>20468</th>\n",
+       "      <td>SHARED3FREE</td>\n",
+       "      <td>TNC_SINGLE</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>8.860000</td>\n",
-       "      <td>34.19784</td>\n",
-       "      <td>17.722496</td>\n",
+       "      <td>9.440000</td>\n",
+       "      <td>13.24624</td>\n",
+       "      <td>14.917349</td>\n",
        "      <td>...</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
        "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
+       "      <td>True</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
        "      <td>0</td>\n",
-       "      <td>8110</td>\n",
-       "      <td>7</td>\n",
+       "      <td>20</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>11013</th>\n",
-       "      <td>DRIVEALONEFREE</td>\n",
-       "      <td>DRIVEALONEFREE</td>\n",
+       "      <th>27055</th>\n",
+       "      <td>SHARED3FREE</td>\n",
+       "      <td>SHARED3FREE</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>20.689999</td>\n",
-       "      <td>18.17320</td>\n",
-       "      <td>15.097005</td>\n",
+       "      <td>13.160000</td>\n",
+       "      <td>8.53068</td>\n",
+       "      <td>25.088453</td>\n",
        "      <td>...</td>\n",
        "      <td>False</td>\n",
+       "      <td>False</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
        "      <td>False</td>\n",
        "      <td>True</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
-       "      <td>1</td>\n",
-       "      <td>11013</td>\n",
-       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>11016</th>\n",
-       "      <td>DRIVEALONEFREE</td>\n",
-       "      <td>DRIVEALONEFREE</td>\n",
+       "      <th>38877</th>\n",
+       "      <td>SHARED2FREE</td>\n",
+       "      <td>SHARED3FREE</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>14.710000</td>\n",
-       "      <td>12.85052</td>\n",
-       "      <td>10.971117</td>\n",
+       "      <td>6.730000</td>\n",
+       "      <td>11.04132</td>\n",
+       "      <td>11.040045</td>\n",
        "      <td>...</td>\n",
        "      <td>False</td>\n",
+       "      <td>False</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
        "      <td>False</td>\n",
@@ -845,32 +924,31 @@
        "      <td>False</td>\n",
        "      <td>False</td>\n",
        "      <td>0</td>\n",
-       "      <td>11016</td>\n",
-       "      <td>1</td>\n",
+       "      <td>5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>15403</th>\n",
-       "      <td>DRIVEALONEFREE</td>\n",
-       "      <td>DRIVEALONEFREE</td>\n",
+       "      <th>38904</th>\n",
+       "      <td>SHARED2FREE</td>\n",
+       "      <td>SHARED2FREE</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>15.160000</td>\n",
-       "      <td>10.64808</td>\n",
-       "      <td>26.092745</td>\n",
+       "      <td>22.410000</td>\n",
+       "      <td>17.29320</td>\n",
+       "      <td>46.920191</td>\n",
        "      <td>...</td>\n",
+       "      <td>True</td>\n",
        "      <td>False</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
        "      <td>False</td>\n",
        "      <td>True</td>\n",
-       "      <td>False</td>\n",
+       "      <td>True</td>\n",
        "      <td>False</td>\n",
        "      <td>0</td>\n",
-       "      <td>15403</td>\n",
-       "      <td>1</td>\n",
+       "      <td>3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>...</th>\n",
@@ -897,7 +975,7 @@
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>309760814</th>\n",
+       "      <th>310197956</th>\n",
        "      <td>DRIVEALONEFREE</td>\n",
        "      <td>DRIVEALONEFREE</td>\n",
        "      <td>0.0</td>\n",
@@ -905,95 +983,95 @@
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>24.510000</td>\n",
-       "      <td>11.41364</td>\n",
-       "      <td>27.217999</td>\n",
+       "      <td>29.900002</td>\n",
+       "      <td>4.21092</td>\n",
+       "      <td>69.245528</td>\n",
        "      <td>...</td>\n",
        "      <td>False</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
        "      <td>False</td>\n",
-       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
        "      <td>0</td>\n",
-       "      <td>309760814</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>309760815</th>\n",
-       "      <td>SHARED2FREE</td>\n",
-       "      <td>SHARED2FREE</td>\n",
+       "      <th>310202376</th>\n",
+       "      <td>DRIVEALONEFREE</td>\n",
+       "      <td>BIKE</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>19.349998</td>\n",
-       "      <td>16.96372</td>\n",
-       "      <td>14.591494</td>\n",
+       "      <td>5.480000</td>\n",
+       "      <td>3.82392</td>\n",
+       "      <td>19.277738</td>\n",
        "      <td>...</td>\n",
        "      <td>False</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
        "      <td>False</td>\n",
-       "      <td>True</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
-       "      <td>1</td>\n",
-       "      <td>309760815</td>\n",
-       "      <td>3</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>0</td>\n",
+       "      <td>8</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>309790009</th>\n",
-       "      <td>BIKE</td>\n",
-       "      <td>BIKE</td>\n",
+       "      <th>310202384</th>\n",
+       "      <td>DRIVEALONEFREE</td>\n",
+       "      <td>DRIVEALONEFREE</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>21.410000</td>\n",
-       "      <td>19.44384</td>\n",
-       "      <td>84.280323</td>\n",
+       "      <td>5.480000</td>\n",
+       "      <td>3.82392</td>\n",
+       "      <td>19.277738</td>\n",
        "      <td>...</td>\n",
        "      <td>False</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
        "      <td>False</td>\n",
-       "      <td>True</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>0</td>\n",
        "      <td>1</td>\n",
-       "      <td>309790009</td>\n",
-       "      <td>8</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>309796968</th>\n",
-       "      <td>SHARED3FREE</td>\n",
-       "      <td>SHARED3FREE</td>\n",
+       "      <th>310212634</th>\n",
+       "      <td>DRIVEALONEFREE</td>\n",
+       "      <td>DRIVEALONEFREE</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>17.340000</td>\n",
-       "      <td>13.66872</td>\n",
-       "      <td>30.549632</td>\n",
+       "      <td>12.840000</td>\n",
+       "      <td>5.32256</td>\n",
+       "      <td>5.457677</td>\n",
        "      <td>...</td>\n",
        "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
        "      <td>False</td>\n",
-       "      <td>True</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
        "      <td>0</td>\n",
-       "      <td>309796968</td>\n",
-       "      <td>5</td>\n",
+       "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>309796969</th>\n",
+       "      <th>310220296</th>\n",
        "      <td>DRIVEALONEFREE</td>\n",
        "      <td>DRIVEALONEFREE</td>\n",
        "      <td>0.0</td>\n",
@@ -1001,196 +1079,196 @@
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>8.000000</td>\n",
-       "      <td>10.00692</td>\n",
-       "      <td>18.758547</td>\n",
+       "      <td>13.590000</td>\n",
+       "      <td>8.05768</td>\n",
+       "      <td>15.684208</td>\n",
        "      <td>...</td>\n",
        "      <td>False</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
        "      <td>False</td>\n",
        "      <td>True</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
+       "      <td>False</td>\n",
        "      <td>0</td>\n",
-       "      <td>309796969</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>5314 rows × 535 columns</p>\n",
+       "<p>63935 rows × 536 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
        "             model_choice override_choice  util_DRIVEALONEFREE_Unavailable  \\\n",
        "tour_id                                                                      \n",
-       "6812                 WALK            WALK                              0.0   \n",
-       "8110                 WALK            WALK                              0.0   \n",
-       "11013      DRIVEALONEFREE  DRIVEALONEFREE                              0.0   \n",
-       "11016      DRIVEALONEFREE  DRIVEALONEFREE                              0.0   \n",
-       "15403      DRIVEALONEFREE  DRIVEALONEFREE                              0.0   \n",
+       "1870          SHARED3FREE     SHARED3FREE                              0.0   \n",
+       "20468         SHARED3FREE      TNC_SINGLE                              0.0   \n",
+       "27055         SHARED3FREE     SHARED3FREE                              0.0   \n",
+       "38877         SHARED2FREE     SHARED3FREE                              0.0   \n",
+       "38904         SHARED2FREE     SHARED2FREE                              0.0   \n",
        "...                   ...             ...                              ...   \n",
-       "309760814  DRIVEALONEFREE  DRIVEALONEFREE                              0.0   \n",
-       "309760815     SHARED2FREE     SHARED2FREE                              0.0   \n",
-       "309790009            BIKE            BIKE                              0.0   \n",
-       "309796968     SHARED3FREE     SHARED3FREE                              0.0   \n",
-       "309796969  DRIVEALONEFREE  DRIVEALONEFREE                              0.0   \n",
+       "310197956  DRIVEALONEFREE  DRIVEALONEFREE                              0.0   \n",
+       "310202376  DRIVEALONEFREE            BIKE                              0.0   \n",
+       "310202384  DRIVEALONEFREE  DRIVEALONEFREE                              0.0   \n",
+       "310212634  DRIVEALONEFREE  DRIVEALONEFREE                              0.0   \n",
+       "310220296  DRIVEALONEFREE  DRIVEALONEFREE                              0.0   \n",
        "\n",
        "           util_DRIVEALONEFREE_Unavailable_for_zero_auto_households  \\\n",
        "tour_id                                                               \n",
-       "6812                                                     1.0          \n",
-       "8110                                                     1.0          \n",
-       "11013                                                    0.0          \n",
-       "11016                                                    0.0          \n",
-       "15403                                                    0.0          \n",
+       "1870                                                     0.0          \n",
+       "20468                                                    0.0          \n",
+       "27055                                                    0.0          \n",
+       "38877                                                    0.0          \n",
+       "38904                                                    0.0          \n",
        "...                                                      ...          \n",
-       "309760814                                                0.0          \n",
-       "309760815                                                0.0          \n",
-       "309790009                                                0.0          \n",
-       "309796968                                                0.0          \n",
-       "309796969                                                0.0          \n",
+       "310197956                                                0.0          \n",
+       "310202376                                                0.0          \n",
+       "310202384                                                0.0          \n",
+       "310212634                                                0.0          \n",
+       "310220296                                                0.0          \n",
        "\n",
        "           util_DRIVEALONEFREE_Unavailable_for_persons_less_than_16  \\\n",
        "tour_id                                                               \n",
-       "6812                                                     0.0          \n",
-       "8110                                                     0.0          \n",
-       "11013                                                    0.0          \n",
-       "11016                                                    0.0          \n",
-       "15403                                                    0.0          \n",
+       "1870                                                     0.0          \n",
+       "20468                                                    0.0          \n",
+       "27055                                                    0.0          \n",
+       "38877                                                    0.0          \n",
+       "38904                                                    0.0          \n",
        "...                                                      ...          \n",
-       "309760814                                                0.0          \n",
-       "309760815                                                0.0          \n",
-       "309790009                                                0.0          \n",
-       "309796968                                                0.0          \n",
-       "309796969                                                0.0          \n",
+       "310197956                                                0.0          \n",
+       "310202376                                                0.0          \n",
+       "310202384                                                0.0          \n",
+       "310212634                                                0.0          \n",
+       "310220296                                                0.0          \n",
        "\n",
        "           util_DRIVEALONEFREE_Unavailable_for_joint_tours  \\\n",
        "tour_id                                                      \n",
-       "6812                                                   0.0   \n",
-       "8110                                                   0.0   \n",
-       "11013                                                  0.0   \n",
-       "11016                                                  0.0   \n",
-       "15403                                                  0.0   \n",
+       "1870                                                   0.0   \n",
+       "20468                                                  0.0   \n",
+       "27055                                                  0.0   \n",
+       "38877                                                  0.0   \n",
+       "38904                                                  0.0   \n",
        "...                                                    ...   \n",
-       "309760814                                              0.0   \n",
-       "309760815                                              0.0   \n",
-       "309790009                                              0.0   \n",
-       "309796968                                              0.0   \n",
-       "309796969                                              0.0   \n",
+       "310197956                                              0.0   \n",
+       "310202376                                              0.0   \n",
+       "310202384                                              0.0   \n",
+       "310212634                                              0.0   \n",
+       "310220296                                              0.0   \n",
        "\n",
        "           util_DRIVEALONEFREE_Unavailable_if_didnt_drive_to_work  \\\n",
        "tour_id                                                             \n",
-       "6812                                                     0.0        \n",
-       "8110                                                     0.0        \n",
-       "11013                                                    0.0        \n",
-       "11016                                                    0.0        \n",
-       "15403                                                    0.0        \n",
+       "1870                                                     0.0        \n",
+       "20468                                                    0.0        \n",
+       "27055                                                    0.0        \n",
+       "38877                                                    0.0        \n",
+       "38904                                                    0.0        \n",
        "...                                                      ...        \n",
-       "309760814                                                0.0        \n",
-       "309760815                                                0.0        \n",
-       "309790009                                                0.0        \n",
-       "309796968                                                0.0        \n",
-       "309796969                                                0.0        \n",
+       "310197956                                                0.0        \n",
+       "310202376                                                0.0        \n",
+       "310202384                                                0.0        \n",
+       "310212634                                                0.0        \n",
+       "310220296                                                0.0        \n",
        "\n",
        "           util_DRIVEALONEFREE_In_vehicle_time  \\\n",
        "tour_id                                          \n",
-       "6812                                  5.480000   \n",
-       "8110                                  8.860000   \n",
-       "11013                                20.689999   \n",
-       "11016                                14.710000   \n",
-       "15403                                15.160000   \n",
+       "1870                                 20.830002   \n",
+       "20468                                 9.440000   \n",
+       "27055                                13.160000   \n",
+       "38877                                 6.730000   \n",
+       "38904                                22.410000   \n",
        "...                                        ...   \n",
-       "309760814                            24.510000   \n",
-       "309760815                            19.349998   \n",
-       "309790009                            21.410000   \n",
-       "309796968                            17.340000   \n",
-       "309796969                             8.000000   \n",
+       "310197956                            29.900002   \n",
+       "310202376                             5.480000   \n",
+       "310202384                             5.480000   \n",
+       "310212634                            12.840000   \n",
+       "310220296                            13.590000   \n",
        "\n",
        "           util_DRIVEALONEFREE_Terminal_time  \\\n",
        "tour_id                                        \n",
-       "6812                                15.45016   \n",
-       "8110                                34.19784   \n",
-       "11013                               18.17320   \n",
-       "11016                               12.85052   \n",
-       "15403                               10.64808   \n",
+       "1870                                21.26572   \n",
+       "20468                               13.24624   \n",
+       "27055                                8.53068   \n",
+       "38877                               11.04132   \n",
+       "38904                               17.29320   \n",
        "...                                      ...   \n",
-       "309760814                           11.41364   \n",
-       "309760815                           16.96372   \n",
-       "309790009                           19.44384   \n",
-       "309796968                           13.66872   \n",
-       "309796969                           10.00692   \n",
+       "310197956                            4.21092   \n",
+       "310202376                            3.82392   \n",
+       "310202384                            3.82392   \n",
+       "310212634                            5.32256   \n",
+       "310220296                            8.05768   \n",
        "\n",
-       "           util_DRIVEALONEFREE_Operating_cost  ...  walk_ferry_available  \\\n",
-       "tour_id                                        ...                         \n",
-       "6812                                 2.156258  ...                 False   \n",
-       "8110                                17.722496  ...                 False   \n",
-       "11013                               15.097005  ...                 False   \n",
-       "11016                               10.971117  ...                 False   \n",
-       "15403                               26.092745  ...                 False   \n",
-       "...                                       ...  ...                   ...   \n",
-       "309760814                           27.217999  ...                 False   \n",
-       "309760815                           14.591494  ...                 False   \n",
-       "309790009                           84.280323  ...                 False   \n",
-       "309796968                           30.549632  ...                 False   \n",
-       "309796969                           18.758547  ...                 False   \n",
+       "           util_DRIVEALONEFREE_Operating_cost  ...  walk_lrf_available  \\\n",
+       "tour_id                                        ...                       \n",
+       "1870                                 6.293324  ...               False   \n",
+       "20468                               14.917349  ...               False   \n",
+       "27055                               25.088453  ...               False   \n",
+       "38877                               11.040045  ...               False   \n",
+       "38904                               46.920191  ...                True   \n",
+       "...                                       ...  ...                 ...   \n",
+       "310197956                           69.245528  ...               False   \n",
+       "310202376                           19.277738  ...               False   \n",
+       "310202384                           19.277738  ...               False   \n",
+       "310212634                            5.457677  ...               False   \n",
+       "310220296                           15.684208  ...               False   \n",
        "\n",
-       "           drive_local_available  drive_commuter_available  \\\n",
-       "tour_id                                                      \n",
-       "6812                       False                     False   \n",
-       "8110                       False                     False   \n",
-       "11013                       True                      True   \n",
-       "11016                       True                      True   \n",
-       "15403                       True                      True   \n",
-       "...                          ...                       ...   \n",
-       "309760814                   True                      True   \n",
-       "309760815                   True                      True   \n",
-       "309790009                   True                      True   \n",
-       "309796968                   True                      True   \n",
-       "309796969                   True                      True   \n",
+       "           walk_ferry_available  drive_local_available  \\\n",
+       "tour_id                                                  \n",
+       "1870                      False                   True   \n",
+       "20468                     False                   True   \n",
+       "27055                     False                   True   \n",
+       "38877                     False                   True   \n",
+       "38904                     False                   True   \n",
+       "...                         ...                    ...   \n",
+       "310197956                 False                  False   \n",
+       "310202376                 False                  False   \n",
+       "310202384                 False                  False   \n",
+       "310212634                 False                  False   \n",
+       "310220296                 False                  False   \n",
        "\n",
-       "           drive_express_available  drive_heavyrail_available  \\\n",
-       "tour_id                                                         \n",
-       "6812                         False                      False   \n",
-       "8110                         False                      False   \n",
-       "11013                        False                       True   \n",
-       "11016                        False                       True   \n",
-       "15403                        False                       True   \n",
-       "...                            ...                        ...   \n",
-       "309760814                    False                       True   \n",
-       "309760815                    False                       True   \n",
-       "309790009                    False                       True   \n",
-       "309796968                    False                       True   \n",
-       "309796969                    False                       True   \n",
+       "           drive_commuter_available  drive_express_available  \\\n",
+       "tour_id                                                        \n",
+       "1870                           True                    False   \n",
+       "20468                          True                    False   \n",
+       "27055                          True                    False   \n",
+       "38877                          True                    False   \n",
+       "38904                          True                    False   \n",
+       "...                             ...                      ...   \n",
+       "310197956                     False                    False   \n",
+       "310202376                     False                    False   \n",
+       "310202384                     False                    False   \n",
+       "310212634                      True                     True   \n",
+       "310220296                     False                     True   \n",
        "\n",
-       "           drive_lrf_available  drive_ferry_available  destination_in_cbd  \\\n",
-       "tour_id                                                                     \n",
-       "6812                     False                  False                   1   \n",
-       "8110                     False                  False                   0   \n",
-       "11013                    False                  False                   1   \n",
-       "11016                    False                  False                   0   \n",
-       "15403                    False                  False                   0   \n",
-       "...                        ...                    ...                 ...   \n",
-       "309760814                False                  False                   0   \n",
-       "309760815                False                  False                   1   \n",
-       "309790009                False                  False                   1   \n",
-       "309796968                False                  False                   0   \n",
-       "309796969                False                  False                   0   \n",
+       "           drive_heavyrail_available  drive_lrf_available  \\\n",
+       "tour_id                                                     \n",
+       "1870                            True                False   \n",
+       "20468                           True                False   \n",
+       "27055                           True                False   \n",
+       "38877                           True                False   \n",
+       "38904                           True                 True   \n",
+       "...                              ...                  ...   \n",
+       "310197956                      False                False   \n",
+       "310202376                      False                False   \n",
+       "310202384                      False                False   \n",
+       "310212634                      False                False   \n",
+       "310220296                      False                False   \n",
        "\n",
-       "           tour_id.1  override_choice_code  \n",
-       "tour_id                                     \n",
-       "6812            6812                     7  \n",
-       "8110            8110                     7  \n",
-       "11013          11013                     1  \n",
-       "11016          11016                     1  \n",
-       "15403          15403                     1  \n",
-       "...              ...                   ...  \n",
-       "309760814  309760814                     1  \n",
-       "309760815  309760815                     3  \n",
-       "309790009  309790009                     8  \n",
-       "309796968  309796968                     5  \n",
-       "309796969  309796969                     1  \n",
+       "           drive_ferry_available  destination_in_cbd  override_choice_code  \n",
+       "tour_id                                                                     \n",
+       "1870                       False                   1                     5  \n",
+       "20468                      False                   0                    20  \n",
+       "27055                      False                   0                     5  \n",
+       "38877                      False                   0                     5  \n",
+       "38904                      False                   0                     3  \n",
+       "...                          ...                 ...                   ...  \n",
+       "310197956                  False                   0                     1  \n",
+       "310202376                  False                   0                     8  \n",
+       "310202384                  False                   0                     1  \n",
+       "310212634                  False                   0                     1  \n",
+       "310220296                  False                   0                     1  \n",
        "\n",
-       "[5314 rows x 535 columns]"
+       "[63935 rows x 536 columns]"
       ]
      },
      "execution_count": 8,
@@ -1216,88 +1294,20 @@
    "execution_count": 9,
    "metadata": {},
    "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "req_data does not request avail_ca or avail_co but it is set and being provided\n",
-      "req_data does not request avail_ca or avail_co but it is set and being provided\n",
-      "req_data does not request avail_ca or avail_co but it is set and being provided\n",
-      "req_data does not request avail_ca or avail_co but it is set and being provided\n",
-      "req_data does not request avail_ca or avail_co but it is set and being provided\n",
-      "req_data does not request avail_ca or avail_co but it is set and being provided\n",
-      "req_data does not request avail_ca or avail_co but it is set and being provided\n",
-      "req_data does not request avail_ca or avail_co but it is set and being provided\n",
-      "req_data does not request avail_ca or avail_co but it is set and being provided\n",
-      "req_data does not request avail_ca or avail_co but it is set and being provided\n",
-      "problem: chosen-but-not-available (1 issues)\n",
-      "problem: low-variance-data-co (1 issues)\n",
-      "problem: low-variance-data-co (1 issues)\n",
-      "problem: chosen-but-not-available (2 issues)\n",
-      "problem: low-variance-data-co (1 issues)\n",
-      "problem: chosen-but-not-available (2 issues)\n",
-      "problem: low-variance-data-co (1 issues)\n",
-      "problem: chosen-but-not-available (2 issues)\n",
-      "problem: low-variance-data-co (1 issues)\n",
-      "problem: chosen-but-not-available (2 issues)\n",
-      "problem: low-variance-data-co (1 issues)\n",
-      "problem: chosen-but-not-available (1 issues)\n",
-      "problem: low-variance-data-co (1 issues)\n",
-      "problem: chosen-but-not-available (2 issues)\n",
-      "problem: low-variance-data-co (1 issues)\n",
-      "problem: low-variance-data-co (1 issues)\n"
-     ]
-    },
     {
      "data": {
       "text/plain": [
-       "[(<larch.Model (GEV) \"eatout\">,\n",
-       "  ┣ chosen_but_not_available:     n example rows\n",
-       "  ┃                           12  2      45, 312\n",
-       "  ┣     low_variance_data_co:                   n                                       example cols\n",
-       "  ┃                           low_variance_co  58  util_BIKE_Unavailable_if_didnt_bike_to_work, u...),\n",
-       " (<larch.Model (GEV) \"escort\">,\n",
-       "  ┣ low_variance_data_co:                   n                                       example cols\n",
-       "  ┃                       low_variance_co  87  util_BIKE_Unavailable_if_didnt_bike_to_work, u...),\n",
-       " (<larch.Model (GEV) \"othdiscr\">,\n",
-       "  ┣ chosen_but_not_available:     n   example rows\n",
-       "  ┃                           10  4   66, 184, 222\n",
-       "  ┃                           12  3  205, 394, 560\n",
-       "  ┣     low_variance_data_co:                   n                                       example cols\n",
-       "  ┃                           low_variance_co  56  util_BIKE_Unavailable_if_didnt_bike_to_work, u...),\n",
-       " (<larch.Model (GEV) \"othmaint\">,\n",
-       "  ┣ chosen_but_not_available:     n example rows\n",
-       "  ┃                           10  4   25, 73, 98\n",
-       "  ┃                           12  2     129, 320\n",
-       "  ┣     low_variance_data_co:                   n                                       example cols\n",
-       "  ┃                           low_variance_co  57  util_BIKE_Unavailable_if_didnt_bike_to_work, u...),\n",
-       " (<larch.Model (GEV) \"school\">,\n",
-       "  ┣ chosen_but_not_available:      n example rows\n",
-       "  ┃                           10  25  3, 108, 145\n",
-       "  ┃                           12   5  10, 23, 135\n",
-       "  ┣     low_variance_data_co:                   n                                       example cols\n",
-       "  ┃                           low_variance_co  88  util_BIKE_Unavailable_if_didnt_bike_to_work, u...),\n",
-       " (<larch.Model (GEV) \"shopping\">,\n",
-       "  ┣ chosen_but_not_available:     n   example rows\n",
-       "  ┃                           10  5  118, 300, 303\n",
-       "  ┃                           12  1            252\n",
-       "  ┣     low_variance_data_co:                   n                                       example cols\n",
-       "  ┃                           low_variance_co  54  util_BIKE_Unavailable_if_didnt_bike_to_work, u...),\n",
-       " (<larch.Model (GEV) \"social\">,\n",
-       "  ┣ chosen_but_not_available:     n  example rows\n",
-       "  ┃                           10  3  71, 163, 170\n",
-       "  ┣     low_variance_data_co:                   n                                       example cols\n",
-       "  ┃                           low_variance_co  65  util_BIKE_Unavailable_if_didnt_bike_to_work, u...),\n",
-       " (<larch.Model (GEV) \"univ\">, dictx()),\n",
-       " (<larch.Model (GEV) \"work\">,\n",
-       "  ┣ chosen_but_not_available:      n  example rows\n",
-       "  ┃                           10  36    21, 23, 95\n",
-       "  ┃                           12  15  46, 243, 449\n",
-       "  ┣     low_variance_data_co:                    n                                       example cols\n",
-       "  ┃                           low_variance_co  108  util_BIKE_Unavailable_if_didnt_bike_to_work, u...),\n",
-       " (<larch.Model (GEV) \"atwork\">,\n",
-       "  ┣ low_variance_data_co:                    n                                       example cols\n",
-       "  ┃                       low_variance_co  106  util_Commuter_Rail, util_DRIVEALONEFREE_Unavai...)]"
+       "(<larch.ModelGroup \"None\">,\n",
+       " [(<larch.Model (GEV) \"eatout\">, dictx()),\n",
+       "  (<larch.Model (GEV) \"escort\">, dictx()),\n",
+       "  (<larch.Model (GEV) \"othdiscr\">, dictx()),\n",
+       "  (<larch.Model (GEV) \"othmaint\">, dictx()),\n",
+       "  (<larch.Model (GEV) \"school\">, dictx()),\n",
+       "  (<larch.Model (GEV) \"shopping\">, dictx()),\n",
+       "  (<larch.Model (GEV) \"social\">, dictx()),\n",
+       "  (<larch.Model (GEV) \"univ\">, dictx()),\n",
+       "  (<larch.Model (GEV) \"work\">, dictx()),\n",
+       "  (<larch.Model (GEV) \"atwork\">, dictx())])"
       ]
      },
      "execution_count": 9,
@@ -1306,7 +1316,6 @@
     }
    ],
    "source": [
-    "model.load_data()\n",
     "model.doctor(repair_ch_av=\"-\")"
    ]
   },
@@ -1318,7 +1327,7 @@
     {
      "data": {
       "text/html": [
-       "<h3>Iteration 168 [Optimization terminated successfully] </h3>"
+       "<h3>Iteration 186 [Optimization terminated successfully] </h3>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -1330,7 +1339,7 @@
     {
      "data": {
       "text/html": [
-       "<p>Best LL = -6324.409943103907</p>"
+       "<p>Best LL = -76504.13129817661</p>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -1361,13 +1370,22 @@
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>value</th>\n",
+       "      <th>best</th>\n",
        "      <th>initvalue</th>\n",
-       "      <th>nullvalue</th>\n",
        "      <th>minimum</th>\n",
        "      <th>maximum</th>\n",
+       "      <th>nullvalue</th>\n",
        "      <th>holdfast</th>\n",
-       "      <th>note</th>\n",
-       "      <th>best</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>param_name</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
@@ -1375,56 +1393,51 @@
        "      <th>-999</th>\n",
        "      <td>-999.000000</td>\n",
        "      <td>-999.000000</td>\n",
+       "      <td>-999.000000</td>\n",
        "      <td>-999.0</td>\n",
        "      <td>-999.0</td>\n",
-       "      <td>-999.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>1</td>\n",
-       "      <td></td>\n",
-       "      <td>-999.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>1.000000</td>\n",
        "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
        "      <td>1.0</td>\n",
        "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>1</td>\n",
-       "      <td></td>\n",
-       "      <td>1.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>bike_ASC_auto_deficient_eatout</th>\n",
-       "      <td>-95.051842</td>\n",
-       "      <td>-1.569111</td>\n",
+       "      <th>bike_ASC_auto_deficient_atwork</th>\n",
+       "      <td>-0.997746</td>\n",
+       "      <td>-0.997746</td>\n",
+       "      <td>-0.807408</td>\n",
+       "      <td>-inf</td>\n",
+       "      <td>inf</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-95.051842</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>bike_ASC_auto_sufficient_eatout</th>\n",
-       "      <td>-1.464118</td>\n",
-       "      <td>-1.200347</td>\n",
+       "      <th>bike_ASC_auto_deficient_eatout</th>\n",
+       "      <td>-1.673695</td>\n",
+       "      <td>-1.673695</td>\n",
+       "      <td>-1.569111</td>\n",
+       "      <td>-inf</td>\n",
+       "      <td>inf</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-1.464118</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>bike_ASC_no_auto_eatout</th>\n",
-       "      <td>7.201849</td>\n",
-       "      <td>0.868071</td>\n",
+       "      <th>bike_ASC_auto_deficient_escort</th>\n",
+       "      <td>-4.147119</td>\n",
+       "      <td>-4.147119</td>\n",
+       "      <td>-4.527928</td>\n",
+       "      <td>-inf</td>\n",
+       "      <td>inf</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>7.201849</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>...</th>\n",
@@ -1435,113 +1448,133 @@
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
-       "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>walk_ASC_no_auto_atwork</th>\n",
-       "      <td>12.824109</td>\n",
-       "      <td>6.669213</td>\n",
+       "      <th>walk_transit_ASC_no_auto_work</th>\n",
+       "      <td>4.665799</td>\n",
+       "      <td>4.665799</td>\n",
+       "      <td>5.035417</td>\n",
+       "      <td>-inf</td>\n",
+       "      <td>inf</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>12.824109</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>walk_transit_ASC_auto_deficient_atwork</th>\n",
-       "      <td>8.985177</td>\n",
-       "      <td>-2.998829</td>\n",
+       "      <th>walk_transit_CBD_ASC_atwork</th>\n",
+       "      <td>1.146544</td>\n",
+       "      <td>1.146544</td>\n",
+       "      <td>0.564000</td>\n",
+       "      <td>-inf</td>\n",
+       "      <td>inf</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>8.985177</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>walk_transit_ASC_auto_sufficient_atwork</th>\n",
-       "      <td>9.127996</td>\n",
-       "      <td>-3.401027</td>\n",
+       "      <th>walk_transit_CBD_ASC_eatout_escort_othdiscr_othmaint_shopping_social</th>\n",
+       "      <td>1.074027</td>\n",
+       "      <td>1.074027</td>\n",
+       "      <td>0.525000</td>\n",
+       "      <td>-inf</td>\n",
+       "      <td>inf</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>9.127996</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>walk_transit_ASC_no_auto_atwork</th>\n",
-       "      <td>21.234896</td>\n",
-       "      <td>2.704188</td>\n",
+       "      <th>walk_transit_CBD_ASC_school_univ</th>\n",
+       "      <td>0.818861</td>\n",
+       "      <td>0.818861</td>\n",
+       "      <td>0.672000</td>\n",
+       "      <td>-inf</td>\n",
+       "      <td>inf</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>21.234896</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>walk_transit_CBD_ASC_atwork</th>\n",
-       "      <td>0.351949</td>\n",
-       "      <td>0.564000</td>\n",
+       "      <th>walk_transit_CBD_ASC_work</th>\n",
+       "      <td>1.158108</td>\n",
+       "      <td>1.158108</td>\n",
+       "      <td>0.804000</td>\n",
+       "      <td>-inf</td>\n",
+       "      <td>inf</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.351949</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>301 rows × 8 columns</p>\n",
+       "<p>301 rows × 7 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "                                              value   initvalue  nullvalue  \\\n",
-       "-999                                    -999.000000 -999.000000     -999.0   \n",
-       "1                                          1.000000    1.000000        1.0   \n",
-       "bike_ASC_auto_deficient_eatout           -95.051842   -1.569111        0.0   \n",
-       "bike_ASC_auto_sufficient_eatout           -1.464118   -1.200347        0.0   \n",
-       "bike_ASC_no_auto_eatout                    7.201849    0.868071        0.0   \n",
-       "...                                             ...         ...        ...   \n",
-       "walk_ASC_no_auto_atwork                   12.824109    6.669213        0.0   \n",
-       "walk_transit_ASC_auto_deficient_atwork     8.985177   -2.998829        0.0   \n",
-       "walk_transit_ASC_auto_sufficient_atwork    9.127996   -3.401027        0.0   \n",
-       "walk_transit_ASC_no_auto_atwork           21.234896    2.704188        0.0   \n",
-       "walk_transit_CBD_ASC_atwork                0.351949    0.564000        0.0   \n",
+       "                                                         value        best  \\\n",
+       "param_name                                                                   \n",
+       "-999                                               -999.000000 -999.000000   \n",
+       "1                                                     1.000000    1.000000   \n",
+       "bike_ASC_auto_deficient_atwork                       -0.997746   -0.997746   \n",
+       "bike_ASC_auto_deficient_eatout                       -1.673695   -1.673695   \n",
+       "bike_ASC_auto_deficient_escort                       -4.147119   -4.147119   \n",
+       "...                                                        ...         ...   \n",
+       "walk_transit_ASC_no_auto_work                         4.665799    4.665799   \n",
+       "walk_transit_CBD_ASC_atwork                           1.146544    1.146544   \n",
+       "walk_transit_CBD_ASC_eatout_escort_othdiscr_oth...    1.074027    1.074027   \n",
+       "walk_transit_CBD_ASC_school_univ                      0.818861    0.818861   \n",
+       "walk_transit_CBD_ASC_work                             1.158108    1.158108   \n",
        "\n",
-       "                                         minimum  maximum  holdfast note  \\\n",
-       "-999                                      -999.0   -999.0         1        \n",
-       "1                                            1.0      1.0         1        \n",
-       "bike_ASC_auto_deficient_eatout               NaN      NaN         0        \n",
-       "bike_ASC_auto_sufficient_eatout              NaN      NaN         0        \n",
-       "bike_ASC_no_auto_eatout                      NaN      NaN         0        \n",
-       "...                                          ...      ...       ...  ...   \n",
-       "walk_ASC_no_auto_atwork                      NaN      NaN         0        \n",
-       "walk_transit_ASC_auto_deficient_atwork       NaN      NaN         0        \n",
-       "walk_transit_ASC_auto_sufficient_atwork      NaN      NaN         0        \n",
-       "walk_transit_ASC_no_auto_atwork              NaN      NaN         0        \n",
-       "walk_transit_CBD_ASC_atwork                  NaN      NaN         0        \n",
+       "                                                     initvalue  minimum  \\\n",
+       "param_name                                                                \n",
+       "-999                                               -999.000000   -999.0   \n",
+       "1                                                     1.000000      1.0   \n",
+       "bike_ASC_auto_deficient_atwork                       -0.807408     -inf   \n",
+       "bike_ASC_auto_deficient_eatout                       -1.569111     -inf   \n",
+       "bike_ASC_auto_deficient_escort                       -4.527928     -inf   \n",
+       "...                                                        ...      ...   \n",
+       "walk_transit_ASC_no_auto_work                         5.035417     -inf   \n",
+       "walk_transit_CBD_ASC_atwork                           0.564000     -inf   \n",
+       "walk_transit_CBD_ASC_eatout_escort_othdiscr_oth...    0.525000     -inf   \n",
+       "walk_transit_CBD_ASC_school_univ                      0.672000     -inf   \n",
+       "walk_transit_CBD_ASC_work                             0.804000     -inf   \n",
        "\n",
-       "                                               best  \n",
-       "-999                                    -999.000000  \n",
-       "1                                          1.000000  \n",
-       "bike_ASC_auto_deficient_eatout           -95.051842  \n",
-       "bike_ASC_auto_sufficient_eatout           -1.464118  \n",
-       "bike_ASC_no_auto_eatout                    7.201849  \n",
-       "...                                             ...  \n",
-       "walk_ASC_no_auto_atwork                   12.824109  \n",
-       "walk_transit_ASC_auto_deficient_atwork     8.985177  \n",
-       "walk_transit_ASC_auto_sufficient_atwork    9.127996  \n",
-       "walk_transit_ASC_no_auto_atwork           21.234896  \n",
-       "walk_transit_CBD_ASC_atwork                0.351949  \n",
+       "                                                    maximum  nullvalue  \\\n",
+       "param_name                                                               \n",
+       "-999                                                 -999.0        0.0   \n",
+       "1                                                       1.0        0.0   \n",
+       "bike_ASC_auto_deficient_atwork                          inf        0.0   \n",
+       "bike_ASC_auto_deficient_eatout                          inf        0.0   \n",
+       "bike_ASC_auto_deficient_escort                          inf        0.0   \n",
+       "...                                                     ...        ...   \n",
+       "walk_transit_ASC_no_auto_work                           inf        0.0   \n",
+       "walk_transit_CBD_ASC_atwork                             inf        0.0   \n",
+       "walk_transit_CBD_ASC_eatout_escort_othdiscr_oth...      inf        0.0   \n",
+       "walk_transit_CBD_ASC_school_univ                        inf        0.0   \n",
+       "walk_transit_CBD_ASC_work                               inf        0.0   \n",
        "\n",
-       "[301 rows x 8 columns]"
+       "                                                    holdfast  \n",
+       "param_name                                                    \n",
+       "-999                                                       1  \n",
+       "1                                                          1  \n",
+       "bike_ASC_auto_deficient_atwork                             0  \n",
+       "bike_ASC_auto_deficient_eatout                             0  \n",
+       "bike_ASC_auto_deficient_escort                             0  \n",
+       "...                                                      ...  \n",
+       "walk_transit_ASC_no_auto_work                              0  \n",
+       "walk_transit_CBD_ASC_atwork                                0  \n",
+       "walk_transit_CBD_ASC_eatout_escort_othdiscr_oth...         0  \n",
+       "walk_transit_CBD_ASC_school_univ                           0  \n",
+       "walk_transit_CBD_ASC_work                                  0  \n",
+       "\n",
+       "[301 rows x 7 columns]"
       ]
      },
      "metadata": {},
      "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/jpn/Git/est-mode/larch/src/larch/model/optimization.py:338: UserWarning: SLSQP may not play nicely with unbounded parameters\n",
+      "if you get poor results, consider setting global bounds with model.set_cap()\n",
+      "  warnings.warn(  # infinite bounds #  )\n"
+     ]
     }
    ],
    "source": [
@@ -1557,18 +1590,120 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/var/folders/js/bk_dt9015j79_f6bxnc44dsr0000gp/T/ipykernel_92897/3375301916.py:1: PossibleOverspecification: WARNING: Model is possibly over-specified (hessian is nearly singular).\n",
-      "  model.calculate_parameter_covariance()\n",
-      "/Users/jeffnewman/LocalGit/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.1755327986150339e-46 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/var/folders/js/bk_dt9015j79_f6bxnc44dsr0000gp/T/ipykernel_92897/3375301916.py:1: PossibleOverspecification: WARNING: Model seems to have 58 parameter estimators with negative variance\n",
-      "- commuter_rail_ASC_eatout_escort_othdiscr_othmaint_shopping_social_atwork\n",
-      "- drive_ferry_ASC_eatout_escort_othdiscr_othmaint_shopping_social_atwork\n",
-      "- drive_light_rail_ASC_eatout_escort_othdiscr_othmaint_shopping_social_atwork\n",
-      "- drive_transit_ASC_no_auto_all\n",
-      "- and 54 more\n",
+      "/var/folders/l1/yt63lf3n60b1dc25d_y2d1q80000gn/T/ipykernel_30646/3375301916.py:1: PossibleOverspecification: Model is possibly over-specified (hessian is nearly singular).\n",
       "  model.calculate_parameter_covariance()\n"
      ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "(array([0.00000000e+00, 0.00000000e+00, 3.35905128e-01, 4.03997542e-01,\n",
+       "        3.98391399e-01, 2.04116538e-01, 3.43847113e-01, 3.05273022e-01,\n",
+       "        2.20308907e-01, 3.19155920e-01, 3.56339406e-02, 7.75126393e-02,\n",
+       "        4.36635034e+02, 1.46654623e-01, 3.88297006e-01, 9.37023760e-02,\n",
+       "        1.79285943e-01, 1.04219523e-01, 1.29302923e-01, 2.01485594e-01,\n",
+       "        1.57876345e-02, 6.56232000e-02, 7.82486553e+01, 7.76646316e+01,\n",
+       "        7.76685862e+01, 7.76638395e+01, 7.76632845e+01, 1.06222057e+02,\n",
+       "        7.76632209e+01, 7.76636115e+01, 2.25096550e-02, 7.76634919e+01,\n",
+       "                   nan, 1.77157706e-01, 8.99952061e-02, 2.05472670e-01,\n",
+       "        4.24820891e-02, 7.46055946e-02, 8.07063927e-02, 6.81778880e-02,\n",
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+       "         5.71836693e-03, 3.63133762e-07, 7.48336495e-08],\n",
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+       "         7.48318736e-08, 6.08163487e-08, 2.90137336e-03]]))"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
     }
    ],
    "source": [
@@ -1591,2778 +1726,2484 @@
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#T_4d747_row274_col3, #T_4d747_row274_col4, #T_4d747_row275_col0, #T_4d747_row275_col1, #T_4d747_row275_col2, #T_4d747_row275_col3, #T_4d747_row275_col4, #T_4d747_row276_col0, #T_4d747_row276_col1, #T_4d747_row276_col2, #T_4d747_row276_col3, #T_4d747_row276_col4, #T_4d747_row277_col0, #T_4d747_row277_col1, #T_4d747_row277_col2, #T_4d747_row277_col3, #T_4d747_row277_col4, #T_4d747_row278_col0, #T_4d747_row278_col1, #T_4d747_row278_col2, #T_4d747_row278_col3, #T_4d747_row278_col4, #T_4d747_row279_col0, #T_4d747_row279_col1, #T_4d747_row279_col2, #T_4d747_row279_col3, #T_4d747_row279_col4, #T_4d747_row280_col0, #T_4d747_row280_col1, #T_4d747_row280_col2, #T_4d747_row280_col3, #T_4d747_row280_col4, #T_4d747_row281_col0, #T_4d747_row281_col1, #T_4d747_row281_col2, #T_4d747_row281_col3, #T_4d747_row281_col4, #T_4d747_row282_col0, #T_4d747_row282_col1, #T_4d747_row282_col2, #T_4d747_row282_col3, #T_4d747_row282_col4, #T_4d747_row283_col0, #T_4d747_row283_col1, #T_4d747_row283_col2, #T_4d747_row283_col3, #T_4d747_row283_col4, #T_4d747_row284_col0, #T_4d747_row284_col1, #T_4d747_row284_col2, #T_4d747_row284_col3, #T_4d747_row284_col4, #T_4d747_row285_col0, #T_4d747_row285_col1, #T_4d747_row285_col2, #T_4d747_row285_col3, #T_4d747_row285_col4, #T_4d747_row286_col0, #T_4d747_row286_col1, #T_4d747_row286_col2, #T_4d747_row286_col3, #T_4d747_row286_col4, #T_4d747_row287_col0, #T_4d747_row287_col1, #T_4d747_row287_col2, #T_4d747_row287_col3, #T_4d747_row287_col4, #T_4d747_row288_col0, #T_4d747_row288_col1, #T_4d747_row288_col2, #T_4d747_row288_col3, #T_4d747_row288_col4, #T_4d747_row289_col0, #T_4d747_row289_col1, #T_4d747_row289_col2, #T_4d747_row289_col3, #T_4d747_row289_col4, #T_4d747_row290_col0, #T_4d747_row290_col1, #T_4d747_row290_col2, #T_4d747_row290_col3, #T_4d747_row290_col4, #T_4d747_row291_col0, #T_4d747_row291_col1, #T_4d747_row291_col2, #T_4d747_row291_col3, #T_4d747_row291_col4, #T_4d747_row292_col0, #T_4d747_row292_col1, #T_4d747_row292_col2, #T_4d747_row292_col3, #T_4d747_row292_col4, #T_4d747_row293_col0, #T_4d747_row293_col1, #T_4d747_row293_col2, #T_4d747_row293_col3, #T_4d747_row293_col4, #T_4d747_row294_col0, #T_4d747_row294_col1, #T_4d747_row294_col2, #T_4d747_row294_col3, #T_4d747_row294_col4, #T_4d747_row295_col0, #T_4d747_row295_col1, #T_4d747_row295_col2, #T_4d747_row295_col3, #T_4d747_row295_col4, #T_4d747_row296_col0, #T_4d747_row296_col1, #T_4d747_row296_col2, #T_4d747_row296_col3, #T_4d747_row296_col4, #T_4d747_row297_col0, #T_4d747_row297_col1, #T_4d747_row297_col2, #T_4d747_row297_col3, #T_4d747_row297_col4, #T_4d747_row298_col0, #T_4d747_row298_col1, #T_4d747_row298_col2, #T_4d747_row298_col3, #T_4d747_row298_col4, #T_4d747_row299_col0, #T_4d747_row299_col1, #T_4d747_row299_col2, #T_4d747_row299_col3, #T_4d747_row299_col4, #T_4d747_row300_col0, #T_4d747_row300_col1, #T_4d747_row300_col2, #T_4d747_row300_col3, #T_4d747_row300_col4 {\n",
        "  font-family: monospace;\n",
        "}\n",
        "</style>\n",
-       "<table id=\"T_339a1_\">\n",
+       "<table id=\"T_4d747\">\n",
        "  <thead>\n",
        "    <tr>\n",
        "      <th class=\"blank level0\" >&nbsp;</th>\n",
-       "      <th class=\"col_heading level0 col0\" >Value</th>\n",
-       "      <th class=\"col_heading level0 col1\" >Std Err</th>\n",
-       "      <th class=\"col_heading level0 col2\" >t Stat</th>\n",
-       "      <th class=\"col_heading level0 col3\" >Signif</th>\n",
-       "      <th class=\"col_heading level0 col4\" >Like Ratio</th>\n",
-       "      <th class=\"col_heading level0 col5\" >Null Value</th>\n",
+       "      <th id=\"T_4d747_level0_col0\" class=\"col_heading level0 col0\" >Value</th>\n",
+       "      <th id=\"T_4d747_level0_col1\" class=\"col_heading level0 col1\" >Std Err</th>\n",
+       "      <th id=\"T_4d747_level0_col2\" class=\"col_heading level0 col2\" >t Stat</th>\n",
+       "      <th id=\"T_4d747_level0_col3\" class=\"col_heading level0 col3\" >Signif</th>\n",
+       "      <th id=\"T_4d747_level0_col4\" class=\"col_heading level0 col4\" >Null Value</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th class=\"index_name level0\" >Parameter</th>\n",
+       "      <th class=\"blank col0\" >&nbsp;</th>\n",
+       "      <th class=\"blank col1\" >&nbsp;</th>\n",
+       "      <th class=\"blank col2\" >&nbsp;</th>\n",
+       "      <th class=\"blank col3\" >&nbsp;</th>\n",
+       "      <th class=\"blank col4\" >&nbsp;</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row0\" class=\"row_heading level0 row0\" >-999</th>\n",
-       "      <td id=\"T_339a1_row0_col0\" class=\"data row0 col0\" >-999.</td>\n",
-       "      <td id=\"T_339a1_row0_col1\" class=\"data row0 col1\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row0_col2\" class=\"data row0 col2\" > NA</td>\n",
-       "      <td id=\"T_339a1_row0_col3\" class=\"data row0 col3\" ></td>\n",
-       "      <td id=\"T_339a1_row0_col4\" class=\"data row0 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row0_col5\" class=\"data row0 col5\" >-999.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
-       "      <td id=\"T_339a1_row1_col0\" class=\"data row1 col0\" > 1.00</td>\n",
-       "      <td id=\"T_339a1_row1_col1\" class=\"data row1 col1\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row1_col2\" class=\"data row1 col2\" > NA</td>\n",
-       "      <td id=\"T_339a1_row1_col3\" class=\"data row1 col3\" ></td>\n",
-       "      <td id=\"T_339a1_row1_col4\" class=\"data row1 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row1_col5\" class=\"data row1 col5\" > 1.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row2\" class=\"row_heading level0 row2\" >bike_ASC_auto_deficient_eatout</th>\n",
-       "      <td id=\"T_339a1_row2_col0\" class=\"data row2 col0\" >-95.1</td>\n",
-       "      <td id=\"T_339a1_row2_col1\" class=\"data row2 col1\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row2_col2\" class=\"data row2 col2\" > NA</td>\n",
-       "      <td id=\"T_339a1_row2_col3\" class=\"data row2 col3\" >[**]</td>\n",
-       "      <td id=\"T_339a1_row2_col4\" class=\"data row2 col4\" > 3.97</td>\n",
-       "      <td id=\"T_339a1_row2_col5\" class=\"data row2 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row3\" class=\"row_heading level0 row3\" >bike_ASC_auto_sufficient_eatout</th>\n",
-       "      <td id=\"T_339a1_row3_col0\" class=\"data row3 col0\" >-1.46</td>\n",
-       "      <td id=\"T_339a1_row3_col1\" class=\"data row3 col1\" > 0.459</td>\n",
-       "      <td id=\"T_339a1_row3_col2\" class=\"data row3 col2\" >-3.19</td>\n",
-       "      <td id=\"T_339a1_row3_col3\" class=\"data row3 col3\" >**</td>\n",
-       "      <td id=\"T_339a1_row3_col4\" class=\"data row3 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row3_col5\" class=\"data row3 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row4\" class=\"row_heading level0 row4\" >bike_ASC_no_auto_eatout</th>\n",
-       "      <td id=\"T_339a1_row4_col0\" class=\"data row4 col0\" > 7.20</td>\n",
-       "      <td id=\"T_339a1_row4_col1\" class=\"data row4 col1\" > 0.740</td>\n",
-       "      <td id=\"T_339a1_row4_col2\" class=\"data row4 col2\" > 9.73</td>\n",
-       "      <td id=\"T_339a1_row4_col3\" class=\"data row4 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row4_col4\" class=\"data row4 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row4_col5\" class=\"data row4 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row5\" class=\"row_heading level0 row5\" >coef_age010_trn_multiplier_eatout_escort_othdiscr_othmaint_shopping_social_work</th>\n",
-       "      <td id=\"T_339a1_row5_col0\" class=\"data row5 col0\" > 0.720</td>\n",
-       "      <td id=\"T_339a1_row5_col1\" class=\"data row5 col1\" > 0.387</td>\n",
-       "      <td id=\"T_339a1_row5_col2\" class=\"data row5 col2\" > 1.86</td>\n",
-       "      <td id=\"T_339a1_row5_col3\" class=\"data row5 col3\" ></td>\n",
-       "      <td id=\"T_339a1_row5_col4\" class=\"data row5 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row5_col5\" class=\"data row5 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row6\" class=\"row_heading level0 row6\" >coef_age1619_da_multiplier_eatout_escort_othdiscr_othmaint_shopping_social_work</th>\n",
-       "      <td id=\"T_339a1_row6_col0\" class=\"data row6 col0\" >-0.0191</td>\n",
-       "      <td id=\"T_339a1_row6_col1\" class=\"data row6 col1\" > 0.214</td>\n",
-       "      <td id=\"T_339a1_row6_col2\" class=\"data row6 col2\" >-0.09</td>\n",
-       "      <td id=\"T_339a1_row6_col3\" class=\"data row6 col3\" ></td>\n",
-       "      <td id=\"T_339a1_row6_col4\" class=\"data row6 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row6_col5\" class=\"data row6 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row7\" class=\"row_heading level0 row7\" >coef_age16p_sr_multiplier_eatout_escort_othdiscr_othmaint_shopping_social</th>\n",
-       "      <td id=\"T_339a1_row7_col0\" class=\"data row7 col0\" >-1.14</td>\n",
-       "      <td id=\"T_339a1_row7_col1\" class=\"data row7 col1\" > 0.276</td>\n",
-       "      <td id=\"T_339a1_row7_col2\" class=\"data row7 col2\" >-4.13</td>\n",
-       "      <td id=\"T_339a1_row7_col3\" class=\"data row7 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row7_col4\" class=\"data row7 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row7_col5\" class=\"data row7 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row8\" class=\"row_heading level0 row8\" >coef_hhsize1_sr_multiplier_eatout_escort_othdiscr_othmaint_school_shopping_social_univ_atwork</th>\n",
-       "      <td id=\"T_339a1_row8_col0\" class=\"data row8 col0\" > 0.0210</td>\n",
-       "      <td id=\"T_339a1_row8_col1\" class=\"data row8 col1\" > 0.0998</td>\n",
-       "      <td id=\"T_339a1_row8_col2\" class=\"data row8 col2\" > 0.21</td>\n",
-       "      <td id=\"T_339a1_row8_col3\" class=\"data row8 col3\" ></td>\n",
-       "      <td id=\"T_339a1_row8_col4\" class=\"data row8 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row8_col5\" class=\"data row8 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row9\" class=\"row_heading level0 row9\" >coef_hhsize2_sr_multiplier_eatout_escort_othdiscr_othmaint_shopping_social_work_atwork</th>\n",
-       "      <td id=\"T_339a1_row9_col0\" class=\"data row9 col0\" >-0.00393</td>\n",
-       "      <td id=\"T_339a1_row9_col1\" class=\"data row9 col1\" > 0.0708</td>\n",
-       "      <td id=\"T_339a1_row9_col2\" class=\"data row9 col2\" >-0.06</td>\n",
-       "      <td id=\"T_339a1_row9_col3\" class=\"data row9 col3\" ></td>\n",
-       "      <td id=\"T_339a1_row9_col4\" class=\"data row9 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row9_col5\" class=\"data row9 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row10\" class=\"row_heading level0 row10\" >coef_ivt_eatout_escort_othdiscr_othmaint_shopping_social</th>\n",
-       "      <td id=\"T_339a1_row10_col0\" class=\"data row10 col0\" >-0.0169</td>\n",
-       "      <td id=\"T_339a1_row10_col1\" class=\"data row10 col1\" > 0.000785</td>\n",
-       "      <td id=\"T_339a1_row10_col2\" class=\"data row10 col2\" >-21.58</td>\n",
-       "      <td id=\"T_339a1_row10_col3\" class=\"data row10 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row10_col4\" class=\"data row10 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row10_col5\" class=\"data row10 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row11\" class=\"row_heading level0 row11\" >coef_nest_AUTO</th>\n",
-       "      <td id=\"T_339a1_row11_col0\" class=\"data row11 col0\" > 0.720</td>\n",
-       "      <td id=\"T_339a1_row11_col1\" class=\"data row11 col1\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row11_col2\" class=\"data row11 col2\" > NA</td>\n",
-       "      <td id=\"T_339a1_row11_col3\" class=\"data row11 col3\" ></td>\n",
-       "      <td id=\"T_339a1_row11_col4\" class=\"data row11 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row11_col5\" class=\"data row11 col5\" > 1.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row12\" class=\"row_heading level0 row12\" >coef_nest_AUTO_DRIVEALONE</th>\n",
-       "      <td id=\"T_339a1_row12_col0\" class=\"data row12 col0\" > 0.350</td>\n",
-       "      <td id=\"T_339a1_row12_col1\" class=\"data row12 col1\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row12_col2\" class=\"data row12 col2\" > NA</td>\n",
-       "      <td id=\"T_339a1_row12_col3\" class=\"data row12 col3\" ></td>\n",
-       "      <td id=\"T_339a1_row12_col4\" class=\"data row12 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row12_col5\" class=\"data row12 col5\" > 1.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row13\" class=\"row_heading level0 row13\" >coef_nest_AUTO_SHAREDRIDE2</th>\n",
-       "      <td id=\"T_339a1_row13_col0\" class=\"data row13 col0\" > 0.350</td>\n",
-       "      <td id=\"T_339a1_row13_col1\" class=\"data row13 col1\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row13_col2\" class=\"data row13 col2\" > NA</td>\n",
-       "      <td id=\"T_339a1_row13_col3\" class=\"data row13 col3\" ></td>\n",
-       "      <td id=\"T_339a1_row13_col4\" class=\"data row13 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row13_col5\" class=\"data row13 col5\" > 1.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row14\" class=\"row_heading level0 row14\" >coef_nest_AUTO_SHAREDRIDE3</th>\n",
-       "      <td id=\"T_339a1_row14_col0\" class=\"data row14 col0\" > 0.350</td>\n",
-       "      <td id=\"T_339a1_row14_col1\" class=\"data row14 col1\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row14_col2\" class=\"data row14 col2\" > NA</td>\n",
-       "      <td id=\"T_339a1_row14_col3\" class=\"data row14 col3\" ></td>\n",
-       "      <td id=\"T_339a1_row14_col4\" class=\"data row14 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row14_col5\" class=\"data row14 col5\" > 1.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row15\" class=\"row_heading level0 row15\" >coef_nest_NONMOTORIZED</th>\n",
-       "      <td id=\"T_339a1_row15_col0\" class=\"data row15 col0\" > 0.720</td>\n",
-       "      <td id=\"T_339a1_row15_col1\" class=\"data row15 col1\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row15_col2\" class=\"data row15 col2\" > NA</td>\n",
-       "      <td id=\"T_339a1_row15_col3\" class=\"data row15 col3\" ></td>\n",
-       "      <td id=\"T_339a1_row15_col4\" class=\"data row15 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row15_col5\" class=\"data row15 col5\" > 1.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row16\" class=\"row_heading level0 row16\" >coef_nest_RIDEHAIL</th>\n",
-       "      <td id=\"T_339a1_row16_col0\" class=\"data row16 col0\" > 0.360</td>\n",
-       "      <td id=\"T_339a1_row16_col1\" class=\"data row16 col1\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row16_col2\" class=\"data row16 col2\" > NA</td>\n",
-       "      <td id=\"T_339a1_row16_col3\" class=\"data row16 col3\" ></td>\n",
-       "      <td id=\"T_339a1_row16_col4\" class=\"data row16 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row16_col5\" class=\"data row16 col5\" > 1.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row17\" class=\"row_heading level0 row17\" >coef_nest_TRANSIT</th>\n",
-       "      <td id=\"T_339a1_row17_col0\" class=\"data row17 col0\" > 0.720</td>\n",
-       "      <td id=\"T_339a1_row17_col1\" class=\"data row17 col1\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row17_col2\" class=\"data row17 col2\" > NA</td>\n",
-       "      <td id=\"T_339a1_row17_col3\" class=\"data row17 col3\" ></td>\n",
-       "      <td id=\"T_339a1_row17_col4\" class=\"data row17 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row17_col5\" class=\"data row17 col5\" > 1.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row18\" class=\"row_heading level0 row18\" >coef_nest_TRANSIT_DRIVEACCESS</th>\n",
-       "      <td id=\"T_339a1_row18_col0\" class=\"data row18 col0\" > 0.500</td>\n",
-       "      <td id=\"T_339a1_row18_col1\" class=\"data row18 col1\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row18_col2\" class=\"data row18 col2\" > NA</td>\n",
-       "      <td id=\"T_339a1_row18_col3\" class=\"data row18 col3\" ></td>\n",
-       "      <td id=\"T_339a1_row18_col4\" class=\"data row18 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row18_col5\" class=\"data row18 col5\" > 1.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row19\" class=\"row_heading level0 row19\" >coef_nest_TRANSIT_WALKACCESS</th>\n",
-       "      <td id=\"T_339a1_row19_col0\" class=\"data row19 col0\" > 0.500</td>\n",
-       "      <td id=\"T_339a1_row19_col1\" class=\"data row19 col1\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row19_col2\" class=\"data row19 col2\" > NA</td>\n",
-       "      <td id=\"T_339a1_row19_col3\" class=\"data row19 col3\" ></td>\n",
-       "      <td id=\"T_339a1_row19_col4\" class=\"data row19 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row19_col5\" class=\"data row19 col5\" > 1.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row20\" class=\"row_heading level0 row20\" >commuter_rail_ASC_eatout_escort_othdiscr_othmaint_shopping_social_atwork</th>\n",
-       "      <td id=\"T_339a1_row20_col0\" class=\"data row20 col0\" >-38.8</td>\n",
-       "      <td id=\"T_339a1_row20_col1\" class=\"data row20 col1\" > NA</td>\n",
-       "      <td id=\"T_339a1_row20_col2\" class=\"data row20 col2\" > NA</td>\n",
-       "      <td id=\"T_339a1_row20_col3\" class=\"data row20 col3\" >[***]</td>\n",
-       "      <td id=\"T_339a1_row20_col4\" class=\"data row20 col4\" > BIG</td>\n",
-       "      <td id=\"T_339a1_row20_col5\" class=\"data row20 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row21\" class=\"row_heading level0 row21\" >drive_ferry_ASC_eatout_escort_othdiscr_othmaint_shopping_social_atwork</th>\n",
-       "      <td id=\"T_339a1_row21_col0\" class=\"data row21 col0\" > 0.940</td>\n",
-       "      <td id=\"T_339a1_row21_col1\" class=\"data row21 col1\" > NA</td>\n",
-       "      <td id=\"T_339a1_row21_col2\" class=\"data row21 col2\" > NA</td>\n",
-       "      <td id=\"T_339a1_row21_col3\" class=\"data row21 col3\" >[]</td>\n",
-       "      <td id=\"T_339a1_row21_col4\" class=\"data row21 col4\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row21_col5\" class=\"data row21 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row22\" class=\"row_heading level0 row22\" >drive_light_rail_ASC_eatout_escort_othdiscr_othmaint_shopping_social_atwork</th>\n",
-       "      <td id=\"T_339a1_row22_col0\" class=\"data row22 col0\" >-25.9</td>\n",
-       "      <td id=\"T_339a1_row22_col1\" class=\"data row22 col1\" > NA</td>\n",
-       "      <td id=\"T_339a1_row22_col2\" class=\"data row22 col2\" > NA</td>\n",
-       "      <td id=\"T_339a1_row22_col3\" class=\"data row22 col3\" >[***]</td>\n",
-       "      <td id=\"T_339a1_row22_col4\" class=\"data row22 col4\" > 94.74</td>\n",
-       "      <td id=\"T_339a1_row22_col5\" class=\"data row22 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row23\" class=\"row_heading level0 row23\" >drive_transit_ASC_auto_deficient_eatout</th>\n",
-       "      <td id=\"T_339a1_row23_col0\" class=\"data row23 col0\" > 14.7</td>\n",
-       "      <td id=\"T_339a1_row23_col1\" class=\"data row23 col1\" > 1.77</td>\n",
-       "      <td id=\"T_339a1_row23_col2\" class=\"data row23 col2\" > 8.30</td>\n",
-       "      <td id=\"T_339a1_row23_col3\" class=\"data row23 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row23_col4\" class=\"data row23 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row23_col5\" class=\"data row23 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row24\" class=\"row_heading level0 row24\" >drive_transit_ASC_auto_sufficient_eatout</th>\n",
-       "      <td id=\"T_339a1_row24_col0\" class=\"data row24 col0\" > 12.1</td>\n",
-       "      <td id=\"T_339a1_row24_col1\" class=\"data row24 col1\" > 1.88</td>\n",
-       "      <td id=\"T_339a1_row24_col2\" class=\"data row24 col2\" > 6.45</td>\n",
-       "      <td id=\"T_339a1_row24_col3\" class=\"data row24 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row24_col4\" class=\"data row24 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row24_col5\" class=\"data row24 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row25\" class=\"row_heading level0 row25\" >drive_transit_ASC_no_auto_all</th>\n",
-       "      <td id=\"T_339a1_row25_col0\" class=\"data row25 col0\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row25_col1\" class=\"data row25 col1\" > NA</td>\n",
-       "      <td id=\"T_339a1_row25_col2\" class=\"data row25 col2\" > NA</td>\n",
-       "      <td id=\"T_339a1_row25_col3\" class=\"data row25 col3\" >[]</td>\n",
-       "      <td id=\"T_339a1_row25_col4\" class=\"data row25 col4\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row25_col5\" class=\"data row25 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row26\" class=\"row_heading level0 row26\" >drive_transit_CBD_ASC_eatout_escort_othdiscr_othmaint_shopping_social</th>\n",
-       "      <td id=\"T_339a1_row26_col0\" class=\"data row26 col0\" > 0.553</td>\n",
-       "      <td id=\"T_339a1_row26_col1\" class=\"data row26 col1\" > 0.813</td>\n",
-       "      <td id=\"T_339a1_row26_col2\" class=\"data row26 col2\" > 0.68</td>\n",
-       "      <td id=\"T_339a1_row26_col3\" class=\"data row26 col3\" ></td>\n",
-       "      <td id=\"T_339a1_row26_col4\" class=\"data row26 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row26_col5\" class=\"data row26 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row27\" class=\"row_heading level0 row27\" >express_bus_ASC_eatout_escort_othdiscr_othmaint_shopping_social_atwork</th>\n",
-       "      <td id=\"T_339a1_row27_col0\" class=\"data row27 col0\" >-61.5</td>\n",
-       "      <td id=\"T_339a1_row27_col1\" class=\"data row27 col1\" > NA</td>\n",
-       "      <td id=\"T_339a1_row27_col2\" class=\"data row27 col2\" > NA</td>\n",
-       "      <td id=\"T_339a1_row27_col3\" class=\"data row27 col3\" >[***]</td>\n",
-       "      <td id=\"T_339a1_row27_col4\" class=\"data row27 col4\" > 94.10</td>\n",
-       "      <td id=\"T_339a1_row27_col5\" class=\"data row27 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row28\" class=\"row_heading level0 row28\" >heavy_rail_ASC_eatout_escort_othdiscr_othmaint_shopping_social_atwork</th>\n",
-       "      <td id=\"T_339a1_row28_col0\" class=\"data row28 col0\" >-11.3</td>\n",
-       "      <td id=\"T_339a1_row28_col1\" class=\"data row28 col1\" > 1.64</td>\n",
-       "      <td id=\"T_339a1_row28_col2\" class=\"data row28 col2\" >-6.91</td>\n",
-       "      <td id=\"T_339a1_row28_col3\" class=\"data row28 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row28_col4\" class=\"data row28 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row28_col5\" class=\"data row28 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row29\" class=\"row_heading level0 row29\" >joint_bike_ASC_auto_deficient_all</th>\n",
-       "      <td id=\"T_339a1_row29_col0\" class=\"data row29 col0\" >-155.</td>\n",
-       "      <td id=\"T_339a1_row29_col1\" class=\"data row29 col1\" > NA</td>\n",
-       "      <td id=\"T_339a1_row29_col2\" class=\"data row29 col2\" > NA</td>\n",
-       "      <td id=\"T_339a1_row29_col3\" class=\"data row29 col3\" >[***]</td>\n",
-       "      <td id=\"T_339a1_row29_col4\" class=\"data row29 col4\" > 49.72</td>\n",
-       "      <td id=\"T_339a1_row29_col5\" class=\"data row29 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row30\" class=\"row_heading level0 row30\" >joint_bike_ASC_auto_sufficient_all</th>\n",
-       "      <td id=\"T_339a1_row30_col0\" class=\"data row30 col0\" >-108.</td>\n",
-       "      <td id=\"T_339a1_row30_col1\" class=\"data row30 col1\" > NA</td>\n",
-       "      <td id=\"T_339a1_row30_col2\" class=\"data row30 col2\" > NA</td>\n",
-       "      <td id=\"T_339a1_row30_col3\" class=\"data row30 col3\" >[***]</td>\n",
-       "      <td id=\"T_339a1_row30_col4\" class=\"data row30 col4\" > 89.09</td>\n",
-       "      <td id=\"T_339a1_row30_col5\" class=\"data row30 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row31\" class=\"row_heading level0 row31\" >joint_bike_ASC_no_auto_all</th>\n",
-       "      <td id=\"T_339a1_row31_col0\" class=\"data row31 col0\" >-47.7</td>\n",
-       "      <td id=\"T_339a1_row31_col1\" class=\"data row31 col1\" > NA</td>\n",
-       "      <td id=\"T_339a1_row31_col2\" class=\"data row31 col2\" > NA</td>\n",
-       "      <td id=\"T_339a1_row31_col3\" class=\"data row31 col3\" >[]</td>\n",
-       "      <td id=\"T_339a1_row31_col4\" class=\"data row31 col4\" > 1.65</td>\n",
-       "      <td id=\"T_339a1_row31_col5\" class=\"data row31 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row32\" class=\"row_heading level0 row32\" >joint_drive_transit_ASC_auto_deficient_all</th>\n",
-       "      <td id=\"T_339a1_row32_col0\" class=\"data row32 col0\" >-36.1</td>\n",
-       "      <td id=\"T_339a1_row32_col1\" class=\"data row32 col1\" > NA</td>\n",
-       "      <td id=\"T_339a1_row32_col2\" class=\"data row32 col2\" > NA</td>\n",
-       "      <td id=\"T_339a1_row32_col3\" class=\"data row32 col3\" >[]</td>\n",
-       "      <td id=\"T_339a1_row32_col4\" class=\"data row32 col4\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row32_col5\" class=\"data row32 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row33\" class=\"row_heading level0 row33\" >joint_drive_transit_ASC_auto_sufficient_all</th>\n",
-       "      <td id=\"T_339a1_row33_col0\" class=\"data row33 col0\" >-24.1</td>\n",
-       "      <td id=\"T_339a1_row33_col1\" class=\"data row33 col1\" > NA</td>\n",
-       "      <td id=\"T_339a1_row33_col2\" class=\"data row33 col2\" > NA</td>\n",
-       "      <td id=\"T_339a1_row33_col3\" class=\"data row33 col3\" >[]</td>\n",
-       "      <td id=\"T_339a1_row33_col4\" class=\"data row33 col4\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row33_col5\" class=\"data row33 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row34\" class=\"row_heading level0 row34\" >joint_drive_transit_ASC_no_auto_all</th>\n",
-       "      <td id=\"T_339a1_row34_col0\" class=\"data row34 col0\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row34_col1\" class=\"data row34 col1\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row34_col2\" class=\"data row34 col2\" > NA</td>\n",
-       "      <td id=\"T_339a1_row34_col3\" class=\"data row34 col3\" ></td>\n",
-       "      <td id=\"T_339a1_row34_col4\" class=\"data row34 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row34_col5\" class=\"data row34 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row35\" class=\"row_heading level0 row35\" >joint_sr2_ASC_auto_deficient_all</th>\n",
-       "      <td id=\"T_339a1_row35_col0\" class=\"data row35 col0\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row35_col1\" class=\"data row35 col1\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row35_col2\" class=\"data row35 col2\" > NA</td>\n",
-       "      <td id=\"T_339a1_row35_col3\" class=\"data row35 col3\" ></td>\n",
-       "      <td id=\"T_339a1_row35_col4\" class=\"data row35 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row35_col5\" class=\"data row35 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row36\" class=\"row_heading level0 row36\" >joint_sr2_ASC_auto_sufficient_all</th>\n",
-       "      <td id=\"T_339a1_row36_col0\" class=\"data row36 col0\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row36_col1\" class=\"data row36 col1\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row36_col2\" class=\"data row36 col2\" > NA</td>\n",
-       "      <td id=\"T_339a1_row36_col3\" class=\"data row36 col3\" ></td>\n",
-       "      <td id=\"T_339a1_row36_col4\" class=\"data row36 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row36_col5\" class=\"data row36 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row37\" class=\"row_heading level0 row37\" >joint_sr2_ASC_no_auto_all</th>\n",
-       "      <td id=\"T_339a1_row37_col0\" class=\"data row37 col0\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row37_col1\" class=\"data row37 col1\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row37_col2\" class=\"data row37 col2\" > NA</td>\n",
-       "      <td id=\"T_339a1_row37_col3\" class=\"data row37 col3\" ></td>\n",
-       "      <td id=\"T_339a1_row37_col4\" class=\"data row37 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row37_col5\" class=\"data row37 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row38\" class=\"row_heading level0 row38\" >joint_sr3p_ASC_auto_deficient_all</th>\n",
-       "      <td id=\"T_339a1_row38_col0\" class=\"data row38 col0\" >-5.34</td>\n",
-       "      <td id=\"T_339a1_row38_col1\" class=\"data row38 col1\" > 1.92</td>\n",
-       "      <td id=\"T_339a1_row38_col2\" class=\"data row38 col2\" >-2.79</td>\n",
-       "      <td id=\"T_339a1_row38_col3\" class=\"data row38 col3\" >**</td>\n",
-       "      <td id=\"T_339a1_row38_col4\" class=\"data row38 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row38_col5\" class=\"data row38 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row39\" class=\"row_heading level0 row39\" >joint_sr3p_ASC_auto_sufficient_all</th>\n",
-       "      <td id=\"T_339a1_row39_col0\" class=\"data row39 col0\" >-3.33</td>\n",
-       "      <td id=\"T_339a1_row39_col1\" class=\"data row39 col1\" > 0.983</td>\n",
-       "      <td id=\"T_339a1_row39_col2\" class=\"data row39 col2\" >-3.39</td>\n",
-       "      <td id=\"T_339a1_row39_col3\" class=\"data row39 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row39_col4\" class=\"data row39 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row39_col5\" class=\"data row39 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row40\" class=\"row_heading level0 row40\" >joint_sr3p_ASC_no_auto_all</th>\n",
-       "      <td id=\"T_339a1_row40_col0\" class=\"data row40 col0\" > 0.977</td>\n",
-       "      <td id=\"T_339a1_row40_col1\" class=\"data row40 col1\" > 0.798</td>\n",
-       "      <td id=\"T_339a1_row40_col2\" class=\"data row40 col2\" > 1.22</td>\n",
-       "      <td id=\"T_339a1_row40_col3\" class=\"data row40 col3\" ></td>\n",
-       "      <td id=\"T_339a1_row40_col4\" class=\"data row40 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row40_col5\" class=\"data row40 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row41\" class=\"row_heading level0 row41\" >joint_taxi_ASC_auto_deficient_all</th>\n",
-       "      <td id=\"T_339a1_row41_col0\" class=\"data row41 col0\" >-45.5</td>\n",
-       "      <td id=\"T_339a1_row41_col1\" class=\"data row41 col1\" > NA</td>\n",
-       "      <td id=\"T_339a1_row41_col2\" class=\"data row41 col2\" > NA</td>\n",
-       "      <td id=\"T_339a1_row41_col3\" class=\"data row41 col3\" >[***]</td>\n",
-       "      <td id=\"T_339a1_row41_col4\" class=\"data row41 col4\" > 31.66</td>\n",
-       "      <td id=\"T_339a1_row41_col5\" class=\"data row41 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row42\" class=\"row_heading level0 row42\" >joint_taxi_ASC_auto_sufficient_all</th>\n",
-       "      <td id=\"T_339a1_row42_col0\" class=\"data row42 col0\" >-11.7</td>\n",
-       "      <td id=\"T_339a1_row42_col1\" class=\"data row42 col1\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row42_col2\" class=\"data row42 col2\" > NA</td>\n",
-       "      <td id=\"T_339a1_row42_col3\" class=\"data row42 col3\" ></td>\n",
-       "      <td id=\"T_339a1_row42_col4\" class=\"data row42 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row42_col5\" class=\"data row42 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row43\" class=\"row_heading level0 row43\" >joint_taxi_ASC_no_auto_all</th>\n",
-       "      <td id=\"T_339a1_row43_col0\" class=\"data row43 col0\" >-12.8</td>\n",
-       "      <td id=\"T_339a1_row43_col1\" class=\"data row43 col1\" > 841.</td>\n",
-       "      <td id=\"T_339a1_row43_col2\" class=\"data row43 col2\" >-0.02</td>\n",
-       "      <td id=\"T_339a1_row43_col3\" class=\"data row43 col3\" ></td>\n",
-       "      <td id=\"T_339a1_row43_col4\" class=\"data row43 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row43_col5\" class=\"data row43 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row44\" class=\"row_heading level0 row44\" >joint_tnc_shared_ASC_auto_deficient_all</th>\n",
-       "      <td id=\"T_339a1_row44_col0\" class=\"data row44 col0\" >-37.8</td>\n",
-       "      <td id=\"T_339a1_row44_col1\" class=\"data row44 col1\" > NA</td>\n",
-       "      <td id=\"T_339a1_row44_col2\" class=\"data row44 col2\" > NA</td>\n",
-       "      <td id=\"T_339a1_row44_col3\" class=\"data row44 col3\" >[***]</td>\n",
-       "      <td id=\"T_339a1_row44_col4\" class=\"data row44 col4\" > 42.60</td>\n",
-       "      <td id=\"T_339a1_row44_col5\" class=\"data row44 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row45\" class=\"row_heading level0 row45\" >joint_tnc_shared_ASC_auto_sufficient_all</th>\n",
-       "      <td id=\"T_339a1_row45_col0\" class=\"data row45 col0\" >-13.2</td>\n",
-       "      <td id=\"T_339a1_row45_col1\" class=\"data row45 col1\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row45_col2\" class=\"data row45 col2\" > NA</td>\n",
-       "      <td id=\"T_339a1_row45_col3\" class=\"data row45 col3\" ></td>\n",
-       "      <td id=\"T_339a1_row45_col4\" class=\"data row45 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row45_col5\" class=\"data row45 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row46\" class=\"row_heading level0 row46\" >joint_tnc_shared_ASC_no_auto_all</th>\n",
-       "      <td id=\"T_339a1_row46_col0\" class=\"data row46 col0\" >-24.5</td>\n",
-       "      <td id=\"T_339a1_row46_col1\" class=\"data row46 col1\" > NA</td>\n",
-       "      <td id=\"T_339a1_row46_col2\" class=\"data row46 col2\" > NA</td>\n",
-       "      <td id=\"T_339a1_row46_col3\" class=\"data row46 col3\" >[]</td>\n",
-       "      <td id=\"T_339a1_row46_col4\" class=\"data row46 col4\" > 1.15</td>\n",
-       "      <td id=\"T_339a1_row46_col5\" class=\"data row46 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row47\" class=\"row_heading level0 row47\" >joint_tnc_single_ASC_auto_deficient_all</th>\n",
-       "      <td id=\"T_339a1_row47_col0\" class=\"data row47 col0\" >-51.7</td>\n",
-       "      <td id=\"T_339a1_row47_col1\" class=\"data row47 col1\" > NA</td>\n",
-       "      <td id=\"T_339a1_row47_col2\" class=\"data row47 col2\" > NA</td>\n",
-       "      <td id=\"T_339a1_row47_col3\" class=\"data row47 col3\" >[***]</td>\n",
-       "      <td id=\"T_339a1_row47_col4\" class=\"data row47 col4\" > 36.10</td>\n",
-       "      <td id=\"T_339a1_row47_col5\" class=\"data row47 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row48\" class=\"row_heading level0 row48\" >joint_tnc_single_ASC_auto_sufficient_all</th>\n",
-       "      <td id=\"T_339a1_row48_col0\" class=\"data row48 col0\" >-14.0</td>\n",
-       "      <td id=\"T_339a1_row48_col1\" class=\"data row48 col1\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row48_col2\" class=\"data row48 col2\" > NA</td>\n",
-       "      <td id=\"T_339a1_row48_col3\" class=\"data row48 col3\" ></td>\n",
-       "      <td id=\"T_339a1_row48_col4\" class=\"data row48 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row48_col5\" class=\"data row48 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row49\" class=\"row_heading level0 row49\" >joint_tnc_single_ASC_no_auto_all</th>\n",
-       "      <td id=\"T_339a1_row49_col0\" class=\"data row49 col0\" >-16.7</td>\n",
-       "      <td id=\"T_339a1_row49_col1\" class=\"data row49 col1\" > NA</td>\n",
-       "      <td id=\"T_339a1_row49_col2\" class=\"data row49 col2\" > NA</td>\n",
-       "      <td id=\"T_339a1_row49_col3\" class=\"data row49 col3\" >[]</td>\n",
-       "      <td id=\"T_339a1_row49_col4\" class=\"data row49 col4\" > 0.72</td>\n",
-       "      <td id=\"T_339a1_row49_col5\" class=\"data row49 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row50\" class=\"row_heading level0 row50\" >joint_walk_ASC_auto_deficient_all</th>\n",
-       "      <td id=\"T_339a1_row50_col0\" class=\"data row50 col0\" >-1.31</td>\n",
-       "      <td id=\"T_339a1_row50_col1\" class=\"data row50 col1\" > 1.43</td>\n",
-       "      <td id=\"T_339a1_row50_col2\" class=\"data row50 col2\" >-0.92</td>\n",
-       "      <td id=\"T_339a1_row50_col3\" class=\"data row50 col3\" ></td>\n",
-       "      <td id=\"T_339a1_row50_col4\" class=\"data row50 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row50_col5\" class=\"data row50 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row51\" class=\"row_heading level0 row51\" >joint_walk_ASC_auto_sufficient_all</th>\n",
-       "      <td id=\"T_339a1_row51_col0\" class=\"data row51 col0\" >-3.63</td>\n",
-       "      <td id=\"T_339a1_row51_col1\" class=\"data row51 col1\" > 1.11</td>\n",
-       "      <td id=\"T_339a1_row51_col2\" class=\"data row51 col2\" >-3.27</td>\n",
-       "      <td id=\"T_339a1_row51_col3\" class=\"data row51 col3\" >**</td>\n",
-       "      <td id=\"T_339a1_row51_col4\" class=\"data row51 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row51_col5\" class=\"data row51 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row52\" class=\"row_heading level0 row52\" >joint_walk_ASC_no_auto_all</th>\n",
-       "      <td id=\"T_339a1_row52_col0\" class=\"data row52 col0\" > 0.968</td>\n",
-       "      <td id=\"T_339a1_row52_col1\" class=\"data row52 col1\" > 1.21</td>\n",
-       "      <td id=\"T_339a1_row52_col2\" class=\"data row52 col2\" > 0.80</td>\n",
-       "      <td id=\"T_339a1_row52_col3\" class=\"data row52 col3\" ></td>\n",
-       "      <td id=\"T_339a1_row52_col4\" class=\"data row52 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row52_col5\" class=\"data row52 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row53\" class=\"row_heading level0 row53\" >joint_walk_transit_ASC_auto_deficient_all</th>\n",
-       "      <td id=\"T_339a1_row53_col0\" class=\"data row53 col0\" > 4.48</td>\n",
-       "      <td id=\"T_339a1_row53_col1\" class=\"data row53 col1\" > 2.40</td>\n",
-       "      <td id=\"T_339a1_row53_col2\" class=\"data row53 col2\" > 1.87</td>\n",
-       "      <td id=\"T_339a1_row53_col3\" class=\"data row53 col3\" ></td>\n",
-       "      <td id=\"T_339a1_row53_col4\" class=\"data row53 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row53_col5\" class=\"data row53 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row54\" class=\"row_heading level0 row54\" >joint_walk_transit_ASC_auto_sufficient_all</th>\n",
-       "      <td id=\"T_339a1_row54_col0\" class=\"data row54 col0\" >-18.3</td>\n",
-       "      <td id=\"T_339a1_row54_col1\" class=\"data row54 col1\" > NA</td>\n",
-       "      <td id=\"T_339a1_row54_col2\" class=\"data row54 col2\" > NA</td>\n",
-       "      <td id=\"T_339a1_row54_col3\" class=\"data row54 col3\" >[]</td>\n",
-       "      <td id=\"T_339a1_row54_col4\" class=\"data row54 col4\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row54_col5\" class=\"data row54 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row55\" class=\"row_heading level0 row55\" >joint_walk_transit_ASC_no_auto_all</th>\n",
-       "      <td id=\"T_339a1_row55_col0\" class=\"data row55 col0\" > 13.6</td>\n",
-       "      <td id=\"T_339a1_row55_col1\" class=\"data row55 col1\" > 1.87</td>\n",
-       "      <td id=\"T_339a1_row55_col2\" class=\"data row55 col2\" > 7.24</td>\n",
-       "      <td id=\"T_339a1_row55_col3\" class=\"data row55 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row55_col4\" class=\"data row55 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row55_col5\" class=\"data row55 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row56\" class=\"row_heading level0 row56\" >local_bus_ASC_eatout_escort_othdiscr_othmaint_shopping_social_atwork</th>\n",
-       "      <td id=\"T_339a1_row56_col0\" class=\"data row56 col0\" >-12.6</td>\n",
-       "      <td id=\"T_339a1_row56_col1\" class=\"data row56 col1\" > 1.64</td>\n",
-       "      <td id=\"T_339a1_row56_col2\" class=\"data row56 col2\" >-7.68</td>\n",
-       "      <td id=\"T_339a1_row56_col3\" class=\"data row56 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row56_col4\" class=\"data row56 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row56_col5\" class=\"data row56 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row57\" class=\"row_heading level0 row57\" >sr2_ASC_auto_deficient_eatout</th>\n",
-       "      <td id=\"T_339a1_row57_col0\" class=\"data row57 col0\" > 0.235</td>\n",
-       "      <td id=\"T_339a1_row57_col1\" class=\"data row57 col1\" > 0.415</td>\n",
-       "      <td id=\"T_339a1_row57_col2\" class=\"data row57 col2\" > 0.57</td>\n",
-       "      <td id=\"T_339a1_row57_col3\" class=\"data row57 col3\" ></td>\n",
-       "      <td id=\"T_339a1_row57_col4\" class=\"data row57 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row57_col5\" class=\"data row57 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row58\" class=\"row_heading level0 row58\" >sr2_ASC_auto_sufficient_eatout</th>\n",
-       "      <td id=\"T_339a1_row58_col0\" class=\"data row58 col0\" > 0.457</td>\n",
-       "      <td id=\"T_339a1_row58_col1\" class=\"data row58 col1\" > 0.318</td>\n",
-       "      <td id=\"T_339a1_row58_col2\" class=\"data row58 col2\" > 1.44</td>\n",
-       "      <td id=\"T_339a1_row58_col3\" class=\"data row58 col3\" ></td>\n",
-       "      <td id=\"T_339a1_row58_col4\" class=\"data row58 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row58_col5\" class=\"data row58 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row59\" class=\"row_heading level0 row59\" >sr2_ASC_no_auto_all</th>\n",
-       "      <td id=\"T_339a1_row59_col0\" class=\"data row59 col0\" > 5.30</td>\n",
-       "      <td id=\"T_339a1_row59_col1\" class=\"data row59 col1\" > 0.368</td>\n",
-       "      <td id=\"T_339a1_row59_col2\" class=\"data row59 col2\" > 14.42</td>\n",
-       "      <td id=\"T_339a1_row59_col3\" class=\"data row59 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row59_col4\" class=\"data row59 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row59_col5\" class=\"data row59 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row60\" class=\"row_heading level0 row60\" >sr3p_ASC_auto_deficient_eatout</th>\n",
-       "      <td id=\"T_339a1_row60_col0\" class=\"data row60 col0\" >-0.0844</td>\n",
-       "      <td id=\"T_339a1_row60_col1\" class=\"data row60 col1\" > 0.448</td>\n",
-       "      <td id=\"T_339a1_row60_col2\" class=\"data row60 col2\" >-0.19</td>\n",
-       "      <td id=\"T_339a1_row60_col3\" class=\"data row60 col3\" ></td>\n",
-       "      <td id=\"T_339a1_row60_col4\" class=\"data row60 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row60_col5\" class=\"data row60 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row61\" class=\"row_heading level0 row61\" >sr3p_ASC_auto_sufficient_eatout</th>\n",
-       "      <td id=\"T_339a1_row61_col0\" class=\"data row61 col0\" > 0.502</td>\n",
-       "      <td id=\"T_339a1_row61_col1\" class=\"data row61 col1\" > 0.313</td>\n",
-       "      <td id=\"T_339a1_row61_col2\" class=\"data row61 col2\" > 1.60</td>\n",
-       "      <td id=\"T_339a1_row61_col3\" class=\"data row61 col3\" ></td>\n",
-       "      <td id=\"T_339a1_row61_col4\" class=\"data row61 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row61_col5\" class=\"data row61 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row62\" class=\"row_heading level0 row62\" >sr3p_ASC_no_auto_eatout</th>\n",
-       "      <td id=\"T_339a1_row62_col0\" class=\"data row62 col0\" > 5.80</td>\n",
-       "      <td id=\"T_339a1_row62_col1\" class=\"data row62 col1\" > 0.782</td>\n",
-       "      <td id=\"T_339a1_row62_col2\" class=\"data row62 col2\" > 7.42</td>\n",
-       "      <td id=\"T_339a1_row62_col3\" class=\"data row62 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row62_col4\" class=\"data row62 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row62_col5\" class=\"data row62 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row63\" class=\"row_heading level0 row63\" >taxi_ASC_auto_deficient_eatout_othdiscr_social</th>\n",
-       "      <td id=\"T_339a1_row63_col0\" class=\"data row63 col0\" >-34.3</td>\n",
-       "      <td id=\"T_339a1_row63_col1\" class=\"data row63 col1\" > NA</td>\n",
-       "      <td id=\"T_339a1_row63_col2\" class=\"data row63 col2\" > NA</td>\n",
-       "      <td id=\"T_339a1_row63_col3\" class=\"data row63 col3\" >[***]</td>\n",
-       "      <td id=\"T_339a1_row63_col4\" class=\"data row63 col4\" > 10.47</td>\n",
-       "      <td id=\"T_339a1_row63_col5\" class=\"data row63 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row64\" class=\"row_heading level0 row64\" >taxi_ASC_auto_sufficient_eatout_othdiscr_social</th>\n",
-       "      <td id=\"T_339a1_row64_col0\" class=\"data row64 col0\" >-2.38</td>\n",
-       "      <td id=\"T_339a1_row64_col1\" class=\"data row64 col1\" > 0.505</td>\n",
-       "      <td id=\"T_339a1_row64_col2\" class=\"data row64 col2\" >-4.71</td>\n",
-       "      <td id=\"T_339a1_row64_col3\" class=\"data row64 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row64_col4\" class=\"data row64 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row64_col5\" class=\"data row64 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row65\" class=\"row_heading level0 row65\" >taxi_ASC_no_auto_eatout_othdiscr_social</th>\n",
-       "      <td id=\"T_339a1_row65_col0\" class=\"data row65 col0\" >-25.8</td>\n",
-       "      <td id=\"T_339a1_row65_col1\" class=\"data row65 col1\" > NA</td>\n",
-       "      <td id=\"T_339a1_row65_col2\" class=\"data row65 col2\" > NA</td>\n",
-       "      <td id=\"T_339a1_row65_col3\" class=\"data row65 col3\" >[]</td>\n",
-       "      <td id=\"T_339a1_row65_col4\" class=\"data row65 col4\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row65_col5\" class=\"data row65 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row66\" class=\"row_heading level0 row66\" >tnc_shared_ASC_auto_deficient_eatout_othdiscr_social</th>\n",
-       "      <td id=\"T_339a1_row66_col0\" class=\"data row66 col0\" >-2.92</td>\n",
-       "      <td id=\"T_339a1_row66_col1\" class=\"data row66 col1\" > 1.01</td>\n",
-       "      <td id=\"T_339a1_row66_col2\" class=\"data row66 col2\" >-2.89</td>\n",
-       "      <td id=\"T_339a1_row66_col3\" class=\"data row66 col3\" >**</td>\n",
-       "      <td id=\"T_339a1_row66_col4\" class=\"data row66 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row66_col5\" class=\"data row66 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row67\" class=\"row_heading level0 row67\" >tnc_shared_ASC_auto_sufficient_eatout_othdiscr_social</th>\n",
-       "      <td id=\"T_339a1_row67_col0\" class=\"data row67 col0\" >-3.47</td>\n",
-       "      <td id=\"T_339a1_row67_col1\" class=\"data row67 col1\" > 0.610</td>\n",
-       "      <td id=\"T_339a1_row67_col2\" class=\"data row67 col2\" >-5.69</td>\n",
-       "      <td id=\"T_339a1_row67_col3\" class=\"data row67 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row67_col4\" class=\"data row67 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row67_col5\" class=\"data row67 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row68\" class=\"row_heading level0 row68\" >tnc_shared_ASC_no_auto_eatout_othdiscr_social</th>\n",
-       "      <td id=\"T_339a1_row68_col0\" class=\"data row68 col0\" > 5.50</td>\n",
-       "      <td id=\"T_339a1_row68_col1\" class=\"data row68 col1\" > 0.507</td>\n",
-       "      <td id=\"T_339a1_row68_col2\" class=\"data row68 col2\" > 10.85</td>\n",
-       "      <td id=\"T_339a1_row68_col3\" class=\"data row68 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row68_col4\" class=\"data row68 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row68_col5\" class=\"data row68 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row69\" class=\"row_heading level0 row69\" >tnc_single_ASC_auto_deficient_eatout_othdiscr_social</th>\n",
-       "      <td id=\"T_339a1_row69_col0\" class=\"data row69 col0\" >-30.0</td>\n",
-       "      <td id=\"T_339a1_row69_col1\" class=\"data row69 col1\" > NA</td>\n",
-       "      <td id=\"T_339a1_row69_col2\" class=\"data row69 col2\" > NA</td>\n",
-       "      <td id=\"T_339a1_row69_col3\" class=\"data row69 col3\" >[***]</td>\n",
-       "      <td id=\"T_339a1_row69_col4\" class=\"data row69 col4\" > 15.06</td>\n",
-       "      <td id=\"T_339a1_row69_col5\" class=\"data row69 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row70\" class=\"row_heading level0 row70\" >tnc_single_ASC_auto_sufficient_eatout_othdiscr_social</th>\n",
-       "      <td id=\"T_339a1_row70_col0\" class=\"data row70 col0\" >-2.09</td>\n",
-       "      <td id=\"T_339a1_row70_col1\" class=\"data row70 col1\" > 0.375</td>\n",
-       "      <td id=\"T_339a1_row70_col2\" class=\"data row70 col2\" >-5.57</td>\n",
-       "      <td id=\"T_339a1_row70_col3\" class=\"data row70 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row70_col4\" class=\"data row70 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row70_col5\" class=\"data row70 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row71\" class=\"row_heading level0 row71\" >tnc_single_ASC_no_auto_eatout_othdiscr_social</th>\n",
-       "      <td id=\"T_339a1_row71_col0\" class=\"data row71 col0\" > 6.70</td>\n",
-       "      <td id=\"T_339a1_row71_col1\" class=\"data row71 col1\" > 0.465</td>\n",
-       "      <td id=\"T_339a1_row71_col2\" class=\"data row71 col2\" > 14.39</td>\n",
-       "      <td id=\"T_339a1_row71_col3\" class=\"data row71 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row71_col4\" class=\"data row71 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row71_col5\" class=\"data row71 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row72\" class=\"row_heading level0 row72\" >walk_ASC_auto_deficient_eatout</th>\n",
-       "      <td id=\"T_339a1_row72_col0\" class=\"data row72 col0\" > 2.96</td>\n",
-       "      <td id=\"T_339a1_row72_col1\" class=\"data row72 col1\" > 0.472</td>\n",
-       "      <td id=\"T_339a1_row72_col2\" class=\"data row72 col2\" > 6.27</td>\n",
-       "      <td id=\"T_339a1_row72_col3\" class=\"data row72 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row72_col4\" class=\"data row72 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row72_col5\" class=\"data row72 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row73\" class=\"row_heading level0 row73\" >walk_ASC_auto_sufficient_eatout</th>\n",
-       "      <td id=\"T_339a1_row73_col0\" class=\"data row73 col0\" > 0.804</td>\n",
-       "      <td id=\"T_339a1_row73_col1\" class=\"data row73 col1\" > 0.390</td>\n",
-       "      <td id=\"T_339a1_row73_col2\" class=\"data row73 col2\" > 2.06</td>\n",
-       "      <td id=\"T_339a1_row73_col3\" class=\"data row73 col3\" >*</td>\n",
-       "      <td id=\"T_339a1_row73_col4\" class=\"data row73 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row73_col5\" class=\"data row73 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row74\" class=\"row_heading level0 row74\" >walk_ASC_no_auto_eatout</th>\n",
-       "      <td id=\"T_339a1_row74_col0\" class=\"data row74 col0\" > 10.2</td>\n",
-       "      <td id=\"T_339a1_row74_col1\" class=\"data row74 col1\" > 0.673</td>\n",
-       "      <td id=\"T_339a1_row74_col2\" class=\"data row74 col2\" > 15.17</td>\n",
-       "      <td id=\"T_339a1_row74_col3\" class=\"data row74 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row74_col4\" class=\"data row74 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row74_col5\" class=\"data row74 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row75\" class=\"row_heading level0 row75\" >walk_ferry_ASC_eatout_escort_othdiscr_othmaint_shopping_social_atwork</th>\n",
-       "      <td id=\"T_339a1_row75_col0\" class=\"data row75 col0\" > 0.940</td>\n",
-       "      <td id=\"T_339a1_row75_col1\" class=\"data row75 col1\" > NA</td>\n",
-       "      <td id=\"T_339a1_row75_col2\" class=\"data row75 col2\" > NA</td>\n",
-       "      <td id=\"T_339a1_row75_col3\" class=\"data row75 col3\" >[]</td>\n",
-       "      <td id=\"T_339a1_row75_col4\" class=\"data row75 col4\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row75_col5\" class=\"data row75 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row76\" class=\"row_heading level0 row76\" >walk_light_rail_ASC_eatout_escort_othdiscr_othmaint_shopping_social_atwork</th>\n",
-       "      <td id=\"T_339a1_row76_col0\" class=\"data row76 col0\" >-11.6</td>\n",
-       "      <td id=\"T_339a1_row76_col1\" class=\"data row76 col1\" > 1.64</td>\n",
-       "      <td id=\"T_339a1_row76_col2\" class=\"data row76 col2\" >-7.06</td>\n",
-       "      <td id=\"T_339a1_row76_col3\" class=\"data row76 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row76_col4\" class=\"data row76 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row76_col5\" class=\"data row76 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row77\" class=\"row_heading level0 row77\" >walk_transit_ASC_auto_deficient_eatout</th>\n",
-       "      <td id=\"T_339a1_row77_col0\" class=\"data row77 col0\" > 12.3</td>\n",
-       "      <td id=\"T_339a1_row77_col1\" class=\"data row77 col1\" > 1.69</td>\n",
-       "      <td id=\"T_339a1_row77_col2\" class=\"data row77 col2\" > 7.30</td>\n",
-       "      <td id=\"T_339a1_row77_col3\" class=\"data row77 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row77_col4\" class=\"data row77 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row77_col5\" class=\"data row77 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row78\" class=\"row_heading level0 row78\" >walk_transit_ASC_auto_sufficient_eatout</th>\n",
-       "      <td id=\"T_339a1_row78_col0\" class=\"data row78 col0\" > 10.8</td>\n",
-       "      <td id=\"T_339a1_row78_col1\" class=\"data row78 col1\" > 1.67</td>\n",
-       "      <td id=\"T_339a1_row78_col2\" class=\"data row78 col2\" > 6.43</td>\n",
-       "      <td id=\"T_339a1_row78_col3\" class=\"data row78 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row78_col4\" class=\"data row78 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row78_col5\" class=\"data row78 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row79\" class=\"row_heading level0 row79\" >walk_transit_ASC_no_auto_eatout</th>\n",
-       "      <td id=\"T_339a1_row79_col0\" class=\"data row79 col0\" > 20.5</td>\n",
-       "      <td id=\"T_339a1_row79_col1\" class=\"data row79 col1\" > 1.50</td>\n",
-       "      <td id=\"T_339a1_row79_col2\" class=\"data row79 col2\" > 13.66</td>\n",
-       "      <td id=\"T_339a1_row79_col3\" class=\"data row79 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row79_col4\" class=\"data row79 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row79_col5\" class=\"data row79 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row80\" class=\"row_heading level0 row80\" >walk_transit_CBD_ASC_eatout_escort_othdiscr_othmaint_shopping_social</th>\n",
-       "      <td id=\"T_339a1_row80_col0\" class=\"data row80 col0\" > 0.691</td>\n",
-       "      <td id=\"T_339a1_row80_col1\" class=\"data row80 col1\" > 0.157</td>\n",
-       "      <td id=\"T_339a1_row80_col2\" class=\"data row80 col2\" > 4.40</td>\n",
-       "      <td id=\"T_339a1_row80_col3\" class=\"data row80 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row80_col4\" class=\"data row80 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row80_col5\" class=\"data row80 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row81\" class=\"row_heading level0 row81\" >bike_ASC_auto_deficient_escort</th>\n",
-       "      <td id=\"T_339a1_row81_col0\" class=\"data row81 col0\" >-80.8</td>\n",
-       "      <td id=\"T_339a1_row81_col1\" class=\"data row81 col1\" > NA</td>\n",
-       "      <td id=\"T_339a1_row81_col2\" class=\"data row81 col2\" > NA</td>\n",
-       "      <td id=\"T_339a1_row81_col3\" class=\"data row81 col3\" >[***]</td>\n",
-       "      <td id=\"T_339a1_row81_col4\" class=\"data row81 col4\" > 15.70</td>\n",
-       "      <td id=\"T_339a1_row81_col5\" class=\"data row81 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row82\" class=\"row_heading level0 row82\" >bike_ASC_auto_sufficient_escort</th>\n",
-       "      <td id=\"T_339a1_row82_col0\" class=\"data row82 col0\" >-4.23</td>\n",
-       "      <td id=\"T_339a1_row82_col1\" class=\"data row82 col1\" > 0.746</td>\n",
-       "      <td id=\"T_339a1_row82_col2\" class=\"data row82 col2\" >-5.68</td>\n",
-       "      <td id=\"T_339a1_row82_col3\" class=\"data row82 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row82_col4\" class=\"data row82 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row82_col5\" class=\"data row82 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row83\" class=\"row_heading level0 row83\" >bike_ASC_no_auto_escort</th>\n",
-       "      <td id=\"T_339a1_row83_col0\" class=\"data row83 col0\" >-82.6</td>\n",
-       "      <td id=\"T_339a1_row83_col1\" class=\"data row83 col1\" > NA</td>\n",
-       "      <td id=\"T_339a1_row83_col2\" class=\"data row83 col2\" > NA</td>\n",
-       "      <td id=\"T_339a1_row83_col3\" class=\"data row83 col3\" >[]</td>\n",
-       "      <td id=\"T_339a1_row83_col4\" class=\"data row83 col4\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row83_col5\" class=\"data row83 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row84\" class=\"row_heading level0 row84\" >drive_transit_ASC_auto_deficient_escort</th>\n",
-       "      <td id=\"T_339a1_row84_col0\" class=\"data row84 col0\" > 12.0</td>\n",
-       "      <td id=\"T_339a1_row84_col1\" class=\"data row84 col1\" > 1.93</td>\n",
-       "      <td id=\"T_339a1_row84_col2\" class=\"data row84 col2\" > 6.23</td>\n",
-       "      <td id=\"T_339a1_row84_col3\" class=\"data row84 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row84_col4\" class=\"data row84 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row84_col5\" class=\"data row84 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row85\" class=\"row_heading level0 row85\" >drive_transit_ASC_auto_sufficient_escort</th>\n",
-       "      <td id=\"T_339a1_row85_col0\" class=\"data row85 col0\" >-38.4</td>\n",
-       "      <td id=\"T_339a1_row85_col1\" class=\"data row85 col1\" > NA</td>\n",
-       "      <td id=\"T_339a1_row85_col2\" class=\"data row85 col2\" > NA</td>\n",
-       "      <td id=\"T_339a1_row85_col3\" class=\"data row85 col3\" >[]</td>\n",
-       "      <td id=\"T_339a1_row85_col4\" class=\"data row85 col4\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row85_col5\" class=\"data row85 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row86\" class=\"row_heading level0 row86\" >sr2_ASC_auto_deficient_escort</th>\n",
-       "      <td id=\"T_339a1_row86_col0\" class=\"data row86 col0\" >-0.0289</td>\n",
-       "      <td id=\"T_339a1_row86_col1\" class=\"data row86 col1\" > 0.415</td>\n",
-       "      <td id=\"T_339a1_row86_col2\" class=\"data row86 col2\" >-0.07</td>\n",
-       "      <td id=\"T_339a1_row86_col3\" class=\"data row86 col3\" ></td>\n",
-       "      <td id=\"T_339a1_row86_col4\" class=\"data row86 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row86_col5\" class=\"data row86 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row87\" class=\"row_heading level0 row87\" >sr2_ASC_auto_sufficient_escort</th>\n",
-       "      <td id=\"T_339a1_row87_col0\" class=\"data row87 col0\" >-0.446</td>\n",
-       "      <td id=\"T_339a1_row87_col1\" class=\"data row87 col1\" > 0.436</td>\n",
-       "      <td id=\"T_339a1_row87_col2\" class=\"data row87 col2\" >-1.02</td>\n",
-       "      <td id=\"T_339a1_row87_col3\" class=\"data row87 col3\" ></td>\n",
-       "      <td id=\"T_339a1_row87_col4\" class=\"data row87 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row87_col5\" class=\"data row87 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row88\" class=\"row_heading level0 row88\" >sr3p_ASC_auto_deficient_escort</th>\n",
-       "      <td id=\"T_339a1_row88_col0\" class=\"data row88 col0\" >-0.242</td>\n",
-       "      <td id=\"T_339a1_row88_col1\" class=\"data row88 col1\" > 0.420</td>\n",
-       "      <td id=\"T_339a1_row88_col2\" class=\"data row88 col2\" >-0.58</td>\n",
-       "      <td id=\"T_339a1_row88_col3\" class=\"data row88 col3\" ></td>\n",
-       "      <td id=\"T_339a1_row88_col4\" class=\"data row88 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row88_col5\" class=\"data row88 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row89\" class=\"row_heading level0 row89\" >sr3p_ASC_auto_sufficient_escort</th>\n",
-       "      <td id=\"T_339a1_row89_col0\" class=\"data row89 col0\" >-0.573</td>\n",
-       "      <td id=\"T_339a1_row89_col1\" class=\"data row89 col1\" > 0.437</td>\n",
-       "      <td id=\"T_339a1_row89_col2\" class=\"data row89 col2\" >-1.31</td>\n",
-       "      <td id=\"T_339a1_row89_col3\" class=\"data row89 col3\" ></td>\n",
-       "      <td id=\"T_339a1_row89_col4\" class=\"data row89 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row89_col5\" class=\"data row89 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row90\" class=\"row_heading level0 row90\" >sr3p_ASC_no_auto_escort</th>\n",
-       "      <td id=\"T_339a1_row90_col0\" class=\"data row90 col0\" >-48.6</td>\n",
-       "      <td id=\"T_339a1_row90_col1\" class=\"data row90 col1\" > NA</td>\n",
-       "      <td id=\"T_339a1_row90_col2\" class=\"data row90 col2\" > NA</td>\n",
-       "      <td id=\"T_339a1_row90_col3\" class=\"data row90 col3\" >[]</td>\n",
-       "      <td id=\"T_339a1_row90_col4\" class=\"data row90 col4\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row90_col5\" class=\"data row90 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row91\" class=\"row_heading level0 row91\" >taxi_ASC_auto_deficient_escort_othmaint_shopping</th>\n",
-       "      <td id=\"T_339a1_row91_col0\" class=\"data row91 col0\" > 0.221</td>\n",
-       "      <td id=\"T_339a1_row91_col1\" class=\"data row91 col1\" > 0.304</td>\n",
-       "      <td id=\"T_339a1_row91_col2\" class=\"data row91 col2\" > 0.73</td>\n",
-       "      <td id=\"T_339a1_row91_col3\" class=\"data row91 col3\" ></td>\n",
-       "      <td id=\"T_339a1_row91_col4\" class=\"data row91 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row91_col5\" class=\"data row91 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row92\" class=\"row_heading level0 row92\" >taxi_ASC_auto_sufficient_escort_othmaint_shopping</th>\n",
-       "      <td id=\"T_339a1_row92_col0\" class=\"data row92 col0\" >-1.87</td>\n",
-       "      <td id=\"T_339a1_row92_col1\" class=\"data row92 col1\" > 0.295</td>\n",
-       "      <td id=\"T_339a1_row92_col2\" class=\"data row92 col2\" >-6.35</td>\n",
-       "      <td id=\"T_339a1_row92_col3\" class=\"data row92 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row92_col4\" class=\"data row92 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row92_col5\" class=\"data row92 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row93\" class=\"row_heading level0 row93\" >taxi_ASC_no_auto_escort_othmaint_shopping</th>\n",
-       "      <td id=\"T_339a1_row93_col0\" class=\"data row93 col0\" > 7.36</td>\n",
-       "      <td id=\"T_339a1_row93_col1\" class=\"data row93 col1\" > 0.451</td>\n",
-       "      <td id=\"T_339a1_row93_col2\" class=\"data row93 col2\" > 16.30</td>\n",
-       "      <td id=\"T_339a1_row93_col3\" class=\"data row93 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row93_col4\" class=\"data row93 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row93_col5\" class=\"data row93 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row94\" class=\"row_heading level0 row94\" >tnc_shared_ASC_auto_deficient_escort_othmaint_shopping</th>\n",
-       "      <td id=\"T_339a1_row94_col0\" class=\"data row94 col0\" >-0.244</td>\n",
-       "      <td id=\"T_339a1_row94_col1\" class=\"data row94 col1\" > 0.228</td>\n",
-       "      <td id=\"T_339a1_row94_col2\" class=\"data row94 col2\" >-1.07</td>\n",
-       "      <td id=\"T_339a1_row94_col3\" class=\"data row94 col3\" ></td>\n",
-       "      <td id=\"T_339a1_row94_col4\" class=\"data row94 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row94_col5\" class=\"data row94 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row95\" class=\"row_heading level0 row95\" >tnc_shared_ASC_auto_sufficient_escort_othmaint_shopping</th>\n",
-       "      <td id=\"T_339a1_row95_col0\" class=\"data row95 col0\" >-2.71</td>\n",
-       "      <td id=\"T_339a1_row95_col1\" class=\"data row95 col1\" > 0.286</td>\n",
-       "      <td id=\"T_339a1_row95_col2\" class=\"data row95 col2\" >-9.46</td>\n",
-       "      <td id=\"T_339a1_row95_col3\" class=\"data row95 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row95_col4\" class=\"data row95 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row95_col5\" class=\"data row95 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row96\" class=\"row_heading level0 row96\" >tnc_shared_ASC_no_auto_escort_othmaint_shopping</th>\n",
-       "      <td id=\"T_339a1_row96_col0\" class=\"data row96 col0\" > 6.66</td>\n",
-       "      <td id=\"T_339a1_row96_col1\" class=\"data row96 col1\" > 0.440</td>\n",
-       "      <td id=\"T_339a1_row96_col2\" class=\"data row96 col2\" > 15.13</td>\n",
-       "      <td id=\"T_339a1_row96_col3\" class=\"data row96 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row96_col4\" class=\"data row96 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row96_col5\" class=\"data row96 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row97\" class=\"row_heading level0 row97\" >tnc_single_ASC_auto_deficient_escort_othmaint_shopping</th>\n",
-       "      <td id=\"T_339a1_row97_col0\" class=\"data row97 col0\" > 0.896</td>\n",
-       "      <td id=\"T_339a1_row97_col1\" class=\"data row97 col1\" > 0.219</td>\n",
-       "      <td id=\"T_339a1_row97_col2\" class=\"data row97 col2\" > 4.09</td>\n",
-       "      <td id=\"T_339a1_row97_col3\" class=\"data row97 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row97_col4\" class=\"data row97 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row97_col5\" class=\"data row97 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row98\" class=\"row_heading level0 row98\" >tnc_single_ASC_auto_sufficient_escort_othmaint_shopping</th>\n",
-       "      <td id=\"T_339a1_row98_col0\" class=\"data row98 col0\" >-1.75</td>\n",
-       "      <td id=\"T_339a1_row98_col1\" class=\"data row98 col1\" > 0.263</td>\n",
-       "      <td id=\"T_339a1_row98_col2\" class=\"data row98 col2\" >-6.64</td>\n",
-       "      <td id=\"T_339a1_row98_col3\" class=\"data row98 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row98_col4\" class=\"data row98 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row98_col5\" class=\"data row98 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row99\" class=\"row_heading level0 row99\" >tnc_single_ASC_no_auto_escort_othmaint_shopping</th>\n",
-       "      <td id=\"T_339a1_row99_col0\" class=\"data row99 col0\" > 7.44</td>\n",
-       "      <td id=\"T_339a1_row99_col1\" class=\"data row99 col1\" > 0.437</td>\n",
-       "      <td id=\"T_339a1_row99_col2\" class=\"data row99 col2\" > 17.05</td>\n",
-       "      <td id=\"T_339a1_row99_col3\" class=\"data row99 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row99_col4\" class=\"data row99 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row99_col5\" class=\"data row99 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row100\" class=\"row_heading level0 row100\" >walk_ASC_auto_deficient_escort</th>\n",
-       "      <td id=\"T_339a1_row100_col0\" class=\"data row100 col0\" >-103.</td>\n",
-       "      <td id=\"T_339a1_row100_col1\" class=\"data row100 col1\" > NA</td>\n",
-       "      <td id=\"T_339a1_row100_col2\" class=\"data row100 col2\" > NA</td>\n",
-       "      <td id=\"T_339a1_row100_col3\" class=\"data row100 col3\" >[*]</td>\n",
-       "      <td id=\"T_339a1_row100_col4\" class=\"data row100 col4\" > 1.98</td>\n",
-       "      <td id=\"T_339a1_row100_col5\" class=\"data row100 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row101\" class=\"row_heading level0 row101\" >walk_ASC_auto_sufficient_escort</th>\n",
-       "      <td id=\"T_339a1_row101_col0\" class=\"data row101 col0\" >-2.20</td>\n",
-       "      <td id=\"T_339a1_row101_col1\" class=\"data row101 col1\" > 0.773</td>\n",
-       "      <td id=\"T_339a1_row101_col2\" class=\"data row101 col2\" >-2.84</td>\n",
-       "      <td id=\"T_339a1_row101_col3\" class=\"data row101 col3\" >**</td>\n",
-       "      <td id=\"T_339a1_row101_col4\" class=\"data row101 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row101_col5\" class=\"data row101 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row102\" class=\"row_heading level0 row102\" >walk_ASC_no_auto_escort</th>\n",
-       "      <td id=\"T_339a1_row102_col0\" class=\"data row102 col0\" > 7.37</td>\n",
-       "      <td id=\"T_339a1_row102_col1\" class=\"data row102 col1\" > 1.26</td>\n",
-       "      <td id=\"T_339a1_row102_col2\" class=\"data row102 col2\" > 5.87</td>\n",
-       "      <td id=\"T_339a1_row102_col3\" class=\"data row102 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row102_col4\" class=\"data row102 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row102_col5\" class=\"data row102 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row103\" class=\"row_heading level0 row103\" >walk_transit_ASC_auto_deficient_escort</th>\n",
-       "      <td id=\"T_339a1_row103_col0\" class=\"data row103 col0\" > 8.76</td>\n",
-       "      <td id=\"T_339a1_row103_col1\" class=\"data row103 col1\" > 1.87</td>\n",
-       "      <td id=\"T_339a1_row103_col2\" class=\"data row103 col2\" > 4.70</td>\n",
-       "      <td id=\"T_339a1_row103_col3\" class=\"data row103 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row103_col4\" class=\"data row103 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row103_col5\" class=\"data row103 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row104\" class=\"row_heading level0 row104\" >walk_transit_ASC_auto_sufficient_escort</th>\n",
-       "      <td id=\"T_339a1_row104_col0\" class=\"data row104 col0\" > 7.57</td>\n",
-       "      <td id=\"T_339a1_row104_col1\" class=\"data row104 col1\" > 1.77</td>\n",
-       "      <td id=\"T_339a1_row104_col2\" class=\"data row104 col2\" > 4.29</td>\n",
-       "      <td id=\"T_339a1_row104_col3\" class=\"data row104 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row104_col4\" class=\"data row104 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row104_col5\" class=\"data row104 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row105\" class=\"row_heading level0 row105\" >walk_transit_ASC_no_auto_escort</th>\n",
-       "      <td id=\"T_339a1_row105_col0\" class=\"data row105 col0\" >-44.3</td>\n",
-       "      <td id=\"T_339a1_row105_col1\" class=\"data row105 col1\" > NA</td>\n",
-       "      <td id=\"T_339a1_row105_col2\" class=\"data row105 col2\" > NA</td>\n",
-       "      <td id=\"T_339a1_row105_col3\" class=\"data row105 col3\" >[]</td>\n",
-       "      <td id=\"T_339a1_row105_col4\" class=\"data row105 col4\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row105_col5\" class=\"data row105 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row106\" class=\"row_heading level0 row106\" >bike_ASC_auto_deficient_othdiscr</th>\n",
-       "      <td id=\"T_339a1_row106_col0\" class=\"data row106 col0\" > 0.229</td>\n",
-       "      <td id=\"T_339a1_row106_col1\" class=\"data row106 col1\" > 0.469</td>\n",
-       "      <td id=\"T_339a1_row106_col2\" class=\"data row106 col2\" > 0.49</td>\n",
-       "      <td id=\"T_339a1_row106_col3\" class=\"data row106 col3\" ></td>\n",
-       "      <td id=\"T_339a1_row106_col4\" class=\"data row106 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row106_col5\" class=\"data row106 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row107\" class=\"row_heading level0 row107\" >bike_ASC_auto_sufficient_othdiscr</th>\n",
-       "      <td id=\"T_339a1_row107_col0\" class=\"data row107 col0\" >-1.92</td>\n",
-       "      <td id=\"T_339a1_row107_col1\" class=\"data row107 col1\" > 0.393</td>\n",
-       "      <td id=\"T_339a1_row107_col2\" class=\"data row107 col2\" >-4.87</td>\n",
-       "      <td id=\"T_339a1_row107_col3\" class=\"data row107 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row107_col4\" class=\"data row107 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row107_col5\" class=\"data row107 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row108\" class=\"row_heading level0 row108\" >bike_ASC_no_auto_othdiscr</th>\n",
-       "      <td id=\"T_339a1_row108_col0\" class=\"data row108 col0\" > 5.46</td>\n",
-       "      <td id=\"T_339a1_row108_col1\" class=\"data row108 col1\" > 0.640</td>\n",
-       "      <td id=\"T_339a1_row108_col2\" class=\"data row108 col2\" > 8.52</td>\n",
-       "      <td id=\"T_339a1_row108_col3\" class=\"data row108 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row108_col4\" class=\"data row108 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row108_col5\" class=\"data row108 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row109\" class=\"row_heading level0 row109\" >drive_transit_ASC_auto_deficient_othdiscr</th>\n",
-       "      <td id=\"T_339a1_row109_col0\" class=\"data row109 col0\" >-61.4</td>\n",
-       "      <td id=\"T_339a1_row109_col1\" class=\"data row109 col1\" > NA</td>\n",
-       "      <td id=\"T_339a1_row109_col2\" class=\"data row109 col2\" > NA</td>\n",
-       "      <td id=\"T_339a1_row109_col3\" class=\"data row109 col3\" >[]</td>\n",
-       "      <td id=\"T_339a1_row109_col4\" class=\"data row109 col4\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row109_col5\" class=\"data row109 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row110\" class=\"row_heading level0 row110\" >drive_transit_ASC_auto_sufficient_othdiscr</th>\n",
-       "      <td id=\"T_339a1_row110_col0\" class=\"data row110 col0\" > 11.3</td>\n",
-       "      <td id=\"T_339a1_row110_col1\" class=\"data row110 col1\" > 1.94</td>\n",
-       "      <td id=\"T_339a1_row110_col2\" class=\"data row110 col2\" > 5.85</td>\n",
-       "      <td id=\"T_339a1_row110_col3\" class=\"data row110 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row110_col4\" class=\"data row110 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row110_col5\" class=\"data row110 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row111\" class=\"row_heading level0 row111\" >sr2_ASC_auto_deficient_othdiscr</th>\n",
-       "      <td id=\"T_339a1_row111_col0\" class=\"data row111 col0\" > 0.739</td>\n",
-       "      <td id=\"T_339a1_row111_col1\" class=\"data row111 col1\" > 0.378</td>\n",
-       "      <td id=\"T_339a1_row111_col2\" class=\"data row111 col2\" > 1.96</td>\n",
-       "      <td id=\"T_339a1_row111_col3\" class=\"data row111 col3\" ></td>\n",
-       "      <td id=\"T_339a1_row111_col4\" class=\"data row111 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row111_col5\" class=\"data row111 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row112\" class=\"row_heading level0 row112\" >sr2_ASC_auto_sufficient_othdiscr</th>\n",
-       "      <td id=\"T_339a1_row112_col0\" class=\"data row112 col0\" > 0.123</td>\n",
-       "      <td id=\"T_339a1_row112_col1\" class=\"data row112 col1\" > 0.299</td>\n",
-       "      <td id=\"T_339a1_row112_col2\" class=\"data row112 col2\" > 0.41</td>\n",
-       "      <td id=\"T_339a1_row112_col3\" class=\"data row112 col3\" ></td>\n",
-       "      <td id=\"T_339a1_row112_col4\" class=\"data row112 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row112_col5\" class=\"data row112 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row113\" class=\"row_heading level0 row113\" >sr3p_ASC_auto_deficient_othdiscr</th>\n",
-       "      <td id=\"T_339a1_row113_col0\" class=\"data row113 col0\" > 0.935</td>\n",
-       "      <td id=\"T_339a1_row113_col1\" class=\"data row113 col1\" > 0.364</td>\n",
-       "      <td id=\"T_339a1_row113_col2\" class=\"data row113 col2\" > 2.57</td>\n",
-       "      <td id=\"T_339a1_row113_col3\" class=\"data row113 col3\" >*</td>\n",
-       "      <td id=\"T_339a1_row113_col4\" class=\"data row113 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row113_col5\" class=\"data row113 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row114\" class=\"row_heading level0 row114\" >sr3p_ASC_auto_sufficient_othdiscr</th>\n",
-       "      <td id=\"T_339a1_row114_col0\" class=\"data row114 col0\" > 0.246</td>\n",
-       "      <td id=\"T_339a1_row114_col1\" class=\"data row114 col1\" > 0.295</td>\n",
-       "      <td id=\"T_339a1_row114_col2\" class=\"data row114 col2\" > 0.83</td>\n",
-       "      <td id=\"T_339a1_row114_col3\" class=\"data row114 col3\" ></td>\n",
-       "      <td id=\"T_339a1_row114_col4\" class=\"data row114 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row114_col5\" class=\"data row114 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row115\" class=\"row_heading level0 row115\" >sr3p_ASC_no_auto_othdiscr</th>\n",
-       "      <td id=\"T_339a1_row115_col0\" class=\"data row115 col0\" > 6.41</td>\n",
-       "      <td id=\"T_339a1_row115_col1\" class=\"data row115 col1\" > 0.497</td>\n",
-       "      <td id=\"T_339a1_row115_col2\" class=\"data row115 col2\" > 12.89</td>\n",
-       "      <td id=\"T_339a1_row115_col3\" class=\"data row115 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row115_col4\" class=\"data row115 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row115_col5\" class=\"data row115 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row116\" class=\"row_heading level0 row116\" >walk_ASC_auto_deficient_othdiscr</th>\n",
-       "      <td id=\"T_339a1_row116_col0\" class=\"data row116 col0\" > 1.63</td>\n",
-       "      <td id=\"T_339a1_row116_col1\" class=\"data row116 col1\" > 0.545</td>\n",
-       "      <td id=\"T_339a1_row116_col2\" class=\"data row116 col2\" > 2.98</td>\n",
-       "      <td id=\"T_339a1_row116_col3\" class=\"data row116 col3\" >**</td>\n",
-       "      <td id=\"T_339a1_row116_col4\" class=\"data row116 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row116_col5\" class=\"data row116 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row117\" class=\"row_heading level0 row117\" >walk_ASC_auto_sufficient_othdiscr</th>\n",
-       "      <td id=\"T_339a1_row117_col0\" class=\"data row117 col0\" > 1.09</td>\n",
-       "      <td id=\"T_339a1_row117_col1\" class=\"data row117 col1\" > 0.261</td>\n",
-       "      <td id=\"T_339a1_row117_col2\" class=\"data row117 col2\" > 4.20</td>\n",
-       "      <td id=\"T_339a1_row117_col3\" class=\"data row117 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row117_col4\" class=\"data row117 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row117_col5\" class=\"data row117 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row118\" class=\"row_heading level0 row118\" >walk_ASC_no_auto_othdiscr</th>\n",
-       "      <td id=\"T_339a1_row118_col0\" class=\"data row118 col0\" > 8.77</td>\n",
-       "      <td id=\"T_339a1_row118_col1\" class=\"data row118 col1\" > 0.545</td>\n",
-       "      <td id=\"T_339a1_row118_col2\" class=\"data row118 col2\" > 16.09</td>\n",
-       "      <td id=\"T_339a1_row118_col3\" class=\"data row118 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row118_col4\" class=\"data row118 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row118_col5\" class=\"data row118 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row119\" class=\"row_heading level0 row119\" >walk_transit_ASC_auto_deficient_othdiscr</th>\n",
-       "      <td id=\"T_339a1_row119_col0\" class=\"data row119 col0\" > 13.3</td>\n",
-       "      <td id=\"T_339a1_row119_col1\" class=\"data row119 col1\" > 1.67</td>\n",
-       "      <td id=\"T_339a1_row119_col2\" class=\"data row119 col2\" > 7.97</td>\n",
-       "      <td id=\"T_339a1_row119_col3\" class=\"data row119 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row119_col4\" class=\"data row119 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row119_col5\" class=\"data row119 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row120\" class=\"row_heading level0 row120\" >walk_transit_ASC_auto_sufficient_othdiscr</th>\n",
-       "      <td id=\"T_339a1_row120_col0\" class=\"data row120 col0\" > 11.3</td>\n",
-       "      <td id=\"T_339a1_row120_col1\" class=\"data row120 col1\" > 1.65</td>\n",
-       "      <td id=\"T_339a1_row120_col2\" class=\"data row120 col2\" > 6.84</td>\n",
-       "      <td id=\"T_339a1_row120_col3\" class=\"data row120 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row120_col4\" class=\"data row120 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row120_col5\" class=\"data row120 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row121\" class=\"row_heading level0 row121\" >walk_transit_ASC_no_auto_othdiscr</th>\n",
-       "      <td id=\"T_339a1_row121_col0\" class=\"data row121 col0\" > 20.4</td>\n",
-       "      <td id=\"T_339a1_row121_col1\" class=\"data row121 col1\" > 1.44</td>\n",
-       "      <td id=\"T_339a1_row121_col2\" class=\"data row121 col2\" > 14.14</td>\n",
-       "      <td id=\"T_339a1_row121_col3\" class=\"data row121 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row121_col4\" class=\"data row121 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row121_col5\" class=\"data row121 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row122\" class=\"row_heading level0 row122\" >bike_ASC_auto_deficient_othmaint</th>\n",
-       "      <td id=\"T_339a1_row122_col0\" class=\"data row122 col0\" >-1.55</td>\n",
-       "      <td id=\"T_339a1_row122_col1\" class=\"data row122 col1\" > 0.792</td>\n",
-       "      <td id=\"T_339a1_row122_col2\" class=\"data row122 col2\" >-1.96</td>\n",
-       "      <td id=\"T_339a1_row122_col3\" class=\"data row122 col3\" ></td>\n",
-       "      <td id=\"T_339a1_row122_col4\" class=\"data row122 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row122_col5\" class=\"data row122 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row123\" class=\"row_heading level0 row123\" >bike_ASC_auto_sufficient_othmaint</th>\n",
-       "      <td id=\"T_339a1_row123_col0\" class=\"data row123 col0\" >-2.48</td>\n",
-       "      <td id=\"T_339a1_row123_col1\" class=\"data row123 col1\" > 0.551</td>\n",
-       "      <td id=\"T_339a1_row123_col2\" class=\"data row123 col2\" >-4.51</td>\n",
-       "      <td id=\"T_339a1_row123_col3\" class=\"data row123 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row123_col4\" class=\"data row123 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row123_col5\" class=\"data row123 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row124\" class=\"row_heading level0 row124\" >bike_ASC_no_auto_othmaint</th>\n",
-       "      <td id=\"T_339a1_row124_col0\" class=\"data row124 col0\" > 7.09</td>\n",
-       "      <td id=\"T_339a1_row124_col1\" class=\"data row124 col1\" > 0.520</td>\n",
-       "      <td id=\"T_339a1_row124_col2\" class=\"data row124 col2\" > 13.63</td>\n",
-       "      <td id=\"T_339a1_row124_col3\" class=\"data row124 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row124_col4\" class=\"data row124 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row124_col5\" class=\"data row124 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row125\" class=\"row_heading level0 row125\" >drive_transit_ASC_auto_deficient_othmaint</th>\n",
-       "      <td id=\"T_339a1_row125_col0\" class=\"data row125 col0\" >-65.9</td>\n",
-       "      <td id=\"T_339a1_row125_col1\" class=\"data row125 col1\" > NA</td>\n",
-       "      <td id=\"T_339a1_row125_col2\" class=\"data row125 col2\" > NA</td>\n",
-       "      <td id=\"T_339a1_row125_col3\" class=\"data row125 col3\" >[]</td>\n",
-       "      <td id=\"T_339a1_row125_col4\" class=\"data row125 col4\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row125_col5\" class=\"data row125 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row126\" class=\"row_heading level0 row126\" >drive_transit_ASC_auto_sufficient_othmaint</th>\n",
-       "      <td id=\"T_339a1_row126_col0\" class=\"data row126 col0\" >-32.2</td>\n",
-       "      <td id=\"T_339a1_row126_col1\" class=\"data row126 col1\" > NA</td>\n",
-       "      <td id=\"T_339a1_row126_col2\" class=\"data row126 col2\" > NA</td>\n",
-       "      <td id=\"T_339a1_row126_col3\" class=\"data row126 col3\" >[]</td>\n",
-       "      <td id=\"T_339a1_row126_col4\" class=\"data row126 col4\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row126_col5\" class=\"data row126 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row127\" class=\"row_heading level0 row127\" >sr2_ASC_auto_deficient_othmaint</th>\n",
-       "      <td id=\"T_339a1_row127_col0\" class=\"data row127 col0\" >-0.174</td>\n",
-       "      <td id=\"T_339a1_row127_col1\" class=\"data row127 col1\" > 0.421</td>\n",
-       "      <td id=\"T_339a1_row127_col2\" class=\"data row127 col2\" >-0.41</td>\n",
-       "      <td id=\"T_339a1_row127_col3\" class=\"data row127 col3\" ></td>\n",
-       "      <td id=\"T_339a1_row127_col4\" class=\"data row127 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row127_col5\" class=\"data row127 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row128\" class=\"row_heading level0 row128\" >sr2_ASC_auto_sufficient_othmaint</th>\n",
-       "      <td id=\"T_339a1_row128_col0\" class=\"data row128 col0\" > 0.222</td>\n",
-       "      <td id=\"T_339a1_row128_col1\" class=\"data row128 col1\" > 0.306</td>\n",
-       "      <td id=\"T_339a1_row128_col2\" class=\"data row128 col2\" > 0.72</td>\n",
-       "      <td id=\"T_339a1_row128_col3\" class=\"data row128 col3\" ></td>\n",
-       "      <td id=\"T_339a1_row128_col4\" class=\"data row128 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row128_col5\" class=\"data row128 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row129\" class=\"row_heading level0 row129\" >sr3p_ASC_auto_deficient_othmaint</th>\n",
-       "      <td id=\"T_339a1_row129_col0\" class=\"data row129 col0\" >-1.77</td>\n",
-       "      <td id=\"T_339a1_row129_col1\" class=\"data row129 col1\" > 0.796</td>\n",
-       "      <td id=\"T_339a1_row129_col2\" class=\"data row129 col2\" >-2.22</td>\n",
-       "      <td id=\"T_339a1_row129_col3\" class=\"data row129 col3\" >*</td>\n",
-       "      <td id=\"T_339a1_row129_col4\" class=\"data row129 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row129_col5\" class=\"data row129 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row130\" class=\"row_heading level0 row130\" >sr3p_ASC_auto_sufficient_othmaint</th>\n",
-       "      <td id=\"T_339a1_row130_col0\" class=\"data row130 col0\" >-0.251</td>\n",
-       "      <td id=\"T_339a1_row130_col1\" class=\"data row130 col1\" > 0.322</td>\n",
-       "      <td id=\"T_339a1_row130_col2\" class=\"data row130 col2\" >-0.78</td>\n",
-       "      <td id=\"T_339a1_row130_col3\" class=\"data row130 col3\" ></td>\n",
-       "      <td id=\"T_339a1_row130_col4\" class=\"data row130 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row130_col5\" class=\"data row130 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row131\" class=\"row_heading level0 row131\" >sr3p_ASC_no_auto_othmaint</th>\n",
-       "      <td id=\"T_339a1_row131_col0\" class=\"data row131 col0\" > 4.59</td>\n",
-       "      <td id=\"T_339a1_row131_col1\" class=\"data row131 col1\" > 0.844</td>\n",
-       "      <td id=\"T_339a1_row131_col2\" class=\"data row131 col2\" > 5.44</td>\n",
-       "      <td id=\"T_339a1_row131_col3\" class=\"data row131 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row131_col4\" class=\"data row131 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row131_col5\" class=\"data row131 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row132\" class=\"row_heading level0 row132\" >walk_ASC_auto_deficient_othmaint</th>\n",
-       "      <td id=\"T_339a1_row132_col0\" class=\"data row132 col0\" > 1.83</td>\n",
-       "      <td id=\"T_339a1_row132_col1\" class=\"data row132 col1\" > 0.694</td>\n",
-       "      <td id=\"T_339a1_row132_col2\" class=\"data row132 col2\" > 2.64</td>\n",
-       "      <td id=\"T_339a1_row132_col3\" class=\"data row132 col3\" >**</td>\n",
-       "      <td id=\"T_339a1_row132_col4\" class=\"data row132 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row132_col5\" class=\"data row132 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row133\" class=\"row_heading level0 row133\" >walk_ASC_auto_sufficient_othmaint</th>\n",
-       "      <td id=\"T_339a1_row133_col0\" class=\"data row133 col0\" > 0.890</td>\n",
-       "      <td id=\"T_339a1_row133_col1\" class=\"data row133 col1\" > 0.354</td>\n",
-       "      <td id=\"T_339a1_row133_col2\" class=\"data row133 col2\" > 2.51</td>\n",
-       "      <td id=\"T_339a1_row133_col3\" class=\"data row133 col3\" >*</td>\n",
-       "      <td id=\"T_339a1_row133_col4\" class=\"data row133 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row133_col5\" class=\"data row133 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row134\" class=\"row_heading level0 row134\" >walk_ASC_no_auto_othmaint</th>\n",
-       "      <td id=\"T_339a1_row134_col0\" class=\"data row134 col0\" > 6.29</td>\n",
-       "      <td id=\"T_339a1_row134_col1\" class=\"data row134 col1\" > 0.883</td>\n",
-       "      <td id=\"T_339a1_row134_col2\" class=\"data row134 col2\" > 7.13</td>\n",
-       "      <td id=\"T_339a1_row134_col3\" class=\"data row134 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row134_col4\" class=\"data row134 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row134_col5\" class=\"data row134 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row135\" class=\"row_heading level0 row135\" >walk_transit_ASC_auto_deficient_othmaint</th>\n",
-       "      <td id=\"T_339a1_row135_col0\" class=\"data row135 col0\" > 9.41</td>\n",
-       "      <td id=\"T_339a1_row135_col1\" class=\"data row135 col1\" > 1.92</td>\n",
-       "      <td id=\"T_339a1_row135_col2\" class=\"data row135 col2\" > 4.90</td>\n",
-       "      <td id=\"T_339a1_row135_col3\" class=\"data row135 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row135_col4\" class=\"data row135 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row135_col5\" class=\"data row135 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row136\" class=\"row_heading level0 row136\" >walk_transit_ASC_auto_sufficient_othmaint</th>\n",
-       "      <td id=\"T_339a1_row136_col0\" class=\"data row136 col0\" > 11.0</td>\n",
-       "      <td id=\"T_339a1_row136_col1\" class=\"data row136 col1\" > 1.66</td>\n",
-       "      <td id=\"T_339a1_row136_col2\" class=\"data row136 col2\" > 6.59</td>\n",
-       "      <td id=\"T_339a1_row136_col3\" class=\"data row136 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row136_col4\" class=\"data row136 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row136_col5\" class=\"data row136 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row137\" class=\"row_heading level0 row137\" >walk_transit_ASC_no_auto_othmaint</th>\n",
-       "      <td id=\"T_339a1_row137_col0\" class=\"data row137 col0\" > 20.6</td>\n",
-       "      <td id=\"T_339a1_row137_col1\" class=\"data row137 col1\" > 1.45</td>\n",
-       "      <td id=\"T_339a1_row137_col2\" class=\"data row137 col2\" > 14.26</td>\n",
-       "      <td id=\"T_339a1_row137_col3\" class=\"data row137 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row137_col4\" class=\"data row137 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row137_col5\" class=\"data row137 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row138\" class=\"row_heading level0 row138\" >bike_ASC_auto_deficient_school</th>\n",
-       "      <td id=\"T_339a1_row138_col0\" class=\"data row138 col0\" >-0.418</td>\n",
-       "      <td id=\"T_339a1_row138_col1\" class=\"data row138 col1\" > 1.07</td>\n",
-       "      <td id=\"T_339a1_row138_col2\" class=\"data row138 col2\" >-0.39</td>\n",
-       "      <td id=\"T_339a1_row138_col3\" class=\"data row138 col3\" ></td>\n",
-       "      <td id=\"T_339a1_row138_col4\" class=\"data row138 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row138_col5\" class=\"data row138 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row139\" class=\"row_heading level0 row139\" >bike_ASC_auto_sufficient_school</th>\n",
-       "      <td id=\"T_339a1_row139_col0\" class=\"data row139 col0\" >-3.51</td>\n",
-       "      <td id=\"T_339a1_row139_col1\" class=\"data row139 col1\" > 0.742</td>\n",
-       "      <td id=\"T_339a1_row139_col2\" class=\"data row139 col2\" >-4.72</td>\n",
-       "      <td id=\"T_339a1_row139_col3\" class=\"data row139 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row139_col4\" class=\"data row139 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row139_col5\" class=\"data row139 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row140\" class=\"row_heading level0 row140\" >bike_ASC_no_auto_school</th>\n",
-       "      <td id=\"T_339a1_row140_col0\" class=\"data row140 col0\" >-28.7</td>\n",
-       "      <td id=\"T_339a1_row140_col1\" class=\"data row140 col1\" > NA</td>\n",
-       "      <td id=\"T_339a1_row140_col2\" class=\"data row140 col2\" > NA</td>\n",
-       "      <td id=\"T_339a1_row140_col3\" class=\"data row140 col3\" >[]</td>\n",
-       "      <td id=\"T_339a1_row140_col4\" class=\"data row140 col4\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row140_col5\" class=\"data row140 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row141\" class=\"row_heading level0 row141\" >coef_age010_trn_multiplier_school_univ</th>\n",
-       "      <td id=\"T_339a1_row141_col0\" class=\"data row141 col0\" >-1.11</td>\n",
-       "      <td id=\"T_339a1_row141_col1\" class=\"data row141 col1\" > 0.279</td>\n",
-       "      <td id=\"T_339a1_row141_col2\" class=\"data row141 col2\" >-3.98</td>\n",
-       "      <td id=\"T_339a1_row141_col3\" class=\"data row141 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row141_col4\" class=\"data row141 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row141_col5\" class=\"data row141 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row142\" class=\"row_heading level0 row142\" >coef_age1619_da_multiplier_school_univ</th>\n",
-       "      <td id=\"T_339a1_row142_col0\" class=\"data row142 col0\" >-1.60</td>\n",
-       "      <td id=\"T_339a1_row142_col1\" class=\"data row142 col1\" > 0.496</td>\n",
-       "      <td id=\"T_339a1_row142_col2\" class=\"data row142 col2\" >-3.22</td>\n",
-       "      <td id=\"T_339a1_row142_col3\" class=\"data row142 col3\" >**</td>\n",
-       "      <td id=\"T_339a1_row142_col4\" class=\"data row142 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row142_col5\" class=\"data row142 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row143\" class=\"row_heading level0 row143\" >coef_age16p_sr_multiplier_school_univ_work_atwork</th>\n",
-       "      <td id=\"T_339a1_row143_col0\" class=\"data row143 col0\" >-0.721</td>\n",
-       "      <td id=\"T_339a1_row143_col1\" class=\"data row143 col1\" > 0.357</td>\n",
-       "      <td id=\"T_339a1_row143_col2\" class=\"data row143 col2\" >-2.02</td>\n",
-       "      <td id=\"T_339a1_row143_col3\" class=\"data row143 col3\" >*</td>\n",
-       "      <td id=\"T_339a1_row143_col4\" class=\"data row143 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row143_col5\" class=\"data row143 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row144\" class=\"row_heading level0 row144\" >coef_hhsize2_sr_multiplier_school_univ</th>\n",
-       "      <td id=\"T_339a1_row144_col0\" class=\"data row144 col0\" >-0.534</td>\n",
-       "      <td id=\"T_339a1_row144_col1\" class=\"data row144 col1\" > 0.528</td>\n",
-       "      <td id=\"T_339a1_row144_col2\" class=\"data row144 col2\" >-1.01</td>\n",
-       "      <td id=\"T_339a1_row144_col3\" class=\"data row144 col3\" ></td>\n",
-       "      <td id=\"T_339a1_row144_col4\" class=\"data row144 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row144_col5\" class=\"data row144 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row145\" class=\"row_heading level0 row145\" >coef_ivt_school_univ</th>\n",
-       "      <td id=\"T_339a1_row145_col0\" class=\"data row145 col0\" >-0.0212</td>\n",
-       "      <td id=\"T_339a1_row145_col1\" class=\"data row145 col1\" > 0.00207</td>\n",
-       "      <td id=\"T_339a1_row145_col2\" class=\"data row145 col2\" >-10.25</td>\n",
-       "      <td id=\"T_339a1_row145_col3\" class=\"data row145 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row145_col4\" class=\"data row145 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row145_col5\" class=\"data row145 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row146\" class=\"row_heading level0 row146\" >commuter_rail_ASC_school_univ</th>\n",
-       "      <td id=\"T_339a1_row146_col0\" class=\"data row146 col0\" >-32.4</td>\n",
-       "      <td id=\"T_339a1_row146_col1\" class=\"data row146 col1\" > NA</td>\n",
-       "      <td id=\"T_339a1_row146_col2\" class=\"data row146 col2\" > NA</td>\n",
-       "      <td id=\"T_339a1_row146_col3\" class=\"data row146 col3\" >[***]</td>\n",
-       "      <td id=\"T_339a1_row146_col4\" class=\"data row146 col4\" > 230.28</td>\n",
-       "      <td id=\"T_339a1_row146_col5\" class=\"data row146 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row147\" class=\"row_heading level0 row147\" >drive_ferry_ASC_school_univ</th>\n",
-       "      <td id=\"T_339a1_row147_col0\" class=\"data row147 col0\" > 2.02</td>\n",
-       "      <td id=\"T_339a1_row147_col1\" class=\"data row147 col1\" > NA</td>\n",
-       "      <td id=\"T_339a1_row147_col2\" class=\"data row147 col2\" > NA</td>\n",
-       "      <td id=\"T_339a1_row147_col3\" class=\"data row147 col3\" >[]</td>\n",
-       "      <td id=\"T_339a1_row147_col4\" class=\"data row147 col4\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row147_col5\" class=\"data row147 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row148\" class=\"row_heading level0 row148\" >drive_light_rail_ASC_school_univ</th>\n",
-       "      <td id=\"T_339a1_row148_col0\" class=\"data row148 col0\" >-19.1</td>\n",
-       "      <td id=\"T_339a1_row148_col1\" class=\"data row148 col1\" > 0.0154</td>\n",
-       "      <td id=\"T_339a1_row148_col2\" class=\"data row148 col2\" >-BIG</td>\n",
-       "      <td id=\"T_339a1_row148_col3\" class=\"data row148 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row148_col4\" class=\"data row148 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row148_col5\" class=\"data row148 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row149\" class=\"row_heading level0 row149\" >drive_transit_ASC_auto_deficient_school</th>\n",
-       "      <td id=\"T_339a1_row149_col0\" class=\"data row149 col0\" >-96.0</td>\n",
-       "      <td id=\"T_339a1_row149_col1\" class=\"data row149 col1\" > NA</td>\n",
-       "      <td id=\"T_339a1_row149_col2\" class=\"data row149 col2\" > NA</td>\n",
-       "      <td id=\"T_339a1_row149_col3\" class=\"data row149 col3\" >[***]</td>\n",
-       "      <td id=\"T_339a1_row149_col4\" class=\"data row149 col4\" > BIG</td>\n",
-       "      <td id=\"T_339a1_row149_col5\" class=\"data row149 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row150\" class=\"row_heading level0 row150\" >drive_transit_ASC_auto_sufficient_school</th>\n",
-       "      <td id=\"T_339a1_row150_col0\" class=\"data row150 col0\" >-46.2</td>\n",
-       "      <td id=\"T_339a1_row150_col1\" class=\"data row150 col1\" > 153.</td>\n",
-       "      <td id=\"T_339a1_row150_col2\" class=\"data row150 col2\" >-0.30</td>\n",
-       "      <td id=\"T_339a1_row150_col3\" class=\"data row150 col3\" ></td>\n",
-       "      <td id=\"T_339a1_row150_col4\" class=\"data row150 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row150_col5\" class=\"data row150 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row151\" class=\"row_heading level0 row151\" >drive_transit_CBD_ASC_school_univ</th>\n",
-       "      <td id=\"T_339a1_row151_col0\" class=\"data row151 col0\" > 62.5</td>\n",
-       "      <td id=\"T_339a1_row151_col1\" class=\"data row151 col1\" > 153.</td>\n",
-       "      <td id=\"T_339a1_row151_col2\" class=\"data row151 col2\" > 0.41</td>\n",
-       "      <td id=\"T_339a1_row151_col3\" class=\"data row151 col3\" ></td>\n",
-       "      <td id=\"T_339a1_row151_col4\" class=\"data row151 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row151_col5\" class=\"data row151 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row152\" class=\"row_heading level0 row152\" >express_bus_ASC_school_univ</th>\n",
-       "      <td id=\"T_339a1_row152_col0\" class=\"data row152 col0\" > 0.325</td>\n",
-       "      <td id=\"T_339a1_row152_col1\" class=\"data row152 col1\" > NA</td>\n",
-       "      <td id=\"T_339a1_row152_col2\" class=\"data row152 col2\" > NA</td>\n",
-       "      <td id=\"T_339a1_row152_col3\" class=\"data row152 col3\" >[]</td>\n",
-       "      <td id=\"T_339a1_row152_col4\" class=\"data row152 col4\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row152_col5\" class=\"data row152 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row153\" class=\"row_heading level0 row153\" >heavy_rail_ASC_school_univ</th>\n",
-       "      <td id=\"T_339a1_row153_col0\" class=\"data row153 col0\" >-12.4</td>\n",
-       "      <td id=\"T_339a1_row153_col1\" class=\"data row153 col1\" > 305.</td>\n",
-       "      <td id=\"T_339a1_row153_col2\" class=\"data row153 col2\" >-0.04</td>\n",
-       "      <td id=\"T_339a1_row153_col3\" class=\"data row153 col3\" ></td>\n",
-       "      <td id=\"T_339a1_row153_col4\" class=\"data row153 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row153_col5\" class=\"data row153 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row154\" class=\"row_heading level0 row154\" >local_bus_ASC_school_univ</th>\n",
-       "      <td id=\"T_339a1_row154_col0\" class=\"data row154 col0\" >-13.9</td>\n",
-       "      <td id=\"T_339a1_row154_col1\" class=\"data row154 col1\" > 305.</td>\n",
-       "      <td id=\"T_339a1_row154_col2\" class=\"data row154 col2\" >-0.05</td>\n",
-       "      <td id=\"T_339a1_row154_col3\" class=\"data row154 col3\" ></td>\n",
-       "      <td id=\"T_339a1_row154_col4\" class=\"data row154 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row154_col5\" class=\"data row154 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row155\" class=\"row_heading level0 row155\" >sr2_ASC_auto_deficient_school</th>\n",
-       "      <td id=\"T_339a1_row155_col0\" class=\"data row155 col0\" > 0.116</td>\n",
-       "      <td id=\"T_339a1_row155_col1\" class=\"data row155 col1\" > 0.860</td>\n",
-       "      <td id=\"T_339a1_row155_col2\" class=\"data row155 col2\" > 0.14</td>\n",
-       "      <td id=\"T_339a1_row155_col3\" class=\"data row155 col3\" ></td>\n",
-       "      <td id=\"T_339a1_row155_col4\" class=\"data row155 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row155_col5\" class=\"data row155 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row156\" class=\"row_heading level0 row156\" >sr2_ASC_auto_sufficient_school</th>\n",
-       "      <td id=\"T_339a1_row156_col0\" class=\"data row156 col0\" >-1.65</td>\n",
-       "      <td id=\"T_339a1_row156_col1\" class=\"data row156 col1\" > 0.362</td>\n",
-       "      <td id=\"T_339a1_row156_col2\" class=\"data row156 col2\" >-4.55</td>\n",
-       "      <td id=\"T_339a1_row156_col3\" class=\"data row156 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row156_col4\" class=\"data row156 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row156_col5\" class=\"data row156 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row157\" class=\"row_heading level0 row157\" >sr3p_ASC_auto_deficient_school</th>\n",
-       "      <td id=\"T_339a1_row157_col0\" class=\"data row157 col0\" > 0.721</td>\n",
-       "      <td id=\"T_339a1_row157_col1\" class=\"data row157 col1\" > 0.848</td>\n",
-       "      <td id=\"T_339a1_row157_col2\" class=\"data row157 col2\" > 0.85</td>\n",
-       "      <td id=\"T_339a1_row157_col3\" class=\"data row157 col3\" ></td>\n",
-       "      <td id=\"T_339a1_row157_col4\" class=\"data row157 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row157_col5\" class=\"data row157 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row158\" class=\"row_heading level0 row158\" >sr3p_ASC_auto_sufficient_school</th>\n",
-       "      <td id=\"T_339a1_row158_col0\" class=\"data row158 col0\" >-1.19</td>\n",
-       "      <td id=\"T_339a1_row158_col1\" class=\"data row158 col1\" > 0.353</td>\n",
-       "      <td id=\"T_339a1_row158_col2\" class=\"data row158 col2\" >-3.36</td>\n",
-       "      <td id=\"T_339a1_row158_col3\" class=\"data row158 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row158_col4\" class=\"data row158 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row158_col5\" class=\"data row158 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row159\" class=\"row_heading level0 row159\" >sr3p_ASC_no_auto_school</th>\n",
-       "      <td id=\"T_339a1_row159_col0\" class=\"data row159 col0\" >-6.02</td>\n",
-       "      <td id=\"T_339a1_row159_col1\" class=\"data row159 col1\" > NA</td>\n",
-       "      <td id=\"T_339a1_row159_col2\" class=\"data row159 col2\" > NA</td>\n",
-       "      <td id=\"T_339a1_row159_col3\" class=\"data row159 col3\" >[]</td>\n",
-       "      <td id=\"T_339a1_row159_col4\" class=\"data row159 col4\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row159_col5\" class=\"data row159 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row160\" class=\"row_heading level0 row160\" >taxi_ASC_auto_deficient_school</th>\n",
-       "      <td id=\"T_339a1_row160_col0\" class=\"data row160 col0\" > 1.59</td>\n",
-       "      <td id=\"T_339a1_row160_col1\" class=\"data row160 col1\" > 0.932</td>\n",
-       "      <td id=\"T_339a1_row160_col2\" class=\"data row160 col2\" > 1.71</td>\n",
-       "      <td id=\"T_339a1_row160_col3\" class=\"data row160 col3\" ></td>\n",
-       "      <td id=\"T_339a1_row160_col4\" class=\"data row160 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row160_col5\" class=\"data row160 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row161\" class=\"row_heading level0 row161\" >taxi_ASC_auto_sufficient_school</th>\n",
-       "      <td id=\"T_339a1_row161_col0\" class=\"data row161 col0\" >-1.63</td>\n",
-       "      <td id=\"T_339a1_row161_col1\" class=\"data row161 col1\" > 0.602</td>\n",
-       "      <td id=\"T_339a1_row161_col2\" class=\"data row161 col2\" >-2.71</td>\n",
-       "      <td id=\"T_339a1_row161_col3\" class=\"data row161 col3\" >**</td>\n",
-       "      <td id=\"T_339a1_row161_col4\" class=\"data row161 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row161_col5\" class=\"data row161 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row162\" class=\"row_heading level0 row162\" >taxi_ASC_no_auto_school_univ</th>\n",
-       "      <td id=\"T_339a1_row162_col0\" class=\"data row162 col0\" >-7.00</td>\n",
-       "      <td id=\"T_339a1_row162_col1\" class=\"data row162 col1\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row162_col2\" class=\"data row162 col2\" > NA</td>\n",
-       "      <td id=\"T_339a1_row162_col3\" class=\"data row162 col3\" ></td>\n",
-       "      <td id=\"T_339a1_row162_col4\" class=\"data row162 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row162_col5\" class=\"data row162 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row163\" class=\"row_heading level0 row163\" >tnc_shared_ASC_auto_deficient_school</th>\n",
-       "      <td id=\"T_339a1_row163_col0\" class=\"data row163 col0\" > 0.968</td>\n",
-       "      <td id=\"T_339a1_row163_col1\" class=\"data row163 col1\" > 0.905</td>\n",
-       "      <td id=\"T_339a1_row163_col2\" class=\"data row163 col2\" > 1.07</td>\n",
-       "      <td id=\"T_339a1_row163_col3\" class=\"data row163 col3\" ></td>\n",
-       "      <td id=\"T_339a1_row163_col4\" class=\"data row163 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row163_col5\" class=\"data row163 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row164\" class=\"row_heading level0 row164\" >tnc_shared_ASC_auto_sufficient_school</th>\n",
-       "      <td id=\"T_339a1_row164_col0\" class=\"data row164 col0\" >-2.77</td>\n",
-       "      <td id=\"T_339a1_row164_col1\" class=\"data row164 col1\" > 0.626</td>\n",
-       "      <td id=\"T_339a1_row164_col2\" class=\"data row164 col2\" >-4.43</td>\n",
-       "      <td id=\"T_339a1_row164_col3\" class=\"data row164 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row164_col4\" class=\"data row164 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row164_col5\" class=\"data row164 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row165\" class=\"row_heading level0 row165\" >tnc_shared_ASC_no_auto_school</th>\n",
-       "      <td id=\"T_339a1_row165_col0\" class=\"data row165 col0\" >-7.00</td>\n",
-       "      <td id=\"T_339a1_row165_col1\" class=\"data row165 col1\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row165_col2\" class=\"data row165 col2\" > NA</td>\n",
-       "      <td id=\"T_339a1_row165_col3\" class=\"data row165 col3\" ></td>\n",
-       "      <td id=\"T_339a1_row165_col4\" class=\"data row165 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row165_col5\" class=\"data row165 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row166\" class=\"row_heading level0 row166\" >tnc_single_ASC_auto_deficient_school</th>\n",
-       "      <td id=\"T_339a1_row166_col0\" class=\"data row166 col0\" >-3.36</td>\n",
-       "      <td id=\"T_339a1_row166_col1\" class=\"data row166 col1\" > 113.</td>\n",
-       "      <td id=\"T_339a1_row166_col2\" class=\"data row166 col2\" >-0.03</td>\n",
-       "      <td id=\"T_339a1_row166_col3\" class=\"data row166 col3\" ></td>\n",
-       "      <td id=\"T_339a1_row166_col4\" class=\"data row166 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row166_col5\" class=\"data row166 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row167\" class=\"row_heading level0 row167\" >tnc_single_ASC_auto_sufficient_school</th>\n",
-       "      <td id=\"T_339a1_row167_col0\" class=\"data row167 col0\" >-2.37</td>\n",
-       "      <td id=\"T_339a1_row167_col1\" class=\"data row167 col1\" > 0.650</td>\n",
-       "      <td id=\"T_339a1_row167_col2\" class=\"data row167 col2\" >-3.65</td>\n",
-       "      <td id=\"T_339a1_row167_col3\" class=\"data row167 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row167_col4\" class=\"data row167 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row167_col5\" class=\"data row167 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row168\" class=\"row_heading level0 row168\" >tnc_single_ASC_no_auto_school</th>\n",
-       "      <td id=\"T_339a1_row168_col0\" class=\"data row168 col0\" >-7.00</td>\n",
-       "      <td id=\"T_339a1_row168_col1\" class=\"data row168 col1\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row168_col2\" class=\"data row168 col2\" > NA</td>\n",
-       "      <td id=\"T_339a1_row168_col3\" class=\"data row168 col3\" ></td>\n",
-       "      <td id=\"T_339a1_row168_col4\" class=\"data row168 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row168_col5\" class=\"data row168 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row169\" class=\"row_heading level0 row169\" >walk_ASC_auto_deficient_school</th>\n",
-       "      <td id=\"T_339a1_row169_col0\" class=\"data row169 col0\" > 3.23</td>\n",
-       "      <td id=\"T_339a1_row169_col1\" class=\"data row169 col1\" > 0.931</td>\n",
-       "      <td id=\"T_339a1_row169_col2\" class=\"data row169 col2\" > 3.47</td>\n",
-       "      <td id=\"T_339a1_row169_col3\" class=\"data row169 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row169_col4\" class=\"data row169 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row169_col5\" class=\"data row169 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row170\" class=\"row_heading level0 row170\" >walk_ASC_auto_sufficient_school</th>\n",
-       "      <td id=\"T_339a1_row170_col0\" class=\"data row170 col0\" > 0.692</td>\n",
-       "      <td id=\"T_339a1_row170_col1\" class=\"data row170 col1\" > 0.421</td>\n",
-       "      <td id=\"T_339a1_row170_col2\" class=\"data row170 col2\" > 1.64</td>\n",
-       "      <td id=\"T_339a1_row170_col3\" class=\"data row170 col3\" ></td>\n",
-       "      <td id=\"T_339a1_row170_col4\" class=\"data row170 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row170_col5\" class=\"data row170 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row171\" class=\"row_heading level0 row171\" >walk_ASC_no_auto_school</th>\n",
-       "      <td id=\"T_339a1_row171_col0\" class=\"data row171 col0\" > 31.9</td>\n",
-       "      <td id=\"T_339a1_row171_col1\" class=\"data row171 col1\" > NA</td>\n",
-       "      <td id=\"T_339a1_row171_col2\" class=\"data row171 col2\" > NA</td>\n",
-       "      <td id=\"T_339a1_row171_col3\" class=\"data row171 col3\" >[***]</td>\n",
-       "      <td id=\"T_339a1_row171_col4\" class=\"data row171 col4\" > 241.14</td>\n",
-       "      <td id=\"T_339a1_row171_col5\" class=\"data row171 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row172\" class=\"row_heading level0 row172\" >walk_ferry_ASC_school_univ</th>\n",
-       "      <td id=\"T_339a1_row172_col0\" class=\"data row172 col0\" > 2.02</td>\n",
-       "      <td id=\"T_339a1_row172_col1\" class=\"data row172 col1\" > NA</td>\n",
-       "      <td id=\"T_339a1_row172_col2\" class=\"data row172 col2\" > NA</td>\n",
-       "      <td id=\"T_339a1_row172_col3\" class=\"data row172 col3\" >[]</td>\n",
-       "      <td id=\"T_339a1_row172_col4\" class=\"data row172 col4\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row172_col5\" class=\"data row172 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row173\" class=\"row_heading level0 row173\" >walk_light_rail_ASC_school_univ</th>\n",
-       "      <td id=\"T_339a1_row173_col0\" class=\"data row173 col0\" >-12.1</td>\n",
-       "      <td id=\"T_339a1_row173_col1\" class=\"data row173 col1\" > 305.</td>\n",
-       "      <td id=\"T_339a1_row173_col2\" class=\"data row173 col2\" >-0.04</td>\n",
-       "      <td id=\"T_339a1_row173_col3\" class=\"data row173 col3\" ></td>\n",
-       "      <td id=\"T_339a1_row173_col4\" class=\"data row173 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row173_col5\" class=\"data row173 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row174\" class=\"row_heading level0 row174\" >walk_transit_ASC_auto_deficient_school</th>\n",
-       "      <td id=\"T_339a1_row174_col0\" class=\"data row174 col0\" > 17.1</td>\n",
-       "      <td id=\"T_339a1_row174_col1\" class=\"data row174 col1\" > 305.</td>\n",
-       "      <td id=\"T_339a1_row174_col2\" class=\"data row174 col2\" > 0.06</td>\n",
-       "      <td id=\"T_339a1_row174_col3\" class=\"data row174 col3\" ></td>\n",
-       "      <td id=\"T_339a1_row174_col4\" class=\"data row174 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row174_col5\" class=\"data row174 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row175\" class=\"row_heading level0 row175\" >walk_transit_ASC_auto_sufficient_school</th>\n",
-       "      <td id=\"T_339a1_row175_col0\" class=\"data row175 col0\" > 14.2</td>\n",
-       "      <td id=\"T_339a1_row175_col1\" class=\"data row175 col1\" > 305.</td>\n",
-       "      <td id=\"T_339a1_row175_col2\" class=\"data row175 col2\" > 0.05</td>\n",
-       "      <td id=\"T_339a1_row175_col3\" class=\"data row175 col3\" ></td>\n",
-       "      <td id=\"T_339a1_row175_col4\" class=\"data row175 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row175_col5\" class=\"data row175 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row176\" class=\"row_heading level0 row176\" >walk_transit_ASC_no_auto_school</th>\n",
-       "      <td id=\"T_339a1_row176_col0\" class=\"data row176 col0\" > 48.7</td>\n",
-       "      <td id=\"T_339a1_row176_col1\" class=\"data row176 col1\" > NA</td>\n",
-       "      <td id=\"T_339a1_row176_col2\" class=\"data row176 col2\" > NA</td>\n",
-       "      <td id=\"T_339a1_row176_col3\" class=\"data row176 col3\" >[***]</td>\n",
-       "      <td id=\"T_339a1_row176_col4\" class=\"data row176 col4\" > BIG</td>\n",
-       "      <td id=\"T_339a1_row176_col5\" class=\"data row176 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row177\" class=\"row_heading level0 row177\" >walk_transit_CBD_ASC_school_univ</th>\n",
-       "      <td id=\"T_339a1_row177_col0\" class=\"data row177 col0\" > 0.788</td>\n",
-       "      <td id=\"T_339a1_row177_col1\" class=\"data row177 col1\" > 0.260</td>\n",
-       "      <td id=\"T_339a1_row177_col2\" class=\"data row177 col2\" > 3.03</td>\n",
-       "      <td id=\"T_339a1_row177_col3\" class=\"data row177 col3\" >**</td>\n",
-       "      <td id=\"T_339a1_row177_col4\" class=\"data row177 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row177_col5\" class=\"data row177 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row178\" class=\"row_heading level0 row178\" >bike_ASC_auto_deficient_shopping</th>\n",
-       "      <td id=\"T_339a1_row178_col0\" class=\"data row178 col0\" >-0.982</td>\n",
-       "      <td id=\"T_339a1_row178_col1\" class=\"data row178 col1\" > 0.499</td>\n",
-       "      <td id=\"T_339a1_row178_col2\" class=\"data row178 col2\" >-1.97</td>\n",
-       "      <td id=\"T_339a1_row178_col3\" class=\"data row178 col3\" >*</td>\n",
-       "      <td id=\"T_339a1_row178_col4\" class=\"data row178 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row178_col5\" class=\"data row178 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row179\" class=\"row_heading level0 row179\" >bike_ASC_auto_sufficient_shopping</th>\n",
-       "      <td id=\"T_339a1_row179_col0\" class=\"data row179 col0\" >-4.77</td>\n",
-       "      <td id=\"T_339a1_row179_col1\" class=\"data row179 col1\" > 0.991</td>\n",
-       "      <td id=\"T_339a1_row179_col2\" class=\"data row179 col2\" >-4.81</td>\n",
-       "      <td id=\"T_339a1_row179_col3\" class=\"data row179 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row179_col4\" class=\"data row179 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row179_col5\" class=\"data row179 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row180\" class=\"row_heading level0 row180\" >bike_ASC_no_auto_shopping</th>\n",
-       "      <td id=\"T_339a1_row180_col0\" class=\"data row180 col0\" > 6.35</td>\n",
-       "      <td id=\"T_339a1_row180_col1\" class=\"data row180 col1\" > 0.481</td>\n",
-       "      <td id=\"T_339a1_row180_col2\" class=\"data row180 col2\" > 13.21</td>\n",
-       "      <td id=\"T_339a1_row180_col3\" class=\"data row180 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row180_col4\" class=\"data row180 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row180_col5\" class=\"data row180 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row181\" class=\"row_heading level0 row181\" >drive_transit_ASC_auto_deficient_shopping</th>\n",
-       "      <td id=\"T_339a1_row181_col0\" class=\"data row181 col0\" >-69.1</td>\n",
-       "      <td id=\"T_339a1_row181_col1\" class=\"data row181 col1\" > NA</td>\n",
-       "      <td id=\"T_339a1_row181_col2\" class=\"data row181 col2\" > NA</td>\n",
-       "      <td id=\"T_339a1_row181_col3\" class=\"data row181 col3\" >[]</td>\n",
-       "      <td id=\"T_339a1_row181_col4\" class=\"data row181 col4\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row181_col5\" class=\"data row181 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row182\" class=\"row_heading level0 row182\" >drive_transit_ASC_auto_sufficient_shopping</th>\n",
-       "      <td id=\"T_339a1_row182_col0\" class=\"data row182 col0\" >-74.4</td>\n",
-       "      <td id=\"T_339a1_row182_col1\" class=\"data row182 col1\" > NA</td>\n",
-       "      <td id=\"T_339a1_row182_col2\" class=\"data row182 col2\" > NA</td>\n",
-       "      <td id=\"T_339a1_row182_col3\" class=\"data row182 col3\" >[]</td>\n",
-       "      <td id=\"T_339a1_row182_col4\" class=\"data row182 col4\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row182_col5\" class=\"data row182 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row183\" class=\"row_heading level0 row183\" >sr2_ASC_auto_deficient_shopping</th>\n",
-       "      <td id=\"T_339a1_row183_col0\" class=\"data row183 col0\" > 0.341</td>\n",
-       "      <td id=\"T_339a1_row183_col1\" class=\"data row183 col1\" > 0.336</td>\n",
-       "      <td id=\"T_339a1_row183_col2\" class=\"data row183 col2\" > 1.01</td>\n",
-       "      <td id=\"T_339a1_row183_col3\" class=\"data row183 col3\" ></td>\n",
-       "      <td id=\"T_339a1_row183_col4\" class=\"data row183 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row183_col5\" class=\"data row183 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row184\" class=\"row_heading level0 row184\" >sr2_ASC_auto_sufficient_shopping</th>\n",
-       "      <td id=\"T_339a1_row184_col0\" class=\"data row184 col0\" > 0.145</td>\n",
-       "      <td id=\"T_339a1_row184_col1\" class=\"data row184 col1\" > 0.293</td>\n",
-       "      <td id=\"T_339a1_row184_col2\" class=\"data row184 col2\" > 0.49</td>\n",
-       "      <td id=\"T_339a1_row184_col3\" class=\"data row184 col3\" ></td>\n",
-       "      <td id=\"T_339a1_row184_col4\" class=\"data row184 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row184_col5\" class=\"data row184 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row185\" class=\"row_heading level0 row185\" >sr3p_ASC_auto_deficient_shopping</th>\n",
-       "      <td id=\"T_339a1_row185_col0\" class=\"data row185 col0\" >-0.262</td>\n",
-       "      <td id=\"T_339a1_row185_col1\" class=\"data row185 col1\" > 0.376</td>\n",
-       "      <td id=\"T_339a1_row185_col2\" class=\"data row185 col2\" >-0.70</td>\n",
-       "      <td id=\"T_339a1_row185_col3\" class=\"data row185 col3\" ></td>\n",
-       "      <td id=\"T_339a1_row185_col4\" class=\"data row185 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row185_col5\" class=\"data row185 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row186\" class=\"row_heading level0 row186\" >sr3p_ASC_auto_sufficient_shopping</th>\n",
-       "      <td id=\"T_339a1_row186_col0\" class=\"data row186 col0\" >-0.296</td>\n",
-       "      <td id=\"T_339a1_row186_col1\" class=\"data row186 col1\" > 0.301</td>\n",
-       "      <td id=\"T_339a1_row186_col2\" class=\"data row186 col2\" >-0.98</td>\n",
-       "      <td id=\"T_339a1_row186_col3\" class=\"data row186 col3\" ></td>\n",
-       "      <td id=\"T_339a1_row186_col4\" class=\"data row186 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row186_col5\" class=\"data row186 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row187\" class=\"row_heading level0 row187\" >sr3p_ASC_no_auto_shopping</th>\n",
-       "      <td id=\"T_339a1_row187_col0\" class=\"data row187 col0\" > 5.65</td>\n",
-       "      <td id=\"T_339a1_row187_col1\" class=\"data row187 col1\" > 0.463</td>\n",
-       "      <td id=\"T_339a1_row187_col2\" class=\"data row187 col2\" > 12.20</td>\n",
-       "      <td id=\"T_339a1_row187_col3\" class=\"data row187 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row187_col4\" class=\"data row187 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row187_col5\" class=\"data row187 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row188\" class=\"row_heading level0 row188\" >walk_ASC_auto_deficient_shopping</th>\n",
-       "      <td id=\"T_339a1_row188_col0\" class=\"data row188 col0\" > 2.80</td>\n",
-       "      <td id=\"T_339a1_row188_col1\" class=\"data row188 col1\" > 0.360</td>\n",
-       "      <td id=\"T_339a1_row188_col2\" class=\"data row188 col2\" > 7.78</td>\n",
-       "      <td id=\"T_339a1_row188_col3\" class=\"data row188 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row188_col4\" class=\"data row188 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row188_col5\" class=\"data row188 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row189\" class=\"row_heading level0 row189\" >walk_ASC_auto_sufficient_shopping</th>\n",
-       "      <td id=\"T_339a1_row189_col0\" class=\"data row189 col0\" > 0.473</td>\n",
-       "      <td id=\"T_339a1_row189_col1\" class=\"data row189 col1\" > 0.249</td>\n",
-       "      <td id=\"T_339a1_row189_col2\" class=\"data row189 col2\" > 1.90</td>\n",
-       "      <td id=\"T_339a1_row189_col3\" class=\"data row189 col3\" ></td>\n",
-       "      <td id=\"T_339a1_row189_col4\" class=\"data row189 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row189_col5\" class=\"data row189 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row190\" class=\"row_heading level0 row190\" >walk_ASC_no_auto_shopping</th>\n",
-       "      <td id=\"T_339a1_row190_col0\" class=\"data row190 col0\" > 8.22</td>\n",
-       "      <td id=\"T_339a1_row190_col1\" class=\"data row190 col1\" > 0.493</td>\n",
-       "      <td id=\"T_339a1_row190_col2\" class=\"data row190 col2\" > 16.65</td>\n",
-       "      <td id=\"T_339a1_row190_col3\" class=\"data row190 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row190_col4\" class=\"data row190 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row190_col5\" class=\"data row190 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row191\" class=\"row_heading level0 row191\" >walk_transit_ASC_auto_deficient_shopping</th>\n",
-       "      <td id=\"T_339a1_row191_col0\" class=\"data row191 col0\" > 11.3</td>\n",
-       "      <td id=\"T_339a1_row191_col1\" class=\"data row191 col1\" > 1.67</td>\n",
-       "      <td id=\"T_339a1_row191_col2\" class=\"data row191 col2\" > 6.73</td>\n",
-       "      <td id=\"T_339a1_row191_col3\" class=\"data row191 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row191_col4\" class=\"data row191 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row191_col5\" class=\"data row191 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row192\" class=\"row_heading level0 row192\" >walk_transit_ASC_auto_sufficient_shopping</th>\n",
-       "      <td id=\"T_339a1_row192_col0\" class=\"data row192 col0\" > 9.75</td>\n",
-       "      <td id=\"T_339a1_row192_col1\" class=\"data row192 col1\" > 1.66</td>\n",
-       "      <td id=\"T_339a1_row192_col2\" class=\"data row192 col2\" > 5.86</td>\n",
-       "      <td id=\"T_339a1_row192_col3\" class=\"data row192 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row192_col4\" class=\"data row192 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row192_col5\" class=\"data row192 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row193\" class=\"row_heading level0 row193\" >walk_transit_ASC_no_auto_shopping</th>\n",
-       "      <td id=\"T_339a1_row193_col0\" class=\"data row193 col0\" > 19.7</td>\n",
-       "      <td id=\"T_339a1_row193_col1\" class=\"data row193 col1\" > 1.43</td>\n",
-       "      <td id=\"T_339a1_row193_col2\" class=\"data row193 col2\" > 13.75</td>\n",
-       "      <td id=\"T_339a1_row193_col3\" class=\"data row193 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row193_col4\" class=\"data row193 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row193_col5\" class=\"data row193 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row194\" class=\"row_heading level0 row194\" >bike_ASC_auto_deficient_social</th>\n",
-       "      <td id=\"T_339a1_row194_col0\" class=\"data row194 col0\" >-0.269</td>\n",
-       "      <td id=\"T_339a1_row194_col1\" class=\"data row194 col1\" > 1.04</td>\n",
-       "      <td id=\"T_339a1_row194_col2\" class=\"data row194 col2\" >-0.26</td>\n",
-       "      <td id=\"T_339a1_row194_col3\" class=\"data row194 col3\" ></td>\n",
-       "      <td id=\"T_339a1_row194_col4\" class=\"data row194 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row194_col5\" class=\"data row194 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row195\" class=\"row_heading level0 row195\" >bike_ASC_auto_sufficient_social</th>\n",
-       "      <td id=\"T_339a1_row195_col0\" class=\"data row195 col0\" >-0.854</td>\n",
-       "      <td id=\"T_339a1_row195_col1\" class=\"data row195 col1\" > 0.716</td>\n",
-       "      <td id=\"T_339a1_row195_col2\" class=\"data row195 col2\" >-1.19</td>\n",
-       "      <td id=\"T_339a1_row195_col3\" class=\"data row195 col3\" ></td>\n",
-       "      <td id=\"T_339a1_row195_col4\" class=\"data row195 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row195_col5\" class=\"data row195 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row196\" class=\"row_heading level0 row196\" >bike_ASC_no_auto_social</th>\n",
-       "      <td id=\"T_339a1_row196_col0\" class=\"data row196 col0\" > 5.51</td>\n",
-       "      <td id=\"T_339a1_row196_col1\" class=\"data row196 col1\" > 0.583</td>\n",
-       "      <td id=\"T_339a1_row196_col2\" class=\"data row196 col2\" > 9.46</td>\n",
-       "      <td id=\"T_339a1_row196_col3\" class=\"data row196 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row196_col4\" class=\"data row196 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row196_col5\" class=\"data row196 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row197\" class=\"row_heading level0 row197\" >drive_transit_ASC_auto_deficient_social</th>\n",
-       "      <td id=\"T_339a1_row197_col0\" class=\"data row197 col0\" >-52.8</td>\n",
-       "      <td id=\"T_339a1_row197_col1\" class=\"data row197 col1\" > NA</td>\n",
-       "      <td id=\"T_339a1_row197_col2\" class=\"data row197 col2\" > NA</td>\n",
-       "      <td id=\"T_339a1_row197_col3\" class=\"data row197 col3\" >[]</td>\n",
-       "      <td id=\"T_339a1_row197_col4\" class=\"data row197 col4\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row197_col5\" class=\"data row197 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row198\" class=\"row_heading level0 row198\" >drive_transit_ASC_auto_sufficient_social</th>\n",
-       "      <td id=\"T_339a1_row198_col0\" class=\"data row198 col0\" >-48.0</td>\n",
-       "      <td id=\"T_339a1_row198_col1\" class=\"data row198 col1\" > NA</td>\n",
-       "      <td id=\"T_339a1_row198_col2\" class=\"data row198 col2\" > NA</td>\n",
-       "      <td id=\"T_339a1_row198_col3\" class=\"data row198 col3\" >[]</td>\n",
-       "      <td id=\"T_339a1_row198_col4\" class=\"data row198 col4\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row198_col5\" class=\"data row198 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row199\" class=\"row_heading level0 row199\" >sr2_ASC_auto_deficient_social</th>\n",
-       "      <td id=\"T_339a1_row199_col0\" class=\"data row199 col0\" > 1.43</td>\n",
-       "      <td id=\"T_339a1_row199_col1\" class=\"data row199 col1\" > 0.463</td>\n",
-       "      <td id=\"T_339a1_row199_col2\" class=\"data row199 col2\" > 3.08</td>\n",
-       "      <td id=\"T_339a1_row199_col3\" class=\"data row199 col3\" >**</td>\n",
-       "      <td id=\"T_339a1_row199_col4\" class=\"data row199 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row199_col5\" class=\"data row199 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row200\" class=\"row_heading level0 row200\" >sr2_ASC_auto_sufficient_social</th>\n",
-       "      <td id=\"T_339a1_row200_col0\" class=\"data row200 col0\" > 0.977</td>\n",
-       "      <td id=\"T_339a1_row200_col1\" class=\"data row200 col1\" > 0.351</td>\n",
-       "      <td id=\"T_339a1_row200_col2\" class=\"data row200 col2\" > 2.78</td>\n",
-       "      <td id=\"T_339a1_row200_col3\" class=\"data row200 col3\" >**</td>\n",
-       "      <td id=\"T_339a1_row200_col4\" class=\"data row200 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row200_col5\" class=\"data row200 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row201\" class=\"row_heading level0 row201\" >sr3p_ASC_auto_deficient_social</th>\n",
-       "      <td id=\"T_339a1_row201_col0\" class=\"data row201 col0\" > 0.676</td>\n",
-       "      <td id=\"T_339a1_row201_col1\" class=\"data row201 col1\" > 0.546</td>\n",
-       "      <td id=\"T_339a1_row201_col2\" class=\"data row201 col2\" > 1.24</td>\n",
-       "      <td id=\"T_339a1_row201_col3\" class=\"data row201 col3\" ></td>\n",
-       "      <td id=\"T_339a1_row201_col4\" class=\"data row201 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row201_col5\" class=\"data row201 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row202\" class=\"row_heading level0 row202\" >sr3p_ASC_auto_sufficient_social</th>\n",
-       "      <td id=\"T_339a1_row202_col0\" class=\"data row202 col0\" > 0.757</td>\n",
-       "      <td id=\"T_339a1_row202_col1\" class=\"data row202 col1\" > 0.362</td>\n",
-       "      <td id=\"T_339a1_row202_col2\" class=\"data row202 col2\" > 2.09</td>\n",
-       "      <td id=\"T_339a1_row202_col3\" class=\"data row202 col3\" >*</td>\n",
-       "      <td id=\"T_339a1_row202_col4\" class=\"data row202 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row202_col5\" class=\"data row202 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row203\" class=\"row_heading level0 row203\" >sr3p_ASC_no_auto_social</th>\n",
-       "      <td id=\"T_339a1_row203_col0\" class=\"data row203 col0\" > 3.97</td>\n",
-       "      <td id=\"T_339a1_row203_col1\" class=\"data row203 col1\" > 0.820</td>\n",
-       "      <td id=\"T_339a1_row203_col2\" class=\"data row203 col2\" > 4.84</td>\n",
-       "      <td id=\"T_339a1_row203_col3\" class=\"data row203 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row203_col4\" class=\"data row203 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row203_col5\" class=\"data row203 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row204\" class=\"row_heading level0 row204\" >walk_ASC_auto_deficient_social</th>\n",
-       "      <td id=\"T_339a1_row204_col0\" class=\"data row204 col0\" > 3.17</td>\n",
-       "      <td id=\"T_339a1_row204_col1\" class=\"data row204 col1\" > 0.911</td>\n",
-       "      <td id=\"T_339a1_row204_col2\" class=\"data row204 col2\" > 3.48</td>\n",
-       "      <td id=\"T_339a1_row204_col3\" class=\"data row204 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row204_col4\" class=\"data row204 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row204_col5\" class=\"data row204 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row205\" class=\"row_heading level0 row205\" >walk_ASC_auto_sufficient_social</th>\n",
-       "      <td id=\"T_339a1_row205_col0\" class=\"data row205 col0\" > 2.66</td>\n",
-       "      <td id=\"T_339a1_row205_col1\" class=\"data row205 col1\" > 0.491</td>\n",
-       "      <td id=\"T_339a1_row205_col2\" class=\"data row205 col2\" > 5.42</td>\n",
-       "      <td id=\"T_339a1_row205_col3\" class=\"data row205 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row205_col4\" class=\"data row205 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row205_col5\" class=\"data row205 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row206\" class=\"row_heading level0 row206\" >walk_ASC_no_auto_social</th>\n",
-       "      <td id=\"T_339a1_row206_col0\" class=\"data row206 col0\" > 6.44</td>\n",
-       "      <td id=\"T_339a1_row206_col1\" class=\"data row206 col1\" > 0.683</td>\n",
-       "      <td id=\"T_339a1_row206_col2\" class=\"data row206 col2\" > 9.43</td>\n",
-       "      <td id=\"T_339a1_row206_col3\" class=\"data row206 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row206_col4\" class=\"data row206 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row206_col5\" class=\"data row206 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row207\" class=\"row_heading level0 row207\" >walk_transit_ASC_auto_deficient_social</th>\n",
-       "      <td id=\"T_339a1_row207_col0\" class=\"data row207 col0\" > 12.9</td>\n",
-       "      <td id=\"T_339a1_row207_col1\" class=\"data row207 col1\" > 1.75</td>\n",
-       "      <td id=\"T_339a1_row207_col2\" class=\"data row207 col2\" > 7.36</td>\n",
-       "      <td id=\"T_339a1_row207_col3\" class=\"data row207 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row207_col4\" class=\"data row207 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row207_col5\" class=\"data row207 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row208\" class=\"row_heading level0 row208\" >walk_transit_ASC_auto_sufficient_social</th>\n",
-       "      <td id=\"T_339a1_row208_col0\" class=\"data row208 col0\" > 12.6</td>\n",
-       "      <td id=\"T_339a1_row208_col1\" class=\"data row208 col1\" > 1.67</td>\n",
-       "      <td id=\"T_339a1_row208_col2\" class=\"data row208 col2\" > 7.54</td>\n",
-       "      <td id=\"T_339a1_row208_col3\" class=\"data row208 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row208_col4\" class=\"data row208 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row208_col5\" class=\"data row208 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row209\" class=\"row_heading level0 row209\" >walk_transit_ASC_no_auto_social</th>\n",
-       "      <td id=\"T_339a1_row209_col0\" class=\"data row209 col0\" > 19.0</td>\n",
-       "      <td id=\"T_339a1_row209_col1\" class=\"data row209 col1\" > 1.46</td>\n",
-       "      <td id=\"T_339a1_row209_col2\" class=\"data row209 col2\" > 13.02</td>\n",
-       "      <td id=\"T_339a1_row209_col3\" class=\"data row209 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row209_col4\" class=\"data row209 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row209_col5\" class=\"data row209 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row210\" class=\"row_heading level0 row210\" >bike_ASC_auto_deficient_univ</th>\n",
-       "      <td id=\"T_339a1_row210_col0\" class=\"data row210 col0\" >-0.669</td>\n",
-       "      <td id=\"T_339a1_row210_col1\" class=\"data row210 col1\" > NA</td>\n",
-       "      <td id=\"T_339a1_row210_col2\" class=\"data row210 col2\" > NA</td>\n",
-       "      <td id=\"T_339a1_row210_col3\" class=\"data row210 col3\" >[]</td>\n",
-       "      <td id=\"T_339a1_row210_col4\" class=\"data row210 col4\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row210_col5\" class=\"data row210 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row211\" class=\"row_heading level0 row211\" >bike_ASC_auto_sufficient_univ</th>\n",
-       "      <td id=\"T_339a1_row211_col0\" class=\"data row211 col0\" >-1.94</td>\n",
-       "      <td id=\"T_339a1_row211_col1\" class=\"data row211 col1\" > NA</td>\n",
-       "      <td id=\"T_339a1_row211_col2\" class=\"data row211 col2\" > NA</td>\n",
-       "      <td id=\"T_339a1_row211_col3\" class=\"data row211 col3\" >[]</td>\n",
-       "      <td id=\"T_339a1_row211_col4\" class=\"data row211 col4\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row211_col5\" class=\"data row211 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row212\" class=\"row_heading level0 row212\" >bike_ASC_no_auto_univ</th>\n",
-       "      <td id=\"T_339a1_row212_col0\" class=\"data row212 col0\" > 4.29</td>\n",
-       "      <td id=\"T_339a1_row212_col1\" class=\"data row212 col1\" > NA</td>\n",
-       "      <td id=\"T_339a1_row212_col2\" class=\"data row212 col2\" > NA</td>\n",
-       "      <td id=\"T_339a1_row212_col3\" class=\"data row212 col3\" >[]</td>\n",
-       "      <td id=\"T_339a1_row212_col4\" class=\"data row212 col4\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row212_col5\" class=\"data row212 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row213\" class=\"row_heading level0 row213\" >drive_transit_ASC_auto_deficient_univ</th>\n",
-       "      <td id=\"T_339a1_row213_col0\" class=\"data row213 col0\" > 1.85</td>\n",
-       "      <td id=\"T_339a1_row213_col1\" class=\"data row213 col1\" > NA</td>\n",
-       "      <td id=\"T_339a1_row213_col2\" class=\"data row213 col2\" > NA</td>\n",
-       "      <td id=\"T_339a1_row213_col3\" class=\"data row213 col3\" >[]</td>\n",
-       "      <td id=\"T_339a1_row213_col4\" class=\"data row213 col4\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row213_col5\" class=\"data row213 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row214\" class=\"row_heading level0 row214\" >drive_transit_ASC_auto_sufficient_univ</th>\n",
-       "      <td id=\"T_339a1_row214_col0\" class=\"data row214 col0\" > 1.36</td>\n",
-       "      <td id=\"T_339a1_row214_col1\" class=\"data row214 col1\" > NA</td>\n",
-       "      <td id=\"T_339a1_row214_col2\" class=\"data row214 col2\" > NA</td>\n",
-       "      <td id=\"T_339a1_row214_col3\" class=\"data row214 col3\" >[]</td>\n",
-       "      <td id=\"T_339a1_row214_col4\" class=\"data row214 col4\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row214_col5\" class=\"data row214 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row215\" class=\"row_heading level0 row215\" >sr2_ASC_auto_deficient_univ</th>\n",
-       "      <td id=\"T_339a1_row215_col0\" class=\"data row215 col0\" >-1.69</td>\n",
-       "      <td id=\"T_339a1_row215_col1\" class=\"data row215 col1\" > NA</td>\n",
-       "      <td id=\"T_339a1_row215_col2\" class=\"data row215 col2\" > NA</td>\n",
-       "      <td id=\"T_339a1_row215_col3\" class=\"data row215 col3\" >[]</td>\n",
-       "      <td id=\"T_339a1_row215_col4\" class=\"data row215 col4\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row215_col5\" class=\"data row215 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row216\" class=\"row_heading level0 row216\" >sr2_ASC_auto_sufficient_univ</th>\n",
-       "      <td id=\"T_339a1_row216_col0\" class=\"data row216 col0\" >-1.86</td>\n",
-       "      <td id=\"T_339a1_row216_col1\" class=\"data row216 col1\" > NA</td>\n",
-       "      <td id=\"T_339a1_row216_col2\" class=\"data row216 col2\" > NA</td>\n",
-       "      <td id=\"T_339a1_row216_col3\" class=\"data row216 col3\" >[]</td>\n",
-       "      <td id=\"T_339a1_row216_col4\" class=\"data row216 col4\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row216_col5\" class=\"data row216 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row217\" class=\"row_heading level0 row217\" >sr3p_ASC_auto_deficient_univ</th>\n",
-       "      <td id=\"T_339a1_row217_col0\" class=\"data row217 col0\" >-1.73</td>\n",
-       "      <td id=\"T_339a1_row217_col1\" class=\"data row217 col1\" > NA</td>\n",
-       "      <td id=\"T_339a1_row217_col2\" class=\"data row217 col2\" > NA</td>\n",
-       "      <td id=\"T_339a1_row217_col3\" class=\"data row217 col3\" >[]</td>\n",
-       "      <td id=\"T_339a1_row217_col4\" class=\"data row217 col4\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row217_col5\" class=\"data row217 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row218\" class=\"row_heading level0 row218\" >sr3p_ASC_auto_sufficient_univ</th>\n",
-       "      <td id=\"T_339a1_row218_col0\" class=\"data row218 col0\" >-1.90</td>\n",
-       "      <td id=\"T_339a1_row218_col1\" class=\"data row218 col1\" > 4.83e-14</td>\n",
-       "      <td id=\"T_339a1_row218_col2\" class=\"data row218 col2\" >-BIG</td>\n",
-       "      <td id=\"T_339a1_row218_col3\" class=\"data row218 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row218_col4\" class=\"data row218 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row218_col5\" class=\"data row218 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row219\" class=\"row_heading level0 row219\" >sr3p_ASC_no_auto_univ</th>\n",
-       "      <td id=\"T_339a1_row219_col0\" class=\"data row219 col0\" >-6.06</td>\n",
-       "      <td id=\"T_339a1_row219_col1\" class=\"data row219 col1\" > 2.85e-18</td>\n",
-       "      <td id=\"T_339a1_row219_col2\" class=\"data row219 col2\" >-BIG</td>\n",
-       "      <td id=\"T_339a1_row219_col3\" class=\"data row219 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row219_col4\" class=\"data row219 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row219_col5\" class=\"data row219 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row220\" class=\"row_heading level0 row220\" >taxi_ASC_auto_deficient_univ</th>\n",
-       "      <td id=\"T_339a1_row220_col0\" class=\"data row220 col0\" > 4.25</td>\n",
-       "      <td id=\"T_339a1_row220_col1\" class=\"data row220 col1\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row220_col2\" class=\"data row220 col2\" > NA</td>\n",
-       "      <td id=\"T_339a1_row220_col3\" class=\"data row220 col3\" >[]</td>\n",
-       "      <td id=\"T_339a1_row220_col4\" class=\"data row220 col4\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row220_col5\" class=\"data row220 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row221\" class=\"row_heading level0 row221\" >taxi_ASC_auto_sufficient_univ</th>\n",
-       "      <td id=\"T_339a1_row221_col0\" class=\"data row221 col0\" >-0.313</td>\n",
-       "      <td id=\"T_339a1_row221_col1\" class=\"data row221 col1\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row221_col2\" class=\"data row221 col2\" > NA</td>\n",
-       "      <td id=\"T_339a1_row221_col3\" class=\"data row221 col3\" >[]</td>\n",
-       "      <td id=\"T_339a1_row221_col4\" class=\"data row221 col4\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row221_col5\" class=\"data row221 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row222\" class=\"row_heading level0 row222\" >tnc_shared_ASC_auto_deficient_univ</th>\n",
-       "      <td id=\"T_339a1_row222_col0\" class=\"data row222 col0\" > 3.25</td>\n",
-       "      <td id=\"T_339a1_row222_col1\" class=\"data row222 col1\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row222_col2\" class=\"data row222 col2\" > NA</td>\n",
-       "      <td id=\"T_339a1_row222_col3\" class=\"data row222 col3\" >[]</td>\n",
-       "      <td id=\"T_339a1_row222_col4\" class=\"data row222 col4\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row222_col5\" class=\"data row222 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row223\" class=\"row_heading level0 row223\" >tnc_shared_ASC_auto_sufficient_univ</th>\n",
-       "      <td id=\"T_339a1_row223_col0\" class=\"data row223 col0\" >-0.907</td>\n",
-       "      <td id=\"T_339a1_row223_col1\" class=\"data row223 col1\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row223_col2\" class=\"data row223 col2\" > NA</td>\n",
-       "      <td id=\"T_339a1_row223_col3\" class=\"data row223 col3\" >[]</td>\n",
-       "      <td id=\"T_339a1_row223_col4\" class=\"data row223 col4\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row223_col5\" class=\"data row223 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row224\" class=\"row_heading level0 row224\" >tnc_shared_ASC_no_auto_univ</th>\n",
-       "      <td id=\"T_339a1_row224_col0\" class=\"data row224 col0\" >-5.81</td>\n",
-       "      <td id=\"T_339a1_row224_col1\" class=\"data row224 col1\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row224_col2\" class=\"data row224 col2\" > NA</td>\n",
-       "      <td id=\"T_339a1_row224_col3\" class=\"data row224 col3\" >[]</td>\n",
-       "      <td id=\"T_339a1_row224_col4\" class=\"data row224 col4\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row224_col5\" class=\"data row224 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row225\" class=\"row_heading level0 row225\" >tnc_single_ASC_auto_deficient_univ</th>\n",
-       "      <td id=\"T_339a1_row225_col0\" class=\"data row225 col0\" > 1.02</td>\n",
-       "      <td id=\"T_339a1_row225_col1\" class=\"data row225 col1\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row225_col2\" class=\"data row225 col2\" > NA</td>\n",
-       "      <td id=\"T_339a1_row225_col3\" class=\"data row225 col3\" >[]</td>\n",
-       "      <td id=\"T_339a1_row225_col4\" class=\"data row225 col4\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row225_col5\" class=\"data row225 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row226\" class=\"row_heading level0 row226\" >tnc_single_ASC_auto_sufficient_univ</th>\n",
-       "      <td id=\"T_339a1_row226_col0\" class=\"data row226 col0\" > 0.209</td>\n",
-       "      <td id=\"T_339a1_row226_col1\" class=\"data row226 col1\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row226_col2\" class=\"data row226 col2\" > NA</td>\n",
-       "      <td id=\"T_339a1_row226_col3\" class=\"data row226 col3\" >[]</td>\n",
-       "      <td id=\"T_339a1_row226_col4\" class=\"data row226 col4\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row226_col5\" class=\"data row226 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row227\" class=\"row_heading level0 row227\" >tnc_single_ASC_no_auto_univ</th>\n",
-       "      <td id=\"T_339a1_row227_col0\" class=\"data row227 col0\" >-2.52</td>\n",
-       "      <td id=\"T_339a1_row227_col1\" class=\"data row227 col1\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row227_col2\" class=\"data row227 col2\" > NA</td>\n",
-       "      <td id=\"T_339a1_row227_col3\" class=\"data row227 col3\" >[]</td>\n",
-       "      <td id=\"T_339a1_row227_col4\" class=\"data row227 col4\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row227_col5\" class=\"data row227 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row228\" class=\"row_heading level0 row228\" >walk_ASC_auto_deficient_univ</th>\n",
-       "      <td id=\"T_339a1_row228_col0\" class=\"data row228 col0\" > 4.51</td>\n",
-       "      <td id=\"T_339a1_row228_col1\" class=\"data row228 col1\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row228_col2\" class=\"data row228 col2\" > NA</td>\n",
-       "      <td id=\"T_339a1_row228_col3\" class=\"data row228 col3\" >[]</td>\n",
-       "      <td id=\"T_339a1_row228_col4\" class=\"data row228 col4\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row228_col5\" class=\"data row228 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row229\" class=\"row_heading level0 row229\" >walk_ASC_auto_sufficient_univ</th>\n",
-       "      <td id=\"T_339a1_row229_col0\" class=\"data row229 col0\" > 1.06</td>\n",
-       "      <td id=\"T_339a1_row229_col1\" class=\"data row229 col1\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row229_col2\" class=\"data row229 col2\" > NA</td>\n",
-       "      <td id=\"T_339a1_row229_col3\" class=\"data row229 col3\" >[]</td>\n",
-       "      <td id=\"T_339a1_row229_col4\" class=\"data row229 col4\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row229_col5\" class=\"data row229 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row230\" class=\"row_heading level0 row230\" >walk_ASC_no_auto_univ</th>\n",
-       "      <td id=\"T_339a1_row230_col0\" class=\"data row230 col0\" > 6.41</td>\n",
-       "      <td id=\"T_339a1_row230_col1\" class=\"data row230 col1\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row230_col2\" class=\"data row230 col2\" > NA</td>\n",
-       "      <td id=\"T_339a1_row230_col3\" class=\"data row230 col3\" >[]</td>\n",
-       "      <td id=\"T_339a1_row230_col4\" class=\"data row230 col4\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row230_col5\" class=\"data row230 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row231\" class=\"row_heading level0 row231\" >walk_transit_ASC_auto_deficient_univ</th>\n",
-       "      <td id=\"T_339a1_row231_col0\" class=\"data row231 col0\" > 3.14</td>\n",
-       "      <td id=\"T_339a1_row231_col1\" class=\"data row231 col1\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row231_col2\" class=\"data row231 col2\" > NA</td>\n",
-       "      <td id=\"T_339a1_row231_col3\" class=\"data row231 col3\" >[]</td>\n",
-       "      <td id=\"T_339a1_row231_col4\" class=\"data row231 col4\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row231_col5\" class=\"data row231 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row232\" class=\"row_heading level0 row232\" >walk_transit_ASC_auto_sufficient_univ</th>\n",
-       "      <td id=\"T_339a1_row232_col0\" class=\"data row232 col0\" > 0.473</td>\n",
-       "      <td id=\"T_339a1_row232_col1\" class=\"data row232 col1\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row232_col2\" class=\"data row232 col2\" > NA</td>\n",
-       "      <td id=\"T_339a1_row232_col3\" class=\"data row232 col3\" >[]</td>\n",
-       "      <td id=\"T_339a1_row232_col4\" class=\"data row232 col4\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row232_col5\" class=\"data row232 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row233\" class=\"row_heading level0 row233\" >walk_transit_ASC_no_auto_univ</th>\n",
-       "      <td id=\"T_339a1_row233_col0\" class=\"data row233 col0\" > 8.79</td>\n",
-       "      <td id=\"T_339a1_row233_col1\" class=\"data row233 col1\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row233_col2\" class=\"data row233 col2\" > NA</td>\n",
-       "      <td id=\"T_339a1_row233_col3\" class=\"data row233 col3\" >[]</td>\n",
-       "      <td id=\"T_339a1_row233_col4\" class=\"data row233 col4\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row233_col5\" class=\"data row233 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row234\" class=\"row_heading level0 row234\" >bike_ASC_auto_deficient_work</th>\n",
-       "      <td id=\"T_339a1_row234_col0\" class=\"data row234 col0\" > 0.109</td>\n",
-       "      <td id=\"T_339a1_row234_col1\" class=\"data row234 col1\" > 0.159</td>\n",
-       "      <td id=\"T_339a1_row234_col2\" class=\"data row234 col2\" > 0.69</td>\n",
-       "      <td id=\"T_339a1_row234_col3\" class=\"data row234 col3\" ></td>\n",
-       "      <td id=\"T_339a1_row234_col4\" class=\"data row234 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row234_col5\" class=\"data row234 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row235\" class=\"row_heading level0 row235\" >bike_ASC_auto_sufficient_work</th>\n",
-       "      <td id=\"T_339a1_row235_col0\" class=\"data row235 col0\" >-1.71</td>\n",
-       "      <td id=\"T_339a1_row235_col1\" class=\"data row235 col1\" > 0.201</td>\n",
-       "      <td id=\"T_339a1_row235_col2\" class=\"data row235 col2\" >-8.54</td>\n",
-       "      <td id=\"T_339a1_row235_col3\" class=\"data row235 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row235_col4\" class=\"data row235 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row235_col5\" class=\"data row235 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row236\" class=\"row_heading level0 row236\" >bike_ASC_no_auto_work</th>\n",
-       "      <td id=\"T_339a1_row236_col0\" class=\"data row236 col0\" > 7.92</td>\n",
-       "      <td id=\"T_339a1_row236_col1\" class=\"data row236 col1\" > 0.643</td>\n",
-       "      <td id=\"T_339a1_row236_col2\" class=\"data row236 col2\" > 12.31</td>\n",
-       "      <td id=\"T_339a1_row236_col3\" class=\"data row236 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row236_col4\" class=\"data row236 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row236_col5\" class=\"data row236 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row237\" class=\"row_heading level0 row237\" >coef_hhsize1_sr_multiplier_work</th>\n",
-       "      <td id=\"T_339a1_row237_col0\" class=\"data row237 col0\" >-0.679</td>\n",
-       "      <td id=\"T_339a1_row237_col1\" class=\"data row237 col1\" > 0.174</td>\n",
-       "      <td id=\"T_339a1_row237_col2\" class=\"data row237 col2\" >-3.90</td>\n",
-       "      <td id=\"T_339a1_row237_col3\" class=\"data row237 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row237_col4\" class=\"data row237 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row237_col5\" class=\"data row237 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row238\" class=\"row_heading level0 row238\" >coef_ivt_work</th>\n",
-       "      <td id=\"T_339a1_row238_col0\" class=\"data row238 col0\" >-0.0131</td>\n",
-       "      <td id=\"T_339a1_row238_col1\" class=\"data row238 col1\" > 0.000672</td>\n",
-       "      <td id=\"T_339a1_row238_col2\" class=\"data row238 col2\" >-19.44</td>\n",
-       "      <td id=\"T_339a1_row238_col3\" class=\"data row238 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row238_col4\" class=\"data row238 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row238_col5\" class=\"data row238 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row239\" class=\"row_heading level0 row239\" >commuter_rail_ASC_work</th>\n",
-       "      <td id=\"T_339a1_row239_col0\" class=\"data row239 col0\" > 12.1</td>\n",
-       "      <td id=\"T_339a1_row239_col1\" class=\"data row239 col1\" > 0.561</td>\n",
-       "      <td id=\"T_339a1_row239_col2\" class=\"data row239 col2\" > 21.60</td>\n",
-       "      <td id=\"T_339a1_row239_col3\" class=\"data row239 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row239_col4\" class=\"data row239 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row239_col5\" class=\"data row239 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row240\" class=\"row_heading level0 row240\" >drive_ferry_ASC_work</th>\n",
-       "      <td id=\"T_339a1_row240_col0\" class=\"data row240 col0\" > 0.933</td>\n",
-       "      <td id=\"T_339a1_row240_col1\" class=\"data row240 col1\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row240_col2\" class=\"data row240 col2\" > NA</td>\n",
-       "      <td id=\"T_339a1_row240_col3\" class=\"data row240 col3\" >[]</td>\n",
-       "      <td id=\"T_339a1_row240_col4\" class=\"data row240 col4\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row240_col5\" class=\"data row240 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row241\" class=\"row_heading level0 row241\" >drive_light_rail_ASC_work</th>\n",
-       "      <td id=\"T_339a1_row241_col0\" class=\"data row241 col0\" >-36.0</td>\n",
-       "      <td id=\"T_339a1_row241_col1\" class=\"data row241 col1\" > NA</td>\n",
-       "      <td id=\"T_339a1_row241_col2\" class=\"data row241 col2\" > NA</td>\n",
-       "      <td id=\"T_339a1_row241_col3\" class=\"data row241 col3\" >[]</td>\n",
-       "      <td id=\"T_339a1_row241_col4\" class=\"data row241 col4\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row241_col5\" class=\"data row241 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row242\" class=\"row_heading level0 row242\" >drive_transit_ASC_auto_deficient_work</th>\n",
-       "      <td id=\"T_339a1_row242_col0\" class=\"data row242 col0\" >-10.8</td>\n",
-       "      <td id=\"T_339a1_row242_col1\" class=\"data row242 col1\" > 0.493</td>\n",
-       "      <td id=\"T_339a1_row242_col2\" class=\"data row242 col2\" >-21.96</td>\n",
-       "      <td id=\"T_339a1_row242_col3\" class=\"data row242 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row242_col4\" class=\"data row242 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row242_col5\" class=\"data row242 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row243\" class=\"row_heading level0 row243\" >drive_transit_ASC_auto_sufficient_work</th>\n",
-       "      <td id=\"T_339a1_row243_col0\" class=\"data row243 col0\" >-11.9</td>\n",
-       "      <td id=\"T_339a1_row243_col1\" class=\"data row243 col1\" > 0.496</td>\n",
-       "      <td id=\"T_339a1_row243_col2\" class=\"data row243 col2\" >-24.03</td>\n",
-       "      <td id=\"T_339a1_row243_col3\" class=\"data row243 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row243_col4\" class=\"data row243 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row243_col5\" class=\"data row243 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row244\" class=\"row_heading level0 row244\" >drive_transit_CBD_ASC_work</th>\n",
-       "      <td id=\"T_339a1_row244_col0\" class=\"data row244 col0\" > 1.43</td>\n",
-       "      <td id=\"T_339a1_row244_col1\" class=\"data row244 col1\" > 0.593</td>\n",
-       "      <td id=\"T_339a1_row244_col2\" class=\"data row244 col2\" > 2.41</td>\n",
-       "      <td id=\"T_339a1_row244_col3\" class=\"data row244 col3\" >*</td>\n",
-       "      <td id=\"T_339a1_row244_col4\" class=\"data row244 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row244_col5\" class=\"data row244 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row245\" class=\"row_heading level0 row245\" >express_bus_ASC_work</th>\n",
-       "      <td id=\"T_339a1_row245_col0\" class=\"data row245 col0\" >-54.6</td>\n",
-       "      <td id=\"T_339a1_row245_col1\" class=\"data row245 col1\" > NA</td>\n",
-       "      <td id=\"T_339a1_row245_col2\" class=\"data row245 col2\" > NA</td>\n",
-       "      <td id=\"T_339a1_row245_col3\" class=\"data row245 col3\" >[]</td>\n",
-       "      <td id=\"T_339a1_row245_col4\" class=\"data row245 col4\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row245_col5\" class=\"data row245 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row246\" class=\"row_heading level0 row246\" >heavy_rail_ASC_work</th>\n",
-       "      <td id=\"T_339a1_row246_col0\" class=\"data row246 col0\" > 11.0</td>\n",
-       "      <td id=\"T_339a1_row246_col1\" class=\"data row246 col1\" > 0.185</td>\n",
-       "      <td id=\"T_339a1_row246_col2\" class=\"data row246 col2\" > 59.50</td>\n",
-       "      <td id=\"T_339a1_row246_col3\" class=\"data row246 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row246_col4\" class=\"data row246 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row246_col5\" class=\"data row246 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row247\" class=\"row_heading level0 row247\" >local_bus_ASC_work</th>\n",
-       "      <td id=\"T_339a1_row247_col0\" class=\"data row247 col0\" > 10.3</td>\n",
-       "      <td id=\"T_339a1_row247_col1\" class=\"data row247 col1\" > 0.173</td>\n",
-       "      <td id=\"T_339a1_row247_col2\" class=\"data row247 col2\" > 59.60</td>\n",
-       "      <td id=\"T_339a1_row247_col3\" class=\"data row247 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row247_col4\" class=\"data row247 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row247_col5\" class=\"data row247 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row248\" class=\"row_heading level0 row248\" >sr2_ASC_auto_deficient_work</th>\n",
-       "      <td id=\"T_339a1_row248_col0\" class=\"data row248 col0\" > 0.463</td>\n",
-       "      <td id=\"T_339a1_row248_col1\" class=\"data row248 col1\" > 0.367</td>\n",
-       "      <td id=\"T_339a1_row248_col2\" class=\"data row248 col2\" > 1.26</td>\n",
-       "      <td id=\"T_339a1_row248_col3\" class=\"data row248 col3\" ></td>\n",
-       "      <td id=\"T_339a1_row248_col4\" class=\"data row248 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row248_col5\" class=\"data row248 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row249\" class=\"row_heading level0 row249\" >sr2_ASC_auto_sufficient_work</th>\n",
-       "      <td id=\"T_339a1_row249_col0\" class=\"data row249 col0\" >-0.391</td>\n",
-       "      <td id=\"T_339a1_row249_col1\" class=\"data row249 col1\" > 0.369</td>\n",
-       "      <td id=\"T_339a1_row249_col2\" class=\"data row249 col2\" >-1.06</td>\n",
-       "      <td id=\"T_339a1_row249_col3\" class=\"data row249 col3\" ></td>\n",
-       "      <td id=\"T_339a1_row249_col4\" class=\"data row249 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row249_col5\" class=\"data row249 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row250\" class=\"row_heading level0 row250\" >sr3p_ASC_auto_deficient_work</th>\n",
-       "      <td id=\"T_339a1_row250_col0\" class=\"data row250 col0\" >-0.0501</td>\n",
-       "      <td id=\"T_339a1_row250_col1\" class=\"data row250 col1\" > 0.372</td>\n",
-       "      <td id=\"T_339a1_row250_col2\" class=\"data row250 col2\" >-0.13</td>\n",
-       "      <td id=\"T_339a1_row250_col3\" class=\"data row250 col3\" ></td>\n",
-       "      <td id=\"T_339a1_row250_col4\" class=\"data row250 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row250_col5\" class=\"data row250 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row251\" class=\"row_heading level0 row251\" >sr3p_ASC_auto_sufficient_work</th>\n",
-       "      <td id=\"T_339a1_row251_col0\" class=\"data row251 col0\" >-0.716</td>\n",
-       "      <td id=\"T_339a1_row251_col1\" class=\"data row251 col1\" > 0.373</td>\n",
-       "      <td id=\"T_339a1_row251_col2\" class=\"data row251 col2\" >-1.92</td>\n",
-       "      <td id=\"T_339a1_row251_col3\" class=\"data row251 col3\" ></td>\n",
-       "      <td id=\"T_339a1_row251_col4\" class=\"data row251 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row251_col5\" class=\"data row251 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row252\" class=\"row_heading level0 row252\" >sr3p_ASC_no_auto_work</th>\n",
-       "      <td id=\"T_339a1_row252_col0\" class=\"data row252 col0\" > 5.29</td>\n",
-       "      <td id=\"T_339a1_row252_col1\" class=\"data row252 col1\" > 0.646</td>\n",
-       "      <td id=\"T_339a1_row252_col2\" class=\"data row252 col2\" > 8.18</td>\n",
-       "      <td id=\"T_339a1_row252_col3\" class=\"data row252 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row252_col4\" class=\"data row252 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row252_col5\" class=\"data row252 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row253\" class=\"row_heading level0 row253\" >taxi_ASC_auto_deficient_work</th>\n",
-       "      <td id=\"T_339a1_row253_col0\" class=\"data row253 col0\" >-1.36</td>\n",
-       "      <td id=\"T_339a1_row253_col1\" class=\"data row253 col1\" > 0.326</td>\n",
-       "      <td id=\"T_339a1_row253_col2\" class=\"data row253 col2\" >-4.16</td>\n",
-       "      <td id=\"T_339a1_row253_col3\" class=\"data row253 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row253_col4\" class=\"data row253 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row253_col5\" class=\"data row253 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row254\" class=\"row_heading level0 row254\" >taxi_ASC_auto_sufficient_work</th>\n",
-       "      <td id=\"T_339a1_row254_col0\" class=\"data row254 col0\" >-56.0</td>\n",
-       "      <td id=\"T_339a1_row254_col1\" class=\"data row254 col1\" > NA</td>\n",
-       "      <td id=\"T_339a1_row254_col2\" class=\"data row254 col2\" > NA</td>\n",
-       "      <td id=\"T_339a1_row254_col3\" class=\"data row254 col3\" >[***]</td>\n",
-       "      <td id=\"T_339a1_row254_col4\" class=\"data row254 col4\" > 89.02</td>\n",
-       "      <td id=\"T_339a1_row254_col5\" class=\"data row254 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row255\" class=\"row_heading level0 row255\" >taxi_ASC_no_auto_work</th>\n",
-       "      <td id=\"T_339a1_row255_col0\" class=\"data row255 col0\" > 9.43</td>\n",
-       "      <td id=\"T_339a1_row255_col1\" class=\"data row255 col1\" > 0.651</td>\n",
-       "      <td id=\"T_339a1_row255_col2\" class=\"data row255 col2\" > 14.50</td>\n",
-       "      <td id=\"T_339a1_row255_col3\" class=\"data row255 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row255_col4\" class=\"data row255 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row255_col5\" class=\"data row255 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row256\" class=\"row_heading level0 row256\" >tnc_shared_ASC_auto_deficient_work</th>\n",
-       "      <td id=\"T_339a1_row256_col0\" class=\"data row256 col0\" >-2.43</td>\n",
-       "      <td id=\"T_339a1_row256_col1\" class=\"data row256 col1\" > 0.420</td>\n",
-       "      <td id=\"T_339a1_row256_col2\" class=\"data row256 col2\" >-5.80</td>\n",
-       "      <td id=\"T_339a1_row256_col3\" class=\"data row256 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row256_col4\" class=\"data row256 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row256_col5\" class=\"data row256 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row257\" class=\"row_heading level0 row257\" >tnc_shared_ASC_auto_sufficient_work</th>\n",
-       "      <td id=\"T_339a1_row257_col0\" class=\"data row257 col0\" >-63.4</td>\n",
-       "      <td id=\"T_339a1_row257_col1\" class=\"data row257 col1\" > NA</td>\n",
-       "      <td id=\"T_339a1_row257_col2\" class=\"data row257 col2\" > NA</td>\n",
-       "      <td id=\"T_339a1_row257_col3\" class=\"data row257 col3\" >[***]</td>\n",
-       "      <td id=\"T_339a1_row257_col4\" class=\"data row257 col4\" > 180.49</td>\n",
-       "      <td id=\"T_339a1_row257_col5\" class=\"data row257 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row258\" class=\"row_heading level0 row258\" >tnc_shared_ASC_no_auto_work</th>\n",
-       "      <td id=\"T_339a1_row258_col0\" class=\"data row258 col0\" >-47.3</td>\n",
-       "      <td id=\"T_339a1_row258_col1\" class=\"data row258 col1\" > NA</td>\n",
-       "      <td id=\"T_339a1_row258_col2\" class=\"data row258 col2\" > NA</td>\n",
-       "      <td id=\"T_339a1_row258_col3\" class=\"data row258 col3\" >[]</td>\n",
-       "      <td id=\"T_339a1_row258_col4\" class=\"data row258 col4\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row258_col5\" class=\"data row258 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row259\" class=\"row_heading level0 row259\" >tnc_single_ASC_auto_deficient_work</th>\n",
-       "      <td id=\"T_339a1_row259_col0\" class=\"data row259 col0\" >-0.788</td>\n",
-       "      <td id=\"T_339a1_row259_col1\" class=\"data row259 col1\" > 0.211</td>\n",
-       "      <td id=\"T_339a1_row259_col2\" class=\"data row259 col2\" >-3.73</td>\n",
-       "      <td id=\"T_339a1_row259_col3\" class=\"data row259 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row259_col4\" class=\"data row259 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row259_col5\" class=\"data row259 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row260\" class=\"row_heading level0 row260\" >tnc_single_ASC_auto_sufficient_work</th>\n",
-       "      <td id=\"T_339a1_row260_col0\" class=\"data row260 col0\" >-4.88</td>\n",
-       "      <td id=\"T_339a1_row260_col1\" class=\"data row260 col1\" > 1.00</td>\n",
-       "      <td id=\"T_339a1_row260_col2\" class=\"data row260 col2\" >-4.86</td>\n",
-       "      <td id=\"T_339a1_row260_col3\" class=\"data row260 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row260_col4\" class=\"data row260 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row260_col5\" class=\"data row260 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row261\" class=\"row_heading level0 row261\" >tnc_single_ASC_no_auto_work</th>\n",
-       "      <td id=\"T_339a1_row261_col0\" class=\"data row261 col0\" > 10.3</td>\n",
-       "      <td id=\"T_339a1_row261_col1\" class=\"data row261 col1\" > 0.630</td>\n",
-       "      <td id=\"T_339a1_row261_col2\" class=\"data row261 col2\" > 16.35</td>\n",
-       "      <td id=\"T_339a1_row261_col3\" class=\"data row261 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row261_col4\" class=\"data row261 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row261_col5\" class=\"data row261 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row262\" class=\"row_heading level0 row262\" >walk_ASC_auto_deficient_work</th>\n",
-       "      <td id=\"T_339a1_row262_col0\" class=\"data row262 col0\" > 2.13</td>\n",
-       "      <td id=\"T_339a1_row262_col1\" class=\"data row262 col1\" > 0.200</td>\n",
-       "      <td id=\"T_339a1_row262_col2\" class=\"data row262 col2\" > 10.62</td>\n",
-       "      <td id=\"T_339a1_row262_col3\" class=\"data row262 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row262_col4\" class=\"data row262 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row262_col5\" class=\"data row262 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row263\" class=\"row_heading level0 row263\" >walk_ASC_auto_sufficient_work</th>\n",
-       "      <td id=\"T_339a1_row263_col0\" class=\"data row263 col0\" > 0.176</td>\n",
-       "      <td id=\"T_339a1_row263_col1\" class=\"data row263 col1\" > 0.215</td>\n",
-       "      <td id=\"T_339a1_row263_col2\" class=\"data row263 col2\" > 0.82</td>\n",
-       "      <td id=\"T_339a1_row263_col3\" class=\"data row263 col3\" ></td>\n",
-       "      <td id=\"T_339a1_row263_col4\" class=\"data row263 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row263_col5\" class=\"data row263 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row264\" class=\"row_heading level0 row264\" >walk_ASC_no_auto_work</th>\n",
-       "      <td id=\"T_339a1_row264_col0\" class=\"data row264 col0\" > 10.4</td>\n",
-       "      <td id=\"T_339a1_row264_col1\" class=\"data row264 col1\" > 0.654</td>\n",
-       "      <td id=\"T_339a1_row264_col2\" class=\"data row264 col2\" > 15.83</td>\n",
-       "      <td id=\"T_339a1_row264_col3\" class=\"data row264 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row264_col4\" class=\"data row264 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row264_col5\" class=\"data row264 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row265\" class=\"row_heading level0 row265\" >walk_ferry_ASC_work</th>\n",
-       "      <td id=\"T_339a1_row265_col0\" class=\"data row265 col0\" > 0.933</td>\n",
-       "      <td id=\"T_339a1_row265_col1\" class=\"data row265 col1\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row265_col2\" class=\"data row265 col2\" > NA</td>\n",
-       "      <td id=\"T_339a1_row265_col3\" class=\"data row265 col3\" >[]</td>\n",
-       "      <td id=\"T_339a1_row265_col4\" class=\"data row265 col4\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row265_col5\" class=\"data row265 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row266\" class=\"row_heading level0 row266\" >walk_light_rail_ASC_work</th>\n",
-       "      <td id=\"T_339a1_row266_col0\" class=\"data row266 col0\" > 11.2</td>\n",
-       "      <td id=\"T_339a1_row266_col1\" class=\"data row266 col1\" > 0.178</td>\n",
-       "      <td id=\"T_339a1_row266_col2\" class=\"data row266 col2\" > 62.93</td>\n",
-       "      <td id=\"T_339a1_row266_col3\" class=\"data row266 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row266_col4\" class=\"data row266 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row266_col5\" class=\"data row266 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row267\" class=\"row_heading level0 row267\" >walk_transit_ASC_auto_deficient_work</th>\n",
-       "      <td id=\"T_339a1_row267_col0\" class=\"data row267 col0\" >-9.77</td>\n",
-       "      <td id=\"T_339a1_row267_col1\" class=\"data row267 col1\" > 0.182</td>\n",
-       "      <td id=\"T_339a1_row267_col2\" class=\"data row267 col2\" >-53.62</td>\n",
-       "      <td id=\"T_339a1_row267_col3\" class=\"data row267 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row267_col4\" class=\"data row267 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row267_col5\" class=\"data row267 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row268\" class=\"row_heading level0 row268\" >walk_transit_ASC_auto_sufficient_work</th>\n",
-       "      <td id=\"T_339a1_row268_col0\" class=\"data row268 col0\" >-11.3</td>\n",
-       "      <td id=\"T_339a1_row268_col1\" class=\"data row268 col1\" > 0.187</td>\n",
-       "      <td id=\"T_339a1_row268_col2\" class=\"data row268 col2\" >-60.43</td>\n",
-       "      <td id=\"T_339a1_row268_col3\" class=\"data row268 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row268_col4\" class=\"data row268 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row268_col5\" class=\"data row268 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row269\" class=\"row_heading level0 row269\" >walk_transit_ASC_no_auto_work</th>\n",
-       "      <td id=\"T_339a1_row269_col0\" class=\"data row269 col0\" >-0.818</td>\n",
-       "      <td id=\"T_339a1_row269_col1\" class=\"data row269 col1\" > 0.576</td>\n",
-       "      <td id=\"T_339a1_row269_col2\" class=\"data row269 col2\" >-1.42</td>\n",
-       "      <td id=\"T_339a1_row269_col3\" class=\"data row269 col3\" ></td>\n",
-       "      <td id=\"T_339a1_row269_col4\" class=\"data row269 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row269_col5\" class=\"data row269 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row270\" class=\"row_heading level0 row270\" >walk_transit_CBD_ASC_work</th>\n",
-       "      <td id=\"T_339a1_row270_col0\" class=\"data row270 col0\" > 0.977</td>\n",
-       "      <td id=\"T_339a1_row270_col1\" class=\"data row270 col1\" > 0.121</td>\n",
-       "      <td id=\"T_339a1_row270_col2\" class=\"data row270 col2\" > 8.07</td>\n",
-       "      <td id=\"T_339a1_row270_col3\" class=\"data row270 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row270_col4\" class=\"data row270 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row270_col5\" class=\"data row270 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row271\" class=\"row_heading level0 row271\" >bike_ASC_auto_deficient_atwork</th>\n",
-       "      <td id=\"T_339a1_row271_col0\" class=\"data row271 col0\" >-1.38</td>\n",
-       "      <td id=\"T_339a1_row271_col1\" class=\"data row271 col1\" > 0.914</td>\n",
-       "      <td id=\"T_339a1_row271_col2\" class=\"data row271 col2\" >-1.51</td>\n",
-       "      <td id=\"T_339a1_row271_col3\" class=\"data row271 col3\" ></td>\n",
-       "      <td id=\"T_339a1_row271_col4\" class=\"data row271 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row271_col5\" class=\"data row271 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row272\" class=\"row_heading level0 row272\" >bike_ASC_auto_sufficient_atwork</th>\n",
-       "      <td id=\"T_339a1_row272_col0\" class=\"data row272 col0\" > 15.7</td>\n",
-       "      <td id=\"T_339a1_row272_col1\" class=\"data row272 col1\" > 726.</td>\n",
-       "      <td id=\"T_339a1_row272_col2\" class=\"data row272 col2\" > 0.02</td>\n",
-       "      <td id=\"T_339a1_row272_col3\" class=\"data row272 col3\" ></td>\n",
-       "      <td id=\"T_339a1_row272_col4\" class=\"data row272 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row272_col5\" class=\"data row272 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row273\" class=\"row_heading level0 row273\" >bike_ASC_no_auto_atwork</th>\n",
-       "      <td id=\"T_339a1_row273_col0\" class=\"data row273 col0\" >-28.4</td>\n",
-       "      <td id=\"T_339a1_row273_col1\" class=\"data row273 col1\" > NA</td>\n",
-       "      <td id=\"T_339a1_row273_col2\" class=\"data row273 col2\" > NA</td>\n",
-       "      <td id=\"T_339a1_row273_col3\" class=\"data row273 col3\" >[]</td>\n",
-       "      <td id=\"T_339a1_row273_col4\" class=\"data row273 col4\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row273_col5\" class=\"data row273 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row274\" class=\"row_heading level0 row274\" >coef_age010_trn_multiplier_atwork</th>\n",
-       "      <td id=\"T_339a1_row274_col0\" class=\"data row274 col0\" > 0.000722</td>\n",
-       "      <td id=\"T_339a1_row274_col1\" class=\"data row274 col1\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row274_col2\" class=\"data row274 col2\" > NA</td>\n",
-       "      <td id=\"T_339a1_row274_col3\" class=\"data row274 col3\" >[]</td>\n",
-       "      <td id=\"T_339a1_row274_col4\" class=\"data row274 col4\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row274_col5\" class=\"data row274 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row275\" class=\"row_heading level0 row275\" >coef_age1619_da_multiplier_atwork</th>\n",
-       "      <td id=\"T_339a1_row275_col0\" class=\"data row275 col0\" >-0.807</td>\n",
-       "      <td id=\"T_339a1_row275_col1\" class=\"data row275 col1\" > 1.03</td>\n",
-       "      <td id=\"T_339a1_row275_col2\" class=\"data row275 col2\" >-0.79</td>\n",
-       "      <td id=\"T_339a1_row275_col3\" class=\"data row275 col3\" ></td>\n",
-       "      <td id=\"T_339a1_row275_col4\" class=\"data row275 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row275_col5\" class=\"data row275 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row276\" class=\"row_heading level0 row276\" >coef_ivt_atwork</th>\n",
-       "      <td id=\"T_339a1_row276_col0\" class=\"data row276 col0\" >-0.0210</td>\n",
-       "      <td id=\"T_339a1_row276_col1\" class=\"data row276 col1\" > 0.00255</td>\n",
-       "      <td id=\"T_339a1_row276_col2\" class=\"data row276 col2\" >-8.26</td>\n",
-       "      <td id=\"T_339a1_row276_col3\" class=\"data row276 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row276_col4\" class=\"data row276 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row276_col5\" class=\"data row276 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row277\" class=\"row_heading level0 row277\" >drive_transit_ASC_auto_deficient_atwork</th>\n",
-       "      <td id=\"T_339a1_row277_col0\" class=\"data row277 col0\" >-999.</td>\n",
-       "      <td id=\"T_339a1_row277_col1\" class=\"data row277 col1\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row277_col2\" class=\"data row277 col2\" > NA</td>\n",
-       "      <td id=\"T_339a1_row277_col3\" class=\"data row277 col3\" >[]</td>\n",
-       "      <td id=\"T_339a1_row277_col4\" class=\"data row277 col4\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row277_col5\" class=\"data row277 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row278\" class=\"row_heading level0 row278\" >drive_transit_ASC_auto_sufficient_atwork</th>\n",
-       "      <td id=\"T_339a1_row278_col0\" class=\"data row278 col0\" >-999.</td>\n",
-       "      <td id=\"T_339a1_row278_col1\" class=\"data row278 col1\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row278_col2\" class=\"data row278 col2\" > NA</td>\n",
-       "      <td id=\"T_339a1_row278_col3\" class=\"data row278 col3\" >[]</td>\n",
-       "      <td id=\"T_339a1_row278_col4\" class=\"data row278 col4\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row278_col5\" class=\"data row278 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row279\" class=\"row_heading level0 row279\" >drive_transit_CBD_ASC_atwork</th>\n",
-       "      <td id=\"T_339a1_row279_col0\" class=\"data row279 col0\" > 0.564</td>\n",
-       "      <td id=\"T_339a1_row279_col1\" class=\"data row279 col1\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row279_col2\" class=\"data row279 col2\" > NA</td>\n",
-       "      <td id=\"T_339a1_row279_col3\" class=\"data row279 col3\" >[]</td>\n",
-       "      <td id=\"T_339a1_row279_col4\" class=\"data row279 col4\" > 0.00</td>\n",
-       "      <td id=\"T_339a1_row279_col5\" class=\"data row279 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row280\" class=\"row_heading level0 row280\" >sr2_ASC_auto_deficient_atwork</th>\n",
-       "      <td id=\"T_339a1_row280_col0\" class=\"data row280 col0\" >-1.89</td>\n",
-       "      <td id=\"T_339a1_row280_col1\" class=\"data row280 col1\" > 0.573</td>\n",
-       "      <td id=\"T_339a1_row280_col2\" class=\"data row280 col2\" >-3.31</td>\n",
-       "      <td id=\"T_339a1_row280_col3\" class=\"data row280 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row280_col4\" class=\"data row280 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row280_col5\" class=\"data row280 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row281\" class=\"row_heading level0 row281\" >sr2_ASC_auto_sufficient_atwork</th>\n",
-       "      <td id=\"T_339a1_row281_col0\" class=\"data row281 col0\" >-0.652</td>\n",
-       "      <td id=\"T_339a1_row281_col1\" class=\"data row281 col1\" > 0.398</td>\n",
-       "      <td id=\"T_339a1_row281_col2\" class=\"data row281 col2\" >-1.64</td>\n",
-       "      <td id=\"T_339a1_row281_col3\" class=\"data row281 col3\" ></td>\n",
-       "      <td id=\"T_339a1_row281_col4\" class=\"data row281 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row281_col5\" class=\"data row281 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row282\" class=\"row_heading level0 row282\" >sr3p_ASC_auto_deficient_atwork</th>\n",
-       "      <td id=\"T_339a1_row282_col0\" class=\"data row282 col0\" >-2.38</td>\n",
-       "      <td id=\"T_339a1_row282_col1\" class=\"data row282 col1\" > 0.580</td>\n",
-       "      <td id=\"T_339a1_row282_col2\" class=\"data row282 col2\" >-4.11</td>\n",
-       "      <td id=\"T_339a1_row282_col3\" class=\"data row282 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row282_col4\" class=\"data row282 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row282_col5\" class=\"data row282 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row283\" class=\"row_heading level0 row283\" >sr3p_ASC_auto_sufficient_atwork</th>\n",
-       "      <td id=\"T_339a1_row283_col0\" class=\"data row283 col0\" >-0.822</td>\n",
-       "      <td id=\"T_339a1_row283_col1\" class=\"data row283 col1\" > 0.401</td>\n",
-       "      <td id=\"T_339a1_row283_col2\" class=\"data row283 col2\" >-2.05</td>\n",
-       "      <td id=\"T_339a1_row283_col3\" class=\"data row283 col3\" >*</td>\n",
-       "      <td id=\"T_339a1_row283_col4\" class=\"data row283 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row283_col5\" class=\"data row283 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row284\" class=\"row_heading level0 row284\" >sr3p_ASC_no_auto_atwork</th>\n",
-       "      <td id=\"T_339a1_row284_col0\" class=\"data row284 col0\" > 6.24</td>\n",
-       "      <td id=\"T_339a1_row284_col1\" class=\"data row284 col1\" > 0.790</td>\n",
-       "      <td id=\"T_339a1_row284_col2\" class=\"data row284 col2\" > 7.90</td>\n",
-       "      <td id=\"T_339a1_row284_col3\" class=\"data row284 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row284_col4\" class=\"data row284 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row284_col5\" class=\"data row284 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row285\" class=\"row_heading level0 row285\" >taxi_ASC_auto_deficient_atwork</th>\n",
-       "      <td id=\"T_339a1_row285_col0\" class=\"data row285 col0\" >-28.5</td>\n",
-       "      <td id=\"T_339a1_row285_col1\" class=\"data row285 col1\" > NA</td>\n",
-       "      <td id=\"T_339a1_row285_col2\" class=\"data row285 col2\" > NA</td>\n",
-       "      <td id=\"T_339a1_row285_col3\" class=\"data row285 col3\" >[***]</td>\n",
-       "      <td id=\"T_339a1_row285_col4\" class=\"data row285 col4\" > 64.57</td>\n",
-       "      <td id=\"T_339a1_row285_col5\" class=\"data row285 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row286\" class=\"row_heading level0 row286\" >taxi_ASC_auto_sufficient_atwork</th>\n",
-       "      <td id=\"T_339a1_row286_col0\" class=\"data row286 col0\" >-28.6</td>\n",
-       "      <td id=\"T_339a1_row286_col1\" class=\"data row286 col1\" > NA</td>\n",
-       "      <td id=\"T_339a1_row286_col2\" class=\"data row286 col2\" > NA</td>\n",
-       "      <td id=\"T_339a1_row286_col3\" class=\"data row286 col3\" >[***]</td>\n",
-       "      <td id=\"T_339a1_row286_col4\" class=\"data row286 col4\" > 38.13</td>\n",
-       "      <td id=\"T_339a1_row286_col5\" class=\"data row286 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row287\" class=\"row_heading level0 row287\" >taxi_ASC_no_auto_atwork</th>\n",
-       "      <td id=\"T_339a1_row287_col0\" class=\"data row287 col0\" > 10.2</td>\n",
-       "      <td id=\"T_339a1_row287_col1\" class=\"data row287 col1\" > 0.970</td>\n",
-       "      <td id=\"T_339a1_row287_col2\" class=\"data row287 col2\" > 10.52</td>\n",
-       "      <td id=\"T_339a1_row287_col3\" class=\"data row287 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row287_col4\" class=\"data row287 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row287_col5\" class=\"data row287 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row288\" class=\"row_heading level0 row288\" >tnc_shared_ASC_auto_deficient_atwork</th>\n",
-       "      <td id=\"T_339a1_row288_col0\" class=\"data row288 col0\" >-3.91</td>\n",
-       "      <td id=\"T_339a1_row288_col1\" class=\"data row288 col1\" > 0.639</td>\n",
-       "      <td id=\"T_339a1_row288_col2\" class=\"data row288 col2\" >-6.12</td>\n",
-       "      <td id=\"T_339a1_row288_col3\" class=\"data row288 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row288_col4\" class=\"data row288 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row288_col5\" class=\"data row288 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row289\" class=\"row_heading level0 row289\" >tnc_shared_ASC_auto_sufficient_atwork</th>\n",
-       "      <td id=\"T_339a1_row289_col0\" class=\"data row289 col0\" >-2.69</td>\n",
-       "      <td id=\"T_339a1_row289_col1\" class=\"data row289 col1\" > 0.496</td>\n",
-       "      <td id=\"T_339a1_row289_col2\" class=\"data row289 col2\" >-5.42</td>\n",
-       "      <td id=\"T_339a1_row289_col3\" class=\"data row289 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row289_col4\" class=\"data row289 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row289_col5\" class=\"data row289 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row290\" class=\"row_heading level0 row290\" >tnc_shared_ASC_no_auto_atwork</th>\n",
-       "      <td id=\"T_339a1_row290_col0\" class=\"data row290 col0\" > 9.06</td>\n",
-       "      <td id=\"T_339a1_row290_col1\" class=\"data row290 col1\" > 0.890</td>\n",
-       "      <td id=\"T_339a1_row290_col2\" class=\"data row290 col2\" > 10.18</td>\n",
-       "      <td id=\"T_339a1_row290_col3\" class=\"data row290 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row290_col4\" class=\"data row290 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row290_col5\" class=\"data row290 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row291\" class=\"row_heading level0 row291\" >tnc_single_ASC_auto_deficient_atwork</th>\n",
-       "      <td id=\"T_339a1_row291_col0\" class=\"data row291 col0\" >-3.11</td>\n",
-       "      <td id=\"T_339a1_row291_col1\" class=\"data row291 col1\" > 0.611</td>\n",
-       "      <td id=\"T_339a1_row291_col2\" class=\"data row291 col2\" >-5.09</td>\n",
-       "      <td id=\"T_339a1_row291_col3\" class=\"data row291 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row291_col4\" class=\"data row291 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row291_col5\" class=\"data row291 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row292\" class=\"row_heading level0 row292\" >tnc_single_ASC_auto_sufficient_atwork</th>\n",
-       "      <td id=\"T_339a1_row292_col0\" class=\"data row292 col0\" >-2.63</td>\n",
-       "      <td id=\"T_339a1_row292_col1\" class=\"data row292 col1\" > 0.529</td>\n",
-       "      <td id=\"T_339a1_row292_col2\" class=\"data row292 col2\" >-4.97</td>\n",
-       "      <td id=\"T_339a1_row292_col3\" class=\"data row292 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row292_col4\" class=\"data row292 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row292_col5\" class=\"data row292 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row293\" class=\"row_heading level0 row293\" >tnc_single_ASC_no_auto_atwork</th>\n",
-       "      <td id=\"T_339a1_row293_col0\" class=\"data row293 col0\" > 10.5</td>\n",
-       "      <td id=\"T_339a1_row293_col1\" class=\"data row293 col1\" > 0.917</td>\n",
-       "      <td id=\"T_339a1_row293_col2\" class=\"data row293 col2\" > 11.43</td>\n",
-       "      <td id=\"T_339a1_row293_col3\" class=\"data row293 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row293_col4\" class=\"data row293 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row293_col5\" class=\"data row293 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row294\" class=\"row_heading level0 row294\" >walk_ASC_auto_deficient_atwork</th>\n",
-       "      <td id=\"T_339a1_row294_col0\" class=\"data row294 col0\" > 1.82</td>\n",
-       "      <td id=\"T_339a1_row294_col1\" class=\"data row294 col1\" > 0.671</td>\n",
-       "      <td id=\"T_339a1_row294_col2\" class=\"data row294 col2\" > 2.72</td>\n",
-       "      <td id=\"T_339a1_row294_col3\" class=\"data row294 col3\" >**</td>\n",
-       "      <td id=\"T_339a1_row294_col4\" class=\"data row294 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row294_col5\" class=\"data row294 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row295\" class=\"row_heading level0 row295\" >walk_ASC_auto_sufficient_atwork</th>\n",
-       "      <td id=\"T_339a1_row295_col0\" class=\"data row295 col0\" > 1.43</td>\n",
-       "      <td id=\"T_339a1_row295_col1\" class=\"data row295 col1\" > 0.379</td>\n",
-       "      <td id=\"T_339a1_row295_col2\" class=\"data row295 col2\" > 3.77</td>\n",
-       "      <td id=\"T_339a1_row295_col3\" class=\"data row295 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row295_col4\" class=\"data row295 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row295_col5\" class=\"data row295 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row296\" class=\"row_heading level0 row296\" >walk_ASC_no_auto_atwork</th>\n",
-       "      <td id=\"T_339a1_row296_col0\" class=\"data row296 col0\" > 12.8</td>\n",
-       "      <td id=\"T_339a1_row296_col1\" class=\"data row296 col1\" > 1.04</td>\n",
-       "      <td id=\"T_339a1_row296_col2\" class=\"data row296 col2\" > 12.31</td>\n",
-       "      <td id=\"T_339a1_row296_col3\" class=\"data row296 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row296_col4\" class=\"data row296 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row296_col5\" class=\"data row296 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row297\" class=\"row_heading level0 row297\" >walk_transit_ASC_auto_deficient_atwork</th>\n",
-       "      <td id=\"T_339a1_row297_col0\" class=\"data row297 col0\" > 8.99</td>\n",
-       "      <td id=\"T_339a1_row297_col1\" class=\"data row297 col1\" > 1.76</td>\n",
-       "      <td id=\"T_339a1_row297_col2\" class=\"data row297 col2\" > 5.10</td>\n",
-       "      <td id=\"T_339a1_row297_col3\" class=\"data row297 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row297_col4\" class=\"data row297 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row297_col5\" class=\"data row297 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row298\" class=\"row_heading level0 row298\" >walk_transit_ASC_auto_sufficient_atwork</th>\n",
-       "      <td id=\"T_339a1_row298_col0\" class=\"data row298 col0\" > 9.13</td>\n",
-       "      <td id=\"T_339a1_row298_col1\" class=\"data row298 col1\" > 1.81</td>\n",
-       "      <td id=\"T_339a1_row298_col2\" class=\"data row298 col2\" > 5.04</td>\n",
-       "      <td id=\"T_339a1_row298_col3\" class=\"data row298 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row298_col4\" class=\"data row298 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row298_col5\" class=\"data row298 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row299\" class=\"row_heading level0 row299\" >walk_transit_ASC_no_auto_atwork</th>\n",
-       "      <td id=\"T_339a1_row299_col0\" class=\"data row299 col0\" > 21.2</td>\n",
-       "      <td id=\"T_339a1_row299_col1\" class=\"data row299 col1\" > 1.66</td>\n",
-       "      <td id=\"T_339a1_row299_col2\" class=\"data row299 col2\" > 12.81</td>\n",
-       "      <td id=\"T_339a1_row299_col3\" class=\"data row299 col3\" >***</td>\n",
-       "      <td id=\"T_339a1_row299_col4\" class=\"data row299 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row299_col5\" class=\"data row299 col5\" > 0.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_339a1_level0_row300\" class=\"row_heading level0 row300\" >walk_transit_CBD_ASC_atwork</th>\n",
-       "      <td id=\"T_339a1_row300_col0\" class=\"data row300 col0\" > 0.352</td>\n",
-       "      <td id=\"T_339a1_row300_col1\" class=\"data row300 col1\" > 0.549</td>\n",
-       "      <td id=\"T_339a1_row300_col2\" class=\"data row300 col2\" > 0.64</td>\n",
-       "      <td id=\"T_339a1_row300_col3\" class=\"data row300 col3\" ></td>\n",
-       "      <td id=\"T_339a1_row300_col4\" class=\"data row300 col4\" > NA</td>\n",
-       "      <td id=\"T_339a1_row300_col5\" class=\"data row300 col5\" > 0.00</td>\n",
+       "      <th id=\"T_4d747_level0_row0\" class=\"row_heading level0 row0\" >-999</th>\n",
+       "      <td id=\"T_4d747_row0_col0\" class=\"data row0 col0\" >-999.</td>\n",
+       "      <td id=\"T_4d747_row0_col1\" class=\"data row0 col1\" > 0.00</td>\n",
+       "      <td id=\"T_4d747_row0_col2\" class=\"data row0 col2\" > NA</td>\n",
+       "      <td id=\"T_4d747_row0_col3\" class=\"data row0 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row0_col4\" class=\"data row0 col4\" > 0.00</td>\n",
        "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n"
-      ],
-      "text/plain": [
-       "<pandas.io.formats.style.Styler at 0x12131e7c0>"
-      ]
-     },
-     "execution_count": 12,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "model.parameter_summary()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "colab_type": "text",
-    "id": "TojXWivZsx7M"
-   },
-   "source": [
-    "# Output Estimation Results"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 13,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "from activitysim.estimation.larch import update_coefficients\n",
-    "result_dir = data.edb_directory/\"estimated\"\n",
-    "update_coefficients(\n",
-    "    model, data, result_dir,\n",
-    "    output_file=f\"{modelname}_coefficients_revised.csv\",\n",
-    ");"
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
+       "      <td id=\"T_4d747_row1_col0\" class=\"data row1 col0\" > 1.00</td>\n",
+       "      <td id=\"T_4d747_row1_col1\" class=\"data row1 col1\" > 0.00</td>\n",
+       "      <td id=\"T_4d747_row1_col2\" class=\"data row1 col2\" > NA</td>\n",
+       "      <td id=\"T_4d747_row1_col3\" class=\"data row1 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row1_col4\" class=\"data row1 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row2\" class=\"row_heading level0 row2\" >bike_ASC_auto_deficient_atwork</th>\n",
+       "      <td id=\"T_4d747_row2_col0\" class=\"data row2 col0\" >-0.998</td>\n",
+       "      <td id=\"T_4d747_row2_col1\" class=\"data row2 col1\" > 0.336</td>\n",
+       "      <td id=\"T_4d747_row2_col2\" class=\"data row2 col2\" >-2.97</td>\n",
+       "      <td id=\"T_4d747_row2_col3\" class=\"data row2 col3\" >**</td>\n",
+       "      <td id=\"T_4d747_row2_col4\" class=\"data row2 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row3\" class=\"row_heading level0 row3\" >bike_ASC_auto_deficient_eatout</th>\n",
+       "      <td id=\"T_4d747_row3_col0\" class=\"data row3 col0\" >-1.67</td>\n",
+       "      <td id=\"T_4d747_row3_col1\" class=\"data row3 col1\" > 0.404</td>\n",
+       "      <td id=\"T_4d747_row3_col2\" class=\"data row3 col2\" >-4.14</td>\n",
+       "      <td id=\"T_4d747_row3_col3\" class=\"data row3 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row3_col4\" class=\"data row3 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row4\" class=\"row_heading level0 row4\" >bike_ASC_auto_deficient_escort</th>\n",
+       "      <td id=\"T_4d747_row4_col0\" class=\"data row4 col0\" >-4.15</td>\n",
+       "      <td id=\"T_4d747_row4_col1\" class=\"data row4 col1\" > 0.398</td>\n",
+       "      <td id=\"T_4d747_row4_col2\" class=\"data row4 col2\" >-10.41</td>\n",
+       "      <td id=\"T_4d747_row4_col3\" class=\"data row4 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row4_col4\" class=\"data row4 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row5\" class=\"row_heading level0 row5\" >bike_ASC_auto_deficient_othdiscr</th>\n",
+       "      <td id=\"T_4d747_row5_col0\" class=\"data row5 col0\" >-1.11</td>\n",
+       "      <td id=\"T_4d747_row5_col1\" class=\"data row5 col1\" > 0.204</td>\n",
+       "      <td id=\"T_4d747_row5_col2\" class=\"data row5 col2\" >-5.42</td>\n",
+       "      <td id=\"T_4d747_row5_col3\" class=\"data row5 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row5_col4\" class=\"data row5 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row6\" class=\"row_heading level0 row6\" >bike_ASC_auto_deficient_othmaint</th>\n",
+       "      <td id=\"T_4d747_row6_col0\" class=\"data row6 col0\" >-2.34</td>\n",
+       "      <td id=\"T_4d747_row6_col1\" class=\"data row6 col1\" > 0.344</td>\n",
+       "      <td id=\"T_4d747_row6_col2\" class=\"data row6 col2\" >-6.81</td>\n",
+       "      <td id=\"T_4d747_row6_col3\" class=\"data row6 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row6_col4\" class=\"data row6 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row7\" class=\"row_heading level0 row7\" >bike_ASC_auto_deficient_school</th>\n",
+       "      <td id=\"T_4d747_row7_col0\" class=\"data row7 col0\" >-1.44</td>\n",
+       "      <td id=\"T_4d747_row7_col1\" class=\"data row7 col1\" > 0.305</td>\n",
+       "      <td id=\"T_4d747_row7_col2\" class=\"data row7 col2\" >-4.71</td>\n",
+       "      <td id=\"T_4d747_row7_col3\" class=\"data row7 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row7_col4\" class=\"data row7 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row8\" class=\"row_heading level0 row8\" >bike_ASC_auto_deficient_shopping</th>\n",
+       "      <td id=\"T_4d747_row8_col0\" class=\"data row8 col0\" >-1.92</td>\n",
+       "      <td id=\"T_4d747_row8_col1\" class=\"data row8 col1\" > 0.220</td>\n",
+       "      <td id=\"T_4d747_row8_col2\" class=\"data row8 col2\" >-8.74</td>\n",
+       "      <td id=\"T_4d747_row8_col3\" class=\"data row8 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row8_col4\" class=\"data row8 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row9\" class=\"row_heading level0 row9\" >bike_ASC_auto_deficient_social</th>\n",
+       "      <td id=\"T_4d747_row9_col0\" class=\"data row9 col0\" > 0.185</td>\n",
+       "      <td id=\"T_4d747_row9_col1\" class=\"data row9 col1\" > 0.319</td>\n",
+       "      <td id=\"T_4d747_row9_col2\" class=\"data row9 col2\" > 0.58</td>\n",
+       "      <td id=\"T_4d747_row9_col3\" class=\"data row9 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row9_col4\" class=\"data row9 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row10\" class=\"row_heading level0 row10\" >bike_ASC_auto_deficient_univ</th>\n",
+       "      <td id=\"T_4d747_row10_col0\" class=\"data row10 col0\" >-0.669</td>\n",
+       "      <td id=\"T_4d747_row10_col1\" class=\"data row10 col1\" > 0.0356</td>\n",
+       "      <td id=\"T_4d747_row10_col2\" class=\"data row10 col2\" >-18.78</td>\n",
+       "      <td id=\"T_4d747_row10_col3\" class=\"data row10 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row10_col4\" class=\"data row10 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row11\" class=\"row_heading level0 row11\" >bike_ASC_auto_deficient_work</th>\n",
+       "      <td id=\"T_4d747_row11_col0\" class=\"data row11 col0\" >-0.335</td>\n",
+       "      <td id=\"T_4d747_row11_col1\" class=\"data row11 col1\" > 0.0775</td>\n",
+       "      <td id=\"T_4d747_row11_col2\" class=\"data row11 col2\" >-4.33</td>\n",
+       "      <td id=\"T_4d747_row11_col3\" class=\"data row11 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row11_col4\" class=\"data row11 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row12\" class=\"row_heading level0 row12\" >bike_ASC_auto_sufficient_atwork</th>\n",
+       "      <td id=\"T_4d747_row12_col0\" class=\"data row12 col0\" > 15.7</td>\n",
+       "      <td id=\"T_4d747_row12_col1\" class=\"data row12 col1\" > 437.</td>\n",
+       "      <td id=\"T_4d747_row12_col2\" class=\"data row12 col2\" > 0.04</td>\n",
+       "      <td id=\"T_4d747_row12_col3\" class=\"data row12 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row12_col4\" class=\"data row12 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row13\" class=\"row_heading level0 row13\" >bike_ASC_auto_sufficient_eatout</th>\n",
+       "      <td id=\"T_4d747_row13_col0\" class=\"data row13 col0\" >-1.88</td>\n",
+       "      <td id=\"T_4d747_row13_col1\" class=\"data row13 col1\" > 0.147</td>\n",
+       "      <td id=\"T_4d747_row13_col2\" class=\"data row13 col2\" >-12.80</td>\n",
+       "      <td id=\"T_4d747_row13_col3\" class=\"data row13 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row13_col4\" class=\"data row13 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row14\" class=\"row_heading level0 row14\" >bike_ASC_auto_sufficient_escort</th>\n",
+       "      <td id=\"T_4d747_row14_col0\" class=\"data row14 col0\" >-6.00</td>\n",
+       "      <td id=\"T_4d747_row14_col1\" class=\"data row14 col1\" > 0.388</td>\n",
+       "      <td id=\"T_4d747_row14_col2\" class=\"data row14 col2\" >-15.46</td>\n",
+       "      <td id=\"T_4d747_row14_col3\" class=\"data row14 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row14_col4\" class=\"data row14 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row15\" class=\"row_heading level0 row15\" >bike_ASC_auto_sufficient_othdiscr</th>\n",
+       "      <td id=\"T_4d747_row15_col0\" class=\"data row15 col0\" >-1.97</td>\n",
+       "      <td id=\"T_4d747_row15_col1\" class=\"data row15 col1\" > 0.0937</td>\n",
+       "      <td id=\"T_4d747_row15_col2\" class=\"data row15 col2\" >-21.00</td>\n",
+       "      <td id=\"T_4d747_row15_col3\" class=\"data row15 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row15_col4\" class=\"data row15 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row16\" class=\"row_heading level0 row16\" >bike_ASC_auto_sufficient_othmaint</th>\n",
+       "      <td id=\"T_4d747_row16_col0\" class=\"data row16 col0\" >-3.17</td>\n",
+       "      <td id=\"T_4d747_row16_col1\" class=\"data row16 col1\" > 0.179</td>\n",
+       "      <td id=\"T_4d747_row16_col2\" class=\"data row16 col2\" >-17.71</td>\n",
+       "      <td id=\"T_4d747_row16_col3\" class=\"data row16 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row16_col4\" class=\"data row16 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row17\" class=\"row_heading level0 row17\" >bike_ASC_auto_sufficient_school</th>\n",
+       "      <td id=\"T_4d747_row17_col0\" class=\"data row17 col0\" >-2.70</td>\n",
+       "      <td id=\"T_4d747_row17_col1\" class=\"data row17 col1\" > 0.104</td>\n",
+       "      <td id=\"T_4d747_row17_col2\" class=\"data row17 col2\" >-25.91</td>\n",
+       "      <td id=\"T_4d747_row17_col3\" class=\"data row17 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row17_col4\" class=\"data row17 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row18\" class=\"row_heading level0 row18\" >bike_ASC_auto_sufficient_shopping</th>\n",
+       "      <td id=\"T_4d747_row18_col0\" class=\"data row18 col0\" >-3.22</td>\n",
+       "      <td id=\"T_4d747_row18_col1\" class=\"data row18 col1\" > 0.129</td>\n",
+       "      <td id=\"T_4d747_row18_col2\" class=\"data row18 col2\" >-24.92</td>\n",
+       "      <td id=\"T_4d747_row18_col3\" class=\"data row18 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row18_col4\" class=\"data row18 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row19\" class=\"row_heading level0 row19\" >bike_ASC_auto_sufficient_social</th>\n",
+       "      <td id=\"T_4d747_row19_col0\" class=\"data row19 col0\" >-2.25</td>\n",
+       "      <td id=\"T_4d747_row19_col1\" class=\"data row19 col1\" > 0.201</td>\n",
+       "      <td id=\"T_4d747_row19_col2\" class=\"data row19 col2\" >-11.15</td>\n",
+       "      <td id=\"T_4d747_row19_col3\" class=\"data row19 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row19_col4\" class=\"data row19 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row20\" class=\"row_heading level0 row20\" >bike_ASC_auto_sufficient_univ</th>\n",
+       "      <td id=\"T_4d747_row20_col0\" class=\"data row20 col0\" >-1.94</td>\n",
+       "      <td id=\"T_4d747_row20_col1\" class=\"data row20 col1\" > 0.0158</td>\n",
+       "      <td id=\"T_4d747_row20_col2\" class=\"data row20 col2\" >-122.87</td>\n",
+       "      <td id=\"T_4d747_row20_col3\" class=\"data row20 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row20_col4\" class=\"data row20 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row21\" class=\"row_heading level0 row21\" >bike_ASC_auto_sufficient_work</th>\n",
+       "      <td id=\"T_4d747_row21_col0\" class=\"data row21 col0\" >-2.04</td>\n",
+       "      <td id=\"T_4d747_row21_col1\" class=\"data row21 col1\" > 0.0656</td>\n",
+       "      <td id=\"T_4d747_row21_col2\" class=\"data row21 col2\" >-31.15</td>\n",
+       "      <td id=\"T_4d747_row21_col3\" class=\"data row21 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row21_col4\" class=\"data row21 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row22\" class=\"row_heading level0 row22\" >bike_ASC_no_auto_atwork</th>\n",
+       "      <td id=\"T_4d747_row22_col0\" class=\"data row22 col0\" >-0.909</td>\n",
+       "      <td id=\"T_4d747_row22_col1\" class=\"data row22 col1\" > 78.2</td>\n",
+       "      <td id=\"T_4d747_row22_col2\" class=\"data row22 col2\" >-0.01</td>\n",
+       "      <td id=\"T_4d747_row22_col3\" class=\"data row22 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row22_col4\" class=\"data row22 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row23\" class=\"row_heading level0 row23\" >bike_ASC_no_auto_eatout</th>\n",
+       "      <td id=\"T_4d747_row23_col0\" class=\"data row23 col0\" > 0.420</td>\n",
+       "      <td id=\"T_4d747_row23_col1\" class=\"data row23 col1\" > 77.7</td>\n",
+       "      <td id=\"T_4d747_row23_col2\" class=\"data row23 col2\" > 0.01</td>\n",
+       "      <td id=\"T_4d747_row23_col3\" class=\"data row23 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row23_col4\" class=\"data row23 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row24\" class=\"row_heading level0 row24\" >bike_ASC_no_auto_escort</th>\n",
+       "      <td id=\"T_4d747_row24_col0\" class=\"data row24 col0\" >-0.754</td>\n",
+       "      <td id=\"T_4d747_row24_col1\" class=\"data row24 col1\" > 77.7</td>\n",
+       "      <td id=\"T_4d747_row24_col2\" class=\"data row24 col2\" >-0.01</td>\n",
+       "      <td id=\"T_4d747_row24_col3\" class=\"data row24 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row24_col4\" class=\"data row24 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row25\" class=\"row_heading level0 row25\" >bike_ASC_no_auto_othdiscr</th>\n",
+       "      <td id=\"T_4d747_row25_col0\" class=\"data row25 col0\" >-0.514</td>\n",
+       "      <td id=\"T_4d747_row25_col1\" class=\"data row25 col1\" > 77.7</td>\n",
+       "      <td id=\"T_4d747_row25_col2\" class=\"data row25 col2\" >-0.01</td>\n",
+       "      <td id=\"T_4d747_row25_col3\" class=\"data row25 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row25_col4\" class=\"data row25 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row26\" class=\"row_heading level0 row26\" >bike_ASC_no_auto_othmaint</th>\n",
+       "      <td id=\"T_4d747_row26_col0\" class=\"data row26 col0\" > 1.48</td>\n",
+       "      <td id=\"T_4d747_row26_col1\" class=\"data row26 col1\" > 77.7</td>\n",
+       "      <td id=\"T_4d747_row26_col2\" class=\"data row26 col2\" > 0.02</td>\n",
+       "      <td id=\"T_4d747_row26_col3\" class=\"data row26 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row26_col4\" class=\"data row26 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row27\" class=\"row_heading level0 row27\" >bike_ASC_no_auto_school</th>\n",
+       "      <td id=\"T_4d747_row27_col0\" class=\"data row27 col0\" > 13.3</td>\n",
+       "      <td id=\"T_4d747_row27_col1\" class=\"data row27 col1\" > 106.</td>\n",
+       "      <td id=\"T_4d747_row27_col2\" class=\"data row27 col2\" > 0.13</td>\n",
+       "      <td id=\"T_4d747_row27_col3\" class=\"data row27 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row27_col4\" class=\"data row27 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row28\" class=\"row_heading level0 row28\" >bike_ASC_no_auto_shopping</th>\n",
+       "      <td id=\"T_4d747_row28_col0\" class=\"data row28 col0\" > 0.955</td>\n",
+       "      <td id=\"T_4d747_row28_col1\" class=\"data row28 col1\" > 77.7</td>\n",
+       "      <td id=\"T_4d747_row28_col2\" class=\"data row28 col2\" > 0.01</td>\n",
+       "      <td id=\"T_4d747_row28_col3\" class=\"data row28 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row28_col4\" class=\"data row28 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row29\" class=\"row_heading level0 row29\" >bike_ASC_no_auto_social</th>\n",
+       "      <td id=\"T_4d747_row29_col0\" class=\"data row29 col0\" > 0.352</td>\n",
+       "      <td id=\"T_4d747_row29_col1\" class=\"data row29 col1\" > 77.7</td>\n",
+       "      <td id=\"T_4d747_row29_col2\" class=\"data row29 col2\" > 0.00</td>\n",
+       "      <td id=\"T_4d747_row29_col3\" class=\"data row29 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row29_col4\" class=\"data row29 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row30\" class=\"row_heading level0 row30\" >bike_ASC_no_auto_univ</th>\n",
+       "      <td id=\"T_4d747_row30_col0\" class=\"data row30 col0\" > 4.29</td>\n",
+       "      <td id=\"T_4d747_row30_col1\" class=\"data row30 col1\" > 0.0225</td>\n",
+       "      <td id=\"T_4d747_row30_col2\" class=\"data row30 col2\" > 190.79</td>\n",
+       "      <td id=\"T_4d747_row30_col3\" class=\"data row30 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row30_col4\" class=\"data row30 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row31\" class=\"row_heading level0 row31\" >bike_ASC_no_auto_work</th>\n",
+       "      <td id=\"T_4d747_row31_col0\" class=\"data row31 col0\" > 3.46</td>\n",
+       "      <td id=\"T_4d747_row31_col1\" class=\"data row31 col1\" > 77.7</td>\n",
+       "      <td id=\"T_4d747_row31_col2\" class=\"data row31 col2\" > 0.04</td>\n",
+       "      <td id=\"T_4d747_row31_col3\" class=\"data row31 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row31_col4\" class=\"data row31 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row32\" class=\"row_heading level0 row32\" >coef_age010_trn_multiplier_atwork</th>\n",
+       "      <td id=\"T_4d747_row32_col0\" class=\"data row32 col0\" > 0.000722</td>\n",
+       "      <td id=\"T_4d747_row32_col1\" class=\"data row32 col1\" > NA</td>\n",
+       "      <td id=\"T_4d747_row32_col2\" class=\"data row32 col2\" > NA</td>\n",
+       "      <td id=\"T_4d747_row32_col3\" class=\"data row32 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row32_col4\" class=\"data row32 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row33\" class=\"row_heading level0 row33\" >coef_age010_trn_multiplier_eatout_escort_othdiscr_othmaint_shopping_social_work</th>\n",
+       "      <td id=\"T_4d747_row33_col0\" class=\"data row33 col0\" > 0.277</td>\n",
+       "      <td id=\"T_4d747_row33_col1\" class=\"data row33 col1\" > 0.177</td>\n",
+       "      <td id=\"T_4d747_row33_col2\" class=\"data row33 col2\" > 1.56</td>\n",
+       "      <td id=\"T_4d747_row33_col3\" class=\"data row33 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row33_col4\" class=\"data row33 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row34\" class=\"row_heading level0 row34\" >coef_age010_trn_multiplier_school_univ</th>\n",
+       "      <td id=\"T_4d747_row34_col0\" class=\"data row34 col0\" >-0.884</td>\n",
+       "      <td id=\"T_4d747_row34_col1\" class=\"data row34 col1\" > 0.0900</td>\n",
+       "      <td id=\"T_4d747_row34_col2\" class=\"data row34 col2\" >-9.82</td>\n",
+       "      <td id=\"T_4d747_row34_col3\" class=\"data row34 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row34_col4\" class=\"data row34 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row35\" class=\"row_heading level0 row35\" >coef_age1619_da_multiplier_atwork</th>\n",
+       "      <td id=\"T_4d747_row35_col0\" class=\"data row35 col0\" >-0.184</td>\n",
+       "      <td id=\"T_4d747_row35_col1\" class=\"data row35 col1\" > 0.205</td>\n",
+       "      <td id=\"T_4d747_row35_col2\" class=\"data row35 col2\" >-0.90</td>\n",
+       "      <td id=\"T_4d747_row35_col3\" class=\"data row35 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row35_col4\" class=\"data row35 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row36\" class=\"row_heading level0 row36\" >coef_age1619_da_multiplier_eatout_escort_othdiscr_othmaint_shopping_social_work</th>\n",
+       "      <td id=\"T_4d747_row36_col0\" class=\"data row36 col0\" > 0.0300</td>\n",
+       "      <td id=\"T_4d747_row36_col1\" class=\"data row36 col1\" > 0.0425</td>\n",
+       "      <td id=\"T_4d747_row36_col2\" class=\"data row36 col2\" > 0.71</td>\n",
+       "      <td id=\"T_4d747_row36_col3\" class=\"data row36 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row36_col4\" class=\"data row36 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row37\" class=\"row_heading level0 row37\" >coef_age1619_da_multiplier_school_univ</th>\n",
+       "      <td id=\"T_4d747_row37_col0\" class=\"data row37 col0\" >-1.63</td>\n",
+       "      <td id=\"T_4d747_row37_col1\" class=\"data row37 col1\" > 0.0746</td>\n",
+       "      <td id=\"T_4d747_row37_col2\" class=\"data row37 col2\" >-21.80</td>\n",
+       "      <td id=\"T_4d747_row37_col3\" class=\"data row37 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row37_col4\" class=\"data row37 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row38\" class=\"row_heading level0 row38\" >coef_age16p_sr_multiplier_eatout_escort_othdiscr_othmaint_shopping_social</th>\n",
+       "      <td id=\"T_4d747_row38_col0\" class=\"data row38 col0\" >-1.42</td>\n",
+       "      <td id=\"T_4d747_row38_col1\" class=\"data row38 col1\" > 0.0807</td>\n",
+       "      <td id=\"T_4d747_row38_col2\" class=\"data row38 col2\" >-17.61</td>\n",
+       "      <td id=\"T_4d747_row38_col3\" class=\"data row38 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row38_col4\" class=\"data row38 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row39\" class=\"row_heading level0 row39\" >coef_age16p_sr_multiplier_school_univ_work_atwork</th>\n",
+       "      <td id=\"T_4d747_row39_col0\" class=\"data row39 col0\" >-0.663</td>\n",
+       "      <td id=\"T_4d747_row39_col1\" class=\"data row39 col1\" > 0.0682</td>\n",
+       "      <td id=\"T_4d747_row39_col2\" class=\"data row39 col2\" >-9.72</td>\n",
+       "      <td id=\"T_4d747_row39_col3\" class=\"data row39 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row39_col4\" class=\"data row39 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row40\" class=\"row_heading level0 row40\" >coef_hhsize1_sr_multiplier_eatout_escort_othdiscr_othmaint_school_shopping_social_univ_atwork</th>\n",
+       "      <td id=\"T_4d747_row40_col0\" class=\"data row40 col0\" >-0.0800</td>\n",
+       "      <td id=\"T_4d747_row40_col1\" class=\"data row40 col1\" > 0.0313</td>\n",
+       "      <td id=\"T_4d747_row40_col2\" class=\"data row40 col2\" >-2.56</td>\n",
+       "      <td id=\"T_4d747_row40_col3\" class=\"data row40 col3\" >*</td>\n",
+       "      <td id=\"T_4d747_row40_col4\" class=\"data row40 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row41\" class=\"row_heading level0 row41\" >coef_hhsize1_sr_multiplier_work</th>\n",
+       "      <td id=\"T_4d747_row41_col0\" class=\"data row41 col0\" >-0.839</td>\n",
+       "      <td id=\"T_4d747_row41_col1\" class=\"data row41 col1\" > 0.0576</td>\n",
+       "      <td id=\"T_4d747_row41_col2\" class=\"data row41 col2\" >-14.56</td>\n",
+       "      <td id=\"T_4d747_row41_col3\" class=\"data row41 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row41_col4\" class=\"data row41 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row42\" class=\"row_heading level0 row42\" >coef_hhsize2_sr_multiplier_eatout_escort_othdiscr_othmaint_shopping_social_work_atwork</th>\n",
+       "      <td id=\"T_4d747_row42_col0\" class=\"data row42 col0\" >-0.00550</td>\n",
+       "      <td id=\"T_4d747_row42_col1\" class=\"data row42 col1\" > 0.0178</td>\n",
+       "      <td id=\"T_4d747_row42_col2\" class=\"data row42 col2\" >-0.31</td>\n",
+       "      <td id=\"T_4d747_row42_col3\" class=\"data row42 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row42_col4\" class=\"data row42 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row43\" class=\"row_heading level0 row43\" >coef_hhsize2_sr_multiplier_school_univ</th>\n",
+       "      <td id=\"T_4d747_row43_col0\" class=\"data row43 col0\" >-0.733</td>\n",
+       "      <td id=\"T_4d747_row43_col1\" class=\"data row43 col1\" > 0.0909</td>\n",
+       "      <td id=\"T_4d747_row43_col2\" class=\"data row43 col2\" >-8.06</td>\n",
+       "      <td id=\"T_4d747_row43_col3\" class=\"data row43 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row43_col4\" class=\"data row43 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row44\" class=\"row_heading level0 row44\" >coef_ivt_atwork</th>\n",
+       "      <td id=\"T_4d747_row44_col0\" class=\"data row44 col0\" >-0.0112</td>\n",
+       "      <td id=\"T_4d747_row44_col1\" class=\"data row44 col1\" > 0.000480</td>\n",
+       "      <td id=\"T_4d747_row44_col2\" class=\"data row44 col2\" >-23.42</td>\n",
+       "      <td id=\"T_4d747_row44_col3\" class=\"data row44 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row44_col4\" class=\"data row44 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row45\" class=\"row_heading level0 row45\" >coef_ivt_eatout_escort_othdiscr_othmaint_shopping_social</th>\n",
+       "      <td id=\"T_4d747_row45_col0\" class=\"data row45 col0\" >-0.00688</td>\n",
+       "      <td id=\"T_4d747_row45_col1\" class=\"data row45 col1\" > 0.000144</td>\n",
+       "      <td id=\"T_4d747_row45_col2\" class=\"data row45 col2\" >-47.63</td>\n",
+       "      <td id=\"T_4d747_row45_col3\" class=\"data row45 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row45_col4\" class=\"data row45 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row46\" class=\"row_heading level0 row46\" >coef_ivt_school_univ</th>\n",
+       "      <td id=\"T_4d747_row46_col0\" class=\"data row46 col0\" >-0.0106</td>\n",
+       "      <td id=\"T_4d747_row46_col1\" class=\"data row46 col1\" > 0.000322</td>\n",
+       "      <td id=\"T_4d747_row46_col2\" class=\"data row46 col2\" >-33.03</td>\n",
+       "      <td id=\"T_4d747_row46_col3\" class=\"data row46 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row46_col4\" class=\"data row46 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row47\" class=\"row_heading level0 row47\" >coef_ivt_work</th>\n",
+       "      <td id=\"T_4d747_row47_col0\" class=\"data row47 col0\" >-0.00787</td>\n",
+       "      <td id=\"T_4d747_row47_col1\" class=\"data row47 col1\" > 0.000147</td>\n",
+       "      <td id=\"T_4d747_row47_col2\" class=\"data row47 col2\" >-53.42</td>\n",
+       "      <td id=\"T_4d747_row47_col3\" class=\"data row47 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row47_col4\" class=\"data row47 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row48\" class=\"row_heading level0 row48\" >coef_nest_AUTO</th>\n",
+       "      <td id=\"T_4d747_row48_col0\" class=\"data row48 col0\" > 0.720</td>\n",
+       "      <td id=\"T_4d747_row48_col1\" class=\"data row48 col1\" > 0.00</td>\n",
+       "      <td id=\"T_4d747_row48_col2\" class=\"data row48 col2\" > NA</td>\n",
+       "      <td id=\"T_4d747_row48_col3\" class=\"data row48 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row48_col4\" class=\"data row48 col4\" > 1.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row49\" class=\"row_heading level0 row49\" >coef_nest_AUTO_DRIVEALONE</th>\n",
+       "      <td id=\"T_4d747_row49_col0\" class=\"data row49 col0\" > 0.350</td>\n",
+       "      <td id=\"T_4d747_row49_col1\" class=\"data row49 col1\" > 0.00</td>\n",
+       "      <td id=\"T_4d747_row49_col2\" class=\"data row49 col2\" > NA</td>\n",
+       "      <td id=\"T_4d747_row49_col3\" class=\"data row49 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row49_col4\" class=\"data row49 col4\" > 1.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row50\" class=\"row_heading level0 row50\" >coef_nest_AUTO_SHAREDRIDE2</th>\n",
+       "      <td id=\"T_4d747_row50_col0\" class=\"data row50 col0\" > 0.350</td>\n",
+       "      <td id=\"T_4d747_row50_col1\" class=\"data row50 col1\" > 0.00</td>\n",
+       "      <td id=\"T_4d747_row50_col2\" class=\"data row50 col2\" > NA</td>\n",
+       "      <td id=\"T_4d747_row50_col3\" class=\"data row50 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row50_col4\" class=\"data row50 col4\" > 1.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row51\" class=\"row_heading level0 row51\" >coef_nest_AUTO_SHAREDRIDE3</th>\n",
+       "      <td id=\"T_4d747_row51_col0\" class=\"data row51 col0\" > 0.350</td>\n",
+       "      <td id=\"T_4d747_row51_col1\" class=\"data row51 col1\" > 0.00</td>\n",
+       "      <td id=\"T_4d747_row51_col2\" class=\"data row51 col2\" > NA</td>\n",
+       "      <td id=\"T_4d747_row51_col3\" class=\"data row51 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row51_col4\" class=\"data row51 col4\" > 1.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row52\" class=\"row_heading level0 row52\" >coef_nest_NONMOTORIZED</th>\n",
+       "      <td id=\"T_4d747_row52_col0\" class=\"data row52 col0\" > 0.720</td>\n",
+       "      <td id=\"T_4d747_row52_col1\" class=\"data row52 col1\" > 0.00</td>\n",
+       "      <td id=\"T_4d747_row52_col2\" class=\"data row52 col2\" > NA</td>\n",
+       "      <td id=\"T_4d747_row52_col3\" class=\"data row52 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row52_col4\" class=\"data row52 col4\" > 1.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row53\" class=\"row_heading level0 row53\" >coef_nest_RIDEHAIL</th>\n",
+       "      <td id=\"T_4d747_row53_col0\" class=\"data row53 col0\" > 0.360</td>\n",
+       "      <td id=\"T_4d747_row53_col1\" class=\"data row53 col1\" > 0.00</td>\n",
+       "      <td id=\"T_4d747_row53_col2\" class=\"data row53 col2\" > NA</td>\n",
+       "      <td id=\"T_4d747_row53_col3\" class=\"data row53 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row53_col4\" class=\"data row53 col4\" > 1.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row54\" class=\"row_heading level0 row54\" >coef_nest_TRANSIT</th>\n",
+       "      <td id=\"T_4d747_row54_col0\" class=\"data row54 col0\" > 0.720</td>\n",
+       "      <td id=\"T_4d747_row54_col1\" class=\"data row54 col1\" > 0.00</td>\n",
+       "      <td id=\"T_4d747_row54_col2\" class=\"data row54 col2\" > NA</td>\n",
+       "      <td id=\"T_4d747_row54_col3\" class=\"data row54 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row54_col4\" class=\"data row54 col4\" > 1.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row55\" class=\"row_heading level0 row55\" >coef_nest_TRANSIT_DRIVEACCESS</th>\n",
+       "      <td id=\"T_4d747_row55_col0\" class=\"data row55 col0\" > 0.500</td>\n",
+       "      <td id=\"T_4d747_row55_col1\" class=\"data row55 col1\" > 0.00</td>\n",
+       "      <td id=\"T_4d747_row55_col2\" class=\"data row55 col2\" > NA</td>\n",
+       "      <td id=\"T_4d747_row55_col3\" class=\"data row55 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row55_col4\" class=\"data row55 col4\" > 1.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row56\" class=\"row_heading level0 row56\" >coef_nest_TRANSIT_WALKACCESS</th>\n",
+       "      <td id=\"T_4d747_row56_col0\" class=\"data row56 col0\" > 0.500</td>\n",
+       "      <td id=\"T_4d747_row56_col1\" class=\"data row56 col1\" > 0.00</td>\n",
+       "      <td id=\"T_4d747_row56_col2\" class=\"data row56 col2\" > NA</td>\n",
+       "      <td id=\"T_4d747_row56_col3\" class=\"data row56 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row56_col4\" class=\"data row56 col4\" > 1.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row57\" class=\"row_heading level0 row57\" >commuter_rail_ASC_eatout_escort_othdiscr_othmaint_shopping_social_atwork</th>\n",
+       "      <td id=\"T_4d747_row57_col0\" class=\"data row57 col0\" >-1.08</td>\n",
+       "      <td id=\"T_4d747_row57_col1\" class=\"data row57 col1\" > 266.</td>\n",
+       "      <td id=\"T_4d747_row57_col2\" class=\"data row57 col2\" >-0.00</td>\n",
+       "      <td id=\"T_4d747_row57_col3\" class=\"data row57 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row57_col4\" class=\"data row57 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row58\" class=\"row_heading level0 row58\" >commuter_rail_ASC_school_univ</th>\n",
+       "      <td id=\"T_4d747_row58_col0\" class=\"data row58 col0\" >-0.338</td>\n",
+       "      <td id=\"T_4d747_row58_col1\" class=\"data row58 col1\" > 527.</td>\n",
+       "      <td id=\"T_4d747_row58_col2\" class=\"data row58 col2\" >-0.00</td>\n",
+       "      <td id=\"T_4d747_row58_col3\" class=\"data row58 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row58_col4\" class=\"data row58 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row59\" class=\"row_heading level0 row59\" >commuter_rail_ASC_work</th>\n",
+       "      <td id=\"T_4d747_row59_col0\" class=\"data row59 col0\" > 0.168</td>\n",
+       "      <td id=\"T_4d747_row59_col1\" class=\"data row59 col1\" > NA</td>\n",
+       "      <td id=\"T_4d747_row59_col2\" class=\"data row59 col2\" > NA</td>\n",
+       "      <td id=\"T_4d747_row59_col3\" class=\"data row59 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row59_col4\" class=\"data row59 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row60\" class=\"row_heading level0 row60\" >drive_ferry_ASC_eatout_escort_othdiscr_othmaint_shopping_social_atwork</th>\n",
+       "      <td id=\"T_4d747_row60_col0\" class=\"data row60 col0\" >-0.764</td>\n",
+       "      <td id=\"T_4d747_row60_col1\" class=\"data row60 col1\" > 266.</td>\n",
+       "      <td id=\"T_4d747_row60_col2\" class=\"data row60 col2\" >-0.00</td>\n",
+       "      <td id=\"T_4d747_row60_col3\" class=\"data row60 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row60_col4\" class=\"data row60 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row61\" class=\"row_heading level0 row61\" >drive_ferry_ASC_school_univ</th>\n",
+       "      <td id=\"T_4d747_row61_col0\" class=\"data row61 col0\" > 1.41</td>\n",
+       "      <td id=\"T_4d747_row61_col1\" class=\"data row61 col1\" > 527.</td>\n",
+       "      <td id=\"T_4d747_row61_col2\" class=\"data row61 col2\" > 0.00</td>\n",
+       "      <td id=\"T_4d747_row61_col3\" class=\"data row61 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row61_col4\" class=\"data row61 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row62\" class=\"row_heading level0 row62\" >drive_ferry_ASC_work</th>\n",
+       "      <td id=\"T_4d747_row62_col0\" class=\"data row62 col0\" > 0.187</td>\n",
+       "      <td id=\"T_4d747_row62_col1\" class=\"data row62 col1\" > NA</td>\n",
+       "      <td id=\"T_4d747_row62_col2\" class=\"data row62 col2\" > NA</td>\n",
+       "      <td id=\"T_4d747_row62_col3\" class=\"data row62 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row62_col4\" class=\"data row62 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row63\" class=\"row_heading level0 row63\" >drive_light_rail_ASC_eatout_escort_othdiscr_othmaint_shopping_social_atwork</th>\n",
+       "      <td id=\"T_4d747_row63_col0\" class=\"data row63 col0\" >-0.402</td>\n",
+       "      <td id=\"T_4d747_row63_col1\" class=\"data row63 col1\" > 266.</td>\n",
+       "      <td id=\"T_4d747_row63_col2\" class=\"data row63 col2\" >-0.00</td>\n",
+       "      <td id=\"T_4d747_row63_col3\" class=\"data row63 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row63_col4\" class=\"data row63 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row64\" class=\"row_heading level0 row64\" >drive_light_rail_ASC_school_univ</th>\n",
+       "      <td id=\"T_4d747_row64_col0\" class=\"data row64 col0\" > 0.615</td>\n",
+       "      <td id=\"T_4d747_row64_col1\" class=\"data row64 col1\" > 527.</td>\n",
+       "      <td id=\"T_4d747_row64_col2\" class=\"data row64 col2\" > 0.00</td>\n",
+       "      <td id=\"T_4d747_row64_col3\" class=\"data row64 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row64_col4\" class=\"data row64 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row65\" class=\"row_heading level0 row65\" >drive_light_rail_ASC_work</th>\n",
+       "      <td id=\"T_4d747_row65_col0\" class=\"data row65 col0\" > 0.520</td>\n",
+       "      <td id=\"T_4d747_row65_col1\" class=\"data row65 col1\" > NA</td>\n",
+       "      <td id=\"T_4d747_row65_col2\" class=\"data row65 col2\" > NA</td>\n",
+       "      <td id=\"T_4d747_row65_col3\" class=\"data row65 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row65_col4\" class=\"data row65 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row66\" class=\"row_heading level0 row66\" >drive_transit_ASC_auto_deficient_atwork</th>\n",
+       "      <td id=\"T_4d747_row66_col0\" class=\"data row66 col0\" >-999.</td>\n",
+       "      <td id=\"T_4d747_row66_col1\" class=\"data row66 col1\" > NA</td>\n",
+       "      <td id=\"T_4d747_row66_col2\" class=\"data row66 col2\" > NA</td>\n",
+       "      <td id=\"T_4d747_row66_col3\" class=\"data row66 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row66_col4\" class=\"data row66 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row67\" class=\"row_heading level0 row67\" >drive_transit_ASC_auto_deficient_eatout</th>\n",
+       "      <td id=\"T_4d747_row67_col0\" class=\"data row67 col0\" >-0.277</td>\n",
+       "      <td id=\"T_4d747_row67_col1\" class=\"data row67 col1\" > 266.</td>\n",
+       "      <td id=\"T_4d747_row67_col2\" class=\"data row67 col2\" >-0.00</td>\n",
+       "      <td id=\"T_4d747_row67_col3\" class=\"data row67 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row67_col4\" class=\"data row67 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row68\" class=\"row_heading level0 row68\" >drive_transit_ASC_auto_deficient_escort</th>\n",
+       "      <td id=\"T_4d747_row68_col0\" class=\"data row68 col0\" >-2.24</td>\n",
+       "      <td id=\"T_4d747_row68_col1\" class=\"data row68 col1\" > 266.</td>\n",
+       "      <td id=\"T_4d747_row68_col2\" class=\"data row68 col2\" >-0.01</td>\n",
+       "      <td id=\"T_4d747_row68_col3\" class=\"data row68 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row68_col4\" class=\"data row68 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row69\" class=\"row_heading level0 row69\" >drive_transit_ASC_auto_deficient_othdiscr</th>\n",
+       "      <td id=\"T_4d747_row69_col0\" class=\"data row69 col0\" >-0.968</td>\n",
+       "      <td id=\"T_4d747_row69_col1\" class=\"data row69 col1\" > 266.</td>\n",
+       "      <td id=\"T_4d747_row69_col2\" class=\"data row69 col2\" >-0.00</td>\n",
+       "      <td id=\"T_4d747_row69_col3\" class=\"data row69 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row69_col4\" class=\"data row69 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row70\" class=\"row_heading level0 row70\" >drive_transit_ASC_auto_deficient_othmaint</th>\n",
+       "      <td id=\"T_4d747_row70_col0\" class=\"data row70 col0\" >-1.43</td>\n",
+       "      <td id=\"T_4d747_row70_col1\" class=\"data row70 col1\" > 266.</td>\n",
+       "      <td id=\"T_4d747_row70_col2\" class=\"data row70 col2\" >-0.01</td>\n",
+       "      <td id=\"T_4d747_row70_col3\" class=\"data row70 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row70_col4\" class=\"data row70 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row71\" class=\"row_heading level0 row71\" >drive_transit_ASC_auto_deficient_school</th>\n",
+       "      <td id=\"T_4d747_row71_col0\" class=\"data row71 col0\" > 1.63</td>\n",
+       "      <td id=\"T_4d747_row71_col1\" class=\"data row71 col1\" > 527.</td>\n",
+       "      <td id=\"T_4d747_row71_col2\" class=\"data row71 col2\" > 0.00</td>\n",
+       "      <td id=\"T_4d747_row71_col3\" class=\"data row71 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row71_col4\" class=\"data row71 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row72\" class=\"row_heading level0 row72\" >drive_transit_ASC_auto_deficient_shopping</th>\n",
+       "      <td id=\"T_4d747_row72_col0\" class=\"data row72 col0\" >-1.68</td>\n",
+       "      <td id=\"T_4d747_row72_col1\" class=\"data row72 col1\" > 266.</td>\n",
+       "      <td id=\"T_4d747_row72_col2\" class=\"data row72 col2\" >-0.01</td>\n",
+       "      <td id=\"T_4d747_row72_col3\" class=\"data row72 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row72_col4\" class=\"data row72 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row73\" class=\"row_heading level0 row73\" >drive_transit_ASC_auto_deficient_social</th>\n",
+       "      <td id=\"T_4d747_row73_col0\" class=\"data row73 col0\" > 0.629</td>\n",
+       "      <td id=\"T_4d747_row73_col1\" class=\"data row73 col1\" > 266.</td>\n",
+       "      <td id=\"T_4d747_row73_col2\" class=\"data row73 col2\" > 0.00</td>\n",
+       "      <td id=\"T_4d747_row73_col3\" class=\"data row73 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row73_col4\" class=\"data row73 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row74\" class=\"row_heading level0 row74\" >drive_transit_ASC_auto_deficient_univ</th>\n",
+       "      <td id=\"T_4d747_row74_col0\" class=\"data row74 col0\" > 1.85</td>\n",
+       "      <td id=\"T_4d747_row74_col1\" class=\"data row74 col1\" > 0.00197</td>\n",
+       "      <td id=\"T_4d747_row74_col2\" class=\"data row74 col2\" > 939.88</td>\n",
+       "      <td id=\"T_4d747_row74_col3\" class=\"data row74 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row74_col4\" class=\"data row74 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row75\" class=\"row_heading level0 row75\" >drive_transit_ASC_auto_deficient_work</th>\n",
+       "      <td id=\"T_4d747_row75_col0\" class=\"data row75 col0\" >-0.896</td>\n",
+       "      <td id=\"T_4d747_row75_col1\" class=\"data row75 col1\" > NA</td>\n",
+       "      <td id=\"T_4d747_row75_col2\" class=\"data row75 col2\" > NA</td>\n",
+       "      <td id=\"T_4d747_row75_col3\" class=\"data row75 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row75_col4\" class=\"data row75 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row76\" class=\"row_heading level0 row76\" >drive_transit_ASC_auto_sufficient_atwork</th>\n",
+       "      <td id=\"T_4d747_row76_col0\" class=\"data row76 col0\" >-999.</td>\n",
+       "      <td id=\"T_4d747_row76_col1\" class=\"data row76 col1\" > NA</td>\n",
+       "      <td id=\"T_4d747_row76_col2\" class=\"data row76 col2\" > NA</td>\n",
+       "      <td id=\"T_4d747_row76_col3\" class=\"data row76 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row76_col4\" class=\"data row76 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row77\" class=\"row_heading level0 row77\" >drive_transit_ASC_auto_sufficient_eatout</th>\n",
+       "      <td id=\"T_4d747_row77_col0\" class=\"data row77 col0\" >-1.75</td>\n",
+       "      <td id=\"T_4d747_row77_col1\" class=\"data row77 col1\" > 266.</td>\n",
+       "      <td id=\"T_4d747_row77_col2\" class=\"data row77 col2\" >-0.01</td>\n",
+       "      <td id=\"T_4d747_row77_col3\" class=\"data row77 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row77_col4\" class=\"data row77 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row78\" class=\"row_heading level0 row78\" >drive_transit_ASC_auto_sufficient_escort</th>\n",
+       "      <td id=\"T_4d747_row78_col0\" class=\"data row78 col0\" >-5.32</td>\n",
+       "      <td id=\"T_4d747_row78_col1\" class=\"data row78 col1\" > 266.</td>\n",
+       "      <td id=\"T_4d747_row78_col2\" class=\"data row78 col2\" >-0.02</td>\n",
+       "      <td id=\"T_4d747_row78_col3\" class=\"data row78 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row78_col4\" class=\"data row78 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row79\" class=\"row_heading level0 row79\" >drive_transit_ASC_auto_sufficient_othdiscr</th>\n",
+       "      <td id=\"T_4d747_row79_col0\" class=\"data row79 col0\" >-1.27</td>\n",
+       "      <td id=\"T_4d747_row79_col1\" class=\"data row79 col1\" > 266.</td>\n",
+       "      <td id=\"T_4d747_row79_col2\" class=\"data row79 col2\" >-0.00</td>\n",
+       "      <td id=\"T_4d747_row79_col3\" class=\"data row79 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row79_col4\" class=\"data row79 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row80\" class=\"row_heading level0 row80\" >drive_transit_ASC_auto_sufficient_othmaint</th>\n",
+       "      <td id=\"T_4d747_row80_col0\" class=\"data row80 col0\" >-2.85</td>\n",
+       "      <td id=\"T_4d747_row80_col1\" class=\"data row80 col1\" > 266.</td>\n",
+       "      <td id=\"T_4d747_row80_col2\" class=\"data row80 col2\" >-0.01</td>\n",
+       "      <td id=\"T_4d747_row80_col3\" class=\"data row80 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row80_col4\" class=\"data row80 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row81\" class=\"row_heading level0 row81\" >drive_transit_ASC_auto_sufficient_school</th>\n",
+       "      <td id=\"T_4d747_row81_col0\" class=\"data row81 col0\" >-0.182</td>\n",
+       "      <td id=\"T_4d747_row81_col1\" class=\"data row81 col1\" > 527.</td>\n",
+       "      <td id=\"T_4d747_row81_col2\" class=\"data row81 col2\" >-0.00</td>\n",
+       "      <td id=\"T_4d747_row81_col3\" class=\"data row81 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row81_col4\" class=\"data row81 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row82\" class=\"row_heading level0 row82\" >drive_transit_ASC_auto_sufficient_shopping</th>\n",
+       "      <td id=\"T_4d747_row82_col0\" class=\"data row82 col0\" >-4.23</td>\n",
+       "      <td id=\"T_4d747_row82_col1\" class=\"data row82 col1\" > 266.</td>\n",
+       "      <td id=\"T_4d747_row82_col2\" class=\"data row82 col2\" >-0.02</td>\n",
+       "      <td id=\"T_4d747_row82_col3\" class=\"data row82 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row82_col4\" class=\"data row82 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row83\" class=\"row_heading level0 row83\" >drive_transit_ASC_auto_sufficient_social</th>\n",
+       "      <td id=\"T_4d747_row83_col0\" class=\"data row83 col0\" >-1.47</td>\n",
+       "      <td id=\"T_4d747_row83_col1\" class=\"data row83 col1\" > 266.</td>\n",
+       "      <td id=\"T_4d747_row83_col2\" class=\"data row83 col2\" >-0.01</td>\n",
+       "      <td id=\"T_4d747_row83_col3\" class=\"data row83 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row83_col4\" class=\"data row83 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row84\" class=\"row_heading level0 row84\" >drive_transit_ASC_auto_sufficient_univ</th>\n",
+       "      <td id=\"T_4d747_row84_col0\" class=\"data row84 col0\" > 1.36</td>\n",
+       "      <td id=\"T_4d747_row84_col1\" class=\"data row84 col1\" > 0.000573</td>\n",
+       "      <td id=\"T_4d747_row84_col2\" class=\"data row84 col2\" > BIG</td>\n",
+       "      <td id=\"T_4d747_row84_col3\" class=\"data row84 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row84_col4\" class=\"data row84 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row85\" class=\"row_heading level0 row85\" >drive_transit_ASC_auto_sufficient_work</th>\n",
+       "      <td id=\"T_4d747_row85_col0\" class=\"data row85 col0\" >-1.81</td>\n",
+       "      <td id=\"T_4d747_row85_col1\" class=\"data row85 col1\" > NA</td>\n",
+       "      <td id=\"T_4d747_row85_col2\" class=\"data row85 col2\" > NA</td>\n",
+       "      <td id=\"T_4d747_row85_col3\" class=\"data row85 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row85_col4\" class=\"data row85 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row86\" class=\"row_heading level0 row86\" >drive_transit_ASC_no_auto_all</th>\n",
+       "      <td id=\"T_4d747_row86_col0\" class=\"data row86 col0\" > 0.00</td>\n",
+       "      <td id=\"T_4d747_row86_col1\" class=\"data row86 col1\" > 0.000507</td>\n",
+       "      <td id=\"T_4d747_row86_col2\" class=\"data row86 col2\" > 0.00</td>\n",
+       "      <td id=\"T_4d747_row86_col3\" class=\"data row86 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row86_col4\" class=\"data row86 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row87\" class=\"row_heading level0 row87\" >drive_transit_CBD_ASC_atwork</th>\n",
+       "      <td id=\"T_4d747_row87_col0\" class=\"data row87 col0\" > 0.564</td>\n",
+       "      <td id=\"T_4d747_row87_col1\" class=\"data row87 col1\" > 0.000881</td>\n",
+       "      <td id=\"T_4d747_row87_col2\" class=\"data row87 col2\" > 639.86</td>\n",
+       "      <td id=\"T_4d747_row87_col3\" class=\"data row87 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row87_col4\" class=\"data row87 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row88\" class=\"row_heading level0 row88\" >drive_transit_CBD_ASC_eatout_escort_othdiscr_othmaint_shopping_social</th>\n",
+       "      <td id=\"T_4d747_row88_col0\" class=\"data row88 col0\" > 1.41</td>\n",
+       "      <td id=\"T_4d747_row88_col1\" class=\"data row88 col1\" > 0.142</td>\n",
+       "      <td id=\"T_4d747_row88_col2\" class=\"data row88 col2\" > 9.88</td>\n",
+       "      <td id=\"T_4d747_row88_col3\" class=\"data row88 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row88_col4\" class=\"data row88 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row89\" class=\"row_heading level0 row89\" >drive_transit_CBD_ASC_school_univ</th>\n",
+       "      <td id=\"T_4d747_row89_col0\" class=\"data row89 col0\" > 1.18</td>\n",
+       "      <td id=\"T_4d747_row89_col1\" class=\"data row89 col1\" > 0.250</td>\n",
+       "      <td id=\"T_4d747_row89_col2\" class=\"data row89 col2\" > 4.72</td>\n",
+       "      <td id=\"T_4d747_row89_col3\" class=\"data row89 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row89_col4\" class=\"data row89 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row90\" class=\"row_heading level0 row90\" >drive_transit_CBD_ASC_work</th>\n",
+       "      <td id=\"T_4d747_row90_col0\" class=\"data row90 col0\" > 1.65</td>\n",
+       "      <td id=\"T_4d747_row90_col1\" class=\"data row90 col1\" > 0.0699</td>\n",
+       "      <td id=\"T_4d747_row90_col2\" class=\"data row90 col2\" > 23.57</td>\n",
+       "      <td id=\"T_4d747_row90_col3\" class=\"data row90 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row90_col4\" class=\"data row90 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row91\" class=\"row_heading level0 row91\" >express_bus_ASC_eatout_escort_othdiscr_othmaint_shopping_social_atwork</th>\n",
+       "      <td id=\"T_4d747_row91_col0\" class=\"data row91 col0\" >-0.396</td>\n",
+       "      <td id=\"T_4d747_row91_col1\" class=\"data row91 col1\" > 266.</td>\n",
+       "      <td id=\"T_4d747_row91_col2\" class=\"data row91 col2\" >-0.00</td>\n",
+       "      <td id=\"T_4d747_row91_col3\" class=\"data row91 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row91_col4\" class=\"data row91 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row92\" class=\"row_heading level0 row92\" >express_bus_ASC_school_univ</th>\n",
+       "      <td id=\"T_4d747_row92_col0\" class=\"data row92 col0\" >-0.568</td>\n",
+       "      <td id=\"T_4d747_row92_col1\" class=\"data row92 col1\" > 527.</td>\n",
+       "      <td id=\"T_4d747_row92_col2\" class=\"data row92 col2\" >-0.00</td>\n",
+       "      <td id=\"T_4d747_row92_col3\" class=\"data row92 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row92_col4\" class=\"data row92 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row93\" class=\"row_heading level0 row93\" >express_bus_ASC_work</th>\n",
+       "      <td id=\"T_4d747_row93_col0\" class=\"data row93 col0\" >-0.917</td>\n",
+       "      <td id=\"T_4d747_row93_col1\" class=\"data row93 col1\" > NA</td>\n",
+       "      <td id=\"T_4d747_row93_col2\" class=\"data row93 col2\" > NA</td>\n",
+       "      <td id=\"T_4d747_row93_col3\" class=\"data row93 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row93_col4\" class=\"data row93 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row94\" class=\"row_heading level0 row94\" >heavy_rail_ASC_eatout_escort_othdiscr_othmaint_shopping_social_atwork</th>\n",
+       "      <td id=\"T_4d747_row94_col0\" class=\"data row94 col0\" >-0.251</td>\n",
+       "      <td id=\"T_4d747_row94_col1\" class=\"data row94 col1\" > 266.</td>\n",
+       "      <td id=\"T_4d747_row94_col2\" class=\"data row94 col2\" >-0.00</td>\n",
+       "      <td id=\"T_4d747_row94_col3\" class=\"data row94 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row94_col4\" class=\"data row94 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row95\" class=\"row_heading level0 row95\" >heavy_rail_ASC_school_univ</th>\n",
+       "      <td id=\"T_4d747_row95_col0\" class=\"data row95 col0\" >-0.00300</td>\n",
+       "      <td id=\"T_4d747_row95_col1\" class=\"data row95 col1\" > 527.</td>\n",
+       "      <td id=\"T_4d747_row95_col2\" class=\"data row95 col2\" >-0.00</td>\n",
+       "      <td id=\"T_4d747_row95_col3\" class=\"data row95 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row95_col4\" class=\"data row95 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row96\" class=\"row_heading level0 row96\" >heavy_rail_ASC_work</th>\n",
+       "      <td id=\"T_4d747_row96_col0\" class=\"data row96 col0\" > 0.495</td>\n",
+       "      <td id=\"T_4d747_row96_col1\" class=\"data row96 col1\" > NA</td>\n",
+       "      <td id=\"T_4d747_row96_col2\" class=\"data row96 col2\" > NA</td>\n",
+       "      <td id=\"T_4d747_row96_col3\" class=\"data row96 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row96_col4\" class=\"data row96 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row97\" class=\"row_heading level0 row97\" >joint_bike_ASC_auto_deficient_all</th>\n",
+       "      <td id=\"T_4d747_row97_col0\" class=\"data row97 col0\" >-6.18</td>\n",
+       "      <td id=\"T_4d747_row97_col1\" class=\"data row97 col1\" > 1.39</td>\n",
+       "      <td id=\"T_4d747_row97_col2\" class=\"data row97 col2\" >-4.45</td>\n",
+       "      <td id=\"T_4d747_row97_col3\" class=\"data row97 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row97_col4\" class=\"data row97 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row98\" class=\"row_heading level0 row98\" >joint_bike_ASC_auto_sufficient_all</th>\n",
+       "      <td id=\"T_4d747_row98_col0\" class=\"data row98 col0\" >-7.13</td>\n",
+       "      <td id=\"T_4d747_row98_col1\" class=\"data row98 col1\" > 0.506</td>\n",
+       "      <td id=\"T_4d747_row98_col2\" class=\"data row98 col2\" >-14.09</td>\n",
+       "      <td id=\"T_4d747_row98_col3\" class=\"data row98 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row98_col4\" class=\"data row98 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row99\" class=\"row_heading level0 row99\" >joint_bike_ASC_no_auto_all</th>\n",
+       "      <td id=\"T_4d747_row99_col0\" class=\"data row99 col0\" >-2.70</td>\n",
+       "      <td id=\"T_4d747_row99_col1\" class=\"data row99 col1\" > 1.11</td>\n",
+       "      <td id=\"T_4d747_row99_col2\" class=\"data row99 col2\" >-2.43</td>\n",
+       "      <td id=\"T_4d747_row99_col3\" class=\"data row99 col3\" >*</td>\n",
+       "      <td id=\"T_4d747_row99_col4\" class=\"data row99 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row100\" class=\"row_heading level0 row100\" >joint_drive_transit_ASC_auto_deficient_all</th>\n",
+       "      <td id=\"T_4d747_row100_col0\" class=\"data row100 col0\" >-6.03</td>\n",
+       "      <td id=\"T_4d747_row100_col1\" class=\"data row100 col1\" > 266.</td>\n",
+       "      <td id=\"T_4d747_row100_col2\" class=\"data row100 col2\" >-0.02</td>\n",
+       "      <td id=\"T_4d747_row100_col3\" class=\"data row100 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row100_col4\" class=\"data row100 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row101\" class=\"row_heading level0 row101\" >joint_drive_transit_ASC_auto_sufficient_all</th>\n",
+       "      <td id=\"T_4d747_row101_col0\" class=\"data row101 col0\" >-7.80</td>\n",
+       "      <td id=\"T_4d747_row101_col1\" class=\"data row101 col1\" > 266.</td>\n",
+       "      <td id=\"T_4d747_row101_col2\" class=\"data row101 col2\" >-0.03</td>\n",
+       "      <td id=\"T_4d747_row101_col3\" class=\"data row101 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row101_col4\" class=\"data row101 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row102\" class=\"row_heading level0 row102\" >joint_drive_transit_ASC_no_auto_all</th>\n",
+       "      <td id=\"T_4d747_row102_col0\" class=\"data row102 col0\" > 0.00</td>\n",
+       "      <td id=\"T_4d747_row102_col1\" class=\"data row102 col1\" > 0.00</td>\n",
+       "      <td id=\"T_4d747_row102_col2\" class=\"data row102 col2\" > NA</td>\n",
+       "      <td id=\"T_4d747_row102_col3\" class=\"data row102 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row102_col4\" class=\"data row102 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row103\" class=\"row_heading level0 row103\" >joint_sr2_ASC_auto_deficient_all</th>\n",
+       "      <td id=\"T_4d747_row103_col0\" class=\"data row103 col0\" > 0.00</td>\n",
+       "      <td id=\"T_4d747_row103_col1\" class=\"data row103 col1\" > 0.00</td>\n",
+       "      <td id=\"T_4d747_row103_col2\" class=\"data row103 col2\" > NA</td>\n",
+       "      <td id=\"T_4d747_row103_col3\" class=\"data row103 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row103_col4\" class=\"data row103 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row104\" class=\"row_heading level0 row104\" >joint_sr2_ASC_auto_sufficient_all</th>\n",
+       "      <td id=\"T_4d747_row104_col0\" class=\"data row104 col0\" > 0.00</td>\n",
+       "      <td id=\"T_4d747_row104_col1\" class=\"data row104 col1\" > 0.00</td>\n",
+       "      <td id=\"T_4d747_row104_col2\" class=\"data row104 col2\" > NA</td>\n",
+       "      <td id=\"T_4d747_row104_col3\" class=\"data row104 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row104_col4\" class=\"data row104 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row105\" class=\"row_heading level0 row105\" >joint_sr2_ASC_no_auto_all</th>\n",
+       "      <td id=\"T_4d747_row105_col0\" class=\"data row105 col0\" > 0.00</td>\n",
+       "      <td id=\"T_4d747_row105_col1\" class=\"data row105 col1\" > 0.00</td>\n",
+       "      <td id=\"T_4d747_row105_col2\" class=\"data row105 col2\" > NA</td>\n",
+       "      <td id=\"T_4d747_row105_col3\" class=\"data row105 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row105_col4\" class=\"data row105 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row106\" class=\"row_heading level0 row106\" >joint_sr3p_ASC_auto_deficient_all</th>\n",
+       "      <td id=\"T_4d747_row106_col0\" class=\"data row106 col0\" >-1.55</td>\n",
+       "      <td id=\"T_4d747_row106_col1\" class=\"data row106 col1\" > 0.265</td>\n",
+       "      <td id=\"T_4d747_row106_col2\" class=\"data row106 col2\" >-5.85</td>\n",
+       "      <td id=\"T_4d747_row106_col3\" class=\"data row106 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row106_col4\" class=\"data row106 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row107\" class=\"row_heading level0 row107\" >joint_sr3p_ASC_auto_sufficient_all</th>\n",
+       "      <td id=\"T_4d747_row107_col0\" class=\"data row107 col0\" >-2.28</td>\n",
+       "      <td id=\"T_4d747_row107_col1\" class=\"data row107 col1\" > 0.133</td>\n",
+       "      <td id=\"T_4d747_row107_col2\" class=\"data row107 col2\" >-17.16</td>\n",
+       "      <td id=\"T_4d747_row107_col3\" class=\"data row107 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row107_col4\" class=\"data row107 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row108\" class=\"row_heading level0 row108\" >joint_sr3p_ASC_no_auto_all</th>\n",
+       "      <td id=\"T_4d747_row108_col0\" class=\"data row108 col0\" > 0.656</td>\n",
+       "      <td id=\"T_4d747_row108_col1\" class=\"data row108 col1\" > 0.458</td>\n",
+       "      <td id=\"T_4d747_row108_col2\" class=\"data row108 col2\" > 1.43</td>\n",
+       "      <td id=\"T_4d747_row108_col3\" class=\"data row108 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row108_col4\" class=\"data row108 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row109\" class=\"row_heading level0 row109\" >joint_taxi_ASC_auto_deficient_all</th>\n",
+       "      <td id=\"T_4d747_row109_col0\" class=\"data row109 col0\" >-9.82</td>\n",
+       "      <td id=\"T_4d747_row109_col1\" class=\"data row109 col1\" > 8.47</td>\n",
+       "      <td id=\"T_4d747_row109_col2\" class=\"data row109 col2\" >-1.16</td>\n",
+       "      <td id=\"T_4d747_row109_col3\" class=\"data row109 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row109_col4\" class=\"data row109 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row110\" class=\"row_heading level0 row110\" >joint_taxi_ASC_auto_sufficient_all</th>\n",
+       "      <td id=\"T_4d747_row110_col0\" class=\"data row110 col0\" >-11.7</td>\n",
+       "      <td id=\"T_4d747_row110_col1\" class=\"data row110 col1\" > 0.00</td>\n",
+       "      <td id=\"T_4d747_row110_col2\" class=\"data row110 col2\" > NA</td>\n",
+       "      <td id=\"T_4d747_row110_col3\" class=\"data row110 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row110_col4\" class=\"data row110 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row111\" class=\"row_heading level0 row111\" >joint_taxi_ASC_no_auto_all</th>\n",
+       "      <td id=\"T_4d747_row111_col0\" class=\"data row111 col0\" >-4.58</td>\n",
+       "      <td id=\"T_4d747_row111_col1\" class=\"data row111 col1\" > 4.30</td>\n",
+       "      <td id=\"T_4d747_row111_col2\" class=\"data row111 col2\" >-1.07</td>\n",
+       "      <td id=\"T_4d747_row111_col3\" class=\"data row111 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row111_col4\" class=\"data row111 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row112\" class=\"row_heading level0 row112\" >joint_tnc_shared_ASC_auto_deficient_all</th>\n",
+       "      <td id=\"T_4d747_row112_col0\" class=\"data row112 col0\" >-11.2</td>\n",
+       "      <td id=\"T_4d747_row112_col1\" class=\"data row112 col1\" > 17.8</td>\n",
+       "      <td id=\"T_4d747_row112_col2\" class=\"data row112 col2\" >-0.63</td>\n",
+       "      <td id=\"T_4d747_row112_col3\" class=\"data row112 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row112_col4\" class=\"data row112 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row113\" class=\"row_heading level0 row113\" >joint_tnc_shared_ASC_auto_sufficient_all</th>\n",
+       "      <td id=\"T_4d747_row113_col0\" class=\"data row113 col0\" >-13.2</td>\n",
+       "      <td id=\"T_4d747_row113_col1\" class=\"data row113 col1\" > 0.00</td>\n",
+       "      <td id=\"T_4d747_row113_col2\" class=\"data row113 col2\" > NA</td>\n",
+       "      <td id=\"T_4d747_row113_col3\" class=\"data row113 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row113_col4\" class=\"data row113 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row114\" class=\"row_heading level0 row114\" >joint_tnc_shared_ASC_no_auto_all</th>\n",
+       "      <td id=\"T_4d747_row114_col0\" class=\"data row114 col0\" >-4.69</td>\n",
+       "      <td id=\"T_4d747_row114_col1\" class=\"data row114 col1\" > 2.26</td>\n",
+       "      <td id=\"T_4d747_row114_col2\" class=\"data row114 col2\" >-2.07</td>\n",
+       "      <td id=\"T_4d747_row114_col3\" class=\"data row114 col3\" >*</td>\n",
+       "      <td id=\"T_4d747_row114_col4\" class=\"data row114 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row115\" class=\"row_heading level0 row115\" >joint_tnc_single_ASC_auto_deficient_all</th>\n",
+       "      <td id=\"T_4d747_row115_col0\" class=\"data row115 col0\" >-9.90</td>\n",
+       "      <td id=\"T_4d747_row115_col1\" class=\"data row115 col1\" > 7.49</td>\n",
+       "      <td id=\"T_4d747_row115_col2\" class=\"data row115 col2\" >-1.32</td>\n",
+       "      <td id=\"T_4d747_row115_col3\" class=\"data row115 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row115_col4\" class=\"data row115 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row116\" class=\"row_heading level0 row116\" >joint_tnc_single_ASC_auto_sufficient_all</th>\n",
+       "      <td id=\"T_4d747_row116_col0\" class=\"data row116 col0\" >-14.0</td>\n",
+       "      <td id=\"T_4d747_row116_col1\" class=\"data row116 col1\" > 0.00</td>\n",
+       "      <td id=\"T_4d747_row116_col2\" class=\"data row116 col2\" > NA</td>\n",
+       "      <td id=\"T_4d747_row116_col3\" class=\"data row116 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row116_col4\" class=\"data row116 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row117\" class=\"row_heading level0 row117\" >joint_tnc_single_ASC_no_auto_all</th>\n",
+       "      <td id=\"T_4d747_row117_col0\" class=\"data row117 col0\" >-3.91</td>\n",
+       "      <td id=\"T_4d747_row117_col1\" class=\"data row117 col1\" > 2.15</td>\n",
+       "      <td id=\"T_4d747_row117_col2\" class=\"data row117 col2\" >-1.82</td>\n",
+       "      <td id=\"T_4d747_row117_col3\" class=\"data row117 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row117_col4\" class=\"data row117 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row118\" class=\"row_heading level0 row118\" >joint_walk_ASC_auto_deficient_all</th>\n",
+       "      <td id=\"T_4d747_row118_col0\" class=\"data row118 col0\" >-2.24</td>\n",
+       "      <td id=\"T_4d747_row118_col1\" class=\"data row118 col1\" > 0.387</td>\n",
+       "      <td id=\"T_4d747_row118_col2\" class=\"data row118 col2\" >-5.78</td>\n",
+       "      <td id=\"T_4d747_row118_col3\" class=\"data row118 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row118_col4\" class=\"data row118 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row119\" class=\"row_heading level0 row119\" >joint_walk_ASC_auto_sufficient_all</th>\n",
+       "      <td id=\"T_4d747_row119_col0\" class=\"data row119 col0\" >-4.23</td>\n",
+       "      <td id=\"T_4d747_row119_col1\" class=\"data row119 col1\" > 0.246</td>\n",
+       "      <td id=\"T_4d747_row119_col2\" class=\"data row119 col2\" >-17.23</td>\n",
+       "      <td id=\"T_4d747_row119_col3\" class=\"data row119 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row119_col4\" class=\"data row119 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row120\" class=\"row_heading level0 row120\" >joint_walk_ASC_no_auto_all</th>\n",
+       "      <td id=\"T_4d747_row120_col0\" class=\"data row120 col0\" >-0.402</td>\n",
+       "      <td id=\"T_4d747_row120_col1\" class=\"data row120 col1\" > 0.729</td>\n",
+       "      <td id=\"T_4d747_row120_col2\" class=\"data row120 col2\" >-0.55</td>\n",
+       "      <td id=\"T_4d747_row120_col3\" class=\"data row120 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row120_col4\" class=\"data row120 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row121\" class=\"row_heading level0 row121\" >joint_walk_transit_ASC_auto_deficient_all</th>\n",
+       "      <td id=\"T_4d747_row121_col0\" class=\"data row121 col0\" >-5.28</td>\n",
+       "      <td id=\"T_4d747_row121_col1\" class=\"data row121 col1\" > 266.</td>\n",
+       "      <td id=\"T_4d747_row121_col2\" class=\"data row121 col2\" >-0.02</td>\n",
+       "      <td id=\"T_4d747_row121_col3\" class=\"data row121 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row121_col4\" class=\"data row121 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row122\" class=\"row_heading level0 row122\" >joint_walk_transit_ASC_auto_sufficient_all</th>\n",
+       "      <td id=\"T_4d747_row122_col0\" class=\"data row122 col0\" >-18.3</td>\n",
+       "      <td id=\"T_4d747_row122_col1\" class=\"data row122 col1\" > 777.</td>\n",
+       "      <td id=\"T_4d747_row122_col2\" class=\"data row122 col2\" >-0.02</td>\n",
+       "      <td id=\"T_4d747_row122_col3\" class=\"data row122 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row122_col4\" class=\"data row122 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row123\" class=\"row_heading level0 row123\" >joint_walk_transit_ASC_no_auto_all</th>\n",
+       "      <td id=\"T_4d747_row123_col0\" class=\"data row123 col0\" > 0.489</td>\n",
+       "      <td id=\"T_4d747_row123_col1\" class=\"data row123 col1\" > 266.</td>\n",
+       "      <td id=\"T_4d747_row123_col2\" class=\"data row123 col2\" > 0.00</td>\n",
+       "      <td id=\"T_4d747_row123_col3\" class=\"data row123 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row123_col4\" class=\"data row123 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row124\" class=\"row_heading level0 row124\" >local_bus_ASC_eatout_escort_othdiscr_othmaint_shopping_social_atwork</th>\n",
+       "      <td id=\"T_4d747_row124_col0\" class=\"data row124 col0\" >-1.24</td>\n",
+       "      <td id=\"T_4d747_row124_col1\" class=\"data row124 col1\" > 266.</td>\n",
+       "      <td id=\"T_4d747_row124_col2\" class=\"data row124 col2\" >-0.00</td>\n",
+       "      <td id=\"T_4d747_row124_col3\" class=\"data row124 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row124_col4\" class=\"data row124 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row125\" class=\"row_heading level0 row125\" >local_bus_ASC_school_univ</th>\n",
+       "      <td id=\"T_4d747_row125_col0\" class=\"data row125 col0\" >-0.934</td>\n",
+       "      <td id=\"T_4d747_row125_col1\" class=\"data row125 col1\" > 527.</td>\n",
+       "      <td id=\"T_4d747_row125_col2\" class=\"data row125 col2\" >-0.00</td>\n",
+       "      <td id=\"T_4d747_row125_col3\" class=\"data row125 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row125_col4\" class=\"data row125 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row126\" class=\"row_heading level0 row126\" >local_bus_ASC_work</th>\n",
+       "      <td id=\"T_4d747_row126_col0\" class=\"data row126 col0\" >-0.196</td>\n",
+       "      <td id=\"T_4d747_row126_col1\" class=\"data row126 col1\" > NA</td>\n",
+       "      <td id=\"T_4d747_row126_col2\" class=\"data row126 col2\" > NA</td>\n",
+       "      <td id=\"T_4d747_row126_col3\" class=\"data row126 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row126_col4\" class=\"data row126 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row127\" class=\"row_heading level0 row127\" >sr2_ASC_auto_deficient_atwork</th>\n",
+       "      <td id=\"T_4d747_row127_col0\" class=\"data row127 col0\" >-1.58</td>\n",
+       "      <td id=\"T_4d747_row127_col1\" class=\"data row127 col1\" > 0.134</td>\n",
+       "      <td id=\"T_4d747_row127_col2\" class=\"data row127 col2\" >-11.80</td>\n",
+       "      <td id=\"T_4d747_row127_col3\" class=\"data row127 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row127_col4\" class=\"data row127 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row128\" class=\"row_heading level0 row128\" >sr2_ASC_auto_deficient_eatout</th>\n",
+       "      <td id=\"T_4d747_row128_col0\" class=\"data row128 col0\" > 0.592</td>\n",
+       "      <td id=\"T_4d747_row128_col1\" class=\"data row128 col1\" > 0.145</td>\n",
+       "      <td id=\"T_4d747_row128_col2\" class=\"data row128 col2\" > 4.07</td>\n",
+       "      <td id=\"T_4d747_row128_col3\" class=\"data row128 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row128_col4\" class=\"data row128 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row129\" class=\"row_heading level0 row129\" >sr2_ASC_auto_deficient_escort</th>\n",
+       "      <td id=\"T_4d747_row129_col0\" class=\"data row129 col0\" >-0.0768</td>\n",
+       "      <td id=\"T_4d747_row129_col1\" class=\"data row129 col1\" > 0.151</td>\n",
+       "      <td id=\"T_4d747_row129_col2\" class=\"data row129 col2\" >-0.51</td>\n",
+       "      <td id=\"T_4d747_row129_col3\" class=\"data row129 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row129_col4\" class=\"data row129 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row130\" class=\"row_heading level0 row130\" >sr2_ASC_auto_deficient_othdiscr</th>\n",
+       "      <td id=\"T_4d747_row130_col0\" class=\"data row130 col0\" > 0.821</td>\n",
+       "      <td id=\"T_4d747_row130_col1\" class=\"data row130 col1\" > 0.119</td>\n",
+       "      <td id=\"T_4d747_row130_col2\" class=\"data row130 col2\" > 6.92</td>\n",
+       "      <td id=\"T_4d747_row130_col3\" class=\"data row130 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row130_col4\" class=\"data row130 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row131\" class=\"row_heading level0 row131\" >sr2_ASC_auto_deficient_othmaint</th>\n",
+       "      <td id=\"T_4d747_row131_col0\" class=\"data row131 col0\" > 0.318</td>\n",
+       "      <td id=\"T_4d747_row131_col1\" class=\"data row131 col1\" > 0.135</td>\n",
+       "      <td id=\"T_4d747_row131_col2\" class=\"data row131 col2\" > 2.35</td>\n",
+       "      <td id=\"T_4d747_row131_col3\" class=\"data row131 col3\" >*</td>\n",
+       "      <td id=\"T_4d747_row131_col4\" class=\"data row131 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row132\" class=\"row_heading level0 row132\" >sr2_ASC_auto_deficient_school</th>\n",
+       "      <td id=\"T_4d747_row132_col0\" class=\"data row132 col0\" > 0.162</td>\n",
+       "      <td id=\"T_4d747_row132_col1\" class=\"data row132 col1\" > 0.175</td>\n",
+       "      <td id=\"T_4d747_row132_col2\" class=\"data row132 col2\" > 0.93</td>\n",
+       "      <td id=\"T_4d747_row132_col3\" class=\"data row132 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row132_col4\" class=\"data row132 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row133\" class=\"row_heading level0 row133\" >sr2_ASC_auto_deficient_shopping</th>\n",
+       "      <td id=\"T_4d747_row133_col0\" class=\"data row133 col0\" > 0.283</td>\n",
+       "      <td id=\"T_4d747_row133_col1\" class=\"data row133 col1\" > 0.115</td>\n",
+       "      <td id=\"T_4d747_row133_col2\" class=\"data row133 col2\" > 2.46</td>\n",
+       "      <td id=\"T_4d747_row133_col3\" class=\"data row133 col3\" >*</td>\n",
+       "      <td id=\"T_4d747_row133_col4\" class=\"data row133 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row134\" class=\"row_heading level0 row134\" >sr2_ASC_auto_deficient_social</th>\n",
+       "      <td id=\"T_4d747_row134_col0\" class=\"data row134 col0\" > 1.99</td>\n",
+       "      <td id=\"T_4d747_row134_col1\" class=\"data row134 col1\" > 0.203</td>\n",
+       "      <td id=\"T_4d747_row134_col2\" class=\"data row134 col2\" > 9.83</td>\n",
+       "      <td id=\"T_4d747_row134_col3\" class=\"data row134 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row134_col4\" class=\"data row134 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row135\" class=\"row_heading level0 row135\" >sr2_ASC_auto_deficient_univ</th>\n",
+       "      <td id=\"T_4d747_row135_col0\" class=\"data row135 col0\" >-1.69</td>\n",
+       "      <td id=\"T_4d747_row135_col1\" class=\"data row135 col1\" > NA</td>\n",
+       "      <td id=\"T_4d747_row135_col2\" class=\"data row135 col2\" > NA</td>\n",
+       "      <td id=\"T_4d747_row135_col3\" class=\"data row135 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row135_col4\" class=\"data row135 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row136\" class=\"row_heading level0 row136\" >sr2_ASC_auto_deficient_work</th>\n",
+       "      <td id=\"T_4d747_row136_col0\" class=\"data row136 col0\" > 0.325</td>\n",
+       "      <td id=\"T_4d747_row136_col1\" class=\"data row136 col1\" > 0.0744</td>\n",
+       "      <td id=\"T_4d747_row136_col2\" class=\"data row136 col2\" > 4.36</td>\n",
+       "      <td id=\"T_4d747_row136_col3\" class=\"data row136 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row136_col4\" class=\"data row136 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row137\" class=\"row_heading level0 row137\" >sr2_ASC_auto_sufficient_atwork</th>\n",
+       "      <td id=\"T_4d747_row137_col0\" class=\"data row137 col0\" >-0.800</td>\n",
+       "      <td id=\"T_4d747_row137_col1\" class=\"data row137 col1\" > 0.0784</td>\n",
+       "      <td id=\"T_4d747_row137_col2\" class=\"data row137 col2\" >-10.21</td>\n",
+       "      <td id=\"T_4d747_row137_col3\" class=\"data row137 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row137_col4\" class=\"data row137 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row138\" class=\"row_heading level0 row138\" >sr2_ASC_auto_sufficient_eatout</th>\n",
+       "      <td id=\"T_4d747_row138_col0\" class=\"data row138 col0\" > 0.925</td>\n",
+       "      <td id=\"T_4d747_row138_col1\" class=\"data row138 col1\" > 0.0894</td>\n",
+       "      <td id=\"T_4d747_row138_col2\" class=\"data row138 col2\" > 10.35</td>\n",
+       "      <td id=\"T_4d747_row138_col3\" class=\"data row138 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row138_col4\" class=\"data row138 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row139\" class=\"row_heading level0 row139\" >sr2_ASC_auto_sufficient_escort</th>\n",
+       "      <td id=\"T_4d747_row139_col0\" class=\"data row139 col0\" > 0.188</td>\n",
+       "      <td id=\"T_4d747_row139_col1\" class=\"data row139 col1\" > 0.117</td>\n",
+       "      <td id=\"T_4d747_row139_col2\" class=\"data row139 col2\" > 1.61</td>\n",
+       "      <td id=\"T_4d747_row139_col3\" class=\"data row139 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row139_col4\" class=\"data row139 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row140\" class=\"row_heading level0 row140\" >sr2_ASC_auto_sufficient_othdiscr</th>\n",
+       "      <td id=\"T_4d747_row140_col0\" class=\"data row140 col0\" > 0.596</td>\n",
+       "      <td id=\"T_4d747_row140_col1\" class=\"data row140 col1\" > 0.0846</td>\n",
+       "      <td id=\"T_4d747_row140_col2\" class=\"data row140 col2\" > 7.05</td>\n",
+       "      <td id=\"T_4d747_row140_col3\" class=\"data row140 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row140_col4\" class=\"data row140 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row141\" class=\"row_heading level0 row141\" >sr2_ASC_auto_sufficient_othmaint</th>\n",
+       "      <td id=\"T_4d747_row141_col0\" class=\"data row141 col0\" > 0.416</td>\n",
+       "      <td id=\"T_4d747_row141_col1\" class=\"data row141 col1\" > 0.0870</td>\n",
+       "      <td id=\"T_4d747_row141_col2\" class=\"data row141 col2\" > 4.79</td>\n",
+       "      <td id=\"T_4d747_row141_col3\" class=\"data row141 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row141_col4\" class=\"data row141 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row142\" class=\"row_heading level0 row142\" >sr2_ASC_auto_sufficient_school</th>\n",
+       "      <td id=\"T_4d747_row142_col0\" class=\"data row142 col0\" >-1.23</td>\n",
+       "      <td id=\"T_4d747_row142_col1\" class=\"data row142 col1\" > 0.0803</td>\n",
+       "      <td id=\"T_4d747_row142_col2\" class=\"data row142 col2\" >-15.34</td>\n",
+       "      <td id=\"T_4d747_row142_col3\" class=\"data row142 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row142_col4\" class=\"data row142 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row143\" class=\"row_heading level0 row143\" >sr2_ASC_auto_sufficient_shopping</th>\n",
+       "      <td id=\"T_4d747_row143_col0\" class=\"data row143 col0\" > 0.292</td>\n",
+       "      <td id=\"T_4d747_row143_col1\" class=\"data row143 col1\" > 0.0841</td>\n",
+       "      <td id=\"T_4d747_row143_col2\" class=\"data row143 col2\" > 3.48</td>\n",
+       "      <td id=\"T_4d747_row143_col3\" class=\"data row143 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row143_col4\" class=\"data row143 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row144\" class=\"row_heading level0 row144\" >sr2_ASC_auto_sufficient_social</th>\n",
+       "      <td id=\"T_4d747_row144_col0\" class=\"data row144 col0\" > 0.641</td>\n",
+       "      <td id=\"T_4d747_row144_col1\" class=\"data row144 col1\" > 0.0953</td>\n",
+       "      <td id=\"T_4d747_row144_col2\" class=\"data row144 col2\" > 6.72</td>\n",
+       "      <td id=\"T_4d747_row144_col3\" class=\"data row144 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row144_col4\" class=\"data row144 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row145\" class=\"row_heading level0 row145\" >sr2_ASC_auto_sufficient_univ</th>\n",
+       "      <td id=\"T_4d747_row145_col0\" class=\"data row145 col0\" >-1.86</td>\n",
+       "      <td id=\"T_4d747_row145_col1\" class=\"data row145 col1\" > NA</td>\n",
+       "      <td id=\"T_4d747_row145_col2\" class=\"data row145 col2\" > NA</td>\n",
+       "      <td id=\"T_4d747_row145_col3\" class=\"data row145 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row145_col4\" class=\"data row145 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row146\" class=\"row_heading level0 row146\" >sr2_ASC_auto_sufficient_work</th>\n",
+       "      <td id=\"T_4d747_row146_col0\" class=\"data row146 col0\" >-0.396</td>\n",
+       "      <td id=\"T_4d747_row146_col1\" class=\"data row146 col1\" > 0.0705</td>\n",
+       "      <td id=\"T_4d747_row146_col2\" class=\"data row146 col2\" >-5.62</td>\n",
+       "      <td id=\"T_4d747_row146_col3\" class=\"data row146 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row146_col4\" class=\"data row146 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row147\" class=\"row_heading level0 row147\" >sr2_ASC_no_auto_all</th>\n",
+       "      <td id=\"T_4d747_row147_col0\" class=\"data row147 col0\" > 1.10</td>\n",
+       "      <td id=\"T_4d747_row147_col1\" class=\"data row147 col1\" > 77.7</td>\n",
+       "      <td id=\"T_4d747_row147_col2\" class=\"data row147 col2\" > 0.01</td>\n",
+       "      <td id=\"T_4d747_row147_col3\" class=\"data row147 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row147_col4\" class=\"data row147 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row148\" class=\"row_heading level0 row148\" >sr3p_ASC_auto_deficient_atwork</th>\n",
+       "      <td id=\"T_4d747_row148_col0\" class=\"data row148 col0\" >-1.90</td>\n",
+       "      <td id=\"T_4d747_row148_col1\" class=\"data row148 col1\" > 0.138</td>\n",
+       "      <td id=\"T_4d747_row148_col2\" class=\"data row148 col2\" >-13.76</td>\n",
+       "      <td id=\"T_4d747_row148_col3\" class=\"data row148 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row148_col4\" class=\"data row148 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row149\" class=\"row_heading level0 row149\" >sr3p_ASC_auto_deficient_eatout</th>\n",
+       "      <td id=\"T_4d747_row149_col0\" class=\"data row149 col0\" >-0.120</td>\n",
+       "      <td id=\"T_4d747_row149_col1\" class=\"data row149 col1\" > 0.182</td>\n",
+       "      <td id=\"T_4d747_row149_col2\" class=\"data row149 col2\" >-0.66</td>\n",
+       "      <td id=\"T_4d747_row149_col3\" class=\"data row149 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row149_col4\" class=\"data row149 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row150\" class=\"row_heading level0 row150\" >sr3p_ASC_auto_deficient_escort</th>\n",
+       "      <td id=\"T_4d747_row150_col0\" class=\"data row150 col0\" >-0.301</td>\n",
+       "      <td id=\"T_4d747_row150_col1\" class=\"data row150 col1\" > 0.154</td>\n",
+       "      <td id=\"T_4d747_row150_col2\" class=\"data row150 col2\" >-1.96</td>\n",
+       "      <td id=\"T_4d747_row150_col3\" class=\"data row150 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row150_col4\" class=\"data row150 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row151\" class=\"row_heading level0 row151\" >sr3p_ASC_auto_deficient_othdiscr</th>\n",
+       "      <td id=\"T_4d747_row151_col0\" class=\"data row151 col0\" > 1.18</td>\n",
+       "      <td id=\"T_4d747_row151_col1\" class=\"data row151 col1\" > 0.112</td>\n",
+       "      <td id=\"T_4d747_row151_col2\" class=\"data row151 col2\" > 10.56</td>\n",
+       "      <td id=\"T_4d747_row151_col3\" class=\"data row151 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row151_col4\" class=\"data row151 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row152\" class=\"row_heading level0 row152\" >sr3p_ASC_auto_deficient_othmaint</th>\n",
+       "      <td id=\"T_4d747_row152_col0\" class=\"data row152 col0\" >-0.936</td>\n",
+       "      <td id=\"T_4d747_row152_col1\" class=\"data row152 col1\" > 0.225</td>\n",
+       "      <td id=\"T_4d747_row152_col2\" class=\"data row152 col2\" >-4.16</td>\n",
+       "      <td id=\"T_4d747_row152_col3\" class=\"data row152 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row152_col4\" class=\"data row152 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row153\" class=\"row_heading level0 row153\" >sr3p_ASC_auto_deficient_school</th>\n",
+       "      <td id=\"T_4d747_row153_col0\" class=\"data row153 col0\" > 0.708</td>\n",
+       "      <td id=\"T_4d747_row153_col1\" class=\"data row153 col1\" > 0.170</td>\n",
+       "      <td id=\"T_4d747_row153_col2\" class=\"data row153 col2\" > 4.16</td>\n",
+       "      <td id=\"T_4d747_row153_col3\" class=\"data row153 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row153_col4\" class=\"data row153 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row154\" class=\"row_heading level0 row154\" >sr3p_ASC_auto_deficient_shopping</th>\n",
+       "      <td id=\"T_4d747_row154_col0\" class=\"data row154 col0\" >-0.0640</td>\n",
+       "      <td id=\"T_4d747_row154_col1\" class=\"data row154 col1\" > 0.126</td>\n",
+       "      <td id=\"T_4d747_row154_col2\" class=\"data row154 col2\" >-0.51</td>\n",
+       "      <td id=\"T_4d747_row154_col3\" class=\"data row154 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row154_col4\" class=\"data row154 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row155\" class=\"row_heading level0 row155\" >sr3p_ASC_auto_deficient_social</th>\n",
+       "      <td id=\"T_4d747_row155_col0\" class=\"data row155 col0\" > 1.72</td>\n",
+       "      <td id=\"T_4d747_row155_col1\" class=\"data row155 col1\" > 0.212</td>\n",
+       "      <td id=\"T_4d747_row155_col2\" class=\"data row155 col2\" > 8.14</td>\n",
+       "      <td id=\"T_4d747_row155_col3\" class=\"data row155 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row155_col4\" class=\"data row155 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row156\" class=\"row_heading level0 row156\" >sr3p_ASC_auto_deficient_univ</th>\n",
+       "      <td id=\"T_4d747_row156_col0\" class=\"data row156 col0\" >-1.73</td>\n",
+       "      <td id=\"T_4d747_row156_col1\" class=\"data row156 col1\" > 0.000100</td>\n",
+       "      <td id=\"T_4d747_row156_col2\" class=\"data row156 col2\" >-BIG</td>\n",
+       "      <td id=\"T_4d747_row156_col3\" class=\"data row156 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row156_col4\" class=\"data row156 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row157\" class=\"row_heading level0 row157\" >sr3p_ASC_auto_deficient_work</th>\n",
+       "      <td id=\"T_4d747_row157_col0\" class=\"data row157 col0\" >-0.219</td>\n",
+       "      <td id=\"T_4d747_row157_col1\" class=\"data row157 col1\" > 0.0779</td>\n",
+       "      <td id=\"T_4d747_row157_col2\" class=\"data row157 col2\" >-2.81</td>\n",
+       "      <td id=\"T_4d747_row157_col3\" class=\"data row157 col3\" >**</td>\n",
+       "      <td id=\"T_4d747_row157_col4\" class=\"data row157 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row158\" class=\"row_heading level0 row158\" >sr3p_ASC_auto_sufficient_atwork</th>\n",
+       "      <td id=\"T_4d747_row158_col0\" class=\"data row158 col0\" >-0.984</td>\n",
+       "      <td id=\"T_4d747_row158_col1\" class=\"data row158 col1\" > 0.0796</td>\n",
+       "      <td id=\"T_4d747_row158_col2\" class=\"data row158 col2\" >-12.35</td>\n",
+       "      <td id=\"T_4d747_row158_col3\" class=\"data row158 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row158_col4\" class=\"data row158 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row159\" class=\"row_heading level0 row159\" >sr3p_ASC_auto_sufficient_eatout</th>\n",
+       "      <td id=\"T_4d747_row159_col0\" class=\"data row159 col0\" > 0.898</td>\n",
+       "      <td id=\"T_4d747_row159_col1\" class=\"data row159 col1\" > 0.0894</td>\n",
+       "      <td id=\"T_4d747_row159_col2\" class=\"data row159 col2\" > 10.04</td>\n",
+       "      <td id=\"T_4d747_row159_col3\" class=\"data row159 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row159_col4\" class=\"data row159 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row160\" class=\"row_heading level0 row160\" >sr3p_ASC_auto_sufficient_escort</th>\n",
+       "      <td id=\"T_4d747_row160_col0\" class=\"data row160 col0\" > 0.162</td>\n",
+       "      <td id=\"T_4d747_row160_col1\" class=\"data row160 col1\" > 0.117</td>\n",
+       "      <td id=\"T_4d747_row160_col2\" class=\"data row160 col2\" > 1.38</td>\n",
+       "      <td id=\"T_4d747_row160_col3\" class=\"data row160 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row160_col4\" class=\"data row160 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row161\" class=\"row_heading level0 row161\" >sr3p_ASC_auto_sufficient_othdiscr</th>\n",
+       "      <td id=\"T_4d747_row161_col0\" class=\"data row161 col0\" > 0.697</td>\n",
+       "      <td id=\"T_4d747_row161_col1\" class=\"data row161 col1\" > 0.0841</td>\n",
+       "      <td id=\"T_4d747_row161_col2\" class=\"data row161 col2\" > 8.29</td>\n",
+       "      <td id=\"T_4d747_row161_col3\" class=\"data row161 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row161_col4\" class=\"data row161 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row162\" class=\"row_heading level0 row162\" >sr3p_ASC_auto_sufficient_othmaint</th>\n",
+       "      <td id=\"T_4d747_row162_col0\" class=\"data row162 col0\" > 0.0330</td>\n",
+       "      <td id=\"T_4d747_row162_col1\" class=\"data row162 col1\" > 0.0899</td>\n",
+       "      <td id=\"T_4d747_row162_col2\" class=\"data row162 col2\" > 0.37</td>\n",
+       "      <td id=\"T_4d747_row162_col3\" class=\"data row162 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row162_col4\" class=\"data row162 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row163\" class=\"row_heading level0 row163\" >sr3p_ASC_auto_sufficient_school</th>\n",
+       "      <td id=\"T_4d747_row163_col0\" class=\"data row163 col0\" >-0.663</td>\n",
+       "      <td id=\"T_4d747_row163_col1\" class=\"data row163 col1\" > 0.0792</td>\n",
+       "      <td id=\"T_4d747_row163_col2\" class=\"data row163 col2\" >-8.37</td>\n",
+       "      <td id=\"T_4d747_row163_col3\" class=\"data row163 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row163_col4\" class=\"data row163 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row164\" class=\"row_heading level0 row164\" >sr3p_ASC_auto_sufficient_shopping</th>\n",
+       "      <td id=\"T_4d747_row164_col0\" class=\"data row164 col0\" > 0.0515</td>\n",
+       "      <td id=\"T_4d747_row164_col1\" class=\"data row164 col1\" > 0.0851</td>\n",
+       "      <td id=\"T_4d747_row164_col2\" class=\"data row164 col2\" > 0.61</td>\n",
+       "      <td id=\"T_4d747_row164_col3\" class=\"data row164 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row164_col4\" class=\"data row164 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row165\" class=\"row_heading level0 row165\" >sr3p_ASC_auto_sufficient_social</th>\n",
+       "      <td id=\"T_4d747_row165_col0\" class=\"data row165 col0\" > 0.642</td>\n",
+       "      <td id=\"T_4d747_row165_col1\" class=\"data row165 col1\" > 0.0951</td>\n",
+       "      <td id=\"T_4d747_row165_col2\" class=\"data row165 col2\" > 6.75</td>\n",
+       "      <td id=\"T_4d747_row165_col3\" class=\"data row165 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row165_col4\" class=\"data row165 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row166\" class=\"row_heading level0 row166\" >sr3p_ASC_auto_sufficient_univ</th>\n",
+       "      <td id=\"T_4d747_row166_col0\" class=\"data row166 col0\" >-1.90</td>\n",
+       "      <td id=\"T_4d747_row166_col1\" class=\"data row166 col1\" > NA</td>\n",
+       "      <td id=\"T_4d747_row166_col2\" class=\"data row166 col2\" > NA</td>\n",
+       "      <td id=\"T_4d747_row166_col3\" class=\"data row166 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row166_col4\" class=\"data row166 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row167\" class=\"row_heading level0 row167\" >sr3p_ASC_auto_sufficient_work</th>\n",
+       "      <td id=\"T_4d747_row167_col0\" class=\"data row167 col0\" >-0.763</td>\n",
+       "      <td id=\"T_4d747_row167_col1\" class=\"data row167 col1\" > 0.0714</td>\n",
+       "      <td id=\"T_4d747_row167_col2\" class=\"data row167 col2\" >-10.68</td>\n",
+       "      <td id=\"T_4d747_row167_col3\" class=\"data row167 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row167_col4\" class=\"data row167 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row168\" class=\"row_heading level0 row168\" >sr3p_ASC_no_auto_atwork</th>\n",
+       "      <td id=\"T_4d747_row168_col0\" class=\"data row168 col0\" > 1.45</td>\n",
+       "      <td id=\"T_4d747_row168_col1\" class=\"data row168 col1\" > 77.7</td>\n",
+       "      <td id=\"T_4d747_row168_col2\" class=\"data row168 col2\" > 0.02</td>\n",
+       "      <td id=\"T_4d747_row168_col3\" class=\"data row168 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row168_col4\" class=\"data row168 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row169\" class=\"row_heading level0 row169\" >sr3p_ASC_no_auto_eatout</th>\n",
+       "      <td id=\"T_4d747_row169_col0\" class=\"data row169 col0\" > 1.56</td>\n",
+       "      <td id=\"T_4d747_row169_col1\" class=\"data row169 col1\" > 77.7</td>\n",
+       "      <td id=\"T_4d747_row169_col2\" class=\"data row169 col2\" > 0.02</td>\n",
+       "      <td id=\"T_4d747_row169_col3\" class=\"data row169 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row169_col4\" class=\"data row169 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row170\" class=\"row_heading level0 row170\" >sr3p_ASC_no_auto_escort</th>\n",
+       "      <td id=\"T_4d747_row170_col0\" class=\"data row170 col0\" >-1.86</td>\n",
+       "      <td id=\"T_4d747_row170_col1\" class=\"data row170 col1\" > 77.7</td>\n",
+       "      <td id=\"T_4d747_row170_col2\" class=\"data row170 col2\" >-0.02</td>\n",
+       "      <td id=\"T_4d747_row170_col3\" class=\"data row170 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row170_col4\" class=\"data row170 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row171\" class=\"row_heading level0 row171\" >sr3p_ASC_no_auto_othdiscr</th>\n",
+       "      <td id=\"T_4d747_row171_col0\" class=\"data row171 col0\" > 1.27</td>\n",
+       "      <td id=\"T_4d747_row171_col1\" class=\"data row171 col1\" > 77.7</td>\n",
+       "      <td id=\"T_4d747_row171_col2\" class=\"data row171 col2\" > 0.02</td>\n",
+       "      <td id=\"T_4d747_row171_col3\" class=\"data row171 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row171_col4\" class=\"data row171 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row172\" class=\"row_heading level0 row172\" >sr3p_ASC_no_auto_othmaint</th>\n",
+       "      <td id=\"T_4d747_row172_col0\" class=\"data row172 col0\" > 0.243</td>\n",
+       "      <td id=\"T_4d747_row172_col1\" class=\"data row172 col1\" > 77.7</td>\n",
+       "      <td id=\"T_4d747_row172_col2\" class=\"data row172 col2\" > 0.00</td>\n",
+       "      <td id=\"T_4d747_row172_col3\" class=\"data row172 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row172_col4\" class=\"data row172 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row173\" class=\"row_heading level0 row173\" >sr3p_ASC_no_auto_school</th>\n",
+       "      <td id=\"T_4d747_row173_col0\" class=\"data row173 col0\" >-6.02</td>\n",
+       "      <td id=\"T_4d747_row173_col1\" class=\"data row173 col1\" > 102.</td>\n",
+       "      <td id=\"T_4d747_row173_col2\" class=\"data row173 col2\" >-0.06</td>\n",
+       "      <td id=\"T_4d747_row173_col3\" class=\"data row173 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row173_col4\" class=\"data row173 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row174\" class=\"row_heading level0 row174\" >sr3p_ASC_no_auto_shopping</th>\n",
+       "      <td id=\"T_4d747_row174_col0\" class=\"data row174 col0\" > 0.711</td>\n",
+       "      <td id=\"T_4d747_row174_col1\" class=\"data row174 col1\" > 77.7</td>\n",
+       "      <td id=\"T_4d747_row174_col2\" class=\"data row174 col2\" > 0.01</td>\n",
+       "      <td id=\"T_4d747_row174_col3\" class=\"data row174 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row174_col4\" class=\"data row174 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row175\" class=\"row_heading level0 row175\" >sr3p_ASC_no_auto_social</th>\n",
+       "      <td id=\"T_4d747_row175_col0\" class=\"data row175 col0\" >-1.16</td>\n",
+       "      <td id=\"T_4d747_row175_col1\" class=\"data row175 col1\" > 77.7</td>\n",
+       "      <td id=\"T_4d747_row175_col2\" class=\"data row175 col2\" >-0.01</td>\n",
+       "      <td id=\"T_4d747_row175_col3\" class=\"data row175 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row175_col4\" class=\"data row175 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row176\" class=\"row_heading level0 row176\" >sr3p_ASC_no_auto_univ</th>\n",
+       "      <td id=\"T_4d747_row176_col0\" class=\"data row176 col0\" >-6.06</td>\n",
+       "      <td id=\"T_4d747_row176_col1\" class=\"data row176 col1\" > NA</td>\n",
+       "      <td id=\"T_4d747_row176_col2\" class=\"data row176 col2\" > NA</td>\n",
+       "      <td id=\"T_4d747_row176_col3\" class=\"data row176 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row176_col4\" class=\"data row176 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row177\" class=\"row_heading level0 row177\" >sr3p_ASC_no_auto_work</th>\n",
+       "      <td id=\"T_4d747_row177_col0\" class=\"data row177 col0\" > 0.560</td>\n",
+       "      <td id=\"T_4d747_row177_col1\" class=\"data row177 col1\" > 77.7</td>\n",
+       "      <td id=\"T_4d747_row177_col2\" class=\"data row177 col2\" > 0.01</td>\n",
+       "      <td id=\"T_4d747_row177_col3\" class=\"data row177 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row177_col4\" class=\"data row177 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row178\" class=\"row_heading level0 row178\" >taxi_ASC_auto_deficient_atwork</th>\n",
+       "      <td id=\"T_4d747_row178_col0\" class=\"data row178 col0\" >-4.54</td>\n",
+       "      <td id=\"T_4d747_row178_col1\" class=\"data row178 col1\" > 0.419</td>\n",
+       "      <td id=\"T_4d747_row178_col2\" class=\"data row178 col2\" >-10.84</td>\n",
+       "      <td id=\"T_4d747_row178_col3\" class=\"data row178 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row178_col4\" class=\"data row178 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row179\" class=\"row_heading level0 row179\" >taxi_ASC_auto_deficient_eatout_othdiscr_social</th>\n",
+       "      <td id=\"T_4d747_row179_col0\" class=\"data row179 col0\" >-3.37</td>\n",
+       "      <td id=\"T_4d747_row179_col1\" class=\"data row179 col1\" > 0.476</td>\n",
+       "      <td id=\"T_4d747_row179_col2\" class=\"data row179 col2\" >-7.09</td>\n",
+       "      <td id=\"T_4d747_row179_col3\" class=\"data row179 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row179_col4\" class=\"data row179 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row180\" class=\"row_heading level0 row180\" >taxi_ASC_auto_deficient_escort_othmaint_shopping</th>\n",
+       "      <td id=\"T_4d747_row180_col0\" class=\"data row180 col0\" >-1.10</td>\n",
+       "      <td id=\"T_4d747_row180_col1\" class=\"data row180 col1\" > 0.109</td>\n",
+       "      <td id=\"T_4d747_row180_col2\" class=\"data row180 col2\" >-10.15</td>\n",
+       "      <td id=\"T_4d747_row180_col3\" class=\"data row180 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row180_col4\" class=\"data row180 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row181\" class=\"row_heading level0 row181\" >taxi_ASC_auto_deficient_school</th>\n",
+       "      <td id=\"T_4d747_row181_col0\" class=\"data row181 col0\" > 0.626</td>\n",
+       "      <td id=\"T_4d747_row181_col1\" class=\"data row181 col1\" > 0.205</td>\n",
+       "      <td id=\"T_4d747_row181_col2\" class=\"data row181 col2\" > 3.05</td>\n",
+       "      <td id=\"T_4d747_row181_col3\" class=\"data row181 col3\" >**</td>\n",
+       "      <td id=\"T_4d747_row181_col4\" class=\"data row181 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row182\" class=\"row_heading level0 row182\" >taxi_ASC_auto_deficient_univ</th>\n",
+       "      <td id=\"T_4d747_row182_col0\" class=\"data row182 col0\" > 4.25</td>\n",
+       "      <td id=\"T_4d747_row182_col1\" class=\"data row182 col1\" > NA</td>\n",
+       "      <td id=\"T_4d747_row182_col2\" class=\"data row182 col2\" > NA</td>\n",
+       "      <td id=\"T_4d747_row182_col3\" class=\"data row182 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row182_col4\" class=\"data row182 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row183\" class=\"row_heading level0 row183\" >taxi_ASC_auto_deficient_work</th>\n",
+       "      <td id=\"T_4d747_row183_col0\" class=\"data row183 col0\" >-2.11</td>\n",
+       "      <td id=\"T_4d747_row183_col1\" class=\"data row183 col1\" > 0.191</td>\n",
+       "      <td id=\"T_4d747_row183_col2\" class=\"data row183 col2\" >-11.04</td>\n",
+       "      <td id=\"T_4d747_row183_col3\" class=\"data row183 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row183_col4\" class=\"data row183 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row184\" class=\"row_heading level0 row184\" >taxi_ASC_auto_sufficient_atwork</th>\n",
+       "      <td id=\"T_4d747_row184_col0\" class=\"data row184 col0\" >-3.35</td>\n",
+       "      <td id=\"T_4d747_row184_col1\" class=\"data row184 col1\" > 0.151</td>\n",
+       "      <td id=\"T_4d747_row184_col2\" class=\"data row184 col2\" >-22.19</td>\n",
+       "      <td id=\"T_4d747_row184_col3\" class=\"data row184 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row184_col4\" class=\"data row184 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row185\" class=\"row_heading level0 row185\" >taxi_ASC_auto_sufficient_eatout_othdiscr_social</th>\n",
+       "      <td id=\"T_4d747_row185_col0\" class=\"data row185 col0\" >-4.24</td>\n",
+       "      <td id=\"T_4d747_row185_col1\" class=\"data row185 col1\" > 0.278</td>\n",
+       "      <td id=\"T_4d747_row185_col2\" class=\"data row185 col2\" >-15.26</td>\n",
+       "      <td id=\"T_4d747_row185_col3\" class=\"data row185 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row185_col4\" class=\"data row185 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row186\" class=\"row_heading level0 row186\" >taxi_ASC_auto_sufficient_escort_othmaint_shopping</th>\n",
+       "      <td id=\"T_4d747_row186_col0\" class=\"data row186 col0\" >-2.90</td>\n",
+       "      <td id=\"T_4d747_row186_col1\" class=\"data row186 col1\" > 0.0839</td>\n",
+       "      <td id=\"T_4d747_row186_col2\" class=\"data row186 col2\" >-34.57</td>\n",
+       "      <td id=\"T_4d747_row186_col3\" class=\"data row186 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row186_col4\" class=\"data row186 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row187\" class=\"row_heading level0 row187\" >taxi_ASC_auto_sufficient_school</th>\n",
+       "      <td id=\"T_4d747_row187_col0\" class=\"data row187 col0\" >-2.68</td>\n",
+       "      <td id=\"T_4d747_row187_col1\" class=\"data row187 col1\" > 0.128</td>\n",
+       "      <td id=\"T_4d747_row187_col2\" class=\"data row187 col2\" >-20.89</td>\n",
+       "      <td id=\"T_4d747_row187_col3\" class=\"data row187 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row187_col4\" class=\"data row187 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row188\" class=\"row_heading level0 row188\" >taxi_ASC_auto_sufficient_univ</th>\n",
+       "      <td id=\"T_4d747_row188_col0\" class=\"data row188 col0\" >-0.313</td>\n",
+       "      <td id=\"T_4d747_row188_col1\" class=\"data row188 col1\" > 2.26e-05</td>\n",
+       "      <td id=\"T_4d747_row188_col2\" class=\"data row188 col2\" >-BIG</td>\n",
+       "      <td id=\"T_4d747_row188_col3\" class=\"data row188 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row188_col4\" class=\"data row188 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row189\" class=\"row_heading level0 row189\" >taxi_ASC_auto_sufficient_work</th>\n",
+       "      <td id=\"T_4d747_row189_col0\" class=\"data row189 col0\" >-5.12</td>\n",
+       "      <td id=\"T_4d747_row189_col1\" class=\"data row189 col1\" > 0.363</td>\n",
+       "      <td id=\"T_4d747_row189_col2\" class=\"data row189 col2\" >-14.09</td>\n",
+       "      <td id=\"T_4d747_row189_col3\" class=\"data row189 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row189_col4\" class=\"data row189 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row190\" class=\"row_heading level0 row190\" >taxi_ASC_no_auto_atwork</th>\n",
+       "      <td id=\"T_4d747_row190_col0\" class=\"data row190 col0\" > 3.64</td>\n",
+       "      <td id=\"T_4d747_row190_col1\" class=\"data row190 col1\" > 77.7</td>\n",
+       "      <td id=\"T_4d747_row190_col2\" class=\"data row190 col2\" > 0.05</td>\n",
+       "      <td id=\"T_4d747_row190_col3\" class=\"data row190 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row190_col4\" class=\"data row190 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row191\" class=\"row_heading level0 row191\" >taxi_ASC_no_auto_eatout_othdiscr_social</th>\n",
+       "      <td id=\"T_4d747_row191_col0\" class=\"data row191 col0\" >-0.558</td>\n",
+       "      <td id=\"T_4d747_row191_col1\" class=\"data row191 col1\" > 77.7</td>\n",
+       "      <td id=\"T_4d747_row191_col2\" class=\"data row191 col2\" >-0.01</td>\n",
+       "      <td id=\"T_4d747_row191_col3\" class=\"data row191 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row191_col4\" class=\"data row191 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row192\" class=\"row_heading level0 row192\" >taxi_ASC_no_auto_escort_othmaint_shopping</th>\n",
+       "      <td id=\"T_4d747_row192_col0\" class=\"data row192 col0\" > 1.46</td>\n",
+       "      <td id=\"T_4d747_row192_col1\" class=\"data row192 col1\" > 77.7</td>\n",
+       "      <td id=\"T_4d747_row192_col2\" class=\"data row192 col2\" > 0.02</td>\n",
+       "      <td id=\"T_4d747_row192_col3\" class=\"data row192 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row192_col4\" class=\"data row192 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row193\" class=\"row_heading level0 row193\" >taxi_ASC_no_auto_school_univ</th>\n",
+       "      <td id=\"T_4d747_row193_col0\" class=\"data row193 col0\" >-7.00</td>\n",
+       "      <td id=\"T_4d747_row193_col1\" class=\"data row193 col1\" > 0.00</td>\n",
+       "      <td id=\"T_4d747_row193_col2\" class=\"data row193 col2\" > NA</td>\n",
+       "      <td id=\"T_4d747_row193_col3\" class=\"data row193 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row193_col4\" class=\"data row193 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row194\" class=\"row_heading level0 row194\" >taxi_ASC_no_auto_work</th>\n",
+       "      <td id=\"T_4d747_row194_col0\" class=\"data row194 col0\" > 3.94</td>\n",
+       "      <td id=\"T_4d747_row194_col1\" class=\"data row194 col1\" > 77.7</td>\n",
+       "      <td id=\"T_4d747_row194_col2\" class=\"data row194 col2\" > 0.05</td>\n",
+       "      <td id=\"T_4d747_row194_col3\" class=\"data row194 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row194_col4\" class=\"data row194 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row195\" class=\"row_heading level0 row195\" >tnc_shared_ASC_auto_deficient_atwork</th>\n",
+       "      <td id=\"T_4d747_row195_col0\" class=\"data row195 col0\" >-5.10</td>\n",
+       "      <td id=\"T_4d747_row195_col1\" class=\"data row195 col1\" > 0.397</td>\n",
+       "      <td id=\"T_4d747_row195_col2\" class=\"data row195 col2\" >-12.85</td>\n",
+       "      <td id=\"T_4d747_row195_col3\" class=\"data row195 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row195_col4\" class=\"data row195 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row196\" class=\"row_heading level0 row196\" >tnc_shared_ASC_auto_deficient_eatout_othdiscr_social</th>\n",
+       "      <td id=\"T_4d747_row196_col0\" class=\"data row196 col0\" >-4.48</td>\n",
+       "      <td id=\"T_4d747_row196_col1\" class=\"data row196 col1\" > 0.814</td>\n",
+       "      <td id=\"T_4d747_row196_col2\" class=\"data row196 col2\" >-5.51</td>\n",
+       "      <td id=\"T_4d747_row196_col3\" class=\"data row196 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row196_col4\" class=\"data row196 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row197\" class=\"row_heading level0 row197\" >tnc_shared_ASC_auto_deficient_escort_othmaint_shopping</th>\n",
+       "      <td id=\"T_4d747_row197_col0\" class=\"data row197 col0\" >-1.38</td>\n",
+       "      <td id=\"T_4d747_row197_col1\" class=\"data row197 col1\" > 0.0981</td>\n",
+       "      <td id=\"T_4d747_row197_col2\" class=\"data row197 col2\" >-14.08</td>\n",
+       "      <td id=\"T_4d747_row197_col3\" class=\"data row197 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row197_col4\" class=\"data row197 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row198\" class=\"row_heading level0 row198\" >tnc_shared_ASC_auto_deficient_school</th>\n",
+       "      <td id=\"T_4d747_row198_col0\" class=\"data row198 col0\" > 0.0328</td>\n",
+       "      <td id=\"T_4d747_row198_col1\" class=\"data row198 col1\" > 0.199</td>\n",
+       "      <td id=\"T_4d747_row198_col2\" class=\"data row198 col2\" > 0.17</td>\n",
+       "      <td id=\"T_4d747_row198_col3\" class=\"data row198 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row198_col4\" class=\"data row198 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row199\" class=\"row_heading level0 row199\" >tnc_shared_ASC_auto_deficient_univ</th>\n",
+       "      <td id=\"T_4d747_row199_col0\" class=\"data row199 col0\" > 3.25</td>\n",
+       "      <td id=\"T_4d747_row199_col1\" class=\"data row199 col1\" > 1.81e-05</td>\n",
+       "      <td id=\"T_4d747_row199_col2\" class=\"data row199 col2\" > BIG</td>\n",
+       "      <td id=\"T_4d747_row199_col3\" class=\"data row199 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row199_col4\" class=\"data row199 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row200\" class=\"row_heading level0 row200\" >tnc_shared_ASC_auto_deficient_work</th>\n",
+       "      <td id=\"T_4d747_row200_col0\" class=\"data row200 col0\" >-3.60</td>\n",
+       "      <td id=\"T_4d747_row200_col1\" class=\"data row200 col1\" > 0.218</td>\n",
+       "      <td id=\"T_4d747_row200_col2\" class=\"data row200 col2\" >-16.52</td>\n",
+       "      <td id=\"T_4d747_row200_col3\" class=\"data row200 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row200_col4\" class=\"data row200 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row201\" class=\"row_heading level0 row201\" >tnc_shared_ASC_auto_sufficient_atwork</th>\n",
+       "      <td id=\"T_4d747_row201_col0\" class=\"data row201 col0\" >-4.09</td>\n",
+       "      <td id=\"T_4d747_row201_col1\" class=\"data row201 col1\" > 0.166</td>\n",
+       "      <td id=\"T_4d747_row201_col2\" class=\"data row201 col2\" >-24.61</td>\n",
+       "      <td id=\"T_4d747_row201_col3\" class=\"data row201 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row201_col4\" class=\"data row201 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row202\" class=\"row_heading level0 row202\" >tnc_shared_ASC_auto_sufficient_eatout_othdiscr_social</th>\n",
+       "      <td id=\"T_4d747_row202_col0\" class=\"data row202 col0\" >-4.53</td>\n",
+       "      <td id=\"T_4d747_row202_col1\" class=\"data row202 col1\" > 0.201</td>\n",
+       "      <td id=\"T_4d747_row202_col2\" class=\"data row202 col2\" >-22.49</td>\n",
+       "      <td id=\"T_4d747_row202_col3\" class=\"data row202 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row202_col4\" class=\"data row202 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row203\" class=\"row_heading level0 row203\" >tnc_shared_ASC_auto_sufficient_escort_othmaint_shopping</th>\n",
+       "      <td id=\"T_4d747_row203_col0\" class=\"data row203 col0\" >-3.38</td>\n",
+       "      <td id=\"T_4d747_row203_col1\" class=\"data row203 col1\" > 0.0779</td>\n",
+       "      <td id=\"T_4d747_row203_col2\" class=\"data row203 col2\" >-43.43</td>\n",
+       "      <td id=\"T_4d747_row203_col3\" class=\"data row203 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row203_col4\" class=\"data row203 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row204\" class=\"row_heading level0 row204\" >tnc_shared_ASC_auto_sufficient_school</th>\n",
+       "      <td id=\"T_4d747_row204_col0\" class=\"data row204 col0\" >-4.04</td>\n",
+       "      <td id=\"T_4d747_row204_col1\" class=\"data row204 col1\" > 0.158</td>\n",
+       "      <td id=\"T_4d747_row204_col2\" class=\"data row204 col2\" >-25.50</td>\n",
+       "      <td id=\"T_4d747_row204_col3\" class=\"data row204 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row204_col4\" class=\"data row204 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row205\" class=\"row_heading level0 row205\" >tnc_shared_ASC_auto_sufficient_univ</th>\n",
+       "      <td id=\"T_4d747_row205_col0\" class=\"data row205 col0\" >-0.907</td>\n",
+       "      <td id=\"T_4d747_row205_col1\" class=\"data row205 col1\" > NA</td>\n",
+       "      <td id=\"T_4d747_row205_col2\" class=\"data row205 col2\" > NA</td>\n",
+       "      <td id=\"T_4d747_row205_col3\" class=\"data row205 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row205_col4\" class=\"data row205 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row206\" class=\"row_heading level0 row206\" >tnc_shared_ASC_auto_sufficient_work</th>\n",
+       "      <td id=\"T_4d747_row206_col0\" class=\"data row206 col0\" >-6.73</td>\n",
+       "      <td id=\"T_4d747_row206_col1\" class=\"data row206 col1\" > 0.417</td>\n",
+       "      <td id=\"T_4d747_row206_col2\" class=\"data row206 col2\" >-16.13</td>\n",
+       "      <td id=\"T_4d747_row206_col3\" class=\"data row206 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row206_col4\" class=\"data row206 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row207\" class=\"row_heading level0 row207\" >tnc_shared_ASC_no_auto_atwork</th>\n",
+       "      <td id=\"T_4d747_row207_col0\" class=\"data row207 col0\" > 3.04</td>\n",
+       "      <td id=\"T_4d747_row207_col1\" class=\"data row207 col1\" > 77.7</td>\n",
+       "      <td id=\"T_4d747_row207_col2\" class=\"data row207 col2\" > 0.04</td>\n",
+       "      <td id=\"T_4d747_row207_col3\" class=\"data row207 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row207_col4\" class=\"data row207 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row208\" class=\"row_heading level0 row208\" >tnc_shared_ASC_no_auto_eatout_othdiscr_social</th>\n",
+       "      <td id=\"T_4d747_row208_col0\" class=\"data row208 col0\" >-0.0561</td>\n",
+       "      <td id=\"T_4d747_row208_col1\" class=\"data row208 col1\" > 77.7</td>\n",
+       "      <td id=\"T_4d747_row208_col2\" class=\"data row208 col2\" >-0.00</td>\n",
+       "      <td id=\"T_4d747_row208_col3\" class=\"data row208 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row208_col4\" class=\"data row208 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row209\" class=\"row_heading level0 row209\" >tnc_shared_ASC_no_auto_escort_othmaint_shopping</th>\n",
+       "      <td id=\"T_4d747_row209_col0\" class=\"data row209 col0\" > 0.675</td>\n",
+       "      <td id=\"T_4d747_row209_col1\" class=\"data row209 col1\" > 77.7</td>\n",
+       "      <td id=\"T_4d747_row209_col2\" class=\"data row209 col2\" > 0.01</td>\n",
+       "      <td id=\"T_4d747_row209_col3\" class=\"data row209 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row209_col4\" class=\"data row209 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row210\" class=\"row_heading level0 row210\" >tnc_shared_ASC_no_auto_school</th>\n",
+       "      <td id=\"T_4d747_row210_col0\" class=\"data row210 col0\" >-7.00</td>\n",
+       "      <td id=\"T_4d747_row210_col1\" class=\"data row210 col1\" > 0.00</td>\n",
+       "      <td id=\"T_4d747_row210_col2\" class=\"data row210 col2\" > NA</td>\n",
+       "      <td id=\"T_4d747_row210_col3\" class=\"data row210 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row210_col4\" class=\"data row210 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row211\" class=\"row_heading level0 row211\" >tnc_shared_ASC_no_auto_univ</th>\n",
+       "      <td id=\"T_4d747_row211_col0\" class=\"data row211 col0\" >-5.81</td>\n",
+       "      <td id=\"T_4d747_row211_col1\" class=\"data row211 col1\" > NA</td>\n",
+       "      <td id=\"T_4d747_row211_col2\" class=\"data row211 col2\" > NA</td>\n",
+       "      <td id=\"T_4d747_row211_col3\" class=\"data row211 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row211_col4\" class=\"data row211 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row212\" class=\"row_heading level0 row212\" >tnc_shared_ASC_no_auto_work</th>\n",
+       "      <td id=\"T_4d747_row212_col0\" class=\"data row212 col0\" > 2.26</td>\n",
+       "      <td id=\"T_4d747_row212_col1\" class=\"data row212 col1\" > 77.7</td>\n",
+       "      <td id=\"T_4d747_row212_col2\" class=\"data row212 col2\" > 0.03</td>\n",
+       "      <td id=\"T_4d747_row212_col3\" class=\"data row212 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row212_col4\" class=\"data row212 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row213\" class=\"row_heading level0 row213\" >tnc_single_ASC_auto_deficient_atwork</th>\n",
+       "      <td id=\"T_4d747_row213_col0\" class=\"data row213 col0\" >-4.20</td>\n",
+       "      <td id=\"T_4d747_row213_col1\" class=\"data row213 col1\" > 0.308</td>\n",
+       "      <td id=\"T_4d747_row213_col2\" class=\"data row213 col2\" >-13.65</td>\n",
+       "      <td id=\"T_4d747_row213_col3\" class=\"data row213 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row213_col4\" class=\"data row213 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row214\" class=\"row_heading level0 row214\" >tnc_single_ASC_auto_deficient_eatout_othdiscr_social</th>\n",
+       "      <td id=\"T_4d747_row214_col0\" class=\"data row214 col0\" >-3.40</td>\n",
+       "      <td id=\"T_4d747_row214_col1\" class=\"data row214 col1\" > 0.433</td>\n",
+       "      <td id=\"T_4d747_row214_col2\" class=\"data row214 col2\" >-7.84</td>\n",
+       "      <td id=\"T_4d747_row214_col3\" class=\"data row214 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row214_col4\" class=\"data row214 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row215\" class=\"row_heading level0 row215\" >tnc_single_ASC_auto_deficient_escort_othmaint_shopping</th>\n",
+       "      <td id=\"T_4d747_row215_col0\" class=\"data row215 col0\" >-0.493</td>\n",
+       "      <td id=\"T_4d747_row215_col1\" class=\"data row215 col1\" > 0.0900</td>\n",
+       "      <td id=\"T_4d747_row215_col2\" class=\"data row215 col2\" >-5.48</td>\n",
+       "      <td id=\"T_4d747_row215_col3\" class=\"data row215 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row215_col4\" class=\"data row215 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row216\" class=\"row_heading level0 row216\" >tnc_single_ASC_auto_deficient_school</th>\n",
+       "      <td id=\"T_4d747_row216_col0\" class=\"data row216 col0\" >-0.235</td>\n",
+       "      <td id=\"T_4d747_row216_col1\" class=\"data row216 col1\" > 0.239</td>\n",
+       "      <td id=\"T_4d747_row216_col2\" class=\"data row216 col2\" >-0.98</td>\n",
+       "      <td id=\"T_4d747_row216_col3\" class=\"data row216 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row216_col4\" class=\"data row216 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row217\" class=\"row_heading level0 row217\" >tnc_single_ASC_auto_deficient_univ</th>\n",
+       "      <td id=\"T_4d747_row217_col0\" class=\"data row217 col0\" > 1.02</td>\n",
+       "      <td id=\"T_4d747_row217_col1\" class=\"data row217 col1\" > NA</td>\n",
+       "      <td id=\"T_4d747_row217_col2\" class=\"data row217 col2\" > NA</td>\n",
+       "      <td id=\"T_4d747_row217_col3\" class=\"data row217 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row217_col4\" class=\"data row217 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row218\" class=\"row_heading level0 row218\" >tnc_single_ASC_auto_deficient_work</th>\n",
+       "      <td id=\"T_4d747_row218_col0\" class=\"data row218 col0\" >-1.42</td>\n",
+       "      <td id=\"T_4d747_row218_col1\" class=\"data row218 col1\" > 0.106</td>\n",
+       "      <td id=\"T_4d747_row218_col2\" class=\"data row218 col2\" >-13.40</td>\n",
+       "      <td id=\"T_4d747_row218_col3\" class=\"data row218 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row218_col4\" class=\"data row218 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row219\" class=\"row_heading level0 row219\" >tnc_single_ASC_auto_sufficient_atwork</th>\n",
+       "      <td id=\"T_4d747_row219_col0\" class=\"data row219 col0\" >-3.14</td>\n",
+       "      <td id=\"T_4d747_row219_col1\" class=\"data row219 col1\" > 0.126</td>\n",
+       "      <td id=\"T_4d747_row219_col2\" class=\"data row219 col2\" >-25.00</td>\n",
+       "      <td id=\"T_4d747_row219_col3\" class=\"data row219 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row219_col4\" class=\"data row219 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row220\" class=\"row_heading level0 row220\" >tnc_single_ASC_auto_sufficient_eatout_othdiscr_social</th>\n",
+       "      <td id=\"T_4d747_row220_col0\" class=\"data row220 col0\" >-3.44</td>\n",
+       "      <td id=\"T_4d747_row220_col1\" class=\"data row220 col1\" > 0.147</td>\n",
+       "      <td id=\"T_4d747_row220_col2\" class=\"data row220 col2\" >-23.37</td>\n",
+       "      <td id=\"T_4d747_row220_col3\" class=\"data row220 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row220_col4\" class=\"data row220 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row221\" class=\"row_heading level0 row221\" >tnc_single_ASC_auto_sufficient_escort_othmaint_shopping</th>\n",
+       "      <td id=\"T_4d747_row221_col0\" class=\"data row221 col0\" >-2.31</td>\n",
+       "      <td id=\"T_4d747_row221_col1\" class=\"data row221 col1\" > 0.0677</td>\n",
+       "      <td id=\"T_4d747_row221_col2\" class=\"data row221 col2\" >-34.09</td>\n",
+       "      <td id=\"T_4d747_row221_col3\" class=\"data row221 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row221_col4\" class=\"data row221 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row222\" class=\"row_heading level0 row222\" >tnc_single_ASC_auto_sufficient_school</th>\n",
+       "      <td id=\"T_4d747_row222_col0\" class=\"data row222 col0\" >-2.47</td>\n",
+       "      <td id=\"T_4d747_row222_col1\" class=\"data row222 col1\" > 0.110</td>\n",
+       "      <td id=\"T_4d747_row222_col2\" class=\"data row222 col2\" >-22.48</td>\n",
+       "      <td id=\"T_4d747_row222_col3\" class=\"data row222 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row222_col4\" class=\"data row222 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row223\" class=\"row_heading level0 row223\" >tnc_single_ASC_auto_sufficient_univ</th>\n",
+       "      <td id=\"T_4d747_row223_col0\" class=\"data row223 col0\" > 0.209</td>\n",
+       "      <td id=\"T_4d747_row223_col1\" class=\"data row223 col1\" > 1.24e-05</td>\n",
+       "      <td id=\"T_4d747_row223_col2\" class=\"data row223 col2\" > BIG</td>\n",
+       "      <td id=\"T_4d747_row223_col3\" class=\"data row223 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row223_col4\" class=\"data row223 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row224\" class=\"row_heading level0 row224\" >tnc_single_ASC_auto_sufficient_work</th>\n",
+       "      <td id=\"T_4d747_row224_col0\" class=\"data row224 col0\" >-4.30</td>\n",
+       "      <td id=\"T_4d747_row224_col1\" class=\"data row224 col1\" > 0.174</td>\n",
+       "      <td id=\"T_4d747_row224_col2\" class=\"data row224 col2\" >-24.71</td>\n",
+       "      <td id=\"T_4d747_row224_col3\" class=\"data row224 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row224_col4\" class=\"data row224 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row225\" class=\"row_heading level0 row225\" >tnc_single_ASC_no_auto_atwork</th>\n",
+       "      <td id=\"T_4d747_row225_col0\" class=\"data row225 col0\" > 4.25</td>\n",
+       "      <td id=\"T_4d747_row225_col1\" class=\"data row225 col1\" > 77.7</td>\n",
+       "      <td id=\"T_4d747_row225_col2\" class=\"data row225 col2\" > 0.05</td>\n",
+       "      <td id=\"T_4d747_row225_col3\" class=\"data row225 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row225_col4\" class=\"data row225 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row226\" class=\"row_heading level0 row226\" >tnc_single_ASC_no_auto_eatout_othdiscr_social</th>\n",
+       "      <td id=\"T_4d747_row226_col0\" class=\"data row226 col0\" > 0.988</td>\n",
+       "      <td id=\"T_4d747_row226_col1\" class=\"data row226 col1\" > 77.7</td>\n",
+       "      <td id=\"T_4d747_row226_col2\" class=\"data row226 col2\" > 0.01</td>\n",
+       "      <td id=\"T_4d747_row226_col3\" class=\"data row226 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row226_col4\" class=\"data row226 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row227\" class=\"row_heading level0 row227\" >tnc_single_ASC_no_auto_escort_othmaint_shopping</th>\n",
+       "      <td id=\"T_4d747_row227_col0\" class=\"data row227 col0\" > 1.61</td>\n",
+       "      <td id=\"T_4d747_row227_col1\" class=\"data row227 col1\" > 77.7</td>\n",
+       "      <td id=\"T_4d747_row227_col2\" class=\"data row227 col2\" > 0.02</td>\n",
+       "      <td id=\"T_4d747_row227_col3\" class=\"data row227 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row227_col4\" class=\"data row227 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row228\" class=\"row_heading level0 row228\" >tnc_single_ASC_no_auto_school</th>\n",
+       "      <td id=\"T_4d747_row228_col0\" class=\"data row228 col0\" >-7.00</td>\n",
+       "      <td id=\"T_4d747_row228_col1\" class=\"data row228 col1\" > 0.00</td>\n",
+       "      <td id=\"T_4d747_row228_col2\" class=\"data row228 col2\" > NA</td>\n",
+       "      <td id=\"T_4d747_row228_col3\" class=\"data row228 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row228_col4\" class=\"data row228 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row229\" class=\"row_heading level0 row229\" >tnc_single_ASC_no_auto_univ</th>\n",
+       "      <td id=\"T_4d747_row229_col0\" class=\"data row229 col0\" >-2.52</td>\n",
+       "      <td id=\"T_4d747_row229_col1\" class=\"data row229 col1\" > 1.04e-05</td>\n",
+       "      <td id=\"T_4d747_row229_col2\" class=\"data row229 col2\" >-BIG</td>\n",
+       "      <td id=\"T_4d747_row229_col3\" class=\"data row229 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row229_col4\" class=\"data row229 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row230\" class=\"row_heading level0 row230\" >tnc_single_ASC_no_auto_work</th>\n",
+       "      <td id=\"T_4d747_row230_col0\" class=\"data row230 col0\" > 5.36</td>\n",
+       "      <td id=\"T_4d747_row230_col1\" class=\"data row230 col1\" > 77.7</td>\n",
+       "      <td id=\"T_4d747_row230_col2\" class=\"data row230 col2\" > 0.07</td>\n",
+       "      <td id=\"T_4d747_row230_col3\" class=\"data row230 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row230_col4\" class=\"data row230 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row231\" class=\"row_heading level0 row231\" >walk_ASC_auto_deficient_atwork</th>\n",
+       "      <td id=\"T_4d747_row231_col0\" class=\"data row231 col0\" > 0.179</td>\n",
+       "      <td id=\"T_4d747_row231_col1\" class=\"data row231 col1\" > 0.125</td>\n",
+       "      <td id=\"T_4d747_row231_col2\" class=\"data row231 col2\" > 1.44</td>\n",
+       "      <td id=\"T_4d747_row231_col3\" class=\"data row231 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row231_col4\" class=\"data row231 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row232\" class=\"row_heading level0 row232\" >walk_ASC_auto_deficient_eatout</th>\n",
+       "      <td id=\"T_4d747_row232_col0\" class=\"data row232 col0\" > 1.97</td>\n",
+       "      <td id=\"T_4d747_row232_col1\" class=\"data row232 col1\" > 0.189</td>\n",
+       "      <td id=\"T_4d747_row232_col2\" class=\"data row232 col2\" > 10.38</td>\n",
+       "      <td id=\"T_4d747_row232_col3\" class=\"data row232 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row232_col4\" class=\"data row232 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row233\" class=\"row_heading level0 row233\" >walk_ASC_auto_deficient_escort</th>\n",
+       "      <td id=\"T_4d747_row233_col0\" class=\"data row233 col0\" >-2.25</td>\n",
+       "      <td id=\"T_4d747_row233_col1\" class=\"data row233 col1\" > 0.269</td>\n",
+       "      <td id=\"T_4d747_row233_col2\" class=\"data row233 col2\" >-8.35</td>\n",
+       "      <td id=\"T_4d747_row233_col3\" class=\"data row233 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row233_col4\" class=\"data row233 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row234\" class=\"row_heading level0 row234\" >walk_ASC_auto_deficient_othdiscr</th>\n",
+       "      <td id=\"T_4d747_row234_col0\" class=\"data row234 col0\" > 1.07</td>\n",
+       "      <td id=\"T_4d747_row234_col1\" class=\"data row234 col1\" > 0.146</td>\n",
+       "      <td id=\"T_4d747_row234_col2\" class=\"data row234 col2\" > 7.33</td>\n",
+       "      <td id=\"T_4d747_row234_col3\" class=\"data row234 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row234_col4\" class=\"data row234 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row235\" class=\"row_heading level0 row235\" >walk_ASC_auto_deficient_othmaint</th>\n",
+       "      <td id=\"T_4d747_row235_col0\" class=\"data row235 col0\" >-0.0496</td>\n",
+       "      <td id=\"T_4d747_row235_col1\" class=\"data row235 col1\" > 0.206</td>\n",
+       "      <td id=\"T_4d747_row235_col2\" class=\"data row235 col2\" >-0.24</td>\n",
+       "      <td id=\"T_4d747_row235_col3\" class=\"data row235 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row235_col4\" class=\"data row235 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row236\" class=\"row_heading level0 row236\" >walk_ASC_auto_deficient_school</th>\n",
+       "      <td id=\"T_4d747_row236_col0\" class=\"data row236 col0\" > 2.31</td>\n",
+       "      <td id=\"T_4d747_row236_col1\" class=\"data row236 col1\" > 0.190</td>\n",
+       "      <td id=\"T_4d747_row236_col2\" class=\"data row236 col2\" > 12.13</td>\n",
+       "      <td id=\"T_4d747_row236_col3\" class=\"data row236 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row236_col4\" class=\"data row236 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row237\" class=\"row_heading level0 row237\" >walk_ASC_auto_deficient_shopping</th>\n",
+       "      <td id=\"T_4d747_row237_col0\" class=\"data row237 col0\" > 0.790</td>\n",
+       "      <td id=\"T_4d747_row237_col1\" class=\"data row237 col1\" > 0.128</td>\n",
+       "      <td id=\"T_4d747_row237_col2\" class=\"data row237 col2\" > 6.18</td>\n",
+       "      <td id=\"T_4d747_row237_col3\" class=\"data row237 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row237_col4\" class=\"data row237 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row238\" class=\"row_heading level0 row238\" >walk_ASC_auto_deficient_social</th>\n",
+       "      <td id=\"T_4d747_row238_col0\" class=\"data row238 col0\" > 2.06</td>\n",
+       "      <td id=\"T_4d747_row238_col1\" class=\"data row238 col1\" > 0.291</td>\n",
+       "      <td id=\"T_4d747_row238_col2\" class=\"data row238 col2\" > 7.09</td>\n",
+       "      <td id=\"T_4d747_row238_col3\" class=\"data row238 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row238_col4\" class=\"data row238 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row239\" class=\"row_heading level0 row239\" >walk_ASC_auto_deficient_univ</th>\n",
+       "      <td id=\"T_4d747_row239_col0\" class=\"data row239 col0\" > 4.51</td>\n",
+       "      <td id=\"T_4d747_row239_col1\" class=\"data row239 col1\" > 9.40e-06</td>\n",
+       "      <td id=\"T_4d747_row239_col2\" class=\"data row239 col2\" > BIG</td>\n",
+       "      <td id=\"T_4d747_row239_col3\" class=\"data row239 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row239_col4\" class=\"data row239 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row240\" class=\"row_heading level0 row240\" >walk_ASC_auto_deficient_work</th>\n",
+       "      <td id=\"T_4d747_row240_col0\" class=\"data row240 col0\" > 1.60</td>\n",
+       "      <td id=\"T_4d747_row240_col1\" class=\"data row240 col1\" > 0.0818</td>\n",
+       "      <td id=\"T_4d747_row240_col2\" class=\"data row240 col2\" > 19.57</td>\n",
+       "      <td id=\"T_4d747_row240_col3\" class=\"data row240 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row240_col4\" class=\"data row240 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row241\" class=\"row_heading level0 row241\" >walk_ASC_auto_sufficient_atwork</th>\n",
+       "      <td id=\"T_4d747_row241_col0\" class=\"data row241 col0\" > 0.0778</td>\n",
+       "      <td id=\"T_4d747_row241_col1\" class=\"data row241 col1\" > 0.0580</td>\n",
+       "      <td id=\"T_4d747_row241_col2\" class=\"data row241 col2\" > 1.34</td>\n",
+       "      <td id=\"T_4d747_row241_col3\" class=\"data row241 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row241_col4\" class=\"data row241 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row242\" class=\"row_heading level0 row242\" >walk_ASC_auto_sufficient_eatout</th>\n",
+       "      <td id=\"T_4d747_row242_col0\" class=\"data row242 col0\" > 0.530</td>\n",
+       "      <td id=\"T_4d747_row242_col1\" class=\"data row242 col1\" > 0.0933</td>\n",
+       "      <td id=\"T_4d747_row242_col2\" class=\"data row242 col2\" > 5.68</td>\n",
+       "      <td id=\"T_4d747_row242_col3\" class=\"data row242 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row242_col4\" class=\"data row242 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row243\" class=\"row_heading level0 row243\" >walk_ASC_auto_sufficient_escort</th>\n",
+       "      <td id=\"T_4d747_row243_col0\" class=\"data row243 col0\" >-1.81</td>\n",
+       "      <td id=\"T_4d747_row243_col1\" class=\"data row243 col1\" > 0.106</td>\n",
+       "      <td id=\"T_4d747_row243_col2\" class=\"data row243 col2\" >-17.07</td>\n",
+       "      <td id=\"T_4d747_row243_col3\" class=\"data row243 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row243_col4\" class=\"data row243 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row244\" class=\"row_heading level0 row244\" >walk_ASC_auto_sufficient_othdiscr</th>\n",
+       "      <td id=\"T_4d747_row244_col0\" class=\"data row244 col0\" > 0.218</td>\n",
+       "      <td id=\"T_4d747_row244_col1\" class=\"data row244 col1\" > 0.0663</td>\n",
+       "      <td id=\"T_4d747_row244_col2\" class=\"data row244 col2\" > 3.28</td>\n",
+       "      <td id=\"T_4d747_row244_col3\" class=\"data row244 col3\" >**</td>\n",
+       "      <td id=\"T_4d747_row244_col4\" class=\"data row244 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row245\" class=\"row_heading level0 row245\" >walk_ASC_auto_sufficient_othmaint</th>\n",
+       "      <td id=\"T_4d747_row245_col0\" class=\"data row245 col0\" >-0.244</td>\n",
+       "      <td id=\"T_4d747_row245_col1\" class=\"data row245 col1\" > 0.0814</td>\n",
+       "      <td id=\"T_4d747_row245_col2\" class=\"data row245 col2\" >-2.99</td>\n",
+       "      <td id=\"T_4d747_row245_col3\" class=\"data row245 col3\" >**</td>\n",
+       "      <td id=\"T_4d747_row245_col4\" class=\"data row245 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row246\" class=\"row_heading level0 row246\" >walk_ASC_auto_sufficient_school</th>\n",
+       "      <td id=\"T_4d747_row246_col0\" class=\"data row246 col0\" >-0.101</td>\n",
+       "      <td id=\"T_4d747_row246_col1\" class=\"data row246 col1\" > 0.0864</td>\n",
+       "      <td id=\"T_4d747_row246_col2\" class=\"data row246 col2\" >-1.17</td>\n",
+       "      <td id=\"T_4d747_row246_col3\" class=\"data row246 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row246_col4\" class=\"data row246 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row247\" class=\"row_heading level0 row247\" >walk_ASC_auto_sufficient_shopping</th>\n",
+       "      <td id=\"T_4d747_row247_col0\" class=\"data row247 col0\" >-0.368</td>\n",
+       "      <td id=\"T_4d747_row247_col1\" class=\"data row247 col1\" > 0.0638</td>\n",
+       "      <td id=\"T_4d747_row247_col2\" class=\"data row247 col2\" >-5.76</td>\n",
+       "      <td id=\"T_4d747_row247_col3\" class=\"data row247 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row247_col4\" class=\"data row247 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row248\" class=\"row_heading level0 row248\" >walk_ASC_auto_sufficient_social</th>\n",
+       "      <td id=\"T_4d747_row248_col0\" class=\"data row248 col0\" > 0.469</td>\n",
+       "      <td id=\"T_4d747_row248_col1\" class=\"data row248 col1\" > 0.107</td>\n",
+       "      <td id=\"T_4d747_row248_col2\" class=\"data row248 col2\" > 4.39</td>\n",
+       "      <td id=\"T_4d747_row248_col3\" class=\"data row248 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row248_col4\" class=\"data row248 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row249\" class=\"row_heading level0 row249\" >walk_ASC_auto_sufficient_univ</th>\n",
+       "      <td id=\"T_4d747_row249_col0\" class=\"data row249 col0\" > 1.06</td>\n",
+       "      <td id=\"T_4d747_row249_col1\" class=\"data row249 col1\" > 3.73e-07</td>\n",
+       "      <td id=\"T_4d747_row249_col2\" class=\"data row249 col2\" > BIG</td>\n",
+       "      <td id=\"T_4d747_row249_col3\" class=\"data row249 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row249_col4\" class=\"data row249 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row250\" class=\"row_heading level0 row250\" >walk_ASC_auto_sufficient_work</th>\n",
+       "      <td id=\"T_4d747_row250_col0\" class=\"data row250 col0\" >-0.393</td>\n",
+       "      <td id=\"T_4d747_row250_col1\" class=\"data row250 col1\" > 0.0617</td>\n",
+       "      <td id=\"T_4d747_row250_col2\" class=\"data row250 col2\" >-6.37</td>\n",
+       "      <td id=\"T_4d747_row250_col3\" class=\"data row250 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row250_col4\" class=\"data row250 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row251\" class=\"row_heading level0 row251\" >walk_ASC_no_auto_atwork</th>\n",
+       "      <td id=\"T_4d747_row251_col0\" class=\"data row251 col0\" > 6.64</td>\n",
+       "      <td id=\"T_4d747_row251_col1\" class=\"data row251 col1\" > 77.7</td>\n",
+       "      <td id=\"T_4d747_row251_col2\" class=\"data row251 col2\" > 0.09</td>\n",
+       "      <td id=\"T_4d747_row251_col3\" class=\"data row251 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row251_col4\" class=\"data row251 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row252\" class=\"row_heading level0 row252\" >walk_ASC_no_auto_eatout</th>\n",
+       "      <td id=\"T_4d747_row252_col0\" class=\"data row252 col0\" > 4.42</td>\n",
+       "      <td id=\"T_4d747_row252_col1\" class=\"data row252 col1\" > 77.7</td>\n",
+       "      <td id=\"T_4d747_row252_col2\" class=\"data row252 col2\" > 0.06</td>\n",
+       "      <td id=\"T_4d747_row252_col3\" class=\"data row252 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row252_col4\" class=\"data row252 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row253\" class=\"row_heading level0 row253\" >walk_ASC_no_auto_escort</th>\n",
+       "      <td id=\"T_4d747_row253_col0\" class=\"data row253 col0\" > 2.50</td>\n",
+       "      <td id=\"T_4d747_row253_col1\" class=\"data row253 col1\" > 77.7</td>\n",
+       "      <td id=\"T_4d747_row253_col2\" class=\"data row253 col2\" > 0.03</td>\n",
+       "      <td id=\"T_4d747_row253_col3\" class=\"data row253 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row253_col4\" class=\"data row253 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row254\" class=\"row_heading level0 row254\" >walk_ASC_no_auto_othdiscr</th>\n",
+       "      <td id=\"T_4d747_row254_col0\" class=\"data row254 col0\" > 2.90</td>\n",
+       "      <td id=\"T_4d747_row254_col1\" class=\"data row254 col1\" > 77.7</td>\n",
+       "      <td id=\"T_4d747_row254_col2\" class=\"data row254 col2\" > 0.04</td>\n",
+       "      <td id=\"T_4d747_row254_col3\" class=\"data row254 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row254_col4\" class=\"data row254 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row255\" class=\"row_heading level0 row255\" >walk_ASC_no_auto_othmaint</th>\n",
+       "      <td id=\"T_4d747_row255_col0\" class=\"data row255 col0\" > 0.919</td>\n",
+       "      <td id=\"T_4d747_row255_col1\" class=\"data row255 col1\" > 77.7</td>\n",
+       "      <td id=\"T_4d747_row255_col2\" class=\"data row255 col2\" > 0.01</td>\n",
+       "      <td id=\"T_4d747_row255_col3\" class=\"data row255 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row255_col4\" class=\"data row255 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row256\" class=\"row_heading level0 row256\" >walk_ASC_no_auto_school</th>\n",
+       "      <td id=\"T_4d747_row256_col0\" class=\"data row256 col0\" > 17.8</td>\n",
+       "      <td id=\"T_4d747_row256_col1\" class=\"data row256 col1\" > 106.</td>\n",
+       "      <td id=\"T_4d747_row256_col2\" class=\"data row256 col2\" > 0.17</td>\n",
+       "      <td id=\"T_4d747_row256_col3\" class=\"data row256 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row256_col4\" class=\"data row256 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row257\" class=\"row_heading level0 row257\" >walk_ASC_no_auto_shopping</th>\n",
+       "      <td id=\"T_4d747_row257_col0\" class=\"data row257 col0\" > 2.17</td>\n",
+       "      <td id=\"T_4d747_row257_col1\" class=\"data row257 col1\" > 77.7</td>\n",
+       "      <td id=\"T_4d747_row257_col2\" class=\"data row257 col2\" > 0.03</td>\n",
+       "      <td id=\"T_4d747_row257_col3\" class=\"data row257 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row257_col4\" class=\"data row257 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row258\" class=\"row_heading level0 row258\" >walk_ASC_no_auto_social</th>\n",
+       "      <td id=\"T_4d747_row258_col0\" class=\"data row258 col0\" > 1.71</td>\n",
+       "      <td id=\"T_4d747_row258_col1\" class=\"data row258 col1\" > 77.7</td>\n",
+       "      <td id=\"T_4d747_row258_col2\" class=\"data row258 col2\" > 0.02</td>\n",
+       "      <td id=\"T_4d747_row258_col3\" class=\"data row258 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row258_col4\" class=\"data row258 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row259\" class=\"row_heading level0 row259\" >walk_ASC_no_auto_univ</th>\n",
+       "      <td id=\"T_4d747_row259_col0\" class=\"data row259 col0\" > 6.41</td>\n",
+       "      <td id=\"T_4d747_row259_col1\" class=\"data row259 col1\" > 1.10e-07</td>\n",
+       "      <td id=\"T_4d747_row259_col2\" class=\"data row259 col2\" > BIG</td>\n",
+       "      <td id=\"T_4d747_row259_col3\" class=\"data row259 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row259_col4\" class=\"data row259 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row260\" class=\"row_heading level0 row260\" >walk_ASC_no_auto_work</th>\n",
+       "      <td id=\"T_4d747_row260_col0\" class=\"data row260 col0\" > 5.32</td>\n",
+       "      <td id=\"T_4d747_row260_col1\" class=\"data row260 col1\" > 77.7</td>\n",
+       "      <td id=\"T_4d747_row260_col2\" class=\"data row260 col2\" > 0.07</td>\n",
+       "      <td id=\"T_4d747_row260_col3\" class=\"data row260 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row260_col4\" class=\"data row260 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row261\" class=\"row_heading level0 row261\" >walk_ferry_ASC_eatout_escort_othdiscr_othmaint_shopping_social_atwork</th>\n",
+       "      <td id=\"T_4d747_row261_col0\" class=\"data row261 col0\" >-0.371</td>\n",
+       "      <td id=\"T_4d747_row261_col1\" class=\"data row261 col1\" > 266.</td>\n",
+       "      <td id=\"T_4d747_row261_col2\" class=\"data row261 col2\" >-0.00</td>\n",
+       "      <td id=\"T_4d747_row261_col3\" class=\"data row261 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row261_col4\" class=\"data row261 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row262\" class=\"row_heading level0 row262\" >walk_ferry_ASC_school_univ</th>\n",
+       "      <td id=\"T_4d747_row262_col0\" class=\"data row262 col0\" > 0.875</td>\n",
+       "      <td id=\"T_4d747_row262_col1\" class=\"data row262 col1\" > 527.</td>\n",
+       "      <td id=\"T_4d747_row262_col2\" class=\"data row262 col2\" > 0.00</td>\n",
+       "      <td id=\"T_4d747_row262_col3\" class=\"data row262 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row262_col4\" class=\"data row262 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row263\" class=\"row_heading level0 row263\" >walk_ferry_ASC_work</th>\n",
+       "      <td id=\"T_4d747_row263_col0\" class=\"data row263 col0\" > 0.153</td>\n",
+       "      <td id=\"T_4d747_row263_col1\" class=\"data row263 col1\" > NA</td>\n",
+       "      <td id=\"T_4d747_row263_col2\" class=\"data row263 col2\" > NA</td>\n",
+       "      <td id=\"T_4d747_row263_col3\" class=\"data row263 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row263_col4\" class=\"data row263 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row264\" class=\"row_heading level0 row264\" >walk_light_rail_ASC_eatout_escort_othdiscr_othmaint_shopping_social_atwork</th>\n",
+       "      <td id=\"T_4d747_row264_col0\" class=\"data row264 col0\" >-0.197</td>\n",
+       "      <td id=\"T_4d747_row264_col1\" class=\"data row264 col1\" > 266.</td>\n",
+       "      <td id=\"T_4d747_row264_col2\" class=\"data row264 col2\" >-0.00</td>\n",
+       "      <td id=\"T_4d747_row264_col3\" class=\"data row264 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row264_col4\" class=\"data row264 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row265\" class=\"row_heading level0 row265\" >walk_light_rail_ASC_school_univ</th>\n",
+       "      <td id=\"T_4d747_row265_col0\" class=\"data row265 col0\" > 0.611</td>\n",
+       "      <td id=\"T_4d747_row265_col1\" class=\"data row265 col1\" > 527.</td>\n",
+       "      <td id=\"T_4d747_row265_col2\" class=\"data row265 col2\" > 0.00</td>\n",
+       "      <td id=\"T_4d747_row265_col3\" class=\"data row265 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row265_col4\" class=\"data row265 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row266\" class=\"row_heading level0 row266\" >walk_light_rail_ASC_work</th>\n",
+       "      <td id=\"T_4d747_row266_col0\" class=\"data row266 col0\" > 0.753</td>\n",
+       "      <td id=\"T_4d747_row266_col1\" class=\"data row266 col1\" > NA</td>\n",
+       "      <td id=\"T_4d747_row266_col2\" class=\"data row266 col2\" > NA</td>\n",
+       "      <td id=\"T_4d747_row266_col3\" class=\"data row266 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row266_col4\" class=\"data row266 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row267\" class=\"row_heading level0 row267\" >walk_transit_ASC_auto_deficient_atwork</th>\n",
+       "      <td id=\"T_4d747_row267_col0\" class=\"data row267 col0\" >-2.55</td>\n",
+       "      <td id=\"T_4d747_row267_col1\" class=\"data row267 col1\" > 266.</td>\n",
+       "      <td id=\"T_4d747_row267_col2\" class=\"data row267 col2\" >-0.01</td>\n",
+       "      <td id=\"T_4d747_row267_col3\" class=\"data row267 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row267_col4\" class=\"data row267 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row268\" class=\"row_heading level0 row268\" >walk_transit_ASC_auto_deficient_eatout</th>\n",
+       "      <td id=\"T_4d747_row268_col0\" class=\"data row268 col0\" >-0.608</td>\n",
+       "      <td id=\"T_4d747_row268_col1\" class=\"data row268 col1\" > 266.</td>\n",
+       "      <td id=\"T_4d747_row268_col2\" class=\"data row268 col2\" >-0.00</td>\n",
+       "      <td id=\"T_4d747_row268_col3\" class=\"data row268 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row268_col4\" class=\"data row268 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row269\" class=\"row_heading level0 row269\" >walk_transit_ASC_auto_deficient_escort</th>\n",
+       "      <td id=\"T_4d747_row269_col0\" class=\"data row269 col0\" >-4.51</td>\n",
+       "      <td id=\"T_4d747_row269_col1\" class=\"data row269 col1\" > 266.</td>\n",
+       "      <td id=\"T_4d747_row269_col2\" class=\"data row269 col2\" >-0.02</td>\n",
+       "      <td id=\"T_4d747_row269_col3\" class=\"data row269 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row269_col4\" class=\"data row269 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row270\" class=\"row_heading level0 row270\" >walk_transit_ASC_auto_deficient_othdiscr</th>\n",
+       "      <td id=\"T_4d747_row270_col0\" class=\"data row270 col0\" > 0.823</td>\n",
+       "      <td id=\"T_4d747_row270_col1\" class=\"data row270 col1\" > 266.</td>\n",
+       "      <td id=\"T_4d747_row270_col2\" class=\"data row270 col2\" > 0.00</td>\n",
+       "      <td id=\"T_4d747_row270_col3\" class=\"data row270 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row270_col4\" class=\"data row270 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row271\" class=\"row_heading level0 row271\" >walk_transit_ASC_auto_deficient_othmaint</th>\n",
+       "      <td id=\"T_4d747_row271_col0\" class=\"data row271 col0\" >-3.04</td>\n",
+       "      <td id=\"T_4d747_row271_col1\" class=\"data row271 col1\" > 266.</td>\n",
+       "      <td id=\"T_4d747_row271_col2\" class=\"data row271 col2\" >-0.01</td>\n",
+       "      <td id=\"T_4d747_row271_col3\" class=\"data row271 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row271_col4\" class=\"data row271 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row272\" class=\"row_heading level0 row272\" >walk_transit_ASC_auto_deficient_school</th>\n",
+       "      <td id=\"T_4d747_row272_col0\" class=\"data row272 col0\" > 2.82</td>\n",
+       "      <td id=\"T_4d747_row272_col1\" class=\"data row272 col1\" > 527.</td>\n",
+       "      <td id=\"T_4d747_row272_col2\" class=\"data row272 col2\" > 0.01</td>\n",
+       "      <td id=\"T_4d747_row272_col3\" class=\"data row272 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row272_col4\" class=\"data row272 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row273\" class=\"row_heading level0 row273\" >walk_transit_ASC_auto_deficient_shopping</th>\n",
+       "      <td id=\"T_4d747_row273_col0\" class=\"data row273 col0\" >-1.17</td>\n",
+       "      <td id=\"T_4d747_row273_col1\" class=\"data row273 col1\" > 266.</td>\n",
+       "      <td id=\"T_4d747_row273_col2\" class=\"data row273 col2\" >-0.00</td>\n",
+       "      <td id=\"T_4d747_row273_col3\" class=\"data row273 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row273_col4\" class=\"data row273 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row274\" class=\"row_heading level0 row274\" >walk_transit_ASC_auto_deficient_social</th>\n",
+       "      <td id=\"T_4d747_row274_col0\" class=\"data row274 col0\" > 1.30</td>\n",
+       "      <td id=\"T_4d747_row274_col1\" class=\"data row274 col1\" > 266.</td>\n",
+       "      <td id=\"T_4d747_row274_col2\" class=\"data row274 col2\" > 0.00</td>\n",
+       "      <td id=\"T_4d747_row274_col3\" class=\"data row274 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row274_col4\" class=\"data row274 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row275\" class=\"row_heading level0 row275\" >walk_transit_ASC_auto_deficient_univ</th>\n",
+       "      <td id=\"T_4d747_row275_col0\" class=\"data row275 col0\" > 3.14</td>\n",
+       "      <td id=\"T_4d747_row275_col1\" class=\"data row275 col1\" > 0.00</td>\n",
+       "      <td id=\"T_4d747_row275_col2\" class=\"data row275 col2\" > NA</td>\n",
+       "      <td id=\"T_4d747_row275_col3\" class=\"data row275 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row275_col4\" class=\"data row275 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row276\" class=\"row_heading level0 row276\" >walk_transit_ASC_auto_deficient_work</th>\n",
+       "      <td id=\"T_4d747_row276_col0\" class=\"data row276 col0\" > 0.0872</td>\n",
+       "      <td id=\"T_4d747_row276_col1\" class=\"data row276 col1\" > NA</td>\n",
+       "      <td id=\"T_4d747_row276_col2\" class=\"data row276 col2\" > NA</td>\n",
+       "      <td id=\"T_4d747_row276_col3\" class=\"data row276 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row276_col4\" class=\"data row276 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row277\" class=\"row_heading level0 row277\" >walk_transit_ASC_auto_sufficient_atwork</th>\n",
+       "      <td id=\"T_4d747_row277_col0\" class=\"data row277 col0\" >-3.57</td>\n",
+       "      <td id=\"T_4d747_row277_col1\" class=\"data row277 col1\" > 266.</td>\n",
+       "      <td id=\"T_4d747_row277_col2\" class=\"data row277 col2\" >-0.01</td>\n",
+       "      <td id=\"T_4d747_row277_col3\" class=\"data row277 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row277_col4\" class=\"data row277 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row278\" class=\"row_heading level0 row278\" >walk_transit_ASC_auto_sufficient_eatout</th>\n",
+       "      <td id=\"T_4d747_row278_col0\" class=\"data row278 col0\" >-1.34</td>\n",
+       "      <td id=\"T_4d747_row278_col1\" class=\"data row278 col1\" > 266.</td>\n",
+       "      <td id=\"T_4d747_row278_col2\" class=\"data row278 col2\" >-0.01</td>\n",
+       "      <td id=\"T_4d747_row278_col3\" class=\"data row278 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row278_col4\" class=\"data row278 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row279\" class=\"row_heading level0 row279\" >walk_transit_ASC_auto_sufficient_escort</th>\n",
+       "      <td id=\"T_4d747_row279_col0\" class=\"data row279 col0\" >-4.99</td>\n",
+       "      <td id=\"T_4d747_row279_col1\" class=\"data row279 col1\" > 266.</td>\n",
+       "      <td id=\"T_4d747_row279_col2\" class=\"data row279 col2\" >-0.02</td>\n",
+       "      <td id=\"T_4d747_row279_col3\" class=\"data row279 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row279_col4\" class=\"data row279 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row280\" class=\"row_heading level0 row280\" >walk_transit_ASC_auto_sufficient_othdiscr</th>\n",
+       "      <td id=\"T_4d747_row280_col0\" class=\"data row280 col0\" >-0.924</td>\n",
+       "      <td id=\"T_4d747_row280_col1\" class=\"data row280 col1\" > 266.</td>\n",
+       "      <td id=\"T_4d747_row280_col2\" class=\"data row280 col2\" >-0.00</td>\n",
+       "      <td id=\"T_4d747_row280_col3\" class=\"data row280 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row280_col4\" class=\"data row280 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row281\" class=\"row_heading level0 row281\" >walk_transit_ASC_auto_sufficient_othmaint</th>\n",
+       "      <td id=\"T_4d747_row281_col0\" class=\"data row281 col0\" >-1.71</td>\n",
+       "      <td id=\"T_4d747_row281_col1\" class=\"data row281 col1\" > 266.</td>\n",
+       "      <td id=\"T_4d747_row281_col2\" class=\"data row281 col2\" >-0.01</td>\n",
+       "      <td id=\"T_4d747_row281_col3\" class=\"data row281 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row281_col4\" class=\"data row281 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row282\" class=\"row_heading level0 row282\" >walk_transit_ASC_auto_sufficient_school</th>\n",
+       "      <td id=\"T_4d747_row282_col0\" class=\"data row282 col0\" > 0.156</td>\n",
+       "      <td id=\"T_4d747_row282_col1\" class=\"data row282 col1\" > 527.</td>\n",
+       "      <td id=\"T_4d747_row282_col2\" class=\"data row282 col2\" > 0.00</td>\n",
+       "      <td id=\"T_4d747_row282_col3\" class=\"data row282 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row282_col4\" class=\"data row282 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row283\" class=\"row_heading level0 row283\" >walk_transit_ASC_auto_sufficient_shopping</th>\n",
+       "      <td id=\"T_4d747_row283_col0\" class=\"data row283 col0\" >-2.38</td>\n",
+       "      <td id=\"T_4d747_row283_col1\" class=\"data row283 col1\" > 266.</td>\n",
+       "      <td id=\"T_4d747_row283_col2\" class=\"data row283 col2\" >-0.01</td>\n",
+       "      <td id=\"T_4d747_row283_col3\" class=\"data row283 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row283_col4\" class=\"data row283 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row284\" class=\"row_heading level0 row284\" >walk_transit_ASC_auto_sufficient_social</th>\n",
+       "      <td id=\"T_4d747_row284_col0\" class=\"data row284 col0\" >-0.668</td>\n",
+       "      <td id=\"T_4d747_row284_col1\" class=\"data row284 col1\" > 266.</td>\n",
+       "      <td id=\"T_4d747_row284_col2\" class=\"data row284 col2\" >-0.00</td>\n",
+       "      <td id=\"T_4d747_row284_col3\" class=\"data row284 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row284_col4\" class=\"data row284 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row285\" class=\"row_heading level0 row285\" >walk_transit_ASC_auto_sufficient_univ</th>\n",
+       "      <td id=\"T_4d747_row285_col0\" class=\"data row285 col0\" > 0.473</td>\n",
+       "      <td id=\"T_4d747_row285_col1\" class=\"data row285 col1\" > 0.00</td>\n",
+       "      <td id=\"T_4d747_row285_col2\" class=\"data row285 col2\" > NA</td>\n",
+       "      <td id=\"T_4d747_row285_col3\" class=\"data row285 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row285_col4\" class=\"data row285 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row286\" class=\"row_heading level0 row286\" >walk_transit_ASC_auto_sufficient_work</th>\n",
+       "      <td id=\"T_4d747_row286_col0\" class=\"data row286 col0\" >-1.43</td>\n",
+       "      <td id=\"T_4d747_row286_col1\" class=\"data row286 col1\" > NA</td>\n",
+       "      <td id=\"T_4d747_row286_col2\" class=\"data row286 col2\" > NA</td>\n",
+       "      <td id=\"T_4d747_row286_col3\" class=\"data row286 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row286_col4\" class=\"data row286 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row287\" class=\"row_heading level0 row287\" >walk_transit_ASC_no_auto_atwork</th>\n",
+       "      <td id=\"T_4d747_row287_col0\" class=\"data row287 col0\" > 3.19</td>\n",
+       "      <td id=\"T_4d747_row287_col1\" class=\"data row287 col1\" > 280.</td>\n",
+       "      <td id=\"T_4d747_row287_col2\" class=\"data row287 col2\" > 0.01</td>\n",
+       "      <td id=\"T_4d747_row287_col3\" class=\"data row287 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row287_col4\" class=\"data row287 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row288\" class=\"row_heading level0 row288\" >walk_transit_ASC_no_auto_eatout</th>\n",
+       "      <td id=\"T_4d747_row288_col0\" class=\"data row288 col0\" > 3.02</td>\n",
+       "      <td id=\"T_4d747_row288_col1\" class=\"data row288 col1\" > 280.</td>\n",
+       "      <td id=\"T_4d747_row288_col2\" class=\"data row288 col2\" > 0.01</td>\n",
+       "      <td id=\"T_4d747_row288_col3\" class=\"data row288 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row288_col4\" class=\"data row288 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row289\" class=\"row_heading level0 row289\" >walk_transit_ASC_no_auto_escort</th>\n",
+       "      <td id=\"T_4d747_row289_col0\" class=\"data row289 col0\" >-2.25</td>\n",
+       "      <td id=\"T_4d747_row289_col1\" class=\"data row289 col1\" > 280.</td>\n",
+       "      <td id=\"T_4d747_row289_col2\" class=\"data row289 col2\" >-0.01</td>\n",
+       "      <td id=\"T_4d747_row289_col3\" class=\"data row289 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row289_col4\" class=\"data row289 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row290\" class=\"row_heading level0 row290\" >walk_transit_ASC_no_auto_othdiscr</th>\n",
+       "      <td id=\"T_4d747_row290_col0\" class=\"data row290 col0\" > 2.90</td>\n",
+       "      <td id=\"T_4d747_row290_col1\" class=\"data row290 col1\" > 280.</td>\n",
+       "      <td id=\"T_4d747_row290_col2\" class=\"data row290 col2\" > 0.01</td>\n",
+       "      <td id=\"T_4d747_row290_col3\" class=\"data row290 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row290_col4\" class=\"data row290 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row291\" class=\"row_heading level0 row291\" >walk_transit_ASC_no_auto_othmaint</th>\n",
+       "      <td id=\"T_4d747_row291_col0\" class=\"data row291 col0\" > 2.65</td>\n",
+       "      <td id=\"T_4d747_row291_col1\" class=\"data row291 col1\" > 280.</td>\n",
+       "      <td id=\"T_4d747_row291_col2\" class=\"data row291 col2\" > 0.01</td>\n",
+       "      <td id=\"T_4d747_row291_col3\" class=\"data row291 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row291_col4\" class=\"data row291 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row292\" class=\"row_heading level0 row292\" >walk_transit_ASC_no_auto_school</th>\n",
+       "      <td id=\"T_4d747_row292_col0\" class=\"data row292 col0\" > 20.6</td>\n",
+       "      <td id=\"T_4d747_row292_col1\" class=\"data row292 col1\" > 524.</td>\n",
+       "      <td id=\"T_4d747_row292_col2\" class=\"data row292 col2\" > 0.04</td>\n",
+       "      <td id=\"T_4d747_row292_col3\" class=\"data row292 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row292_col4\" class=\"data row292 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row293\" class=\"row_heading level0 row293\" >walk_transit_ASC_no_auto_shopping</th>\n",
+       "      <td id=\"T_4d747_row293_col0\" class=\"data row293 col0\" > 2.45</td>\n",
+       "      <td id=\"T_4d747_row293_col1\" class=\"data row293 col1\" > 280.</td>\n",
+       "      <td id=\"T_4d747_row293_col2\" class=\"data row293 col2\" > 0.01</td>\n",
+       "      <td id=\"T_4d747_row293_col3\" class=\"data row293 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row293_col4\" class=\"data row293 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row294\" class=\"row_heading level0 row294\" >walk_transit_ASC_no_auto_social</th>\n",
+       "      <td id=\"T_4d747_row294_col0\" class=\"data row294 col0\" > 2.11</td>\n",
+       "      <td id=\"T_4d747_row294_col1\" class=\"data row294 col1\" > 280.</td>\n",
+       "      <td id=\"T_4d747_row294_col2\" class=\"data row294 col2\" > 0.01</td>\n",
+       "      <td id=\"T_4d747_row294_col3\" class=\"data row294 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row294_col4\" class=\"data row294 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row295\" class=\"row_heading level0 row295\" >walk_transit_ASC_no_auto_univ</th>\n",
+       "      <td id=\"T_4d747_row295_col0\" class=\"data row295 col0\" > 8.79</td>\n",
+       "      <td id=\"T_4d747_row295_col1\" class=\"data row295 col1\" > 0.00</td>\n",
+       "      <td id=\"T_4d747_row295_col2\" class=\"data row295 col2\" > NA</td>\n",
+       "      <td id=\"T_4d747_row295_col3\" class=\"data row295 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row295_col4\" class=\"data row295 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row296\" class=\"row_heading level0 row296\" >walk_transit_ASC_no_auto_work</th>\n",
+       "      <td id=\"T_4d747_row296_col0\" class=\"data row296 col0\" > 4.67</td>\n",
+       "      <td id=\"T_4d747_row296_col1\" class=\"data row296 col1\" > NA</td>\n",
+       "      <td id=\"T_4d747_row296_col2\" class=\"data row296 col2\" > NA</td>\n",
+       "      <td id=\"T_4d747_row296_col3\" class=\"data row296 col3\" ></td>\n",
+       "      <td id=\"T_4d747_row296_col4\" class=\"data row296 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row297\" class=\"row_heading level0 row297\" >walk_transit_CBD_ASC_atwork</th>\n",
+       "      <td id=\"T_4d747_row297_col0\" class=\"data row297 col0\" > 1.15</td>\n",
+       "      <td id=\"T_4d747_row297_col1\" class=\"data row297 col1\" > 0.283</td>\n",
+       "      <td id=\"T_4d747_row297_col2\" class=\"data row297 col2\" > 4.05</td>\n",
+       "      <td id=\"T_4d747_row297_col3\" class=\"data row297 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row297_col4\" class=\"data row297 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row298\" class=\"row_heading level0 row298\" >walk_transit_CBD_ASC_eatout_escort_othdiscr_othmaint_shopping_social</th>\n",
+       "      <td id=\"T_4d747_row298_col0\" class=\"data row298 col0\" > 1.07</td>\n",
+       "      <td id=\"T_4d747_row298_col1\" class=\"data row298 col1\" > 0.0756</td>\n",
+       "      <td id=\"T_4d747_row298_col2\" class=\"data row298 col2\" > 14.20</td>\n",
+       "      <td id=\"T_4d747_row298_col3\" class=\"data row298 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row298_col4\" class=\"data row298 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row299\" class=\"row_heading level0 row299\" >walk_transit_CBD_ASC_school_univ</th>\n",
+       "      <td id=\"T_4d747_row299_col0\" class=\"data row299 col0\" > 0.819</td>\n",
+       "      <td id=\"T_4d747_row299_col1\" class=\"data row299 col1\" > 0.114</td>\n",
+       "      <td id=\"T_4d747_row299_col2\" class=\"data row299 col2\" > 7.16</td>\n",
+       "      <td id=\"T_4d747_row299_col3\" class=\"data row299 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row299_col4\" class=\"data row299 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_4d747_level0_row300\" class=\"row_heading level0 row300\" >walk_transit_CBD_ASC_work</th>\n",
+       "      <td id=\"T_4d747_row300_col0\" class=\"data row300 col0\" > 1.16</td>\n",
+       "      <td id=\"T_4d747_row300_col1\" class=\"data row300 col1\" > 0.0539</td>\n",
+       "      <td id=\"T_4d747_row300_col2\" class=\"data row300 col2\" > 21.50</td>\n",
+       "      <td id=\"T_4d747_row300_col3\" class=\"data row300 col3\" >***</td>\n",
+       "      <td id=\"T_4d747_row300_col4\" class=\"data row300 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n"
+      ],
+      "text/plain": [
+       "<pandas.io.formats.style.Styler at 0x168c140d0>"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "model.parameter_summary()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "colab_type": "text",
+    "id": "TojXWivZsx7M"
+   },
+   "source": [
+    "# Output Estimation Results"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from activitysim.estimation.larch import update_coefficients\n",
+    "result_dir = data.edb_directory/\"estimated\"\n",
+    "update_coefficients(\n",
+    "    model, data, result_dir,\n",
+    "    output_file=f\"{modelname}_coefficients_revised.csv\",\n",
+    ");"
    ]
   },
   {
@@ -4376,16 +4217,7 @@
    "cell_type": "code",
    "execution_count": 14,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/Users/jeffnewman/LocalGit/larch/larch/util/excel.py:521: FutureWarning: Use of **kwargs is deprecated, use engine_kwargs instead.\n",
-      "  xl = ExcelWriter(filename, engine='xlsxwriter_larch', model=model, **kwargs)\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "model.to_xlsx(\n",
     "    result_dir/f\"{modelname}_model_estimation.xlsx\", \n",
@@ -4473,25 +4305,25 @@
        "    <tr>\n",
        "      <th>302</th>\n",
        "      <td>walk_transit_CBD_ASC_atwork</td>\n",
-       "      <td>0.351950</td>\n",
+       "      <td>1.146544</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>303</th>\n",
        "      <td>drive_transit_CBD_ASC_eatout_escort_othdiscr_o...</td>\n",
-       "      <td>0.553404</td>\n",
+       "      <td>1.407306</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>304</th>\n",
        "      <td>drive_transit_CBD_ASC_school_univ</td>\n",
-       "      <td>62.459413</td>\n",
+       "      <td>1.179871</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>305</th>\n",
        "      <td>drive_transit_CBD_ASC_work</td>\n",
-       "      <td>1.432631</td>\n",
+       "      <td>1.648397</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -4506,18 +4338,18 @@
        "</div>"
       ],
       "text/plain": [
-       "                                      coefficient_name      value constrain\n",
-       "0                                             coef_one   1.000000         T\n",
-       "1                                       coef_nest_root   1.000000         T\n",
-       "2                                       coef_nest_AUTO   0.720000         T\n",
-       "3                            coef_nest_AUTO_DRIVEALONE   0.350000         T\n",
-       "4                           coef_nest_AUTO_SHAREDRIDE2   0.350000         T\n",
-       "..                                                 ...        ...       ...\n",
-       "302                        walk_transit_CBD_ASC_atwork   0.351950         F\n",
-       "303  drive_transit_CBD_ASC_eatout_escort_othdiscr_o...   0.553404         F\n",
-       "304                  drive_transit_CBD_ASC_school_univ  62.459413         F\n",
-       "305                         drive_transit_CBD_ASC_work   1.432631         F\n",
-       "306                       drive_transit_CBD_ASC_atwork   0.564000         F\n",
+       "                                      coefficient_name     value constrain\n",
+       "0                                             coef_one  1.000000         T\n",
+       "1                                       coef_nest_root  1.000000         T\n",
+       "2                                       coef_nest_AUTO  0.720000         T\n",
+       "3                            coef_nest_AUTO_DRIVEALONE  0.350000         T\n",
+       "4                           coef_nest_AUTO_SHAREDRIDE2  0.350000         T\n",
+       "..                                                 ...       ...       ...\n",
+       "302                        walk_transit_CBD_ASC_atwork  1.146544         F\n",
+       "303  drive_transit_CBD_ASC_eatout_escort_othdiscr_o...  1.407306         F\n",
+       "304                  drive_transit_CBD_ASC_school_univ  1.179871         F\n",
+       "305                         drive_transit_CBD_ASC_work  1.648397         F\n",
+       "306                       drive_transit_CBD_ASC_atwork  0.564000         F\n",
        "\n",
        "[307 rows x 3 columns]"
       ]
@@ -4539,7 +4371,7 @@
    "toc_visible": true
   },
   "kernelspec": {
-   "display_name": "Python 3 (ipykernel)",
+   "display_name": "ESTER",
    "language": "python",
    "name": "python3"
   },
@@ -4553,7 +4385,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.6"
+   "version": "3.10.15"
   },
   "toc": {
    "base_numbering": 1,
diff --git a/activitysim/examples/example_estimation/notebooks/18_atwork_subtour_freq.ipynb b/activitysim/examples/example_estimation/notebooks/18_atwork_subtour_freq.ipynb
index 4bd5cd1f3e..9d92886e00 100644
--- a/activitysim/examples/example_estimation/notebooks/18_atwork_subtour_freq.ipynb
+++ b/activitysim/examples/example_estimation/notebooks/18_atwork_subtour_freq.ipynb
@@ -34,27 +34,74 @@
     "id": "s53VwlPwtNnr",
     "outputId": "d1208b7a-c1f2-4b0b-c439-bf312fe12be0"
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "JAX not found. Some functionality will be unavailable.\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "{'larch': '6.0.32',\n",
+       " 'sharrow': '2.13.0',\n",
+       " 'numpy': '1.26.4',\n",
+       " 'pandas': '1.5.3',\n",
+       " 'xarray': '2024.3.0',\n",
+       " 'numba': '0.60.0'}"
+      ]
+     },
+     "execution_count": 1,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "import os\n",
-    "import larch  # !conda install larch -c conda-forge # for estimation\n",
-    "import pandas as pd"
+    "import larch as lx\n",
+    "import pandas as pd\n",
+    "\n",
+    "lx.versions()"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "We'll work in our `test` directory, where ActivitySim has saved the estimation data bundles."
+    "For this demo, we will assume that you have already run ActivitySim in estimation\n",
+    "mode, and saved the required estimation data bundles (EDB's) to disk.  See\n",
+    "the [first notebook](./01_estimation_mode.ipynb) for details.  The following module\n",
+    "will run a script to set everything up if the example data is not already available."
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 2,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "EDB directory already populated.\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "PosixPath('test-estimation-data/activitysim-prototype-mtc-extended')"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "os.chdir('test')"
+    "from est_mode_setup import prepare\n",
+    "\n",
+    "prepare()"
    ]
   },
   {
@@ -68,12 +115,27 @@
    "cell_type": "code",
    "execution_count": 3,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "loading from output-est-mode/estimation_data_bundle/atwork_subtour_frequency/atwork_subtour_frequency_coefficients.csv\n",
+      "loading spec from output-est-mode/estimation_data_bundle/atwork_subtour_frequency/atwork_subtour_frequency_SPEC.csv\n",
+      "loading from output-est-mode/estimation_data_bundle/atwork_subtour_frequency/atwork_subtour_frequency_values_combined.parquet\n"
+     ]
+    }
+   ],
    "source": [
     "modelname = \"atwork_subtour_frequency\"\n",
     "\n",
     "from activitysim.estimation.larch import component_model\n",
-    "model, data = component_model(modelname, return_data=True)"
+    "\n",
+    "model, data = component_model(\n",
+    "    modelname,\n",
+    "    edb_directory=f\"output-est-mode/estimation_data_bundle/{modelname}/\",\n",
+    "    return_data=True,\n",
+    ")"
    ]
   },
   {
@@ -752,11 +814,11 @@
        "      <th>util_individual_discretionary_tours_made_by_full_time_worker</th>\n",
        "      <th>util_individual_discretionary_tours_made_by_part_time_worker</th>\n",
        "      <th>...</th>\n",
-       "      <th>TERMINAL</th>\n",
-       "      <th>household_density</th>\n",
-       "      <th>employment_density</th>\n",
-       "      <th>density_index</th>\n",
-       "      <th>is_cbd</th>\n",
+       "      <th>trPkTotal</th>\n",
+       "      <th>trOpRetail</th>\n",
+       "      <th>trOpTotal</th>\n",
+       "      <th>nmRetail</th>\n",
+       "      <th>nmTotal</th>\n",
        "      <th>num_maint_shop_escort</th>\n",
        "      <th>num_joint_discr</th>\n",
        "      <th>num_joint_maint_shop_eat</th>\n",
@@ -790,31 +852,31 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>2998943</th>\n",
-       "      <td>maint</td>\n",
-       "      <td>maint</td>\n",
+       "      <th>2966594</th>\n",
+       "      <td>no_subtours</td>\n",
+       "      <td>eat</td>\n",
        "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>2.48345</td>\n",
-       "      <td>26.073171</td>\n",
-       "      <td>8.048780</td>\n",
-       "      <td>6.150212</td>\n",
-       "      <td>False</td>\n",
+       "      <td>9.119016</td>\n",
+       "      <td>6.446184</td>\n",
+       "      <td>9.035333</td>\n",
+       "      <td>5.256966</td>\n",
+       "      <td>6.831275</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>False</td>\n",
-       "      <td>3</td>\n",
+       "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>3060361</th>\n",
+       "      <th>3046667</th>\n",
        "      <td>eat</td>\n",
        "      <td>eat</td>\n",
        "      <td>1.0</td>\n",
@@ -826,45 +888,45 @@
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>2.09035</td>\n",
-       "      <td>20.666667</td>\n",
-       "      <td>4.107527</td>\n",
-       "      <td>3.426505</td>\n",
-       "      <td>False</td>\n",
+       "      <td>7.771767</td>\n",
+       "      <td>5.298242</td>\n",
+       "      <td>7.602426</td>\n",
+       "      <td>6.443514</td>\n",
+       "      <td>7.965548</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>True</td>\n",
+       "      <td>False</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>4422914</th>\n",
-       "      <td>eat</td>\n",
+       "      <th>3048143</th>\n",
+       "      <td>no_subtours</td>\n",
        "      <td>eat</td>\n",
        "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>5.35435</td>\n",
-       "      <td>139.333333</td>\n",
-       "      <td>418.518519</td>\n",
-       "      <td>104.532377</td>\n",
-       "      <td>False</td>\n",
+       "      <td>7.771767</td>\n",
+       "      <td>5.298242</td>\n",
+       "      <td>7.602426</td>\n",
+       "      <td>6.443514</td>\n",
+       "      <td>7.965548</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>False</td>\n",
+       "      <td>True</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>4440298</th>\n",
-       "      <td>maint</td>\n",
-       "      <td>maint</td>\n",
+       "      <th>3177498</th>\n",
+       "      <td>no_subtours</td>\n",
+       "      <td>eat</td>\n",
        "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
@@ -874,39 +936,39 @@
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>5.22542</td>\n",
-       "      <td>97.634722</td>\n",
-       "      <td>550.205552</td>\n",
-       "      <td>82.920387</td>\n",
-       "      <td>False</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>False</td>\n",
-       "      <td>3</td>\n",
+       "      <td>True</td>\n",
+       "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>4496796</th>\n",
-       "      <td>maint</td>\n",
+       "      <th>3191848</th>\n",
+       "      <td>eat</td>\n",
        "      <td>maint</td>\n",
        "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>4.73802</td>\n",
-       "      <td>117.769796</td>\n",
-       "      <td>246.205869</td>\n",
-       "      <td>79.663609</td>\n",
-       "      <td>False</td>\n",
+       "      <td>3.278544</td>\n",
+       "      <td>1.239060</td>\n",
+       "      <td>3.280429</td>\n",
+       "      <td>4.284159</td>\n",
+       "      <td>6.249753</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>False</td>\n",
+       "      <td>True</td>\n",
        "      <td>3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -934,258 +996,258 @@
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>302923742</th>\n",
-       "      <td>maint</td>\n",
-       "      <td>maint</td>\n",
+       "      <th>308156039</th>\n",
+       "      <td>no_subtours</td>\n",
+       "      <td>eat</td>\n",
        "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>2.37546</td>\n",
-       "      <td>19.153846</td>\n",
-       "      <td>5.907692</td>\n",
-       "      <td>4.515087</td>\n",
-       "      <td>False</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>3.086628</td>\n",
+       "      <td>5.647842</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>True</td>\n",
-       "      <td>3</td>\n",
+       "      <td>False</td>\n",
+       "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>302942602</th>\n",
-       "      <td>eat</td>\n",
-       "      <td>eat</td>\n",
+       "      <th>308227666</th>\n",
+       "      <td>no_subtours</td>\n",
+       "      <td>maint</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>2.81406</td>\n",
-       "      <td>16.068376</td>\n",
-       "      <td>21.136752</td>\n",
-       "      <td>9.128669</td>\n",
-       "      <td>False</td>\n",
+       "      <td>7.890189</td>\n",
+       "      <td>4.493279</td>\n",
+       "      <td>7.643024</td>\n",
+       "      <td>5.529241</td>\n",
+       "      <td>8.876000</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>True</td>\n",
-       "      <td>1</td>\n",
+       "      <td>3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>302942643</th>\n",
-       "      <td>maint</td>\n",
-       "      <td>maint</td>\n",
+       "      <th>308260138</th>\n",
+       "      <td>no_subtours</td>\n",
+       "      <td>eat</td>\n",
        "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>2.81406</td>\n",
-       "      <td>16.068376</td>\n",
-       "      <td>21.136752</td>\n",
-       "      <td>9.128669</td>\n",
-       "      <td>False</td>\n",
+       "      <td>7.614481</td>\n",
+       "      <td>3.838266</td>\n",
+       "      <td>7.011926</td>\n",
+       "      <td>5.169891</td>\n",
+       "      <td>8.595128</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>False</td>\n",
-       "      <td>3</td>\n",
+       "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>305120481</th>\n",
-       "      <td>maint</td>\n",
-       "      <td>maint</td>\n",
+       "      <th>309080753</th>\n",
+       "      <td>no_subtours</td>\n",
+       "      <td>eat</td>\n",
        "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>8.54946</td>\n",
-       "      <td>55.606634</td>\n",
-       "      <td>142.984438</td>\n",
-       "      <td>40.036459</td>\n",
-       "      <td>False</td>\n",
+       "      <td>9.892019</td>\n",
+       "      <td>6.979741</td>\n",
+       "      <td>9.773601</td>\n",
+       "      <td>6.557982</td>\n",
+       "      <td>8.518901</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>False</td>\n",
-       "      <td>3</td>\n",
+       "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>308000690</th>\n",
-       "      <td>maint</td>\n",
+       "      <th>309112036</th>\n",
        "      <td>maint</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>eat</td>\n",
        "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>4.64648</td>\n",
-       "      <td>196.395950</td>\n",
-       "      <td>178.779465</td>\n",
-       "      <td>93.587057</td>\n",
-       "      <td>False</td>\n",
+       "      <td>0.222696</td>\n",
+       "      <td>0.016077</td>\n",
+       "      <td>0.153189</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>False</td>\n",
-       "      <td>3</td>\n",
+       "      <td>True</td>\n",
+       "      <td>1</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>460 rows × 182 columns</p>\n",
+       "<p>5947 rows × 182 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
        "          model_choice override_choice  util_dummy_for_full_time_worker  \\\n",
        "tour_id                                                                   \n",
-       "2998943          maint           maint                              1.0   \n",
-       "3060361            eat             eat                              1.0   \n",
-       "4422914            eat             eat                              1.0   \n",
-       "4440298          maint           maint                              1.0   \n",
-       "4496796          maint           maint                              1.0   \n",
+       "2966594    no_subtours             eat                              1.0   \n",
+       "3046667            eat             eat                              1.0   \n",
+       "3048143    no_subtours             eat                              1.0   \n",
+       "3177498    no_subtours             eat                              1.0   \n",
+       "3191848            eat           maint                              1.0   \n",
        "...                ...             ...                              ...   \n",
-       "302923742        maint           maint                              1.0   \n",
-       "302942602          eat             eat                              1.0   \n",
-       "302942643        maint           maint                              1.0   \n",
-       "305120481        maint           maint                              1.0   \n",
-       "308000690        maint           maint                              0.0   \n",
+       "308156039  no_subtours             eat                              1.0   \n",
+       "308227666  no_subtours           maint                              0.0   \n",
+       "308260138  no_subtours             eat                              1.0   \n",
+       "309080753  no_subtours             eat                              1.0   \n",
+       "309112036        maint             eat                              1.0   \n",
        "\n",
        "           util_dummy_for_non_full_time_worker  util_dummy_for_non_workers  \\\n",
        "tour_id                                                                      \n",
-       "2998943                                    0.0                         0.0   \n",
-       "3060361                                    0.0                         0.0   \n",
-       "4422914                                    0.0                         0.0   \n",
-       "4440298                                    0.0                         0.0   \n",
-       "4496796                                    0.0                         0.0   \n",
+       "2966594                                    0.0                         0.0   \n",
+       "3046667                                    0.0                         0.0   \n",
+       "3048143                                    0.0                         0.0   \n",
+       "3177498                                    0.0                         0.0   \n",
+       "3191848                                    0.0                         0.0   \n",
        "...                                        ...                         ...   \n",
-       "302923742                                  0.0                         0.0   \n",
-       "302942602                                  0.0                         0.0   \n",
-       "302942643                                  0.0                         0.0   \n",
-       "305120481                                  0.0                         0.0   \n",
-       "308000690                                  1.0                         0.0   \n",
+       "308156039                                  0.0                         0.0   \n",
+       "308227666                                  1.0                         0.0   \n",
+       "308260138                                  0.0                         0.0   \n",
+       "309080753                                  0.0                         0.0   \n",
+       "309112036                                  0.0                         0.0   \n",
        "\n",
        "           util_medium_hh_income_dummy  util_high_hh_income_dummy  \\\n",
        "tour_id                                                             \n",
-       "2998943                            0.0                        0.0   \n",
-       "3060361                            0.0                        0.0   \n",
-       "4422914                            0.0                        0.0   \n",
-       "4440298                            0.0                        0.0   \n",
-       "4496796                            0.0                        0.0   \n",
+       "2966594                            0.0                        0.0   \n",
+       "3046667                            0.0                        0.0   \n",
+       "3048143                            0.0                        0.0   \n",
+       "3177498                            0.0                        0.0   \n",
+       "3191848                            0.0                        0.0   \n",
        "...                                ...                        ...   \n",
-       "302923742                          0.0                        1.0   \n",
-       "302942602                          0.0                        1.0   \n",
-       "302942643                          0.0                        1.0   \n",
-       "305120481                          0.0                        1.0   \n",
-       "308000690                          0.0                        0.0   \n",
+       "308156039                          0.0                        0.0   \n",
+       "308227666                          0.0                        0.0   \n",
+       "308260138                          0.0                        0.0   \n",
+       "309080753                          0.0                        0.0   \n",
+       "309112036                          0.0                        0.0   \n",
        "\n",
        "           util_zero_cars_owned_by_hh_dummy  \\\n",
        "tour_id                                       \n",
-       "2998943                                 1.0   \n",
-       "3060361                                 0.0   \n",
-       "4422914                                 1.0   \n",
-       "4440298                                 0.0   \n",
-       "4496796                                 1.0   \n",
+       "2966594                                 0.0   \n",
+       "3046667                                 0.0   \n",
+       "3048143                                 0.0   \n",
+       "3177498                                 0.0   \n",
+       "3191848                                 0.0   \n",
        "...                                     ...   \n",
-       "302923742                               0.0   \n",
-       "302942602                               0.0   \n",
-       "302942643                               0.0   \n",
-       "305120481                               0.0   \n",
-       "308000690                               1.0   \n",
+       "308156039                               0.0   \n",
+       "308227666                               0.0   \n",
+       "308260138                               0.0   \n",
+       "309080753                               1.0   \n",
+       "309112036                               0.0   \n",
        "\n",
        "           util_individual_discretionary_tours_made_by_full_time_worker  \\\n",
        "tour_id                                                                   \n",
-       "2998943                                                  0.0              \n",
-       "3060361                                                  0.0              \n",
-       "4422914                                                  0.0              \n",
-       "4440298                                                  0.0              \n",
-       "4496796                                                  0.0              \n",
+       "2966594                                                  0.0              \n",
+       "3046667                                                  0.0              \n",
+       "3048143                                                  0.0              \n",
+       "3177498                                                  0.0              \n",
+       "3191848                                                  0.0              \n",
        "...                                                      ...              \n",
-       "302923742                                                0.0              \n",
-       "302942602                                                0.0              \n",
-       "302942643                                                0.0              \n",
-       "305120481                                                0.0              \n",
-       "308000690                                                0.0              \n",
+       "308156039                                                0.0              \n",
+       "308227666                                                0.0              \n",
+       "308260138                                                0.0              \n",
+       "309080753                                                0.0              \n",
+       "309112036                                                0.0              \n",
        "\n",
        "           util_individual_discretionary_tours_made_by_part_time_worker  ...  \\\n",
        "tour_id                                                                  ...   \n",
-       "2998943                                                  0.0             ...   \n",
-       "3060361                                                  0.0             ...   \n",
-       "4422914                                                  0.0             ...   \n",
-       "4440298                                                  0.0             ...   \n",
-       "4496796                                                  0.0             ...   \n",
+       "2966594                                                  0.0             ...   \n",
+       "3046667                                                  0.0             ...   \n",
+       "3048143                                                  0.0             ...   \n",
+       "3177498                                                  0.0             ...   \n",
+       "3191848                                                  0.0             ...   \n",
        "...                                                      ...             ...   \n",
-       "302923742                                                0.0             ...   \n",
-       "302942602                                                0.0             ...   \n",
-       "302942643                                                0.0             ...   \n",
-       "305120481                                                0.0             ...   \n",
-       "308000690                                                0.0             ...   \n",
+       "308156039                                                0.0             ...   \n",
+       "308227666                                                0.0             ...   \n",
+       "308260138                                                0.0             ...   \n",
+       "309080753                                                0.0             ...   \n",
+       "309112036                                                0.0             ...   \n",
        "\n",
-       "           TERMINAL  household_density  employment_density  density_index  \\\n",
-       "tour_id                                                                     \n",
-       "2998943     2.48345          26.073171            8.048780       6.150212   \n",
-       "3060361     2.09035          20.666667            4.107527       3.426505   \n",
-       "4422914     5.35435         139.333333          418.518519     104.532377   \n",
-       "4440298     5.22542          97.634722          550.205552      82.920387   \n",
-       "4496796     4.73802         117.769796          246.205869      79.663609   \n",
-       "...             ...                ...                 ...            ...   \n",
-       "302923742   2.37546          19.153846            5.907692       4.515087   \n",
-       "302942602   2.81406          16.068376           21.136752       9.128669   \n",
-       "302942643   2.81406          16.068376           21.136752       9.128669   \n",
-       "305120481   8.54946          55.606634          142.984438      40.036459   \n",
-       "308000690   4.64648         196.395950          178.779465      93.587057   \n",
+       "           trPkTotal  trOpRetail  trOpTotal  nmRetail   nmTotal  \\\n",
+       "tour_id                                                           \n",
+       "2966594     9.119016    6.446184   9.035333  5.256966  6.831275   \n",
+       "3046667     7.771767    5.298242   7.602426  6.443514  7.965548   \n",
+       "3048143     7.771767    5.298242   7.602426  6.443514  7.965548   \n",
+       "3177498     0.000000    0.000000   0.000000  0.000000  0.000000   \n",
+       "3191848     3.278544    1.239060   3.280429  4.284159  6.249753   \n",
+       "...              ...         ...        ...       ...       ...   \n",
+       "308156039   0.000000    0.000000   0.000000  3.086628  5.647842   \n",
+       "308227666   7.890189    4.493279   7.643024  5.529241  8.876000   \n",
+       "308260138   7.614481    3.838266   7.011926  5.169891  8.595128   \n",
+       "309080753   9.892019    6.979741   9.773601  6.557982  8.518901   \n",
+       "309112036   0.222696    0.016077   0.153189  0.000000  0.000000   \n",
        "\n",
-       "           is_cbd  num_maint_shop_escort  num_joint_discr  \\\n",
-       "tour_id                                                     \n",
-       "2998943     False                      0                0   \n",
-       "3060361     False                      0                0   \n",
-       "4422914     False                      0                0   \n",
-       "4440298     False                      0                0   \n",
-       "4496796     False                      0                0   \n",
-       "...           ...                    ...              ...   \n",
-       "302923742   False                      0                0   \n",
-       "302942602   False                      0                0   \n",
-       "302942643   False                      0                0   \n",
-       "305120481   False                      0                0   \n",
-       "308000690   False                      0                0   \n",
+       "           num_maint_shop_escort  num_joint_discr  num_joint_maint_shop_eat  \\\n",
+       "tour_id                                                                       \n",
+       "2966594                        0                0                         0   \n",
+       "3046667                        0                0                         0   \n",
+       "3048143                        0                0                         0   \n",
+       "3177498                        0                0                         0   \n",
+       "3191848                        0                0                         0   \n",
+       "...                          ...              ...                       ...   \n",
+       "308156039                      0                0                         0   \n",
+       "308227666                      0                0                         0   \n",
+       "308260138                      0                0                         0   \n",
+       "309080753                      0                0                         0   \n",
+       "309112036                      0                0                         0   \n",
        "\n",
-       "           num_joint_maint_shop_eat  work_tour_is_SOV  override_choice_code  \n",
-       "tour_id                                                                      \n",
-       "2998943                           0             False                     3  \n",
-       "3060361                           0              True                     1  \n",
-       "4422914                           0             False                     1  \n",
-       "4440298                           0             False                     3  \n",
-       "4496796                           0             False                     3  \n",
-       "...                             ...               ...                   ...  \n",
-       "302923742                         0              True                     3  \n",
-       "302942602                         0              True                     1  \n",
-       "302942643                         0             False                     3  \n",
-       "305120481                         0             False                     3  \n",
-       "308000690                         0             False                     3  \n",
+       "           work_tour_is_SOV  override_choice_code  \n",
+       "tour_id                                            \n",
+       "2966594               False                     1  \n",
+       "3046667               False                     1  \n",
+       "3048143                True                     1  \n",
+       "3177498                True                     1  \n",
+       "3191848                True                     3  \n",
+       "...                     ...                   ...  \n",
+       "308156039             False                     1  \n",
+       "308227666              True                     3  \n",
+       "308260138             False                     1  \n",
+       "309080753             False                     1  \n",
+       "309112036              True                     1  \n",
        "\n",
-       "[460 rows x 182 columns]"
+       "[5947 rows x 182 columns]"
       ]
      },
      "execution_count": 6,
@@ -1211,17 +1273,10 @@
    "execution_count": 7,
    "metadata": {},
    "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "req_data does not request avail_ca or avail_co but it is set and being provided\n"
-     ]
-    },
     {
      "data": {
       "text/html": [
-       "<h3>Iteration 075 [Optimization terminated successfully] </h3>"
+       "<h3>Iteration 100 [Optimization terminated successfully] </h3>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -1233,7 +1288,7 @@
     {
      "data": {
       "text/html": [
-       "<p>Best LL = -311.0816324383027</p>"
+       "<p>Best LL = -4832.223778692503</p>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -1264,70 +1319,74 @@
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>value</th>\n",
+       "      <th>best</th>\n",
        "      <th>initvalue</th>\n",
-       "      <th>nullvalue</th>\n",
        "      <th>minimum</th>\n",
        "      <th>maximum</th>\n",
+       "      <th>nullvalue</th>\n",
        "      <th>holdfast</th>\n",
-       "      <th>note</th>\n",
-       "      <th>best</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>param_name</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>coefficient_at_work_sub_tour_asc_business1</th>\n",
-       "      <td>1.421407</td>\n",
+       "      <td>-0.350395</td>\n",
+       "      <td>-0.350395</td>\n",
        "      <td>-0.5372</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>1.421407</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_at_work_sub_tour_asc_business2</th>\n",
-       "      <td>-0.130778</td>\n",
+       "      <td>-2.211281</td>\n",
+       "      <td>-2.211281</td>\n",
        "      <td>-2.1337</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.130778</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_at_work_sub_tour_asc_eat</th>\n",
-       "      <td>5.809056</td>\n",
+       "      <td>0.440311</td>\n",
+       "      <td>0.440311</td>\n",
        "      <td>0.8576</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>5.809056</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_at_work_sub_tour_asc_eat_business</th>\n",
-       "      <td>-23.415363</td>\n",
+       "      <td>-0.860366</td>\n",
+       "      <td>-0.860366</td>\n",
        "      <td>-0.9721</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-23.415363</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_at_work_sub_tour_asc_maint</th>\n",
-       "      <td>12.910479</td>\n",
+       "      <td>-0.423469</td>\n",
+       "      <td>-0.423469</td>\n",
        "      <td>-0.6198</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>12.910479</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>...</th>\n",
@@ -1338,122 +1397,120 @@
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
-       "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_zero_cars_owned_by_hh_dummy_business1</th>\n",
-       "      <td>-0.526876</td>\n",
+       "      <td>-0.633755</td>\n",
+       "      <td>-0.633755</td>\n",
        "      <td>-0.3391</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.526876</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_zero_cars_owned_by_hh_dummy_business2</th>\n",
        "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.0000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>1</td>\n",
-       "      <td></td>\n",
-       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_zero_cars_owned_by_hh_dummy_eat</th>\n",
        "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.0000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>1</td>\n",
-       "      <td></td>\n",
-       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_zero_cars_owned_by_hh_dummy_eat_business</th>\n",
-       "      <td>-19.116288</td>\n",
+       "      <td>-0.847707</td>\n",
+       "      <td>-0.847707</td>\n",
        "      <td>-0.3391</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-19.116288</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_zero_cars_owned_by_hh_dummy_maint</th>\n",
-       "      <td>0.559350</td>\n",
+       "      <td>-0.020836</td>\n",
+       "      <td>-0.020836</td>\n",
        "      <td>0.1762</td>\n",
+       "      <td>-50.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.559350</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>110 rows × 8 columns</p>\n",
+       "<p>110 rows × 7 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "                                                        value  initvalue  \\\n",
-       "coefficient_at_work_sub_tour_asc_business1           1.421407    -0.5372   \n",
-       "coefficient_at_work_sub_tour_asc_business2          -0.130778    -2.1337   \n",
-       "coefficient_at_work_sub_tour_asc_eat                 5.809056     0.8576   \n",
-       "coefficient_at_work_sub_tour_asc_eat_business      -23.415363    -0.9721   \n",
-       "coefficient_at_work_sub_tour_asc_maint              12.910479    -0.6198   \n",
-       "...                                                       ...        ...   \n",
-       "coefficient_zero_cars_owned_by_hh_dummy_business1   -0.526876    -0.3391   \n",
-       "coefficient_zero_cars_owned_by_hh_dummy_business2    0.000000     0.0000   \n",
-       "coefficient_zero_cars_owned_by_hh_dummy_eat          0.000000     0.0000   \n",
-       "coefficient_zero_cars_owned_by_hh_dummy_eat_bus... -19.116288    -0.3391   \n",
-       "coefficient_zero_cars_owned_by_hh_dummy_maint        0.559350     0.1762   \n",
+       "                                                       value      best  \\\n",
+       "param_name                                                               \n",
+       "coefficient_at_work_sub_tour_asc_business1         -0.350395 -0.350395   \n",
+       "coefficient_at_work_sub_tour_asc_business2         -2.211281 -2.211281   \n",
+       "coefficient_at_work_sub_tour_asc_eat                0.440311  0.440311   \n",
+       "coefficient_at_work_sub_tour_asc_eat_business      -0.860366 -0.860366   \n",
+       "coefficient_at_work_sub_tour_asc_maint             -0.423469 -0.423469   \n",
+       "...                                                      ...       ...   \n",
+       "coefficient_zero_cars_owned_by_hh_dummy_business1  -0.633755 -0.633755   \n",
+       "coefficient_zero_cars_owned_by_hh_dummy_business2   0.000000  0.000000   \n",
+       "coefficient_zero_cars_owned_by_hh_dummy_eat         0.000000  0.000000   \n",
+       "coefficient_zero_cars_owned_by_hh_dummy_eat_bus... -0.847707 -0.847707   \n",
+       "coefficient_zero_cars_owned_by_hh_dummy_maint      -0.020836 -0.020836   \n",
        "\n",
-       "                                                    nullvalue  minimum  \\\n",
-       "coefficient_at_work_sub_tour_asc_business1                0.0      NaN   \n",
-       "coefficient_at_work_sub_tour_asc_business2                0.0      NaN   \n",
-       "coefficient_at_work_sub_tour_asc_eat                      0.0      NaN   \n",
-       "coefficient_at_work_sub_tour_asc_eat_business             0.0      NaN   \n",
-       "coefficient_at_work_sub_tour_asc_maint                    0.0      NaN   \n",
+       "                                                    initvalue  minimum  \\\n",
+       "param_name                                                               \n",
+       "coefficient_at_work_sub_tour_asc_business1            -0.5372    -50.0   \n",
+       "coefficient_at_work_sub_tour_asc_business2            -2.1337    -50.0   \n",
+       "coefficient_at_work_sub_tour_asc_eat                   0.8576    -50.0   \n",
+       "coefficient_at_work_sub_tour_asc_eat_business         -0.9721    -50.0   \n",
+       "coefficient_at_work_sub_tour_asc_maint                -0.6198    -50.0   \n",
        "...                                                       ...      ...   \n",
-       "coefficient_zero_cars_owned_by_hh_dummy_business1         0.0      NaN   \n",
-       "coefficient_zero_cars_owned_by_hh_dummy_business2         0.0      NaN   \n",
-       "coefficient_zero_cars_owned_by_hh_dummy_eat               0.0      NaN   \n",
-       "coefficient_zero_cars_owned_by_hh_dummy_eat_bus...        0.0      NaN   \n",
-       "coefficient_zero_cars_owned_by_hh_dummy_maint             0.0      NaN   \n",
+       "coefficient_zero_cars_owned_by_hh_dummy_business1     -0.3391    -50.0   \n",
+       "coefficient_zero_cars_owned_by_hh_dummy_business2      0.0000      0.0   \n",
+       "coefficient_zero_cars_owned_by_hh_dummy_eat            0.0000      0.0   \n",
+       "coefficient_zero_cars_owned_by_hh_dummy_eat_bus...    -0.3391    -50.0   \n",
+       "coefficient_zero_cars_owned_by_hh_dummy_maint          0.1762    -50.0   \n",
        "\n",
-       "                                                    maximum  holdfast note  \\\n",
-       "coefficient_at_work_sub_tour_asc_business1              NaN         0        \n",
-       "coefficient_at_work_sub_tour_asc_business2              NaN         0        \n",
-       "coefficient_at_work_sub_tour_asc_eat                    NaN         0        \n",
-       "coefficient_at_work_sub_tour_asc_eat_business           NaN         0        \n",
-       "coefficient_at_work_sub_tour_asc_maint                  NaN         0        \n",
-       "...                                                     ...       ...  ...   \n",
-       "coefficient_zero_cars_owned_by_hh_dummy_business1       NaN         0        \n",
-       "coefficient_zero_cars_owned_by_hh_dummy_business2       NaN         1        \n",
-       "coefficient_zero_cars_owned_by_hh_dummy_eat             NaN         1        \n",
-       "coefficient_zero_cars_owned_by_hh_dummy_eat_bus...      NaN         0        \n",
-       "coefficient_zero_cars_owned_by_hh_dummy_maint           NaN         0        \n",
+       "                                                    maximum  nullvalue  \\\n",
+       "param_name                                                               \n",
+       "coefficient_at_work_sub_tour_asc_business1             50.0        0.0   \n",
+       "coefficient_at_work_sub_tour_asc_business2             50.0        0.0   \n",
+       "coefficient_at_work_sub_tour_asc_eat                   50.0        0.0   \n",
+       "coefficient_at_work_sub_tour_asc_eat_business          50.0        0.0   \n",
+       "coefficient_at_work_sub_tour_asc_maint                 50.0        0.0   \n",
+       "...                                                     ...        ...   \n",
+       "coefficient_zero_cars_owned_by_hh_dummy_business1      50.0        0.0   \n",
+       "coefficient_zero_cars_owned_by_hh_dummy_business2       0.0        0.0   \n",
+       "coefficient_zero_cars_owned_by_hh_dummy_eat             0.0        0.0   \n",
+       "coefficient_zero_cars_owned_by_hh_dummy_eat_bus...     50.0        0.0   \n",
+       "coefficient_zero_cars_owned_by_hh_dummy_maint          50.0        0.0   \n",
        "\n",
-       "                                                         best  \n",
-       "coefficient_at_work_sub_tour_asc_business1           1.421407  \n",
-       "coefficient_at_work_sub_tour_asc_business2          -0.130778  \n",
-       "coefficient_at_work_sub_tour_asc_eat                 5.809056  \n",
-       "coefficient_at_work_sub_tour_asc_eat_business      -23.415363  \n",
-       "coefficient_at_work_sub_tour_asc_maint              12.910479  \n",
-       "...                                                       ...  \n",
-       "coefficient_zero_cars_owned_by_hh_dummy_business1   -0.526876  \n",
-       "coefficient_zero_cars_owned_by_hh_dummy_business2    0.000000  \n",
-       "coefficient_zero_cars_owned_by_hh_dummy_eat          0.000000  \n",
-       "coefficient_zero_cars_owned_by_hh_dummy_eat_bus... -19.116288  \n",
-       "coefficient_zero_cars_owned_by_hh_dummy_maint        0.559350  \n",
+       "                                                    holdfast  \n",
+       "param_name                                                    \n",
+       "coefficient_at_work_sub_tour_asc_business1                 0  \n",
+       "coefficient_at_work_sub_tour_asc_business2                 0  \n",
+       "coefficient_at_work_sub_tour_asc_eat                       0  \n",
+       "coefficient_at_work_sub_tour_asc_eat_business              0  \n",
+       "coefficient_at_work_sub_tour_asc_maint                     0  \n",
+       "...                                                      ...  \n",
+       "coefficient_zero_cars_owned_by_hh_dummy_business1          0  \n",
+       "coefficient_zero_cars_owned_by_hh_dummy_business2          1  \n",
+       "coefficient_zero_cars_owned_by_hh_dummy_eat                1  \n",
+       "coefficient_zero_cars_owned_by_hh_dummy_eat_bus...         0  \n",
+       "coefficient_zero_cars_owned_by_hh_dummy_maint              0  \n",
        "\n",
-       "[110 rows x 8 columns]"
+       "[110 rows x 7 columns]"
       ]
      },
      "metadata": {},
@@ -1463,12 +1520,8 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "<ipython-input-7-12921b4967da>:1: PossibleOverspecification: WARNING: Model is possibly over-specified (hessian is nearly singular).\n",
-      "  model.estimate(method='SLSQP')\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 5.5647113087279e-33 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "<ipython-input-7-12921b4967da>:1: RuntimeWarning: invalid value encountered in sqrt\n",
-      "  model.estimate(method='SLSQP')\n"
+      "/Users/jpn/Git/est-mode/larch/src/larch/model/jaxmodel.py:1156: PossibleOverspecification: Model is possibly over-specified (hessian is nearly singular).\n",
+      "  self.calculate_parameter_covariance()\n"
      ]
     },
     {
@@ -1484,446 +1537,446 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>coefficient_at_work_sub_tour_asc_business1</th>\n",
-       "      <td>1.421407e+00</td>\n",
+       "      <td>-0.350395</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_at_work_sub_tour_asc_business2</th>\n",
-       "      <td>-1.307783e-01</td>\n",
+       "      <td>-2.211281</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_at_work_sub_tour_asc_eat</th>\n",
-       "      <td>5.809056e+00</td>\n",
+       "      <td>0.440311</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_at_work_sub_tour_asc_eat_business</th>\n",
-       "      <td>-2.341536e+01</td>\n",
+       "      <td>-0.860366</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_at_work_sub_tour_asc_maint</th>\n",
-       "      <td>1.291048e+01</td>\n",
+       "      <td>-0.423469</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_auto_accessibility_to_retail_for_work_taz_business1</th>\n",
-       "      <td>-2.350832e-01</td>\n",
+       "      <td>0.078156</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_auto_accessibility_to_retail_for_work_taz_business2</th>\n",
-       "      <td>2.951134e+00</td>\n",
+       "      <td>0.295708</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_auto_accessibility_to_retail_for_work_taz_eat</th>\n",
-       "      <td>-7.610481e-01</td>\n",
+       "      <td>0.137215</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_auto_accessibility_to_retail_for_work_taz_eat_business</th>\n",
-       "      <td>1.515548e+00</td>\n",
+       "      <td>-0.262951</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_auto_accessibility_to_retail_for_work_taz_maint</th>\n",
-       "      <td>-3.200651e+00</td>\n",
+       "      <td>0.021772</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_dummy_for_drive_alone_mode_for_work_tour_business1</th>\n",
-       "      <td>3.943802e+00</td>\n",
+       "      <td>0.949692</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_dummy_for_drive_alone_mode_for_work_tour_business2</th>\n",
-       "      <td>-7.285121e+00</td>\n",
+       "      <td>1.745346</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_dummy_for_drive_alone_mode_for_work_tour_eat</th>\n",
-       "      <td>3.216240e+00</td>\n",
+       "      <td>0.488173</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_dummy_for_drive_alone_mode_for_work_tour_eat_business</th>\n",
-       "      <td>2.333483e+00</td>\n",
+       "      <td>1.784643</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_dummy_for_drive_alone_mode_for_work_tour_maint</th>\n",
-       "      <td>3.865797e+00</td>\n",
+       "      <td>1.106347</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_dummy_for_full_time_worker_business1</th>\n",
-       "      <td>-1.136529e+01</td>\n",
+       "      <td>-7.402415</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_dummy_for_full_time_worker_business2</th>\n",
-       "      <td>-1.383392e+01</td>\n",
+       "      <td>-13.824988</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_dummy_for_full_time_worker_eat</th>\n",
-       "      <td>-9.545916e+00</td>\n",
+       "      <td>-7.551797</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_dummy_for_full_time_worker_eat_business</th>\n",
-       "      <td>-1.119217e+01</td>\n",
+       "      <td>-14.974823</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_dummy_for_full_time_worker_maint</th>\n",
-       "      <td>-5.880704e+00</td>\n",
+       "      <td>-8.063977</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_dummy_for_non_full_time_worker_business1</th>\n",
-       "      <td>-2.370101e+00</td>\n",
+       "      <td>-8.104781</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_dummy_for_non_full_time_worker_business2</th>\n",
-       "      <td>-1.272316e+01</td>\n",
+       "      <td>-14.812593</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_dummy_for_non_full_time_worker_eat</th>\n",
-       "      <td>-1.386629e+00</td>\n",
+       "      <td>-8.749492</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_dummy_for_non_full_time_worker_eat_business</th>\n",
-       "      <td>-4.083109e+01</td>\n",
+       "      <td>-14.493442</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_dummy_for_non_full_time_worker_maint</th>\n",
-       "      <td>3.103983e+00</td>\n",
+       "      <td>-8.046692</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_dummy_for_non_workers_business1</th>\n",
-       "      <td>-5.000000e+00</td>\n",
+       "      <td>-5.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_dummy_for_non_workers_business2</th>\n",
-       "      <td>-5.000000e+00</td>\n",
+       "      <td>-5.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_dummy_for_non_workers_eat</th>\n",
-       "      <td>-3.678488e-14</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_dummy_for_non_workers_eat_business</th>\n",
-       "      <td>-5.000000e+00</td>\n",
+       "      <td>-5.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_dummy_for_non_workers_maint</th>\n",
-       "      <td>-5.000000e+00</td>\n",
+       "      <td>-5.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_dummy_for_worker_or_student_with_non_mandatory_tour_business1</th>\n",
-       "      <td>5.542765e-14</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_dummy_for_worker_or_student_with_non_mandatory_tour_business2</th>\n",
-       "      <td>-6.800386e-14</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_dummy_for_worker_or_student_with_non_mandatory_tour_eat</th>\n",
-       "      <td>-7.803277e-15</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_dummy_for_worker_or_student_with_non_mandatory_tour_eat_business</th>\n",
-       "      <td>9.964378e-15</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_dummy_for_worker_or_student_with_non_mandatory_tour_maint</th>\n",
-       "      <td>-4.465435e-01</td>\n",
+       "      <td>-0.857652</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_high_hh_income_dummy_business1</th>\n",
-       "      <td>-5.699484e+00</td>\n",
+       "      <td>1.051824</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_high_hh_income_dummy_business2</th>\n",
-       "      <td>1.817758e+01</td>\n",
+       "      <td>1.775205</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_high_hh_income_dummy_eat</th>\n",
-       "      <td>-5.360138e+00</td>\n",
+       "      <td>0.987000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_high_hh_income_dummy_eat_business</th>\n",
-       "      <td>5.949348e+00</td>\n",
+       "      <td>2.165299</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_high_hh_income_dummy_maint</th>\n",
-       "      <td>-6.899602e+00</td>\n",
+       "      <td>0.188372</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_individual_discretionary_tours_made_by_full_time_worker_business1</th>\n",
-       "      <td>-1.423867e+00</td>\n",
+       "      <td>0.746021</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_individual_discretionary_tours_made_by_full_time_worker_business2</th>\n",
-       "      <td>1.949725e+01</td>\n",
+       "      <td>0.764494</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_individual_discretionary_tours_made_by_full_time_worker_eat</th>\n",
-       "      <td>-1.457980e+00</td>\n",
+       "      <td>0.315100</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_individual_discretionary_tours_made_by_full_time_worker_eat_business</th>\n",
-       "      <td>-1.111294e+01</td>\n",
+       "      <td>1.303968</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_individual_discretionary_tours_made_by_full_time_worker_maint</th>\n",
-       "      <td>-1.711559e+00</td>\n",
+       "      <td>0.661317</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_individual_discretionary_tours_made_by_part_time_worker_business1</th>\n",
-       "      <td>1.701675e+00</td>\n",
+       "      <td>0.057399</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_individual_discretionary_tours_made_by_part_time_worker_business2</th>\n",
-       "      <td>1.531338e+00</td>\n",
+       "      <td>2.149968</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_individual_discretionary_tours_made_by_part_time_worker_eat</th>\n",
-       "      <td>9.815649e-01</td>\n",
+       "      <td>0.034146</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_individual_discretionary_tours_made_by_part_time_worker_eat_business</th>\n",
-       "      <td>2.152744e-01</td>\n",
+       "      <td>1.416263</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_individual_discretionary_tours_made_by_part_time_worker_maint</th>\n",
-       "      <td>2.494477e-01</td>\n",
+       "      <td>1.021525</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_individual_eating_out_tours_made_by_person_business1</th>\n",
-       "      <td>4.249081e-01</td>\n",
+       "      <td>0.263548</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_individual_eating_out_tours_made_by_person_business2</th>\n",
-       "      <td>1.688422e+01</td>\n",
+       "      <td>1.149846</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_individual_eating_out_tours_made_by_person_eat</th>\n",
-       "      <td>-2.110385e-01</td>\n",
+       "      <td>0.231645</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_individual_eating_out_tours_made_by_person_eat_business</th>\n",
-       "      <td>-1.375749e+01</td>\n",
+       "      <td>1.418076</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_individual_eating_out_tours_made_by_person_maint</th>\n",
-       "      <td>8.477993e-01</td>\n",
+       "      <td>1.125285</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_log_of_the_work_tour_duration_business1</th>\n",
-       "      <td>1.079743e+01</td>\n",
+       "      <td>1.007122</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_log_of_the_work_tour_duration_business2</th>\n",
-       "      <td>-4.104113e+01</td>\n",
+       "      <td>1.771287</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_log_of_the_work_tour_duration_eat</th>\n",
-       "      <td>9.912072e+00</td>\n",
+       "      <td>1.458489</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_log_of_the_work_tour_duration_eat_business</th>\n",
-       "      <td>1.921602e+01</td>\n",
+       "      <td>3.447598</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_log_of_the_work_tour_duration_maint</th>\n",
-       "      <td>1.044261e+01</td>\n",
+       "      <td>1.642504</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_main_shop_escort_tours_allocated_to_full_time_worker_business1</th>\n",
-       "      <td>5.245200e+00</td>\n",
+       "      <td>-0.181697</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_main_shop_escort_tours_allocated_to_full_time_worker_business2</th>\n",
-       "      <td>-5.957409e+00</td>\n",
+       "      <td>-0.328201</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_main_shop_escort_tours_allocated_to_full_time_worker_eat</th>\n",
-       "      <td>5.734339e+00</td>\n",
+       "      <td>-0.013286</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_main_shop_escort_tours_allocated_to_full_time_worker_eat_business</th>\n",
-       "      <td>-1.136555e+01</td>\n",
+       "      <td>-0.788124</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_main_shop_escort_tours_allocated_to_full_time_worker_maint</th>\n",
-       "      <td>5.726820e+00</td>\n",
+       "      <td>0.694707</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_main_shop_escort_tours_allocated_to_part_time_worker_business1</th>\n",
-       "      <td>-1.437920e+01</td>\n",
+       "      <td>-0.005852</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_main_shop_escort_tours_allocated_to_part_time_worker_business2</th>\n",
-       "      <td>1.824373e-01</td>\n",
+       "      <td>-0.444998</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_main_shop_escort_tours_allocated_to_part_time_worker_eat</th>\n",
-       "      <td>6.645087e+00</td>\n",
+       "      <td>-0.120943</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_main_shop_escort_tours_allocated_to_part_time_worker_eat_business</th>\n",
-       "      <td>-4.922608e-01</td>\n",
+       "      <td>-1.170010</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_main_shop_escort_tours_allocated_to_part_time_worker_maint</th>\n",
-       "      <td>6.390638e+00</td>\n",
+       "      <td>0.088504</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_medium_hh_income_dummy_business1</th>\n",
-       "      <td>-3.286293e+00</td>\n",
+       "      <td>0.374955</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_medium_hh_income_dummy_business2</th>\n",
-       "      <td>2.006070e+00</td>\n",
+       "      <td>1.384595</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_medium_hh_income_dummy_eat</th>\n",
-       "      <td>-2.530097e+00</td>\n",
+       "      <td>0.467235</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_medium_hh_income_dummy_eat_business</th>\n",
-       "      <td>1.050098e+01</td>\n",
+       "      <td>1.373736</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_medium_hh_income_dummy_maint</th>\n",
-       "      <td>-3.095965e+00</td>\n",
+       "      <td>-0.005820</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_participation_in_joint_discretionary_tours_business1</th>\n",
-       "      <td>8.878328e-01</td>\n",
+       "      <td>0.075698</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_participation_in_joint_discretionary_tours_business2</th>\n",
-       "      <td>-4.199835e-01</td>\n",
+       "      <td>-0.191769</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_participation_in_joint_discretionary_tours_eat</th>\n",
-       "      <td>-2.448175e-01</td>\n",
+       "      <td>0.454516</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_participation_in_joint_discretionary_tours_eat_business</th>\n",
-       "      <td>-2.723876e+00</td>\n",
+       "      <td>-0.681551</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_participation_in_joint_discretionary_tours_maint</th>\n",
-       "      <td>2.745844e+00</td>\n",
+       "      <td>0.588105</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_participation_in_joint_shop_main_eat_tours_business1</th>\n",
-       "      <td>3.561155e+00</td>\n",
+       "      <td>0.151268</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_participation_in_joint_shop_main_eat_tours_business2</th>\n",
-       "      <td>-2.800502e-01</td>\n",
+       "      <td>0.232018</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_participation_in_joint_shop_main_eat_tours_eat</th>\n",
-       "      <td>1.988637e+00</td>\n",
+       "      <td>-0.054088</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_participation_in_joint_shop_main_eat_tours_eat_business</th>\n",
-       "      <td>-6.545173e+00</td>\n",
+       "      <td>0.928998</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_participation_in_joint_shop_main_eat_tours_maint</th>\n",
-       "      <td>2.179332e+00</td>\n",
+       "      <td>-0.354297</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_two_work_tours_by_person_business1</th>\n",
-       "      <td>3.694023e+00</td>\n",
+       "      <td>0.343052</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_two_work_tours_by_person_business2</th>\n",
-       "      <td>-4.104683e+00</td>\n",
+       "      <td>0.672564</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_two_work_tours_by_person_eat</th>\n",
-       "      <td>1.927236e+00</td>\n",
+       "      <td>-0.903976</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_two_work_tours_by_person_eat_business</th>\n",
-       "      <td>-5.424974e+00</td>\n",
+       "      <td>-1.029881</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_two_work_tours_by_person_maint</th>\n",
-       "      <td>3.205997e+00</td>\n",
+       "      <td>0.215840</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_walk_accessibility_to_retail_for_work_taz_business1</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_walk_accessibility_to_retail_for_work_taz_business2</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_walk_accessibility_to_retail_for_work_taz_eat</th>\n",
-       "      <td>5.329379e-02</td>\n",
+       "      <td>0.054262</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_walk_accessibility_to_retail_for_work_taz_eat_business</th>\n",
-       "      <td>-4.690165e-01</td>\n",
+       "      <td>0.248444</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_walk_accessibility_to_retail_for_work_taz_maint</th>\n",
-       "      <td>3.930491e-01</td>\n",
+       "      <td>0.051297</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_workplace_suburban_area_dummy_business1</th>\n",
-       "      <td>-1.102000e-01</td>\n",
+       "      <td>-0.077046</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_workplace_suburban_area_dummy_business2</th>\n",
-       "      <td>-2.204000e-01</td>\n",
+       "      <td>-0.214908</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_workplace_suburban_area_dummy_eat</th>\n",
-       "      <td>-2.916000e-01</td>\n",
+       "      <td>-0.497064</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_workplace_suburban_area_dummy_eat_business</th>\n",
-       "      <td>-4.018000e-01</td>\n",
+       "      <td>-0.496303</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_workplace_suburban_area_dummy_maint</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_workplace_urban_area_dummy_business1</th>\n",
-       "      <td>1.735107e+00</td>\n",
+       "      <td>-0.069849</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_workplace_urban_area_dummy_business2</th>\n",
-       "      <td>1.555922e+00</td>\n",
+       "      <td>-0.530073</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_workplace_urban_area_dummy_eat</th>\n",
-       "      <td>4.533256e+00</td>\n",
+       "      <td>-0.630025</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_workplace_urban_area_dummy_eat_business</th>\n",
-       "      <td>-2.308496e+01</td>\n",
+       "      <td>-0.435462</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_workplace_urban_area_dummy_maint</th>\n",
-       "      <td>1.338238e+01</td>\n",
+       "      <td>-0.212890</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_zero_cars_owned_by_hh_dummy_business1</th>\n",
-       "      <td>-5.268759e-01</td>\n",
+       "      <td>-0.633755</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_zero_cars_owned_by_hh_dummy_business2</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_zero_cars_owned_by_hh_dummy_eat</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_zero_cars_owned_by_hh_dummy_eat_business</th>\n",
-       "      <td>-1.911629e+01</td>\n",
+       "      <td>-0.847707</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_zero_cars_owned_by_hh_dummy_maint</th>\n",
-       "      <td>5.593497e-01</td>\n",
+       "      <td>-0.020836</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
-       "</table></td></tr><tr><td>loglike</td><td style=\"text-align:left;\">-311.0816324383027</td></tr><tr><td>d_loglike</td><td style=\"text-align:left;\"><table border=\"1\" class=\"dataframe\">\n",
+       "</table></td></tr><tr><td>logloss</td><td style=\"text-align:left;\">0.8125481383373976</td></tr><tr><td>d_logloss</td><td style=\"text-align:left;\"><table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
@@ -1933,103 +1986,103 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>coefficient_at_work_sub_tour_asc_business1</th>\n",
-       "      <td>-1.481164e-04</td>\n",
+       "      <td>-2.181632e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_at_work_sub_tour_asc_business2</th>\n",
-       "      <td>-2.230083e-05</td>\n",
+       "      <td>-7.974611e-06</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_at_work_sub_tour_asc_eat</th>\n",
-       "      <td>1.390294e-04</td>\n",
+       "      <td>6.885959e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_at_work_sub_tour_asc_eat_business</th>\n",
-       "      <td>1.539374e-04</td>\n",
+       "      <td>-5.704460e-06</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_at_work_sub_tour_asc_maint</th>\n",
-       "      <td>-1.225496e-04</td>\n",
+       "      <td>-3.336420e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_auto_accessibility_to_retail_for_work_taz_business1</th>\n",
-       "      <td>-1.603725e-03</td>\n",
+       "      <td>1.678059e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_auto_accessibility_to_retail_for_work_taz_business2</th>\n",
-       "      <td>-2.219798e-04</td>\n",
+       "      <td>-7.241747e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_auto_accessibility_to_retail_for_work_taz_eat</th>\n",
-       "      <td>1.752293e-03</td>\n",
+       "      <td>-6.082835e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_auto_accessibility_to_retail_for_work_taz_eat_business</th>\n",
-       "      <td>1.320801e-03</td>\n",
+       "      <td>8.064174e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_auto_accessibility_to_retail_for_work_taz_maint</th>\n",
-       "      <td>-1.247389e-03</td>\n",
+       "      <td>3.582349e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_dummy_for_drive_alone_mode_for_work_tour_business1</th>\n",
-       "      <td>-9.593191e-05</td>\n",
+       "      <td>-4.107213e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_dummy_for_drive_alone_mode_for_work_tour_business2</th>\n",
-       "      <td>-1.354692e-05</td>\n",
+       "      <td>5.986918e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_dummy_for_drive_alone_mode_for_work_tour_eat</th>\n",
-       "      <td>-2.279001e-04</td>\n",
+       "      <td>7.033209e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_dummy_for_drive_alone_mode_for_work_tour_eat_business</th>\n",
-       "      <td>4.011519e-04</td>\n",
+       "      <td>-9.447444e-06</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_dummy_for_drive_alone_mode_for_work_tour_maint</th>\n",
-       "      <td>-6.377298e-05</td>\n",
+       "      <td>-7.968169e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_dummy_for_full_time_worker_business1</th>\n",
-       "      <td>-1.605243e-04</td>\n",
+       "      <td>2.817589e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_dummy_for_full_time_worker_business2</th>\n",
-       "      <td>-2.230083e-05</td>\n",
+       "      <td>3.226183e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_dummy_for_full_time_worker_eat</th>\n",
-       "      <td>7.303158e-05</td>\n",
+       "      <td>1.003712e-04</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_dummy_for_full_time_worker_eat_business</th>\n",
-       "      <td>1.539374e-04</td>\n",
+       "      <td>1.549190e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_dummy_for_full_time_worker_maint</th>\n",
-       "      <td>-4.414386e-05</td>\n",
+       "      <td>-1.763008e-04</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_dummy_for_non_full_time_worker_business1</th>\n",
-       "      <td>1.240794e-05</td>\n",
+       "      <td>-4.999221e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_dummy_for_non_full_time_worker_business2</th>\n",
-       "      <td>-7.261864e-17</td>\n",
+       "      <td>-4.023644e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_dummy_for_non_full_time_worker_eat</th>\n",
-       "      <td>6.599780e-05</td>\n",
+       "      <td>-3.151158e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_dummy_for_non_full_time_worker_eat_business</th>\n",
-       "      <td>-1.086362e-18</td>\n",
+       "      <td>-2.119636e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_dummy_for_non_full_time_worker_maint</th>\n",
-       "      <td>-7.840574e-05</td>\n",
+       "      <td>1.429366e-04</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_dummy_for_non_workers_business1</th>\n",
@@ -2069,227 +2122,227 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_dummy_for_worker_or_student_with_non_mandatory_tour_maint</th>\n",
-       "      <td>-9.311590e-05</td>\n",
+       "      <td>-1.714819e-04</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_high_hh_income_dummy_business1</th>\n",
-       "      <td>-1.000616e-04</td>\n",
+       "      <td>-1.191730e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_high_hh_income_dummy_business2</th>\n",
-       "      <td>-8.753913e-06</td>\n",
+       "      <td>-7.059313e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_high_hh_income_dummy_eat</th>\n",
-       "      <td>-2.221195e-06</td>\n",
+       "      <td>-5.126677e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_high_hh_income_dummy_eat_business</th>\n",
-       "      <td>2.213370e-04</td>\n",
+       "      <td>8.255506e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_high_hh_income_dummy_maint</th>\n",
-       "      <td>-1.103003e-04</td>\n",
+       "      <td>5.122214e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_individual_discretionary_tours_made_by_full_time_worker_business1</th>\n",
-       "      <td>-7.053640e-05</td>\n",
+       "      <td>-1.226983e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_individual_discretionary_tours_made_by_full_time_worker_business2</th>\n",
-       "      <td>-2.791062e-05</td>\n",
+       "      <td>7.360525e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_individual_discretionary_tours_made_by_full_time_worker_eat</th>\n",
-       "      <td>1.818022e-04</td>\n",
+       "      <td>-3.188124e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_individual_discretionary_tours_made_by_full_time_worker_eat_business</th>\n",
-       "      <td>-2.707632e-06</td>\n",
+       "      <td>6.305075e-07</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_individual_discretionary_tours_made_by_full_time_worker_maint</th>\n",
-       "      <td>-8.064758e-05</td>\n",
+       "      <td>-3.008468e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_individual_discretionary_tours_made_by_part_time_worker_business1</th>\n",
-       "      <td>-9.603037e-06</td>\n",
+       "      <td>-2.903966e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_individual_discretionary_tours_made_by_part_time_worker_business2</th>\n",
-       "      <td>-1.629515e-19</td>\n",
+       "      <td>-1.376988e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_individual_discretionary_tours_made_by_part_time_worker_eat</th>\n",
-       "      <td>-3.348668e-07</td>\n",
+       "      <td>2.058728e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_individual_discretionary_tours_made_by_part_time_worker_eat_business</th>\n",
-       "      <td>-1.124861e-22</td>\n",
+       "      <td>-3.015319e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_individual_discretionary_tours_made_by_part_time_worker_maint</th>\n",
-       "      <td>9.937904e-06</td>\n",
+       "      <td>5.237545e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_individual_eating_out_tours_made_by_person_business1</th>\n",
-       "      <td>-7.862028e-05</td>\n",
+       "      <td>-1.667468e-04</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_individual_eating_out_tours_made_by_person_business2</th>\n",
-       "      <td>-8.753608e-06</td>\n",
+       "      <td>-3.264570e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_individual_eating_out_tours_made_by_person_eat</th>\n",
-       "      <td>3.564089e-05</td>\n",
+       "      <td>2.212368e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_individual_eating_out_tours_made_by_person_eat_business</th>\n",
-       "      <td>-1.309491e-07</td>\n",
+       "      <td>9.515601e-06</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_individual_eating_out_tours_made_by_person_maint</th>\n",
-       "      <td>5.186395e-05</td>\n",
+       "      <td>1.677532e-04</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_log_of_the_work_tour_duration_business1</th>\n",
-       "      <td>-3.971369e-04</td>\n",
+       "      <td>1.043468e-04</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_log_of_the_work_tour_duration_business2</th>\n",
-       "      <td>-2.991023e-05</td>\n",
+       "      <td>8.913429e-06</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_log_of_the_work_tour_duration_eat</th>\n",
-       "      <td>3.149096e-04</td>\n",
+       "      <td>1.295254e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_log_of_the_work_tour_duration_eat_business</th>\n",
-       "      <td>3.910540e-04</td>\n",
+       "      <td>-1.066273e-04</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_log_of_the_work_tour_duration_maint</th>\n",
-       "      <td>-2.789165e-04</td>\n",
+       "      <td>-1.958540e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_main_shop_escort_tours_allocated_to_full_time_worker_business1</th>\n",
-       "      <td>8.932382e-06</td>\n",
+       "      <td>4.643980e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_main_shop_escort_tours_allocated_to_full_time_worker_business2</th>\n",
-       "      <td>-1.299699e-05</td>\n",
+       "      <td>-2.188999e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_main_shop_escort_tours_allocated_to_full_time_worker_eat</th>\n",
-       "      <td>-8.667554e-05</td>\n",
+       "      <td>1.650779e-04</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_main_shop_escort_tours_allocated_to_full_time_worker_eat_business</th>\n",
-       "      <td>-1.119625e-08</td>\n",
+       "      <td>4.743178e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_main_shop_escort_tours_allocated_to_full_time_worker_maint</th>\n",
-       "      <td>9.075134e-05</td>\n",
+       "      <td>-2.370595e-04</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_main_shop_escort_tours_allocated_to_part_time_worker_business1</th>\n",
-       "      <td>-4.914227e-10</td>\n",
+       "      <td>2.357735e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_main_shop_escort_tours_allocated_to_part_time_worker_business2</th>\n",
-       "      <td>-2.173636e-16</td>\n",
+       "      <td>-1.188907e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_main_shop_escort_tours_allocated_to_part_time_worker_eat</th>\n",
-       "      <td>-2.658044e-06</td>\n",
+       "      <td>7.570065e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_main_shop_escort_tours_allocated_to_part_time_worker_eat_business</th>\n",
-       "      <td>-7.964540e-24</td>\n",
+       "      <td>-3.983432e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_main_shop_escort_tours_allocated_to_part_time_worker_maint</th>\n",
-       "      <td>2.658536e-06</td>\n",
+       "      <td>-4.755461e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_medium_hh_income_dummy_business1</th>\n",
-       "      <td>-5.984683e-05</td>\n",
+       "      <td>3.482667e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_medium_hh_income_dummy_business2</th>\n",
-       "      <td>-8.619829e-27</td>\n",
+       "      <td>5.769942e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_medium_hh_income_dummy_eat</th>\n",
-       "      <td>1.446985e-04</td>\n",
+       "      <td>-5.137537e-06</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_medium_hh_income_dummy_eat_business</th>\n",
-       "      <td>-6.509501e-05</td>\n",
+       "      <td>-5.711674e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_medium_hh_income_dummy_maint</th>\n",
-       "      <td>-1.975668e-05</td>\n",
+       "      <td>-3.027181e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_participation_in_joint_discretionary_tours_business1</th>\n",
-       "      <td>1.633148e-05</td>\n",
+       "      <td>-5.693164e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_participation_in_joint_discretionary_tours_business2</th>\n",
-       "      <td>-3.971146e-26</td>\n",
+       "      <td>7.289406e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_participation_in_joint_discretionary_tours_eat</th>\n",
-       "      <td>8.138286e-05</td>\n",
+       "      <td>1.061065e-04</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_participation_in_joint_discretionary_tours_eat_business</th>\n",
-       "      <td>-5.416119e-05</td>\n",
+       "      <td>-9.568225e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_participation_in_joint_discretionary_tours_maint</th>\n",
-       "      <td>-4.355316e-05</td>\n",
+       "      <td>-2.638670e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_participation_in_joint_shop_main_eat_tours_business1</th>\n",
-       "      <td>-1.005486e-04</td>\n",
+       "      <td>4.632880e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_participation_in_joint_shop_main_eat_tours_business2</th>\n",
-       "      <td>-1.490847e-15</td>\n",
+       "      <td>7.216085e-07</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_participation_in_joint_shop_main_eat_tours_eat</th>\n",
-       "      <td>1.024581e-04</td>\n",
+       "      <td>-6.996621e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_participation_in_joint_shop_main_eat_tours_eat_business</th>\n",
-       "      <td>-8.904994e-07</td>\n",
+       "      <td>1.708229e-06</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_participation_in_joint_shop_main_eat_tours_maint</th>\n",
-       "      <td>-1.018973e-06</td>\n",
+       "      <td>2.120756e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_two_work_tours_by_person_business1</th>\n",
-       "      <td>7.076435e-05</td>\n",
+       "      <td>9.533131e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_two_work_tours_by_person_business2</th>\n",
-       "      <td>-3.049929e-10</td>\n",
+       "      <td>-7.711784e-06</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_two_work_tours_by_person_eat</th>\n",
-       "      <td>1.336457e-05</td>\n",
+       "      <td>-5.696558e-06</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_two_work_tours_by_person_eat_business</th>\n",
-       "      <td>-1.430779e-06</td>\n",
+       "      <td>-5.510631e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_two_work_tours_by_person_maint</th>\n",
-       "      <td>-8.269783e-05</td>\n",
+       "      <td>-2.681666e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_walk_accessibility_to_retail_for_work_taz_business1</th>\n",
@@ -2301,31 +2354,31 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_walk_accessibility_to_retail_for_work_taz_eat</th>\n",
-       "      <td>2.395850e-03</td>\n",
+       "      <td>8.877549e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_walk_accessibility_to_retail_for_work_taz_eat_business</th>\n",
-       "      <td>-5.362286e-04</td>\n",
+       "      <td>5.191476e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_walk_accessibility_to_retail_for_work_taz_maint</th>\n",
-       "      <td>-6.315696e-04</td>\n",
+       "      <td>-3.267917e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_workplace_suburban_area_dummy_business1</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>-2.911572e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_workplace_suburban_area_dummy_business2</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>-3.969147e-06</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_workplace_suburban_area_dummy_eat</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>2.978185e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_workplace_suburban_area_dummy_eat_business</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>-8.309287e-06</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_workplace_suburban_area_dummy_maint</th>\n",
@@ -2333,27 +2386,27 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_workplace_urban_area_dummy_business1</th>\n",
-       "      <td>-1.481164e-04</td>\n",
+       "      <td>7.299400e-06</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_workplace_urban_area_dummy_business2</th>\n",
-       "      <td>-2.230083e-05</td>\n",
+       "      <td>-4.005464e-06</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_workplace_urban_area_dummy_eat</th>\n",
-       "      <td>1.390294e-04</td>\n",
+       "      <td>3.907774e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_workplace_urban_area_dummy_eat_business</th>\n",
-       "      <td>1.539374e-04</td>\n",
+       "      <td>2.604827e-06</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_workplace_urban_area_dummy_maint</th>\n",
-       "      <td>-1.225496e-04</td>\n",
+       "      <td>-4.497650e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_zero_cars_owned_by_hh_dummy_business1</th>\n",
-       "      <td>-2.241883e-04</td>\n",
+       "      <td>-1.324894e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_zero_cars_owned_by_hh_dummy_business2</th>\n",
@@ -2365,52 +2418,52 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_zero_cars_owned_by_hh_dummy_eat_business</th>\n",
-       "      <td>-4.538836e-09</td>\n",
+       "      <td>-8.057484e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coefficient_zero_cars_owned_by_hh_dummy_maint</th>\n",
-       "      <td>-3.467043e-05</td>\n",
+       "      <td>-2.405112e-05</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
-       "</table></td></tr><tr><td>nit</td><td style=\"text-align:left;\">75</td></tr><tr><td>nfev</td><td style=\"text-align:left;\">115</td></tr><tr><td>njev</td><td style=\"text-align:left;\">75</td></tr><tr><td>status</td><td style=\"text-align:left;\">0</td></tr><tr><td>message</td><td style=\"text-align:left;\">'Optimization terminated successfully'</td></tr><tr><td>success</td><td style=\"text-align:left;\">True</td></tr><tr><td>elapsed_time</td><td style=\"text-align:left;\">0:00:01.501390</td></tr><tr><td>method</td><td style=\"text-align:left;\">'SLSQP'</td></tr><tr><td>n_cases</td><td style=\"text-align:left;\">460</td></tr><tr><td>iteration_number</td><td style=\"text-align:left;\">75</td></tr><tr><td>logloss</td><td style=\"text-align:left;\">0.6762644183441363</td></tr></table></div>"
+       "</table></td></tr><tr><td>nit</td><td style=\"text-align:left;\">100</td></tr><tr><td>nfev</td><td style=\"text-align:left;\">104</td></tr><tr><td>njev</td><td style=\"text-align:left;\">100</td></tr><tr><td>status</td><td style=\"text-align:left;\">0</td></tr><tr><td>message</td><td style=\"text-align:left;\">'Optimization terminated successfully'</td></tr><tr><td>success</td><td style=\"text-align:left;\">True</td></tr><tr><td>elapsed_time</td><td style=\"text-align:left;\">0:00:00.874759</td></tr><tr><td>method</td><td style=\"text-align:left;\">'SLSQP'</td></tr><tr><td>n_cases</td><td style=\"text-align:left;\">5947</td></tr><tr><td>iteration_number</td><td style=\"text-align:left;\">100</td></tr><tr><td>loglike</td><td style=\"text-align:left;\">-4832.223778692503</td></tr></table></div>"
       ],
       "text/plain": [
-       "┣                x: coefficient_at_work_sub_tour_asc_business1               1.421407\n",
-       "┃                   coefficient_at_work_sub_tour_asc_business2              -0.130778\n",
-       "┃                   coefficient_at_work_sub_tour_asc_eat                     5.809056\n",
-       "┃                   coefficient_at_work_sub_tour_asc_eat_business          -23.415363\n",
-       "┃                   coefficient_at_work_sub_tour_asc_maint                  12.910479\n",
-       "┃                                                                             ...    \n",
-       "┃                   coefficient_zero_cars_owned_by_hh_dummy_business1       -0.526876\n",
-       "┃                   coefficient_zero_cars_owned_by_hh_dummy_business2        0.000000\n",
-       "┃                   coefficient_zero_cars_owned_by_hh_dummy_eat              0.000000\n",
-       "┃                   coefficient_zero_cars_owned_by_hh_dummy_eat_business   -19.116288\n",
-       "┃                   coefficient_zero_cars_owned_by_hh_dummy_maint            0.559350\n",
+       "┣                x: coefficient_at_work_sub_tour_asc_business1             -0.350395\n",
+       "┃                   coefficient_at_work_sub_tour_asc_business2             -2.211281\n",
+       "┃                   coefficient_at_work_sub_tour_asc_eat                    0.440311\n",
+       "┃                   coefficient_at_work_sub_tour_asc_eat_business          -0.860366\n",
+       "┃                   coefficient_at_work_sub_tour_asc_maint                 -0.423469\n",
+       "┃                                                                             ...   \n",
+       "┃                   coefficient_zero_cars_owned_by_hh_dummy_business1      -0.633755\n",
+       "┃                   coefficient_zero_cars_owned_by_hh_dummy_business2       0.000000\n",
+       "┃                   coefficient_zero_cars_owned_by_hh_dummy_eat             0.000000\n",
+       "┃                   coefficient_zero_cars_owned_by_hh_dummy_eat_business   -0.847707\n",
+       "┃                   coefficient_zero_cars_owned_by_hh_dummy_maint          -0.020836\n",
        "┃                   Length: 110, dtype: float64\n",
-       "┣          loglike: -311.0816324383027\n",
-       "┣        d_loglike: coefficient_at_work_sub_tour_asc_business1             -1.481164e-04\n",
-       "┃                   coefficient_at_work_sub_tour_asc_business2             -2.230083e-05\n",
-       "┃                   coefficient_at_work_sub_tour_asc_eat                    1.390294e-04\n",
-       "┃                   coefficient_at_work_sub_tour_asc_eat_business           1.539374e-04\n",
-       "┃                   coefficient_at_work_sub_tour_asc_maint                 -1.225496e-04\n",
-       "┃                                                                               ...     \n",
-       "┃                   coefficient_zero_cars_owned_by_hh_dummy_business1      -2.241883e-04\n",
-       "┃                   coefficient_zero_cars_owned_by_hh_dummy_business2       0.000000e+00\n",
-       "┃                   coefficient_zero_cars_owned_by_hh_dummy_eat             0.000000e+00\n",
-       "┃                   coefficient_zero_cars_owned_by_hh_dummy_eat_business   -4.538836e-09\n",
-       "┃                   coefficient_zero_cars_owned_by_hh_dummy_maint          -3.467043e-05\n",
+       "┣          logloss: 0.8125481383373976\n",
+       "┣        d_logloss: coefficient_at_work_sub_tour_asc_business1             -0.000022\n",
+       "┃                   coefficient_at_work_sub_tour_asc_business2             -0.000008\n",
+       "┃                   coefficient_at_work_sub_tour_asc_eat                    0.000069\n",
+       "┃                   coefficient_at_work_sub_tour_asc_eat_business          -0.000006\n",
+       "┃                   coefficient_at_work_sub_tour_asc_maint                 -0.000033\n",
+       "┃                                                                             ...   \n",
+       "┃                   coefficient_zero_cars_owned_by_hh_dummy_business1      -0.000013\n",
+       "┃                   coefficient_zero_cars_owned_by_hh_dummy_business2       0.000000\n",
+       "┃                   coefficient_zero_cars_owned_by_hh_dummy_eat             0.000000\n",
+       "┃                   coefficient_zero_cars_owned_by_hh_dummy_eat_business   -0.000081\n",
+       "┃                   coefficient_zero_cars_owned_by_hh_dummy_maint          -0.000024\n",
        "┃                   Length: 110, dtype: float64\n",
-       "┣              nit: 75\n",
-       "┣             nfev: 115\n",
-       "┣             njev: 75\n",
+       "┣              nit: 100\n",
+       "┣             nfev: 104\n",
+       "┣             njev: 100\n",
        "┣           status: 0\n",
        "┣          message: 'Optimization terminated successfully'\n",
        "┣          success: True\n",
-       "┣     elapsed_time: datetime.timedelta(seconds=1, microseconds=501390)\n",
+       "┣     elapsed_time: datetime.timedelta(microseconds=874759)\n",
        "┣           method: 'SLSQP'\n",
-       "┣          n_cases: 460\n",
-       "┣ iteration_number: 75\n",
-       "┣          logloss: 0.6762644183441363"
+       "┣          n_cases: 5947\n",
+       "┣ iteration_number: 100\n",
+       "┣          loglike: -4832.223778692503"
       ]
      },
      "execution_count": 7,
@@ -2419,7 +2472,7 @@
     }
    ],
    "source": [
-    "model.estimate(method='SLSQP')"
+    "model.estimate(method='SLSQP', maxiter=900)"
    ]
   },
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-       "            font-family: monospace;\n",
-       "        }</style><table id=\"T_5ab08_\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >Value</th>        <th class=\"col_heading level0 col1\" >Std Err</th>        <th class=\"col_heading level0 col2\" >t Stat</th>        <th class=\"col_heading level0 col3\" >Signif</th>        <th class=\"col_heading level0 col4\" >Like Ratio</th>        <th class=\"col_heading level0 col5\" >Null Value</th>        <th class=\"col_heading level0 col6\" >Constrained</th>    </tr></thead><tbody>\n",
-       "                <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row0\" class=\"row_heading level0 row0\" >coefficient_at_work_sub_tour_asc_business1</th>\n",
-       "                        <td id=\"T_5ab08_row0_col0\" class=\"data row0 col0\" > 1.42</td>\n",
-       "                        <td id=\"T_5ab08_row0_col1\" class=\"data row0 col1\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row0_col2\" class=\"data row0 col2\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row0_col3\" class=\"data row0 col3\" >[***]</td>\n",
-       "                        <td id=\"T_5ab08_row0_col4\" class=\"data row0 col4\" > 29.59</td>\n",
-       "                        <td id=\"T_5ab08_row0_col5\" class=\"data row0 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row0_col6\" class=\"data row0 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row1\" class=\"row_heading level0 row1\" >coefficient_at_work_sub_tour_asc_business2</th>\n",
-       "                        <td id=\"T_5ab08_row1_col0\" class=\"data row1 col0\" >-0.131</td>\n",
-       "                        <td id=\"T_5ab08_row1_col1\" class=\"data row1 col1\" > 1.51e+04</td>\n",
-       "                        <td id=\"T_5ab08_row1_col2\" class=\"data row1 col2\" >-0.00</td>\n",
-       "                        <td id=\"T_5ab08_row1_col3\" class=\"data row1 col3\" ></td>\n",
-       "                        <td id=\"T_5ab08_row1_col4\" class=\"data row1 col4\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row1_col5\" class=\"data row1 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row1_col6\" class=\"data row1 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row2\" class=\"row_heading level0 row2\" >coefficient_at_work_sub_tour_asc_eat</th>\n",
-       "                        <td id=\"T_5ab08_row2_col0\" class=\"data row2 col0\" > 5.81</td>\n",
-       "                        <td id=\"T_5ab08_row2_col1\" class=\"data row2 col1\" > 484.</td>\n",
-       "                        <td id=\"T_5ab08_row2_col2\" class=\"data row2 col2\" > 0.01</td>\n",
-       "                        <td id=\"T_5ab08_row2_col3\" class=\"data row2 col3\" ></td>\n",
-       "                        <td id=\"T_5ab08_row2_col4\" class=\"data row2 col4\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row2_col5\" class=\"data row2 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row2_col6\" class=\"data row2 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row3\" class=\"row_heading level0 row3\" >coefficient_at_work_sub_tour_asc_eat_business</th>\n",
-       "                        <td id=\"T_5ab08_row3_col0\" class=\"data row3 col0\" >-23.4</td>\n",
-       "                        <td id=\"T_5ab08_row3_col1\" class=\"data row3 col1\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row3_col2\" class=\"data row3 col2\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row3_col3\" class=\"data row3 col3\" >[***]</td>\n",
-       "                        <td id=\"T_5ab08_row3_col4\" class=\"data row3 col4\" > BIG</td>\n",
-       "                        <td id=\"T_5ab08_row3_col5\" class=\"data row3 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row3_col6\" class=\"data row3 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row4\" class=\"row_heading level0 row4\" >coefficient_at_work_sub_tour_asc_maint</th>\n",
-       "                        <td id=\"T_5ab08_row4_col0\" class=\"data row4 col0\" > 12.9</td>\n",
-       "                        <td id=\"T_5ab08_row4_col1\" class=\"data row4 col1\" > 523.</td>\n",
-       "                        <td id=\"T_5ab08_row4_col2\" class=\"data row4 col2\" > 0.02</td>\n",
-       "                        <td id=\"T_5ab08_row4_col3\" class=\"data row4 col3\" ></td>\n",
-       "                        <td id=\"T_5ab08_row4_col4\" class=\"data row4 col4\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row4_col5\" class=\"data row4 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row4_col6\" class=\"data row4 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row5\" class=\"row_heading level0 row5\" >coefficient_auto_accessibility_to_retail_for_work_taz_business1</th>\n",
-       "                        <td id=\"T_5ab08_row5_col0\" class=\"data row5 col0\" >-0.235</td>\n",
-       "                        <td id=\"T_5ab08_row5_col1\" class=\"data row5 col1\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row5_col2\" class=\"data row5 col2\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row5_col3\" class=\"data row5 col3\" >[***]</td>\n",
-       "                        <td id=\"T_5ab08_row5_col4\" class=\"data row5 col4\" > 181.30</td>\n",
-       "                        <td id=\"T_5ab08_row5_col5\" class=\"data row5 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row5_col6\" class=\"data row5 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row6\" class=\"row_heading level0 row6\" >coefficient_auto_accessibility_to_retail_for_work_taz_business2</th>\n",
-       "                        <td id=\"T_5ab08_row6_col0\" class=\"data row6 col0\" > 2.95</td>\n",
-       "                        <td id=\"T_5ab08_row6_col1\" class=\"data row6 col1\" > 2.55e+03</td>\n",
-       "                        <td id=\"T_5ab08_row6_col2\" class=\"data row6 col2\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row6_col3\" class=\"data row6 col3\" ></td>\n",
-       "                        <td id=\"T_5ab08_row6_col4\" class=\"data row6 col4\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row6_col5\" class=\"data row6 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row6_col6\" class=\"data row6 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row7\" class=\"row_heading level0 row7\" >coefficient_auto_accessibility_to_retail_for_work_taz_eat</th>\n",
-       "                        <td id=\"T_5ab08_row7_col0\" class=\"data row7 col0\" >-0.761</td>\n",
-       "                        <td id=\"T_5ab08_row7_col1\" class=\"data row7 col1\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row7_col2\" class=\"data row7 col2\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row7_col3\" class=\"data row7 col3\" >[***]</td>\n",
-       "                        <td id=\"T_5ab08_row7_col4\" class=\"data row7 col4\" > 714.04</td>\n",
-       "                        <td id=\"T_5ab08_row7_col5\" class=\"data row7 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row7_col6\" class=\"data row7 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row8\" class=\"row_heading level0 row8\" >coefficient_auto_accessibility_to_retail_for_work_taz_eat_business</th>\n",
-       "                        <td id=\"T_5ab08_row8_col0\" class=\"data row8 col0\" > 1.52</td>\n",
-       "                        <td id=\"T_5ab08_row8_col1\" class=\"data row8 col1\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row8_col2\" class=\"data row8 col2\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row8_col3\" class=\"data row8 col3\" >[***]</td>\n",
-       "                        <td id=\"T_5ab08_row8_col4\" class=\"data row8 col4\" > 41.92</td>\n",
-       "                        <td id=\"T_5ab08_row8_col5\" class=\"data row8 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row8_col6\" class=\"data row8 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row9\" class=\"row_heading level0 row9\" >coefficient_auto_accessibility_to_retail_for_work_taz_maint</th>\n",
-       "                        <td id=\"T_5ab08_row9_col0\" class=\"data row9 col0\" >-3.20</td>\n",
-       "                        <td id=\"T_5ab08_row9_col1\" class=\"data row9 col1\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row9_col2\" class=\"data row9 col2\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row9_col3\" class=\"data row9 col3\" >[***]</td>\n",
-       "                        <td id=\"T_5ab08_row9_col4\" class=\"data row9 col4\" > BIG</td>\n",
-       "                        <td id=\"T_5ab08_row9_col5\" class=\"data row9 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row9_col6\" class=\"data row9 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row10\" class=\"row_heading level0 row10\" >coefficient_dummy_for_drive_alone_mode_for_work_tour_business1</th>\n",
-       "                        <td id=\"T_5ab08_row10_col0\" class=\"data row10 col0\" > 3.94</td>\n",
-       "                        <td id=\"T_5ab08_row10_col1\" class=\"data row10 col1\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row10_col2\" class=\"data row10 col2\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row10_col3\" class=\"data row10 col3\" >[***]</td>\n",
-       "                        <td id=\"T_5ab08_row10_col4\" class=\"data row10 col4\" > 77.39</td>\n",
-       "                        <td id=\"T_5ab08_row10_col5\" class=\"data row10 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row10_col6\" class=\"data row10 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row11\" class=\"row_heading level0 row11\" >coefficient_dummy_for_drive_alone_mode_for_work_tour_business2</th>\n",
-       "                        <td id=\"T_5ab08_row11_col0\" class=\"data row11 col0\" >-7.29</td>\n",
-       "                        <td id=\"T_5ab08_row11_col1\" class=\"data row11 col1\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row11_col2\" class=\"data row11 col2\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row11_col3\" class=\"data row11 col3\" >[]</td>\n",
-       "                        <td id=\"T_5ab08_row11_col4\" class=\"data row11 col4\" > 0.02</td>\n",
-       "                        <td id=\"T_5ab08_row11_col5\" class=\"data row11 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row11_col6\" class=\"data row11 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row12\" class=\"row_heading level0 row12\" >coefficient_dummy_for_drive_alone_mode_for_work_tour_eat</th>\n",
-       "                        <td id=\"T_5ab08_row12_col0\" class=\"data row12 col0\" > 3.22</td>\n",
-       "                        <td id=\"T_5ab08_row12_col1\" class=\"data row12 col1\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row12_col2\" class=\"data row12 col2\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row12_col3\" class=\"data row12 col3\" >[***]</td>\n",
-       "                        <td id=\"T_5ab08_row12_col4\" class=\"data row12 col4\" > 201.21</td>\n",
-       "                        <td id=\"T_5ab08_row12_col5\" class=\"data row12 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row12_col6\" class=\"data row12 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row13\" class=\"row_heading level0 row13\" >coefficient_dummy_for_drive_alone_mode_for_work_tour_eat_business</th>\n",
-       "                        <td id=\"T_5ab08_row13_col0\" class=\"data row13 col0\" > 2.33</td>\n",
-       "                        <td id=\"T_5ab08_row13_col1\" class=\"data row13 col1\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row13_col2\" class=\"data row13 col2\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row13_col3\" class=\"data row13 col3\" >[]</td>\n",
-       "                        <td id=\"T_5ab08_row13_col4\" class=\"data row13 col4\" > 1.40</td>\n",
-       "                        <td id=\"T_5ab08_row13_col5\" class=\"data row13 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row13_col6\" class=\"data row13 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row14\" class=\"row_heading level0 row14\" >coefficient_dummy_for_drive_alone_mode_for_work_tour_maint</th>\n",
-       "                        <td id=\"T_5ab08_row14_col0\" class=\"data row14 col0\" > 3.87</td>\n",
-       "                        <td id=\"T_5ab08_row14_col1\" class=\"data row14 col1\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row14_col2\" class=\"data row14 col2\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row14_col3\" class=\"data row14 col3\" >[***]</td>\n",
-       "                        <td id=\"T_5ab08_row14_col4\" class=\"data row14 col4\" > 79.47</td>\n",
-       "                        <td id=\"T_5ab08_row14_col5\" class=\"data row14 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row14_col6\" class=\"data row14 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row15\" class=\"row_heading level0 row15\" >coefficient_dummy_for_full_time_worker_business1</th>\n",
-       "                        <td id=\"T_5ab08_row15_col0\" class=\"data row15 col0\" >-11.4</td>\n",
-       "                        <td id=\"T_5ab08_row15_col1\" class=\"data row15 col1\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row15_col2\" class=\"data row15 col2\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row15_col3\" class=\"data row15 col3\" >[***]</td>\n",
-       "                        <td id=\"T_5ab08_row15_col4\" class=\"data row15 col4\" > BIG</td>\n",
-       "                        <td id=\"T_5ab08_row15_col5\" class=\"data row15 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row15_col6\" class=\"data row15 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row16\" class=\"row_heading level0 row16\" >coefficient_dummy_for_full_time_worker_business2</th>\n",
-       "                        <td id=\"T_5ab08_row16_col0\" class=\"data row16 col0\" >-13.8</td>\n",
-       "                        <td id=\"T_5ab08_row16_col1\" class=\"data row16 col1\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row16_col2\" class=\"data row16 col2\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row16_col3\" class=\"data row16 col3\" >[**]</td>\n",
-       "                        <td id=\"T_5ab08_row16_col4\" class=\"data row16 col4\" > 5.21</td>\n",
-       "                        <td id=\"T_5ab08_row16_col5\" class=\"data row16 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row16_col6\" class=\"data row16 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row17\" class=\"row_heading level0 row17\" >coefficient_dummy_for_full_time_worker_eat</th>\n",
-       "                        <td id=\"T_5ab08_row17_col0\" class=\"data row17 col0\" >-9.55</td>\n",
-       "                        <td id=\"T_5ab08_row17_col1\" class=\"data row17 col1\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row17_col2\" class=\"data row17 col2\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row17_col3\" class=\"data row17 col3\" >[***]</td>\n",
-       "                        <td id=\"T_5ab08_row17_col4\" class=\"data row17 col4\" > 827.25</td>\n",
-       "                        <td id=\"T_5ab08_row17_col5\" class=\"data row17 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row17_col6\" class=\"data row17 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row18\" class=\"row_heading level0 row18\" >coefficient_dummy_for_full_time_worker_eat_business</th>\n",
-       "                        <td id=\"T_5ab08_row18_col0\" class=\"data row18 col0\" >-11.2</td>\n",
-       "                        <td id=\"T_5ab08_row18_col1\" class=\"data row18 col1\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row18_col2\" class=\"data row18 col2\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row18_col3\" class=\"data row18 col3\" >[***]</td>\n",
-       "                        <td id=\"T_5ab08_row18_col4\" class=\"data row18 col4\" > BIG</td>\n",
-       "                        <td id=\"T_5ab08_row18_col5\" class=\"data row18 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row18_col6\" class=\"data row18 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row19\" class=\"row_heading level0 row19\" >coefficient_dummy_for_full_time_worker_maint</th>\n",
-       "                        <td id=\"T_5ab08_row19_col0\" class=\"data row19 col0\" >-5.88</td>\n",
-       "                        <td id=\"T_5ab08_row19_col1\" class=\"data row19 col1\" > 260.</td>\n",
-       "                        <td id=\"T_5ab08_row19_col2\" class=\"data row19 col2\" >-0.02</td>\n",
-       "                        <td id=\"T_5ab08_row19_col3\" class=\"data row19 col3\" ></td>\n",
-       "                        <td id=\"T_5ab08_row19_col4\" class=\"data row19 col4\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row19_col5\" class=\"data row19 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row19_col6\" class=\"data row19 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row20\" class=\"row_heading level0 row20\" >coefficient_dummy_for_non_full_time_worker_business1</th>\n",
-       "                        <td id=\"T_5ab08_row20_col0\" class=\"data row20 col0\" >-2.37</td>\n",
-       "                        <td id=\"T_5ab08_row20_col1\" class=\"data row20 col1\" > 1.09e+03</td>\n",
-       "                        <td id=\"T_5ab08_row20_col2\" class=\"data row20 col2\" >-0.00</td>\n",
-       "                        <td id=\"T_5ab08_row20_col3\" class=\"data row20 col3\" ></td>\n",
-       "                        <td id=\"T_5ab08_row20_col4\" class=\"data row20 col4\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row20_col5\" class=\"data row20 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row20_col6\" class=\"data row20 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row21\" class=\"row_heading level0 row21\" >coefficient_dummy_for_non_full_time_worker_business2</th>\n",
-       "                        <td id=\"T_5ab08_row21_col0\" class=\"data row21 col0\" >-12.7</td>\n",
-       "                        <td id=\"T_5ab08_row21_col1\" class=\"data row21 col1\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row21_col2\" class=\"data row21 col2\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row21_col3\" class=\"data row21 col3\" >[]</td>\n",
-       "                        <td id=\"T_5ab08_row21_col4\" class=\"data row21 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row21_col5\" class=\"data row21 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row21_col6\" class=\"data row21 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row22\" class=\"row_heading level0 row22\" >coefficient_dummy_for_non_full_time_worker_eat</th>\n",
-       "                        <td id=\"T_5ab08_row22_col0\" class=\"data row22 col0\" >-1.39</td>\n",
-       "                        <td id=\"T_5ab08_row22_col1\" class=\"data row22 col1\" > 1.96e+03</td>\n",
-       "                        <td id=\"T_5ab08_row22_col2\" class=\"data row22 col2\" >-0.00</td>\n",
-       "                        <td id=\"T_5ab08_row22_col3\" class=\"data row22 col3\" ></td>\n",
-       "                        <td id=\"T_5ab08_row22_col4\" class=\"data row22 col4\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row22_col5\" class=\"data row22 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row22_col6\" class=\"data row22 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row23\" class=\"row_heading level0 row23\" >coefficient_dummy_for_non_full_time_worker_eat_business</th>\n",
-       "                        <td id=\"T_5ab08_row23_col0\" class=\"data row23 col0\" >-40.8</td>\n",
-       "                        <td id=\"T_5ab08_row23_col1\" class=\"data row23 col1\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row23_col2\" class=\"data row23 col2\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row23_col3\" class=\"data row23 col3\" >[]</td>\n",
-       "                        <td id=\"T_5ab08_row23_col4\" class=\"data row23 col4\" > 1.24</td>\n",
-       "                        <td id=\"T_5ab08_row23_col5\" class=\"data row23 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row23_col6\" class=\"data row23 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row24\" class=\"row_heading level0 row24\" >coefficient_dummy_for_non_full_time_worker_maint</th>\n",
-       "                        <td id=\"T_5ab08_row24_col0\" class=\"data row24 col0\" > 3.10</td>\n",
-       "                        <td id=\"T_5ab08_row24_col1\" class=\"data row24 col1\" > 2.40e+03</td>\n",
-       "                        <td id=\"T_5ab08_row24_col2\" class=\"data row24 col2\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row24_col3\" class=\"data row24 col3\" ></td>\n",
-       "                        <td id=\"T_5ab08_row24_col4\" class=\"data row24 col4\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row24_col5\" class=\"data row24 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row24_col6\" class=\"data row24 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row25\" class=\"row_heading level0 row25\" >coefficient_dummy_for_non_workers_business1</th>\n",
-       "                        <td id=\"T_5ab08_row25_col0\" class=\"data row25 col0\" >-5.00</td>\n",
-       "                        <td id=\"T_5ab08_row25_col1\" class=\"data row25 col1\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row25_col2\" class=\"data row25 col2\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row25_col3\" class=\"data row25 col3\" ></td>\n",
-       "                        <td id=\"T_5ab08_row25_col4\" class=\"data row25 col4\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row25_col5\" class=\"data row25 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row25_col6\" class=\"data row25 col6\" >fixed value</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row26\" class=\"row_heading level0 row26\" >coefficient_dummy_for_non_workers_business2</th>\n",
-       "                        <td id=\"T_5ab08_row26_col0\" class=\"data row26 col0\" >-5.00</td>\n",
-       "                        <td id=\"T_5ab08_row26_col1\" class=\"data row26 col1\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row26_col2\" class=\"data row26 col2\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row26_col3\" class=\"data row26 col3\" ></td>\n",
-       "                        <td id=\"T_5ab08_row26_col4\" class=\"data row26 col4\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row26_col5\" class=\"data row26 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row26_col6\" class=\"data row26 col6\" >fixed value</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row27\" class=\"row_heading level0 row27\" >coefficient_dummy_for_non_workers_eat</th>\n",
-       "                        <td id=\"T_5ab08_row27_col0\" class=\"data row27 col0\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row27_col1\" class=\"data row27 col1\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row27_col2\" class=\"data row27 col2\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row27_col3\" class=\"data row27 col3\" ></td>\n",
-       "                        <td id=\"T_5ab08_row27_col4\" class=\"data row27 col4\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row27_col5\" class=\"data row27 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row27_col6\" class=\"data row27 col6\" >fixed value</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row28\" class=\"row_heading level0 row28\" >coefficient_dummy_for_non_workers_eat_business</th>\n",
-       "                        <td id=\"T_5ab08_row28_col0\" class=\"data row28 col0\" >-5.00</td>\n",
-       "                        <td id=\"T_5ab08_row28_col1\" class=\"data row28 col1\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row28_col2\" class=\"data row28 col2\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row28_col3\" class=\"data row28 col3\" ></td>\n",
-       "                        <td id=\"T_5ab08_row28_col4\" class=\"data row28 col4\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row28_col5\" class=\"data row28 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row28_col6\" class=\"data row28 col6\" >fixed value</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row29\" class=\"row_heading level0 row29\" >coefficient_dummy_for_non_workers_maint</th>\n",
-       "                        <td id=\"T_5ab08_row29_col0\" class=\"data row29 col0\" >-5.00</td>\n",
-       "                        <td id=\"T_5ab08_row29_col1\" class=\"data row29 col1\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row29_col2\" class=\"data row29 col2\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row29_col3\" class=\"data row29 col3\" ></td>\n",
-       "                        <td id=\"T_5ab08_row29_col4\" class=\"data row29 col4\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row29_col5\" class=\"data row29 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row29_col6\" class=\"data row29 col6\" >fixed value</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row30\" class=\"row_heading level0 row30\" >coefficient_dummy_for_worker_or_student_with_non_mandatory_tour_business1</th>\n",
-       "                        <td id=\"T_5ab08_row30_col0\" class=\"data row30 col0\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row30_col1\" class=\"data row30 col1\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row30_col2\" class=\"data row30 col2\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row30_col3\" class=\"data row30 col3\" ></td>\n",
-       "                        <td id=\"T_5ab08_row30_col4\" class=\"data row30 col4\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row30_col5\" class=\"data row30 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row30_col6\" class=\"data row30 col6\" >fixed value</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row31\" class=\"row_heading level0 row31\" >coefficient_dummy_for_worker_or_student_with_non_mandatory_tour_business2</th>\n",
-       "                        <td id=\"T_5ab08_row31_col0\" class=\"data row31 col0\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row31_col1\" class=\"data row31 col1\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row31_col2\" class=\"data row31 col2\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row31_col3\" class=\"data row31 col3\" ></td>\n",
-       "                        <td id=\"T_5ab08_row31_col4\" class=\"data row31 col4\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row31_col5\" class=\"data row31 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row31_col6\" class=\"data row31 col6\" >fixed value</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row32\" class=\"row_heading level0 row32\" >coefficient_dummy_for_worker_or_student_with_non_mandatory_tour_eat</th>\n",
-       "                        <td id=\"T_5ab08_row32_col0\" class=\"data row32 col0\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row32_col1\" class=\"data row32 col1\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row32_col2\" class=\"data row32 col2\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row32_col3\" class=\"data row32 col3\" ></td>\n",
-       "                        <td id=\"T_5ab08_row32_col4\" class=\"data row32 col4\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row32_col5\" class=\"data row32 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row32_col6\" class=\"data row32 col6\" >fixed value</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row33\" class=\"row_heading level0 row33\" >coefficient_dummy_for_worker_or_student_with_non_mandatory_tour_eat_business</th>\n",
-       "                        <td id=\"T_5ab08_row33_col0\" class=\"data row33 col0\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row33_col1\" class=\"data row33 col1\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row33_col2\" class=\"data row33 col2\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row33_col3\" class=\"data row33 col3\" ></td>\n",
-       "                        <td id=\"T_5ab08_row33_col4\" class=\"data row33 col4\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row33_col5\" class=\"data row33 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row33_col6\" class=\"data row33 col6\" >fixed value</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row34\" class=\"row_heading level0 row34\" >coefficient_dummy_for_worker_or_student_with_non_mandatory_tour_maint</th>\n",
-       "                        <td id=\"T_5ab08_row34_col0\" class=\"data row34 col0\" >-0.447</td>\n",
-       "                        <td id=\"T_5ab08_row34_col1\" class=\"data row34 col1\" > 0.821</td>\n",
-       "                        <td id=\"T_5ab08_row34_col2\" class=\"data row34 col2\" >-0.54</td>\n",
-       "                        <td id=\"T_5ab08_row34_col3\" class=\"data row34 col3\" ></td>\n",
-       "                        <td id=\"T_5ab08_row34_col4\" class=\"data row34 col4\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row34_col5\" class=\"data row34 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row34_col6\" class=\"data row34 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row35\" class=\"row_heading level0 row35\" >coefficient_high_hh_income_dummy_business1</th>\n",
-       "                        <td id=\"T_5ab08_row35_col0\" class=\"data row35 col0\" >-5.70</td>\n",
-       "                        <td id=\"T_5ab08_row35_col1\" class=\"data row35 col1\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row35_col2\" class=\"data row35 col2\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row35_col3\" class=\"data row35 col3\" >[***]</td>\n",
-       "                        <td id=\"T_5ab08_row35_col4\" class=\"data row35 col4\" > 900.87</td>\n",
-       "                        <td id=\"T_5ab08_row35_col5\" class=\"data row35 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row35_col6\" class=\"data row35 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row36\" class=\"row_heading level0 row36\" >coefficient_high_hh_income_dummy_business2</th>\n",
-       "                        <td id=\"T_5ab08_row36_col0\" class=\"data row36 col0\" > 18.2</td>\n",
-       "                        <td id=\"T_5ab08_row36_col1\" class=\"data row36 col1\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row36_col2\" class=\"data row36 col2\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row36_col3\" class=\"data row36 col3\" >[***]</td>\n",
-       "                        <td id=\"T_5ab08_row36_col4\" class=\"data row36 col4\" > 5.91</td>\n",
-       "                        <td id=\"T_5ab08_row36_col5\" class=\"data row36 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row36_col6\" class=\"data row36 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row37\" class=\"row_heading level0 row37\" >coefficient_high_hh_income_dummy_eat</th>\n",
-       "                        <td id=\"T_5ab08_row37_col0\" class=\"data row37 col0\" >-5.36</td>\n",
-       "                        <td id=\"T_5ab08_row37_col1\" class=\"data row37 col1\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row37_col2\" class=\"data row37 col2\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row37_col3\" class=\"data row37 col3\" >[***]</td>\n",
-       "                        <td id=\"T_5ab08_row37_col4\" class=\"data row37 col4\" > 296.55</td>\n",
-       "                        <td id=\"T_5ab08_row37_col5\" class=\"data row37 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row37_col6\" class=\"data row37 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row38\" class=\"row_heading level0 row38\" >coefficient_high_hh_income_dummy_eat_business</th>\n",
-       "                        <td id=\"T_5ab08_row38_col0\" class=\"data row38 col0\" > 5.95</td>\n",
-       "                        <td id=\"T_5ab08_row38_col1\" class=\"data row38 col1\" > 430.</td>\n",
-       "                        <td id=\"T_5ab08_row38_col2\" class=\"data row38 col2\" > 0.01</td>\n",
-       "                        <td id=\"T_5ab08_row38_col3\" class=\"data row38 col3\" ></td>\n",
-       "                        <td id=\"T_5ab08_row38_col4\" class=\"data row38 col4\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row38_col5\" class=\"data row38 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row38_col6\" class=\"data row38 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row39\" class=\"row_heading level0 row39\" >coefficient_high_hh_income_dummy_maint</th>\n",
-       "                        <td id=\"T_5ab08_row39_col0\" class=\"data row39 col0\" >-6.90</td>\n",
-       "                        <td id=\"T_5ab08_row39_col1\" class=\"data row39 col1\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row39_col2\" class=\"data row39 col2\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row39_col3\" class=\"data row39 col3\" >[***]</td>\n",
-       "                        <td id=\"T_5ab08_row39_col4\" class=\"data row39 col4\" > BIG</td>\n",
-       "                        <td id=\"T_5ab08_row39_col5\" class=\"data row39 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row39_col6\" class=\"data row39 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row40\" class=\"row_heading level0 row40\" >coefficient_individual_discretionary_tours_made_by_full_time_worker_business1</th>\n",
-       "                        <td id=\"T_5ab08_row40_col0\" class=\"data row40 col0\" >-1.42</td>\n",
-       "                        <td id=\"T_5ab08_row40_col1\" class=\"data row40 col1\" > 540.</td>\n",
-       "                        <td id=\"T_5ab08_row40_col2\" class=\"data row40 col2\" >-0.00</td>\n",
-       "                        <td id=\"T_5ab08_row40_col3\" class=\"data row40 col3\" ></td>\n",
-       "                        <td id=\"T_5ab08_row40_col4\" class=\"data row40 col4\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row40_col5\" class=\"data row40 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row40_col6\" class=\"data row40 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row41\" class=\"row_heading level0 row41\" >coefficient_individual_discretionary_tours_made_by_full_time_worker_business2</th>\n",
-       "                        <td id=\"T_5ab08_row41_col0\" class=\"data row41 col0\" > 19.5</td>\n",
-       "                        <td id=\"T_5ab08_row41_col1\" class=\"data row41 col1\" > 4.34e+03</td>\n",
-       "                        <td id=\"T_5ab08_row41_col2\" class=\"data row41 col2\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row41_col3\" class=\"data row41 col3\" ></td>\n",
-       "                        <td id=\"T_5ab08_row41_col4\" class=\"data row41 col4\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row41_col5\" class=\"data row41 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row41_col6\" class=\"data row41 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row42\" class=\"row_heading level0 row42\" >coefficient_individual_discretionary_tours_made_by_full_time_worker_eat</th>\n",
-       "                        <td id=\"T_5ab08_row42_col0\" class=\"data row42 col0\" >-1.46</td>\n",
-       "                        <td id=\"T_5ab08_row42_col1\" class=\"data row42 col1\" > 540.</td>\n",
-       "                        <td id=\"T_5ab08_row42_col2\" class=\"data row42 col2\" >-0.00</td>\n",
-       "                        <td id=\"T_5ab08_row42_col3\" class=\"data row42 col3\" ></td>\n",
-       "                        <td id=\"T_5ab08_row42_col4\" class=\"data row42 col4\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row42_col5\" class=\"data row42 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row42_col6\" class=\"data row42 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row43\" class=\"row_heading level0 row43\" >coefficient_individual_discretionary_tours_made_by_full_time_worker_eat_business</th>\n",
-       "                        <td id=\"T_5ab08_row43_col0\" class=\"data row43 col0\" >-11.1</td>\n",
-       "                        <td id=\"T_5ab08_row43_col1\" class=\"data row43 col1\" > 806.</td>\n",
-       "                        <td id=\"T_5ab08_row43_col2\" class=\"data row43 col2\" >-0.01</td>\n",
-       "                        <td id=\"T_5ab08_row43_col3\" class=\"data row43 col3\" ></td>\n",
-       "                        <td id=\"T_5ab08_row43_col4\" class=\"data row43 col4\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row43_col5\" class=\"data row43 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row43_col6\" class=\"data row43 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row44\" class=\"row_heading level0 row44\" >coefficient_individual_discretionary_tours_made_by_full_time_worker_maint</th>\n",
-       "                        <td id=\"T_5ab08_row44_col0\" class=\"data row44 col0\" >-1.71</td>\n",
-       "                        <td id=\"T_5ab08_row44_col1\" class=\"data row44 col1\" > 540.</td>\n",
-       "                        <td id=\"T_5ab08_row44_col2\" class=\"data row44 col2\" >-0.00</td>\n",
-       "                        <td id=\"T_5ab08_row44_col3\" class=\"data row44 col3\" ></td>\n",
-       "                        <td id=\"T_5ab08_row44_col4\" class=\"data row44 col4\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row44_col5\" class=\"data row44 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row44_col6\" class=\"data row44 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row45\" class=\"row_heading level0 row45\" >coefficient_individual_discretionary_tours_made_by_part_time_worker_business1</th>\n",
-       "                        <td id=\"T_5ab08_row45_col0\" class=\"data row45 col0\" > 1.70</td>\n",
-       "                        <td id=\"T_5ab08_row45_col1\" class=\"data row45 col1\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row45_col2\" class=\"data row45 col2\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row45_col3\" class=\"data row45 col3\" >[]</td>\n",
-       "                        <td id=\"T_5ab08_row45_col4\" class=\"data row45 col4\" > 0.74</td>\n",
-       "                        <td id=\"T_5ab08_row45_col5\" class=\"data row45 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row45_col6\" class=\"data row45 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row46\" class=\"row_heading level0 row46\" >coefficient_individual_discretionary_tours_made_by_part_time_worker_business2</th>\n",
-       "                        <td id=\"T_5ab08_row46_col0\" class=\"data row46 col0\" > 1.53</td>\n",
-       "                        <td id=\"T_5ab08_row46_col1\" class=\"data row46 col1\" > 0.000562</td>\n",
-       "                        <td id=\"T_5ab08_row46_col2\" class=\"data row46 col2\" > BIG</td>\n",
-       "                        <td id=\"T_5ab08_row46_col3\" class=\"data row46 col3\" >***</td>\n",
-       "                        <td id=\"T_5ab08_row46_col4\" class=\"data row46 col4\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row46_col5\" class=\"data row46 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row46_col6\" class=\"data row46 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row47\" class=\"row_heading level0 row47\" >coefficient_individual_discretionary_tours_made_by_part_time_worker_eat</th>\n",
-       "                        <td id=\"T_5ab08_row47_col0\" class=\"data row47 col0\" > 0.982</td>\n",
-       "                        <td id=\"T_5ab08_row47_col1\" class=\"data row47 col1\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row47_col2\" class=\"data row47 col2\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row47_col3\" class=\"data row47 col3\" >[]</td>\n",
-       "                        <td id=\"T_5ab08_row47_col4\" class=\"data row47 col4\" > 0.40</td>\n",
-       "                        <td id=\"T_5ab08_row47_col5\" class=\"data row47 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row47_col6\" class=\"data row47 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row48\" class=\"row_heading level0 row48\" >coefficient_individual_discretionary_tours_made_by_part_time_worker_eat_business</th>\n",
-       "                        <td id=\"T_5ab08_row48_col0\" class=\"data row48 col0\" > 0.215</td>\n",
-       "                        <td id=\"T_5ab08_row48_col1\" class=\"data row48 col1\" > 0.000123</td>\n",
-       "                        <td id=\"T_5ab08_row48_col2\" class=\"data row48 col2\" > BIG</td>\n",
-       "                        <td id=\"T_5ab08_row48_col3\" class=\"data row48 col3\" >***</td>\n",
-       "                        <td id=\"T_5ab08_row48_col4\" class=\"data row48 col4\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row48_col5\" class=\"data row48 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row48_col6\" class=\"data row48 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row49\" class=\"row_heading level0 row49\" >coefficient_individual_discretionary_tours_made_by_part_time_worker_maint</th>\n",
-       "                        <td id=\"T_5ab08_row49_col0\" class=\"data row49 col0\" > 0.249</td>\n",
-       "                        <td id=\"T_5ab08_row49_col1\" class=\"data row49 col1\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row49_col2\" class=\"data row49 col2\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row49_col3\" class=\"data row49 col3\" >[]</td>\n",
-       "                        <td id=\"T_5ab08_row49_col4\" class=\"data row49 col4\" > 0.02</td>\n",
-       "                        <td id=\"T_5ab08_row49_col5\" class=\"data row49 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row49_col6\" class=\"data row49 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row50\" class=\"row_heading level0 row50\" >coefficient_individual_eating_out_tours_made_by_person_business1</th>\n",
-       "                        <td id=\"T_5ab08_row50_col0\" class=\"data row50 col0\" > 0.425</td>\n",
-       "                        <td id=\"T_5ab08_row50_col1\" class=\"data row50 col1\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row50_col2\" class=\"data row50 col2\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row50_col3\" class=\"data row50 col3\" >[]</td>\n",
-       "                        <td id=\"T_5ab08_row50_col4\" class=\"data row50 col4\" > 0.26</td>\n",
-       "                        <td id=\"T_5ab08_row50_col5\" class=\"data row50 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row50_col6\" class=\"data row50 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row51\" class=\"row_heading level0 row51\" >coefficient_individual_eating_out_tours_made_by_person_business2</th>\n",
-       "                        <td id=\"T_5ab08_row51_col0\" class=\"data row51 col0\" > 16.9</td>\n",
-       "                        <td id=\"T_5ab08_row51_col1\" class=\"data row51 col1\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row51_col2\" class=\"data row51 col2\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row51_col3\" class=\"data row51 col3\" >[**]</td>\n",
-       "                        <td id=\"T_5ab08_row51_col4\" class=\"data row51 col4\" > 4.62</td>\n",
-       "                        <td id=\"T_5ab08_row51_col5\" class=\"data row51 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row51_col6\" class=\"data row51 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row52\" class=\"row_heading level0 row52\" >coefficient_individual_eating_out_tours_made_by_person_eat</th>\n",
-       "                        <td id=\"T_5ab08_row52_col0\" class=\"data row52 col0\" >-0.211</td>\n",
-       "                        <td id=\"T_5ab08_row52_col1\" class=\"data row52 col1\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row52_col2\" class=\"data row52 col2\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row52_col3\" class=\"data row52 col3\" >[]</td>\n",
-       "                        <td id=\"T_5ab08_row52_col4\" class=\"data row52 col4\" > 0.12</td>\n",
-       "                        <td id=\"T_5ab08_row52_col5\" class=\"data row52 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row52_col6\" class=\"data row52 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row53\" class=\"row_heading level0 row53\" >coefficient_individual_eating_out_tours_made_by_person_eat_business</th>\n",
-       "                        <td id=\"T_5ab08_row53_col0\" class=\"data row53 col0\" >-13.8</td>\n",
-       "                        <td id=\"T_5ab08_row53_col1\" class=\"data row53 col1\" > 2.41e+03</td>\n",
-       "                        <td id=\"T_5ab08_row53_col2\" class=\"data row53 col2\" >-0.01</td>\n",
-       "                        <td id=\"T_5ab08_row53_col3\" class=\"data row53 col3\" ></td>\n",
-       "                        <td id=\"T_5ab08_row53_col4\" class=\"data row53 col4\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row53_col5\" class=\"data row53 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row53_col6\" class=\"data row53 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row54\" class=\"row_heading level0 row54\" >coefficient_individual_eating_out_tours_made_by_person_maint</th>\n",
-       "                        <td id=\"T_5ab08_row54_col0\" class=\"data row54 col0\" > 0.848</td>\n",
-       "                        <td id=\"T_5ab08_row54_col1\" class=\"data row54 col1\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row54_col2\" class=\"data row54 col2\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row54_col3\" class=\"data row54 col3\" >[]</td>\n",
-       "                        <td id=\"T_5ab08_row54_col4\" class=\"data row54 col4\" > 1.11</td>\n",
-       "                        <td id=\"T_5ab08_row54_col5\" class=\"data row54 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row54_col6\" class=\"data row54 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row55\" class=\"row_heading level0 row55\" >coefficient_log_of_the_work_tour_duration_business1</th>\n",
-       "                        <td id=\"T_5ab08_row55_col0\" class=\"data row55 col0\" > 10.8</td>\n",
-       "                        <td id=\"T_5ab08_row55_col1\" class=\"data row55 col1\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row55_col2\" class=\"data row55 col2\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row55_col3\" class=\"data row55 col3\" >[***]</td>\n",
-       "                        <td id=\"T_5ab08_row55_col4\" class=\"data row55 col4\" > BIG</td>\n",
-       "                        <td id=\"T_5ab08_row55_col5\" class=\"data row55 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row55_col6\" class=\"data row55 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row56\" class=\"row_heading level0 row56\" >coefficient_log_of_the_work_tour_duration_business2</th>\n",
-       "                        <td id=\"T_5ab08_row56_col0\" class=\"data row56 col0\" >-41.0</td>\n",
-       "                        <td id=\"T_5ab08_row56_col1\" class=\"data row56 col1\" > 4.06e+03</td>\n",
-       "                        <td id=\"T_5ab08_row56_col2\" class=\"data row56 col2\" >-0.01</td>\n",
-       "                        <td id=\"T_5ab08_row56_col3\" class=\"data row56 col3\" ></td>\n",
-       "                        <td id=\"T_5ab08_row56_col4\" class=\"data row56 col4\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row56_col5\" class=\"data row56 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row56_col6\" class=\"data row56 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row57\" class=\"row_heading level0 row57\" >coefficient_log_of_the_work_tour_duration_eat</th>\n",
-       "                        <td id=\"T_5ab08_row57_col0\" class=\"data row57 col0\" > 9.91</td>\n",
-       "                        <td id=\"T_5ab08_row57_col1\" class=\"data row57 col1\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row57_col2\" class=\"data row57 col2\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row57_col3\" class=\"data row57 col3\" >[***]</td>\n",
-       "                        <td id=\"T_5ab08_row57_col4\" class=\"data row57 col4\" > BIG</td>\n",
-       "                        <td id=\"T_5ab08_row57_col5\" class=\"data row57 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row57_col6\" class=\"data row57 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row58\" class=\"row_heading level0 row58\" >coefficient_log_of_the_work_tour_duration_eat_business</th>\n",
-       "                        <td id=\"T_5ab08_row58_col0\" class=\"data row58 col0\" > 19.2</td>\n",
-       "                        <td id=\"T_5ab08_row58_col1\" class=\"data row58 col1\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row58_col2\" class=\"data row58 col2\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row58_col3\" class=\"data row58 col3\" >[***]</td>\n",
-       "                        <td id=\"T_5ab08_row58_col4\" class=\"data row58 col4\" > 151.19</td>\n",
-       "                        <td id=\"T_5ab08_row58_col5\" class=\"data row58 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row58_col6\" class=\"data row58 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row59\" class=\"row_heading level0 row59\" >coefficient_log_of_the_work_tour_duration_maint</th>\n",
-       "                        <td id=\"T_5ab08_row59_col0\" class=\"data row59 col0\" > 10.4</td>\n",
-       "                        <td id=\"T_5ab08_row59_col1\" class=\"data row59 col1\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row59_col2\" class=\"data row59 col2\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row59_col3\" class=\"data row59 col3\" >[***]</td>\n",
-       "                        <td id=\"T_5ab08_row59_col4\" class=\"data row59 col4\" > BIG</td>\n",
-       "                        <td id=\"T_5ab08_row59_col5\" class=\"data row59 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row59_col6\" class=\"data row59 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row60\" class=\"row_heading level0 row60\" >coefficient_main_shop_escort_tours_allocated_to_full_time_worker_business1</th>\n",
-       "                        <td id=\"T_5ab08_row60_col0\" class=\"data row60 col0\" > 5.25</td>\n",
-       "                        <td id=\"T_5ab08_row60_col1\" class=\"data row60 col1\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row60_col2\" class=\"data row60 col2\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row60_col3\" class=\"data row60 col3\" >[***]</td>\n",
-       "                        <td id=\"T_5ab08_row60_col4\" class=\"data row60 col4\" > 17.02</td>\n",
-       "                        <td id=\"T_5ab08_row60_col5\" class=\"data row60 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row60_col6\" class=\"data row60 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row61\" class=\"row_heading level0 row61\" >coefficient_main_shop_escort_tours_allocated_to_full_time_worker_business2</th>\n",
-       "                        <td id=\"T_5ab08_row61_col0\" class=\"data row61 col0\" >-5.96</td>\n",
-       "                        <td id=\"T_5ab08_row61_col1\" class=\"data row61 col1\" > 1.41e+04</td>\n",
-       "                        <td id=\"T_5ab08_row61_col2\" class=\"data row61 col2\" >-0.00</td>\n",
-       "                        <td id=\"T_5ab08_row61_col3\" class=\"data row61 col3\" ></td>\n",
-       "                        <td id=\"T_5ab08_row61_col4\" class=\"data row61 col4\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row61_col5\" class=\"data row61 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row61_col6\" class=\"data row61 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row62\" class=\"row_heading level0 row62\" >coefficient_main_shop_escort_tours_allocated_to_full_time_worker_eat</th>\n",
-       "                        <td id=\"T_5ab08_row62_col0\" class=\"data row62 col0\" > 5.73</td>\n",
-       "                        <td id=\"T_5ab08_row62_col1\" class=\"data row62 col1\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row62_col2\" class=\"data row62 col2\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row62_col3\" class=\"data row62 col3\" >[***]</td>\n",
-       "                        <td id=\"T_5ab08_row62_col4\" class=\"data row62 col4\" > 170.02</td>\n",
-       "                        <td id=\"T_5ab08_row62_col5\" class=\"data row62 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row62_col6\" class=\"data row62 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row63\" class=\"row_heading level0 row63\" >coefficient_main_shop_escort_tours_allocated_to_full_time_worker_eat_business</th>\n",
-       "                        <td id=\"T_5ab08_row63_col0\" class=\"data row63 col0\" >-11.4</td>\n",
-       "                        <td id=\"T_5ab08_row63_col1\" class=\"data row63 col1\" > 7.01e+03</td>\n",
-       "                        <td id=\"T_5ab08_row63_col2\" class=\"data row63 col2\" >-0.00</td>\n",
-       "                        <td id=\"T_5ab08_row63_col3\" class=\"data row63 col3\" ></td>\n",
-       "                        <td id=\"T_5ab08_row63_col4\" class=\"data row63 col4\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row63_col5\" class=\"data row63 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row63_col6\" class=\"data row63 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row64\" class=\"row_heading level0 row64\" >coefficient_main_shop_escort_tours_allocated_to_full_time_worker_maint</th>\n",
-       "                        <td id=\"T_5ab08_row64_col0\" class=\"data row64 col0\" > 5.73</td>\n",
-       "                        <td id=\"T_5ab08_row64_col1\" class=\"data row64 col1\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row64_col2\" class=\"data row64 col2\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row64_col3\" class=\"data row64 col3\" >[***]</td>\n",
-       "                        <td id=\"T_5ab08_row64_col4\" class=\"data row64 col4\" > 19.07</td>\n",
-       "                        <td id=\"T_5ab08_row64_col5\" class=\"data row64 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row64_col6\" class=\"data row64 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row65\" class=\"row_heading level0 row65\" >coefficient_main_shop_escort_tours_allocated_to_part_time_worker_business1</th>\n",
-       "                        <td id=\"T_5ab08_row65_col0\" class=\"data row65 col0\" >-14.4</td>\n",
-       "                        <td id=\"T_5ab08_row65_col1\" class=\"data row65 col1\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row65_col2\" class=\"data row65 col2\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row65_col3\" class=\"data row65 col3\" >[]</td>\n",
-       "                        <td id=\"T_5ab08_row65_col4\" class=\"data row65 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row65_col5\" class=\"data row65 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row65_col6\" class=\"data row65 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row66\" class=\"row_heading level0 row66\" >coefficient_main_shop_escort_tours_allocated_to_part_time_worker_business2</th>\n",
-       "                        <td id=\"T_5ab08_row66_col0\" class=\"data row66 col0\" > 0.182</td>\n",
-       "                        <td id=\"T_5ab08_row66_col1\" class=\"data row66 col1\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row66_col2\" class=\"data row66 col2\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row66_col3\" class=\"data row66 col3\" >[]</td>\n",
-       "                        <td id=\"T_5ab08_row66_col4\" class=\"data row66 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row66_col5\" class=\"data row66 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row66_col6\" class=\"data row66 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row67\" class=\"row_heading level0 row67\" >coefficient_main_shop_escort_tours_allocated_to_part_time_worker_eat</th>\n",
-       "                        <td id=\"T_5ab08_row67_col0\" class=\"data row67 col0\" > 6.65</td>\n",
-       "                        <td id=\"T_5ab08_row67_col1\" class=\"data row67 col1\" > 5.15e+03</td>\n",
-       "                        <td id=\"T_5ab08_row67_col2\" class=\"data row67 col2\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row67_col3\" class=\"data row67 col3\" ></td>\n",
-       "                        <td id=\"T_5ab08_row67_col4\" class=\"data row67 col4\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row67_col5\" class=\"data row67 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row67_col6\" class=\"data row67 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row68\" class=\"row_heading level0 row68\" >coefficient_main_shop_escort_tours_allocated_to_part_time_worker_eat_business</th>\n",
-       "                        <td id=\"T_5ab08_row68_col0\" class=\"data row68 col0\" >-0.492</td>\n",
-       "                        <td id=\"T_5ab08_row68_col1\" class=\"data row68 col1\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row68_col2\" class=\"data row68 col2\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row68_col3\" class=\"data row68 col3\" >[]</td>\n",
-       "                        <td id=\"T_5ab08_row68_col4\" class=\"data row68 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row68_col5\" class=\"data row68 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row68_col6\" class=\"data row68 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row69\" class=\"row_heading level0 row69\" >coefficient_main_shop_escort_tours_allocated_to_part_time_worker_maint</th>\n",
-       "                        <td id=\"T_5ab08_row69_col0\" class=\"data row69 col0\" > 6.39</td>\n",
-       "                        <td id=\"T_5ab08_row69_col1\" class=\"data row69 col1\" > 5.15e+03</td>\n",
-       "                        <td id=\"T_5ab08_row69_col2\" class=\"data row69 col2\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row69_col3\" class=\"data row69 col3\" ></td>\n",
-       "                        <td id=\"T_5ab08_row69_col4\" class=\"data row69 col4\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row69_col5\" class=\"data row69 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row69_col6\" class=\"data row69 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row70\" class=\"row_heading level0 row70\" >coefficient_medium_hh_income_dummy_business1</th>\n",
-       "                        <td id=\"T_5ab08_row70_col0\" class=\"data row70 col0\" >-3.29</td>\n",
-       "                        <td id=\"T_5ab08_row70_col1\" class=\"data row70 col1\" > 1.13e+03</td>\n",
-       "                        <td id=\"T_5ab08_row70_col2\" class=\"data row70 col2\" >-0.00</td>\n",
-       "                        <td id=\"T_5ab08_row70_col3\" class=\"data row70 col3\" ></td>\n",
-       "                        <td id=\"T_5ab08_row70_col4\" class=\"data row70 col4\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row70_col5\" class=\"data row70 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row70_col6\" class=\"data row70 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row71\" class=\"row_heading level0 row71\" >coefficient_medium_hh_income_dummy_business2</th>\n",
-       "                        <td id=\"T_5ab08_row71_col0\" class=\"data row71 col0\" > 2.01</td>\n",
-       "                        <td id=\"T_5ab08_row71_col1\" class=\"data row71 col1\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row71_col2\" class=\"data row71 col2\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row71_col3\" class=\"data row71 col3\" >[]</td>\n",
-       "                        <td id=\"T_5ab08_row71_col4\" class=\"data row71 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row71_col5\" class=\"data row71 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row71_col6\" class=\"data row71 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row72\" class=\"row_heading level0 row72\" >coefficient_medium_hh_income_dummy_eat</th>\n",
-       "                        <td id=\"T_5ab08_row72_col0\" class=\"data row72 col0\" >-2.53</td>\n",
-       "                        <td id=\"T_5ab08_row72_col1\" class=\"data row72 col1\" > 1.13e+03</td>\n",
-       "                        <td id=\"T_5ab08_row72_col2\" class=\"data row72 col2\" >-0.00</td>\n",
-       "                        <td id=\"T_5ab08_row72_col3\" class=\"data row72 col3\" ></td>\n",
-       "                        <td id=\"T_5ab08_row72_col4\" class=\"data row72 col4\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row72_col5\" class=\"data row72 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row72_col6\" class=\"data row72 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row73\" class=\"row_heading level0 row73\" >coefficient_medium_hh_income_dummy_eat_business</th>\n",
-       "                        <td id=\"T_5ab08_row73_col0\" class=\"data row73 col0\" > 10.5</td>\n",
-       "                        <td id=\"T_5ab08_row73_col1\" class=\"data row73 col1\" > 1.27e+03</td>\n",
-       "                        <td id=\"T_5ab08_row73_col2\" class=\"data row73 col2\" > 0.01</td>\n",
-       "                        <td id=\"T_5ab08_row73_col3\" class=\"data row73 col3\" ></td>\n",
-       "                        <td id=\"T_5ab08_row73_col4\" class=\"data row73 col4\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row73_col5\" class=\"data row73 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row73_col6\" class=\"data row73 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row74\" class=\"row_heading level0 row74\" >coefficient_medium_hh_income_dummy_maint</th>\n",
-       "                        <td id=\"T_5ab08_row74_col0\" class=\"data row74 col0\" >-3.10</td>\n",
-       "                        <td id=\"T_5ab08_row74_col1\" class=\"data row74 col1\" > 1.13e+03</td>\n",
-       "                        <td id=\"T_5ab08_row74_col2\" class=\"data row74 col2\" >-0.00</td>\n",
-       "                        <td id=\"T_5ab08_row74_col3\" class=\"data row74 col3\" ></td>\n",
-       "                        <td id=\"T_5ab08_row74_col4\" class=\"data row74 col4\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row74_col5\" class=\"data row74 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row74_col6\" class=\"data row74 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row75\" class=\"row_heading level0 row75\" >coefficient_participation_in_joint_discretionary_tours_business1</th>\n",
-       "                        <td id=\"T_5ab08_row75_col0\" class=\"data row75 col0\" > 0.888</td>\n",
-       "                        <td id=\"T_5ab08_row75_col1\" class=\"data row75 col1\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row75_col2\" class=\"data row75 col2\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row75_col3\" class=\"data row75 col3\" >[]</td>\n",
-       "                        <td id=\"T_5ab08_row75_col4\" class=\"data row75 col4\" > 0.23</td>\n",
-       "                        <td id=\"T_5ab08_row75_col5\" class=\"data row75 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row75_col6\" class=\"data row75 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row76\" class=\"row_heading level0 row76\" >coefficient_participation_in_joint_discretionary_tours_business2</th>\n",
-       "                        <td id=\"T_5ab08_row76_col0\" class=\"data row76 col0\" >-0.420</td>\n",
-       "                        <td id=\"T_5ab08_row76_col1\" class=\"data row76 col1\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row76_col2\" class=\"data row76 col2\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row76_col3\" class=\"data row76 col3\" >[]</td>\n",
-       "                        <td id=\"T_5ab08_row76_col4\" class=\"data row76 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row76_col5\" class=\"data row76 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row76_col6\" class=\"data row76 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row77\" class=\"row_heading level0 row77\" >coefficient_participation_in_joint_discretionary_tours_eat</th>\n",
-       "                        <td id=\"T_5ab08_row77_col0\" class=\"data row77 col0\" >-0.245</td>\n",
-       "                        <td id=\"T_5ab08_row77_col1\" class=\"data row77 col1\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row77_col2\" class=\"data row77 col2\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row77_col3\" class=\"data row77 col3\" >[]</td>\n",
-       "                        <td id=\"T_5ab08_row77_col4\" class=\"data row77 col4\" > 0.02</td>\n",
-       "                        <td id=\"T_5ab08_row77_col5\" class=\"data row77 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row77_col6\" class=\"data row77 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row78\" class=\"row_heading level0 row78\" >coefficient_participation_in_joint_discretionary_tours_eat_business</th>\n",
-       "                        <td id=\"T_5ab08_row78_col0\" class=\"data row78 col0\" >-2.72</td>\n",
-       "                        <td id=\"T_5ab08_row78_col1\" class=\"data row78 col1\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row78_col2\" class=\"data row78 col2\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row78_col3\" class=\"data row78 col3\" >[]</td>\n",
-       "                        <td id=\"T_5ab08_row78_col4\" class=\"data row78 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row78_col5\" class=\"data row78 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row78_col6\" class=\"data row78 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row79\" class=\"row_heading level0 row79\" >coefficient_participation_in_joint_discretionary_tours_maint</th>\n",
-       "                        <td id=\"T_5ab08_row79_col0\" class=\"data row79 col0\" > 2.75</td>\n",
-       "                        <td id=\"T_5ab08_row79_col1\" class=\"data row79 col1\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row79_col2\" class=\"data row79 col2\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row79_col3\" class=\"data row79 col3\" >[*]</td>\n",
-       "                        <td id=\"T_5ab08_row79_col4\" class=\"data row79 col4\" > 2.92</td>\n",
-       "                        <td id=\"T_5ab08_row79_col5\" class=\"data row79 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row79_col6\" class=\"data row79 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row80\" class=\"row_heading level0 row80\" >coefficient_participation_in_joint_shop_main_eat_tours_business1</th>\n",
-       "                        <td id=\"T_5ab08_row80_col0\" class=\"data row80 col0\" > 3.56</td>\n",
-       "                        <td id=\"T_5ab08_row80_col1\" class=\"data row80 col1\" > 1.13e+03</td>\n",
-       "                        <td id=\"T_5ab08_row80_col2\" class=\"data row80 col2\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row80_col3\" class=\"data row80 col3\" ></td>\n",
-       "                        <td id=\"T_5ab08_row80_col4\" class=\"data row80 col4\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row80_col5\" class=\"data row80 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row80_col6\" class=\"data row80 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row81\" class=\"row_heading level0 row81\" >coefficient_participation_in_joint_shop_main_eat_tours_business2</th>\n",
-       "                        <td id=\"T_5ab08_row81_col0\" class=\"data row81 col0\" >-0.280</td>\n",
-       "                        <td id=\"T_5ab08_row81_col1\" class=\"data row81 col1\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row81_col2\" class=\"data row81 col2\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row81_col3\" class=\"data row81 col3\" >[]</td>\n",
-       "                        <td id=\"T_5ab08_row81_col4\" class=\"data row81 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row81_col5\" class=\"data row81 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row81_col6\" class=\"data row81 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row82\" class=\"row_heading level0 row82\" >coefficient_participation_in_joint_shop_main_eat_tours_eat</th>\n",
-       "                        <td id=\"T_5ab08_row82_col0\" class=\"data row82 col0\" > 1.99</td>\n",
-       "                        <td id=\"T_5ab08_row82_col1\" class=\"data row82 col1\" > 1.13e+03</td>\n",
-       "                        <td id=\"T_5ab08_row82_col2\" class=\"data row82 col2\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row82_col3\" class=\"data row82 col3\" ></td>\n",
-       "                        <td id=\"T_5ab08_row82_col4\" class=\"data row82 col4\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row82_col5\" class=\"data row82 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row82_col6\" class=\"data row82 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row83\" class=\"row_heading level0 row83\" >coefficient_participation_in_joint_shop_main_eat_tours_eat_business</th>\n",
-       "                        <td id=\"T_5ab08_row83_col0\" class=\"data row83 col0\" >-6.55</td>\n",
-       "                        <td id=\"T_5ab08_row83_col1\" class=\"data row83 col1\" > 1.38e+03</td>\n",
-       "                        <td id=\"T_5ab08_row83_col2\" class=\"data row83 col2\" >-0.00</td>\n",
-       "                        <td id=\"T_5ab08_row83_col3\" class=\"data row83 col3\" ></td>\n",
-       "                        <td id=\"T_5ab08_row83_col4\" class=\"data row83 col4\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row83_col5\" class=\"data row83 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row83_col6\" class=\"data row83 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row84\" class=\"row_heading level0 row84\" >coefficient_participation_in_joint_shop_main_eat_tours_maint</th>\n",
-       "                        <td id=\"T_5ab08_row84_col0\" class=\"data row84 col0\" > 2.18</td>\n",
-       "                        <td id=\"T_5ab08_row84_col1\" class=\"data row84 col1\" > 1.13e+03</td>\n",
-       "                        <td id=\"T_5ab08_row84_col2\" class=\"data row84 col2\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row84_col3\" class=\"data row84 col3\" ></td>\n",
-       "                        <td id=\"T_5ab08_row84_col4\" class=\"data row84 col4\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row84_col5\" class=\"data row84 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row84_col6\" class=\"data row84 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row85\" class=\"row_heading level0 row85\" >coefficient_two_work_tours_by_person_business1</th>\n",
-       "                        <td id=\"T_5ab08_row85_col0\" class=\"data row85 col0\" > 3.69</td>\n",
-       "                        <td id=\"T_5ab08_row85_col1\" class=\"data row85 col1\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row85_col2\" class=\"data row85 col2\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row85_col3\" class=\"data row85 col3\" >[**]</td>\n",
-       "                        <td id=\"T_5ab08_row85_col4\" class=\"data row85 col4\" > 5.16</td>\n",
-       "                        <td id=\"T_5ab08_row85_col5\" class=\"data row85 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row85_col6\" class=\"data row85 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row86\" class=\"row_heading level0 row86\" >coefficient_two_work_tours_by_person_business2</th>\n",
-       "                        <td id=\"T_5ab08_row86_col0\" class=\"data row86 col0\" >-4.10</td>\n",
-       "                        <td id=\"T_5ab08_row86_col1\" class=\"data row86 col1\" > 2.72e+03</td>\n",
-       "                        <td id=\"T_5ab08_row86_col2\" class=\"data row86 col2\" >-0.00</td>\n",
-       "                        <td id=\"T_5ab08_row86_col3\" class=\"data row86 col3\" ></td>\n",
-       "                        <td id=\"T_5ab08_row86_col4\" class=\"data row86 col4\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row86_col5\" class=\"data row86 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row86_col6\" class=\"data row86 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row87\" class=\"row_heading level0 row87\" >coefficient_two_work_tours_by_person_eat</th>\n",
-       "                        <td id=\"T_5ab08_row87_col0\" class=\"data row87 col0\" > 1.93</td>\n",
-       "                        <td id=\"T_5ab08_row87_col1\" class=\"data row87 col1\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row87_col2\" class=\"data row87 col2\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row87_col3\" class=\"data row87 col3\" >[**]</td>\n",
-       "                        <td id=\"T_5ab08_row87_col4\" class=\"data row87 col4\" > 4.09</td>\n",
-       "                        <td id=\"T_5ab08_row87_col5\" class=\"data row87 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row87_col6\" class=\"data row87 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row88\" class=\"row_heading level0 row88\" >coefficient_two_work_tours_by_person_eat_business</th>\n",
-       "                        <td id=\"T_5ab08_row88_col0\" class=\"data row88 col0\" >-5.42</td>\n",
-       "                        <td id=\"T_5ab08_row88_col1\" class=\"data row88 col1\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row88_col2\" class=\"data row88 col2\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row88_col3\" class=\"data row88 col3\" >[]</td>\n",
-       "                        <td id=\"T_5ab08_row88_col4\" class=\"data row88 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row88_col5\" class=\"data row88 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row88_col6\" class=\"data row88 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row89\" class=\"row_heading level0 row89\" >coefficient_two_work_tours_by_person_maint</th>\n",
-       "                        <td id=\"T_5ab08_row89_col0\" class=\"data row89 col0\" > 3.21</td>\n",
-       "                        <td id=\"T_5ab08_row89_col1\" class=\"data row89 col1\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row89_col2\" class=\"data row89 col2\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row89_col3\" class=\"data row89 col3\" >[**]</td>\n",
-       "                        <td id=\"T_5ab08_row89_col4\" class=\"data row89 col4\" > 4.07</td>\n",
-       "                        <td id=\"T_5ab08_row89_col5\" class=\"data row89 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row89_col6\" class=\"data row89 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row90\" class=\"row_heading level0 row90\" >coefficient_walk_accessibility_to_retail_for_work_taz_business1</th>\n",
-       "                        <td id=\"T_5ab08_row90_col0\" class=\"data row90 col0\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row90_col1\" class=\"data row90 col1\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row90_col2\" class=\"data row90 col2\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row90_col3\" class=\"data row90 col3\" ></td>\n",
-       "                        <td id=\"T_5ab08_row90_col4\" class=\"data row90 col4\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row90_col5\" class=\"data row90 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row90_col6\" class=\"data row90 col6\" >fixed value</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row91\" class=\"row_heading level0 row91\" >coefficient_walk_accessibility_to_retail_for_work_taz_business2</th>\n",
-       "                        <td id=\"T_5ab08_row91_col0\" class=\"data row91 col0\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row91_col1\" class=\"data row91 col1\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row91_col2\" class=\"data row91 col2\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row91_col3\" class=\"data row91 col3\" ></td>\n",
-       "                        <td id=\"T_5ab08_row91_col4\" class=\"data row91 col4\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row91_col5\" class=\"data row91 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row91_col6\" class=\"data row91 col6\" >fixed value</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row92\" class=\"row_heading level0 row92\" >coefficient_walk_accessibility_to_retail_for_work_taz_eat</th>\n",
-       "                        <td id=\"T_5ab08_row92_col0\" class=\"data row92 col0\" > 0.0533</td>\n",
-       "                        <td id=\"T_5ab08_row92_col1\" class=\"data row92 col1\" > 0.234</td>\n",
-       "                        <td id=\"T_5ab08_row92_col2\" class=\"data row92 col2\" > 0.23</td>\n",
-       "                        <td id=\"T_5ab08_row92_col3\" class=\"data row92 col3\" ></td>\n",
-       "                        <td id=\"T_5ab08_row92_col4\" class=\"data row92 col4\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row92_col5\" class=\"data row92 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row92_col6\" class=\"data row92 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row93\" class=\"row_heading level0 row93\" >coefficient_walk_accessibility_to_retail_for_work_taz_eat_business</th>\n",
-       "                        <td id=\"T_5ab08_row93_col0\" class=\"data row93 col0\" >-0.469</td>\n",
-       "                        <td id=\"T_5ab08_row93_col1\" class=\"data row93 col1\" > 0.669</td>\n",
-       "                        <td id=\"T_5ab08_row93_col2\" class=\"data row93 col2\" >-0.70</td>\n",
-       "                        <td id=\"T_5ab08_row93_col3\" class=\"data row93 col3\" ></td>\n",
-       "                        <td id=\"T_5ab08_row93_col4\" class=\"data row93 col4\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row93_col5\" class=\"data row93 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row93_col6\" class=\"data row93 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row94\" class=\"row_heading level0 row94\" >coefficient_walk_accessibility_to_retail_for_work_taz_maint</th>\n",
-       "                        <td id=\"T_5ab08_row94_col0\" class=\"data row94 col0\" > 0.393</td>\n",
-       "                        <td id=\"T_5ab08_row94_col1\" class=\"data row94 col1\" > 0.308</td>\n",
-       "                        <td id=\"T_5ab08_row94_col2\" class=\"data row94 col2\" > 1.28</td>\n",
-       "                        <td id=\"T_5ab08_row94_col3\" class=\"data row94 col3\" ></td>\n",
-       "                        <td id=\"T_5ab08_row94_col4\" class=\"data row94 col4\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row94_col5\" class=\"data row94 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row94_col6\" class=\"data row94 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row95\" class=\"row_heading level0 row95\" >coefficient_workplace_suburban_area_dummy_business1</th>\n",
-       "                        <td id=\"T_5ab08_row95_col0\" class=\"data row95 col0\" >-0.110</td>\n",
-       "                        <td id=\"T_5ab08_row95_col1\" class=\"data row95 col1\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row95_col2\" class=\"data row95 col2\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row95_col3\" class=\"data row95 col3\" >[]</td>\n",
-       "                        <td id=\"T_5ab08_row95_col4\" class=\"data row95 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row95_col5\" class=\"data row95 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row95_col6\" class=\"data row95 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row96\" class=\"row_heading level0 row96\" >coefficient_workplace_suburban_area_dummy_business2</th>\n",
-       "                        <td id=\"T_5ab08_row96_col0\" class=\"data row96 col0\" >-0.220</td>\n",
-       "                        <td id=\"T_5ab08_row96_col1\" class=\"data row96 col1\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row96_col2\" class=\"data row96 col2\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row96_col3\" class=\"data row96 col3\" >[]</td>\n",
-       "                        <td id=\"T_5ab08_row96_col4\" class=\"data row96 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row96_col5\" class=\"data row96 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row96_col6\" class=\"data row96 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row97\" class=\"row_heading level0 row97\" >coefficient_workplace_suburban_area_dummy_eat</th>\n",
-       "                        <td id=\"T_5ab08_row97_col0\" class=\"data row97 col0\" >-0.292</td>\n",
-       "                        <td id=\"T_5ab08_row97_col1\" class=\"data row97 col1\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row97_col2\" class=\"data row97 col2\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row97_col3\" class=\"data row97 col3\" >[]</td>\n",
-       "                        <td id=\"T_5ab08_row97_col4\" class=\"data row97 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row97_col5\" class=\"data row97 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row97_col6\" class=\"data row97 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row98\" class=\"row_heading level0 row98\" >coefficient_workplace_suburban_area_dummy_eat_business</th>\n",
-       "                        <td id=\"T_5ab08_row98_col0\" class=\"data row98 col0\" >-0.402</td>\n",
-       "                        <td id=\"T_5ab08_row98_col1\" class=\"data row98 col1\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row98_col2\" class=\"data row98 col2\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row98_col3\" class=\"data row98 col3\" >[]</td>\n",
-       "                        <td id=\"T_5ab08_row98_col4\" class=\"data row98 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row98_col5\" class=\"data row98 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row98_col6\" class=\"data row98 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row99\" class=\"row_heading level0 row99\" >coefficient_workplace_suburban_area_dummy_maint</th>\n",
-       "                        <td id=\"T_5ab08_row99_col0\" class=\"data row99 col0\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row99_col1\" class=\"data row99 col1\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row99_col2\" class=\"data row99 col2\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row99_col3\" class=\"data row99 col3\" ></td>\n",
-       "                        <td id=\"T_5ab08_row99_col4\" class=\"data row99 col4\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row99_col5\" class=\"data row99 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row99_col6\" class=\"data row99 col6\" >fixed value</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row100\" class=\"row_heading level0 row100\" >coefficient_workplace_urban_area_dummy_business1</th>\n",
-       "                        <td id=\"T_5ab08_row100_col0\" class=\"data row100 col0\" > 1.74</td>\n",
-       "                        <td id=\"T_5ab08_row100_col1\" class=\"data row100 col1\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row100_col2\" class=\"data row100 col2\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row100_col3\" class=\"data row100 col3\" >[***]</td>\n",
-       "                        <td id=\"T_5ab08_row100_col4\" class=\"data row100 col4\" > 41.10</td>\n",
-       "                        <td id=\"T_5ab08_row100_col5\" class=\"data row100 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row100_col6\" class=\"data row100 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row101\" class=\"row_heading level0 row101\" >coefficient_workplace_urban_area_dummy_business2</th>\n",
-       "                        <td id=\"T_5ab08_row101_col0\" class=\"data row101 col0\" > 1.56</td>\n",
-       "                        <td id=\"T_5ab08_row101_col1\" class=\"data row101 col1\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row101_col2\" class=\"data row101 col2\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row101_col3\" class=\"data row101 col3\" >[]</td>\n",
-       "                        <td id=\"T_5ab08_row101_col4\" class=\"data row101 col4\" >-0.00</td>\n",
-       "                        <td id=\"T_5ab08_row101_col5\" class=\"data row101 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row101_col6\" class=\"data row101 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row102\" class=\"row_heading level0 row102\" >coefficient_workplace_urban_area_dummy_eat</th>\n",
-       "                        <td id=\"T_5ab08_row102_col0\" class=\"data row102 col0\" > 4.53</td>\n",
-       "                        <td id=\"T_5ab08_row102_col1\" class=\"data row102 col1\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row102_col2\" class=\"data row102 col2\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row102_col3\" class=\"data row102 col3\" >[***]</td>\n",
-       "                        <td id=\"T_5ab08_row102_col4\" class=\"data row102 col4\" > 890.88</td>\n",
-       "                        <td id=\"T_5ab08_row102_col5\" class=\"data row102 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row102_col6\" class=\"data row102 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row103\" class=\"row_heading level0 row103\" >coefficient_workplace_urban_area_dummy_eat_business</th>\n",
-       "                        <td id=\"T_5ab08_row103_col0\" class=\"data row103 col0\" >-23.1</td>\n",
-       "                        <td id=\"T_5ab08_row103_col1\" class=\"data row103 col1\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row103_col2\" class=\"data row103 col2\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row103_col3\" class=\"data row103 col3\" >[***]</td>\n",
-       "                        <td id=\"T_5ab08_row103_col4\" class=\"data row103 col4\" > BIG</td>\n",
-       "                        <td id=\"T_5ab08_row103_col5\" class=\"data row103 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row103_col6\" class=\"data row103 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row104\" class=\"row_heading level0 row104\" >coefficient_workplace_urban_area_dummy_maint</th>\n",
-       "                        <td id=\"T_5ab08_row104_col0\" class=\"data row104 col0\" > 13.4</td>\n",
-       "                        <td id=\"T_5ab08_row104_col1\" class=\"data row104 col1\" > 579.</td>\n",
-       "                        <td id=\"T_5ab08_row104_col2\" class=\"data row104 col2\" > 0.02</td>\n",
-       "                        <td id=\"T_5ab08_row104_col3\" class=\"data row104 col3\" ></td>\n",
-       "                        <td id=\"T_5ab08_row104_col4\" class=\"data row104 col4\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row104_col5\" class=\"data row104 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row104_col6\" class=\"data row104 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row105\" class=\"row_heading level0 row105\" >coefficient_zero_cars_owned_by_hh_dummy_business1</th>\n",
-       "                        <td id=\"T_5ab08_row105_col0\" class=\"data row105 col0\" >-0.527</td>\n",
-       "                        <td id=\"T_5ab08_row105_col1\" class=\"data row105 col1\" > 0.582</td>\n",
-       "                        <td id=\"T_5ab08_row105_col2\" class=\"data row105 col2\" >-0.90</td>\n",
-       "                        <td id=\"T_5ab08_row105_col3\" class=\"data row105 col3\" ></td>\n",
-       "                        <td id=\"T_5ab08_row105_col4\" class=\"data row105 col4\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row105_col5\" class=\"data row105 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row105_col6\" class=\"data row105 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row106\" class=\"row_heading level0 row106\" >coefficient_zero_cars_owned_by_hh_dummy_business2</th>\n",
-       "                        <td id=\"T_5ab08_row106_col0\" class=\"data row106 col0\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row106_col1\" class=\"data row106 col1\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row106_col2\" class=\"data row106 col2\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row106_col3\" class=\"data row106 col3\" ></td>\n",
-       "                        <td id=\"T_5ab08_row106_col4\" class=\"data row106 col4\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row106_col5\" class=\"data row106 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row106_col6\" class=\"data row106 col6\" >fixed value</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row107\" class=\"row_heading level0 row107\" >coefficient_zero_cars_owned_by_hh_dummy_eat</th>\n",
-       "                        <td id=\"T_5ab08_row107_col0\" class=\"data row107 col0\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row107_col1\" class=\"data row107 col1\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row107_col2\" class=\"data row107 col2\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row107_col3\" class=\"data row107 col3\" ></td>\n",
-       "                        <td id=\"T_5ab08_row107_col4\" class=\"data row107 col4\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row107_col5\" class=\"data row107 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row107_col6\" class=\"data row107 col6\" >fixed value</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row108\" class=\"row_heading level0 row108\" >coefficient_zero_cars_owned_by_hh_dummy_eat_business</th>\n",
-       "                        <td id=\"T_5ab08_row108_col0\" class=\"data row108 col0\" >-19.1</td>\n",
-       "                        <td id=\"T_5ab08_row108_col1\" class=\"data row108 col1\" > 1.36e+04</td>\n",
-       "                        <td id=\"T_5ab08_row108_col2\" class=\"data row108 col2\" >-0.00</td>\n",
-       "                        <td id=\"T_5ab08_row108_col3\" class=\"data row108 col3\" ></td>\n",
-       "                        <td id=\"T_5ab08_row108_col4\" class=\"data row108 col4\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row108_col5\" class=\"data row108 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row108_col6\" class=\"data row108 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_5ab08_level0_row109\" class=\"row_heading level0 row109\" >coefficient_zero_cars_owned_by_hh_dummy_maint</th>\n",
-       "                        <td id=\"T_5ab08_row109_col0\" class=\"data row109 col0\" > 0.559</td>\n",
-       "                        <td id=\"T_5ab08_row109_col1\" class=\"data row109 col1\" > 0.426</td>\n",
-       "                        <td id=\"T_5ab08_row109_col2\" class=\"data row109 col2\" > 1.31</td>\n",
-       "                        <td id=\"T_5ab08_row109_col3\" class=\"data row109 col3\" ></td>\n",
-       "                        <td id=\"T_5ab08_row109_col4\" class=\"data row109 col4\" > NA</td>\n",
-       "                        <td id=\"T_5ab08_row109_col5\" class=\"data row109 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_5ab08_row109_col6\" class=\"data row109 col6\" ></td>\n",
-       "            </tr>\n",
-       "    </tbody></table>"
+       "<style type=\"text/css\">\n",
+       "#T_68337 th {\n",
+       "  vertical-align: top;\n",
+       "  text-align: left;\n",
+       "}\n",
+       "#T_68337 td {\n",
+       "  vertical-align: top;\n",
+       "  text-align: left;\n",
+       "}\n",
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#T_68337_row103_col3, #T_68337_row103_col4, #T_68337_row104_col0, #T_68337_row104_col1, #T_68337_row104_col2, #T_68337_row104_col3, #T_68337_row104_col4, #T_68337_row105_col0, #T_68337_row105_col1, #T_68337_row105_col2, #T_68337_row105_col3, #T_68337_row105_col4, #T_68337_row106_col0, #T_68337_row106_col1, #T_68337_row106_col2, #T_68337_row106_col3, #T_68337_row106_col4, #T_68337_row107_col0, #T_68337_row107_col1, #T_68337_row107_col2, #T_68337_row107_col3, #T_68337_row107_col4, #T_68337_row108_col0, #T_68337_row108_col1, #T_68337_row108_col2, #T_68337_row108_col3, #T_68337_row108_col4, #T_68337_row109_col0, #T_68337_row109_col1, #T_68337_row109_col2, #T_68337_row109_col3, #T_68337_row109_col4 {\n",
+       "  font-family: monospace;\n",
+       "}\n",
+       "</style>\n",
+       "<table id=\"T_68337\">\n",
+       "  <thead>\n",
+       "    <tr>\n",
+       "      <th class=\"blank level0\" >&nbsp;</th>\n",
+       "      <th id=\"T_68337_level0_col0\" class=\"col_heading level0 col0\" >Value</th>\n",
+       "      <th id=\"T_68337_level0_col1\" class=\"col_heading level0 col1\" >Std Err</th>\n",
+       "      <th id=\"T_68337_level0_col2\" class=\"col_heading level0 col2\" >t Stat</th>\n",
+       "      <th id=\"T_68337_level0_col3\" class=\"col_heading level0 col3\" >Signif</th>\n",
+       "      <th id=\"T_68337_level0_col4\" class=\"col_heading level0 col4\" >Null Value</th>\n",
+       "      <th id=\"T_68337_level0_col5\" class=\"col_heading level0 col5\" >Constrained</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th class=\"index_name level0\" >Parameter</th>\n",
+       "      <th class=\"blank col0\" >&nbsp;</th>\n",
+       "      <th class=\"blank col1\" >&nbsp;</th>\n",
+       "      <th class=\"blank col2\" >&nbsp;</th>\n",
+       "      <th class=\"blank col3\" >&nbsp;</th>\n",
+       "      <th class=\"blank col4\" >&nbsp;</th>\n",
+       "      <th class=\"blank col5\" >&nbsp;</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row0\" class=\"row_heading level0 row0\" >coefficient_at_work_sub_tour_asc_business1</th>\n",
+       "      <td id=\"T_68337_row0_col0\" class=\"data row0 col0\" >-0.350</td>\n",
+       "      <td id=\"T_68337_row0_col1\" class=\"data row0 col1\" > 1.10e+03</td>\n",
+       "      <td id=\"T_68337_row0_col2\" class=\"data row0 col2\" >-0.00</td>\n",
+       "      <td id=\"T_68337_row0_col3\" class=\"data row0 col3\" ></td>\n",
+       "      <td id=\"T_68337_row0_col4\" class=\"data row0 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row0_col5\" class=\"data row0 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row1\" class=\"row_heading level0 row1\" >coefficient_at_work_sub_tour_asc_business2</th>\n",
+       "      <td id=\"T_68337_row1_col0\" class=\"data row1 col0\" >-2.21</td>\n",
+       "      <td id=\"T_68337_row1_col1\" class=\"data row1 col1\" > 2.21e+03</td>\n",
+       "      <td id=\"T_68337_row1_col2\" class=\"data row1 col2\" >-0.00</td>\n",
+       "      <td id=\"T_68337_row1_col3\" class=\"data row1 col3\" ></td>\n",
+       "      <td id=\"T_68337_row1_col4\" class=\"data row1 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row1_col5\" class=\"data row1 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row2\" class=\"row_heading level0 row2\" >coefficient_at_work_sub_tour_asc_eat</th>\n",
+       "      <td id=\"T_68337_row2_col0\" class=\"data row2 col0\" > 0.440</td>\n",
+       "      <td id=\"T_68337_row2_col1\" class=\"data row2 col1\" > NA</td>\n",
+       "      <td id=\"T_68337_row2_col2\" class=\"data row2 col2\" > NA</td>\n",
+       "      <td id=\"T_68337_row2_col3\" class=\"data row2 col3\" ></td>\n",
+       "      <td id=\"T_68337_row2_col4\" class=\"data row2 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row2_col5\" class=\"data row2 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row3\" class=\"row_heading level0 row3\" >coefficient_at_work_sub_tour_asc_eat_business</th>\n",
+       "      <td id=\"T_68337_row3_col0\" class=\"data row3 col0\" >-0.860</td>\n",
+       "      <td id=\"T_68337_row3_col1\" class=\"data row3 col1\" > 495.</td>\n",
+       "      <td id=\"T_68337_row3_col2\" class=\"data row3 col2\" >-0.00</td>\n",
+       "      <td id=\"T_68337_row3_col3\" class=\"data row3 col3\" ></td>\n",
+       "      <td id=\"T_68337_row3_col4\" class=\"data row3 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row3_col5\" class=\"data row3 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row4\" class=\"row_heading level0 row4\" >coefficient_at_work_sub_tour_asc_maint</th>\n",
+       "      <td id=\"T_68337_row4_col0\" class=\"data row4 col0\" >-0.423</td>\n",
+       "      <td id=\"T_68337_row4_col1\" class=\"data row4 col1\" > NA</td>\n",
+       "      <td id=\"T_68337_row4_col2\" class=\"data row4 col2\" > NA</td>\n",
+       "      <td id=\"T_68337_row4_col3\" class=\"data row4 col3\" ></td>\n",
+       "      <td id=\"T_68337_row4_col4\" class=\"data row4 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row4_col5\" class=\"data row4 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row5\" class=\"row_heading level0 row5\" >coefficient_auto_accessibility_to_retail_for_work_taz_business1</th>\n",
+       "      <td id=\"T_68337_row5_col0\" class=\"data row5 col0\" > 0.0782</td>\n",
+       "      <td id=\"T_68337_row5_col1\" class=\"data row5 col1\" > NA</td>\n",
+       "      <td id=\"T_68337_row5_col2\" class=\"data row5 col2\" > NA</td>\n",
+       "      <td id=\"T_68337_row5_col3\" class=\"data row5 col3\" ></td>\n",
+       "      <td id=\"T_68337_row5_col4\" class=\"data row5 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row5_col5\" class=\"data row5 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row6\" class=\"row_heading level0 row6\" >coefficient_auto_accessibility_to_retail_for_work_taz_business2</th>\n",
+       "      <td id=\"T_68337_row6_col0\" class=\"data row6 col0\" > 0.296</td>\n",
+       "      <td id=\"T_68337_row6_col1\" class=\"data row6 col1\" > NA</td>\n",
+       "      <td id=\"T_68337_row6_col2\" class=\"data row6 col2\" > NA</td>\n",
+       "      <td id=\"T_68337_row6_col3\" class=\"data row6 col3\" ></td>\n",
+       "      <td id=\"T_68337_row6_col4\" class=\"data row6 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row6_col5\" class=\"data row6 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row7\" class=\"row_heading level0 row7\" >coefficient_auto_accessibility_to_retail_for_work_taz_eat</th>\n",
+       "      <td id=\"T_68337_row7_col0\" class=\"data row7 col0\" > 0.137</td>\n",
+       "      <td id=\"T_68337_row7_col1\" class=\"data row7 col1\" > NA</td>\n",
+       "      <td id=\"T_68337_row7_col2\" class=\"data row7 col2\" > NA</td>\n",
+       "      <td id=\"T_68337_row7_col3\" class=\"data row7 col3\" ></td>\n",
+       "      <td id=\"T_68337_row7_col4\" class=\"data row7 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row7_col5\" class=\"data row7 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row8\" class=\"row_heading level0 row8\" >coefficient_auto_accessibility_to_retail_for_work_taz_eat_business</th>\n",
+       "      <td id=\"T_68337_row8_col0\" class=\"data row8 col0\" >-0.263</td>\n",
+       "      <td id=\"T_68337_row8_col1\" class=\"data row8 col1\" > NA</td>\n",
+       "      <td id=\"T_68337_row8_col2\" class=\"data row8 col2\" > NA</td>\n",
+       "      <td id=\"T_68337_row8_col3\" class=\"data row8 col3\" ></td>\n",
+       "      <td id=\"T_68337_row8_col4\" class=\"data row8 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row8_col5\" class=\"data row8 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row9\" class=\"row_heading level0 row9\" >coefficient_auto_accessibility_to_retail_for_work_taz_maint</th>\n",
+       "      <td id=\"T_68337_row9_col0\" class=\"data row9 col0\" > 0.0218</td>\n",
+       "      <td id=\"T_68337_row9_col1\" class=\"data row9 col1\" > NA</td>\n",
+       "      <td id=\"T_68337_row9_col2\" class=\"data row9 col2\" > NA</td>\n",
+       "      <td id=\"T_68337_row9_col3\" class=\"data row9 col3\" ></td>\n",
+       "      <td id=\"T_68337_row9_col4\" class=\"data row9 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row9_col5\" class=\"data row9 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row10\" class=\"row_heading level0 row10\" >coefficient_dummy_for_drive_alone_mode_for_work_tour_business1</th>\n",
+       "      <td id=\"T_68337_row10_col0\" class=\"data row10 col0\" > 0.950</td>\n",
+       "      <td id=\"T_68337_row10_col1\" class=\"data row10 col1\" > NA</td>\n",
+       "      <td id=\"T_68337_row10_col2\" class=\"data row10 col2\" > NA</td>\n",
+       "      <td id=\"T_68337_row10_col3\" class=\"data row10 col3\" ></td>\n",
+       "      <td id=\"T_68337_row10_col4\" class=\"data row10 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row10_col5\" class=\"data row10 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row11\" class=\"row_heading level0 row11\" >coefficient_dummy_for_drive_alone_mode_for_work_tour_business2</th>\n",
+       "      <td id=\"T_68337_row11_col0\" class=\"data row11 col0\" > 1.75</td>\n",
+       "      <td id=\"T_68337_row11_col1\" class=\"data row11 col1\" > NA</td>\n",
+       "      <td id=\"T_68337_row11_col2\" class=\"data row11 col2\" > NA</td>\n",
+       "      <td id=\"T_68337_row11_col3\" class=\"data row11 col3\" ></td>\n",
+       "      <td id=\"T_68337_row11_col4\" class=\"data row11 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row11_col5\" class=\"data row11 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row12\" class=\"row_heading level0 row12\" >coefficient_dummy_for_drive_alone_mode_for_work_tour_eat</th>\n",
+       "      <td id=\"T_68337_row12_col0\" class=\"data row12 col0\" > 0.488</td>\n",
+       "      <td id=\"T_68337_row12_col1\" class=\"data row12 col1\" > NA</td>\n",
+       "      <td id=\"T_68337_row12_col2\" class=\"data row12 col2\" > NA</td>\n",
+       "      <td id=\"T_68337_row12_col3\" class=\"data row12 col3\" ></td>\n",
+       "      <td id=\"T_68337_row12_col4\" class=\"data row12 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row12_col5\" class=\"data row12 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row13\" class=\"row_heading level0 row13\" >coefficient_dummy_for_drive_alone_mode_for_work_tour_eat_business</th>\n",
+       "      <td id=\"T_68337_row13_col0\" class=\"data row13 col0\" > 1.78</td>\n",
+       "      <td id=\"T_68337_row13_col1\" class=\"data row13 col1\" > NA</td>\n",
+       "      <td id=\"T_68337_row13_col2\" class=\"data row13 col2\" > NA</td>\n",
+       "      <td id=\"T_68337_row13_col3\" class=\"data row13 col3\" ></td>\n",
+       "      <td id=\"T_68337_row13_col4\" class=\"data row13 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row13_col5\" class=\"data row13 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row14\" class=\"row_heading level0 row14\" >coefficient_dummy_for_drive_alone_mode_for_work_tour_maint</th>\n",
+       "      <td id=\"T_68337_row14_col0\" class=\"data row14 col0\" > 1.11</td>\n",
+       "      <td id=\"T_68337_row14_col1\" class=\"data row14 col1\" > NA</td>\n",
+       "      <td id=\"T_68337_row14_col2\" class=\"data row14 col2\" > NA</td>\n",
+       "      <td id=\"T_68337_row14_col3\" class=\"data row14 col3\" ></td>\n",
+       "      <td id=\"T_68337_row14_col4\" class=\"data row14 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row14_col5\" class=\"data row14 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row15\" class=\"row_heading level0 row15\" >coefficient_dummy_for_full_time_worker_business1</th>\n",
+       "      <td id=\"T_68337_row15_col0\" class=\"data row15 col0\" >-7.40</td>\n",
+       "      <td id=\"T_68337_row15_col1\" class=\"data row15 col1\" > 552.</td>\n",
+       "      <td id=\"T_68337_row15_col2\" class=\"data row15 col2\" >-0.01</td>\n",
+       "      <td id=\"T_68337_row15_col3\" class=\"data row15 col3\" ></td>\n",
+       "      <td id=\"T_68337_row15_col4\" class=\"data row15 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row15_col5\" class=\"data row15 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row16\" class=\"row_heading level0 row16\" >coefficient_dummy_for_full_time_worker_business2</th>\n",
+       "      <td id=\"T_68337_row16_col0\" class=\"data row16 col0\" >-13.8</td>\n",
+       "      <td id=\"T_68337_row16_col1\" class=\"data row16 col1\" > 1.67e+03</td>\n",
+       "      <td id=\"T_68337_row16_col2\" class=\"data row16 col2\" >-0.01</td>\n",
+       "      <td id=\"T_68337_row16_col3\" class=\"data row16 col3\" ></td>\n",
+       "      <td id=\"T_68337_row16_col4\" class=\"data row16 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row16_col5\" class=\"data row16 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row17\" class=\"row_heading level0 row17\" >coefficient_dummy_for_full_time_worker_eat</th>\n",
+       "      <td id=\"T_68337_row17_col0\" class=\"data row17 col0\" >-7.55</td>\n",
+       "      <td id=\"T_68337_row17_col1\" class=\"data row17 col1\" > 1.25e+03</td>\n",
+       "      <td id=\"T_68337_row17_col2\" class=\"data row17 col2\" >-0.01</td>\n",
+       "      <td id=\"T_68337_row17_col3\" class=\"data row17 col3\" ></td>\n",
+       "      <td id=\"T_68337_row17_col4\" class=\"data row17 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row17_col5\" class=\"data row17 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row18\" class=\"row_heading level0 row18\" >coefficient_dummy_for_full_time_worker_eat_business</th>\n",
+       "      <td id=\"T_68337_row18_col0\" class=\"data row18 col0\" >-15.0</td>\n",
+       "      <td id=\"T_68337_row18_col1\" class=\"data row18 col1\" > 2.70e+03</td>\n",
+       "      <td id=\"T_68337_row18_col2\" class=\"data row18 col2\" >-0.01</td>\n",
+       "      <td id=\"T_68337_row18_col3\" class=\"data row18 col3\" ></td>\n",
+       "      <td id=\"T_68337_row18_col4\" class=\"data row18 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row18_col5\" class=\"data row18 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row19\" class=\"row_heading level0 row19\" >coefficient_dummy_for_full_time_worker_maint</th>\n",
+       "      <td id=\"T_68337_row19_col0\" class=\"data row19 col0\" >-8.06</td>\n",
+       "      <td id=\"T_68337_row19_col1\" class=\"data row19 col1\" > 1.60e+03</td>\n",
+       "      <td id=\"T_68337_row19_col2\" class=\"data row19 col2\" >-0.01</td>\n",
+       "      <td id=\"T_68337_row19_col3\" class=\"data row19 col3\" ></td>\n",
+       "      <td id=\"T_68337_row19_col4\" class=\"data row19 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row19_col5\" class=\"data row19 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row20\" class=\"row_heading level0 row20\" >coefficient_dummy_for_non_full_time_worker_business1</th>\n",
+       "      <td id=\"T_68337_row20_col0\" class=\"data row20 col0\" >-8.10</td>\n",
+       "      <td id=\"T_68337_row20_col1\" class=\"data row20 col1\" > 687.</td>\n",
+       "      <td id=\"T_68337_row20_col2\" class=\"data row20 col2\" >-0.01</td>\n",
+       "      <td id=\"T_68337_row20_col3\" class=\"data row20 col3\" ></td>\n",
+       "      <td id=\"T_68337_row20_col4\" class=\"data row20 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row20_col5\" class=\"data row20 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row21\" class=\"row_heading level0 row21\" >coefficient_dummy_for_non_full_time_worker_business2</th>\n",
+       "      <td id=\"T_68337_row21_col0\" class=\"data row21 col0\" >-14.8</td>\n",
+       "      <td id=\"T_68337_row21_col1\" class=\"data row21 col1\" > 1.52e+03</td>\n",
+       "      <td id=\"T_68337_row21_col2\" class=\"data row21 col2\" >-0.01</td>\n",
+       "      <td id=\"T_68337_row21_col3\" class=\"data row21 col3\" ></td>\n",
+       "      <td id=\"T_68337_row21_col4\" class=\"data row21 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row21_col5\" class=\"data row21 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row22\" class=\"row_heading level0 row22\" >coefficient_dummy_for_non_full_time_worker_eat</th>\n",
+       "      <td id=\"T_68337_row22_col0\" class=\"data row22 col0\" >-8.75</td>\n",
+       "      <td id=\"T_68337_row22_col1\" class=\"data row22 col1\" > 1.58e+03</td>\n",
+       "      <td id=\"T_68337_row22_col2\" class=\"data row22 col2\" >-0.01</td>\n",
+       "      <td id=\"T_68337_row22_col3\" class=\"data row22 col3\" ></td>\n",
+       "      <td id=\"T_68337_row22_col4\" class=\"data row22 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row22_col5\" class=\"data row22 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row23\" class=\"row_heading level0 row23\" >coefficient_dummy_for_non_full_time_worker_eat_business</th>\n",
+       "      <td id=\"T_68337_row23_col0\" class=\"data row23 col0\" >-14.5</td>\n",
+       "      <td id=\"T_68337_row23_col1\" class=\"data row23 col1\" > 2.34e+03</td>\n",
+       "      <td id=\"T_68337_row23_col2\" class=\"data row23 col2\" >-0.01</td>\n",
+       "      <td id=\"T_68337_row23_col3\" class=\"data row23 col3\" ></td>\n",
+       "      <td id=\"T_68337_row23_col4\" class=\"data row23 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row23_col5\" class=\"data row23 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row24\" class=\"row_heading level0 row24\" >coefficient_dummy_for_non_full_time_worker_maint</th>\n",
+       "      <td id=\"T_68337_row24_col0\" class=\"data row24 col0\" >-8.05</td>\n",
+       "      <td id=\"T_68337_row24_col1\" class=\"data row24 col1\" > 2.29e+03</td>\n",
+       "      <td id=\"T_68337_row24_col2\" class=\"data row24 col2\" >-0.00</td>\n",
+       "      <td id=\"T_68337_row24_col3\" class=\"data row24 col3\" ></td>\n",
+       "      <td id=\"T_68337_row24_col4\" class=\"data row24 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row24_col5\" class=\"data row24 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row25\" class=\"row_heading level0 row25\" >coefficient_dummy_for_non_workers_business1</th>\n",
+       "      <td id=\"T_68337_row25_col0\" class=\"data row25 col0\" >-5.00</td>\n",
+       "      <td id=\"T_68337_row25_col1\" class=\"data row25 col1\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row25_col2\" class=\"data row25 col2\" > NA</td>\n",
+       "      <td id=\"T_68337_row25_col3\" class=\"data row25 col3\" ></td>\n",
+       "      <td id=\"T_68337_row25_col4\" class=\"data row25 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row25_col5\" class=\"data row25 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row26\" class=\"row_heading level0 row26\" >coefficient_dummy_for_non_workers_business2</th>\n",
+       "      <td id=\"T_68337_row26_col0\" class=\"data row26 col0\" >-5.00</td>\n",
+       "      <td id=\"T_68337_row26_col1\" class=\"data row26 col1\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row26_col2\" class=\"data row26 col2\" > NA</td>\n",
+       "      <td id=\"T_68337_row26_col3\" class=\"data row26 col3\" ></td>\n",
+       "      <td id=\"T_68337_row26_col4\" class=\"data row26 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row26_col5\" class=\"data row26 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row27\" class=\"row_heading level0 row27\" >coefficient_dummy_for_non_workers_eat</th>\n",
+       "      <td id=\"T_68337_row27_col0\" class=\"data row27 col0\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row27_col1\" class=\"data row27 col1\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row27_col2\" class=\"data row27 col2\" > NA</td>\n",
+       "      <td id=\"T_68337_row27_col3\" class=\"data row27 col3\" ></td>\n",
+       "      <td id=\"T_68337_row27_col4\" class=\"data row27 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row27_col5\" class=\"data row27 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row28\" class=\"row_heading level0 row28\" >coefficient_dummy_for_non_workers_eat_business</th>\n",
+       "      <td id=\"T_68337_row28_col0\" class=\"data row28 col0\" >-5.00</td>\n",
+       "      <td id=\"T_68337_row28_col1\" class=\"data row28 col1\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row28_col2\" class=\"data row28 col2\" > NA</td>\n",
+       "      <td id=\"T_68337_row28_col3\" class=\"data row28 col3\" ></td>\n",
+       "      <td id=\"T_68337_row28_col4\" class=\"data row28 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row28_col5\" class=\"data row28 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row29\" class=\"row_heading level0 row29\" >coefficient_dummy_for_non_workers_maint</th>\n",
+       "      <td id=\"T_68337_row29_col0\" class=\"data row29 col0\" >-5.00</td>\n",
+       "      <td id=\"T_68337_row29_col1\" class=\"data row29 col1\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row29_col2\" class=\"data row29 col2\" > NA</td>\n",
+       "      <td id=\"T_68337_row29_col3\" class=\"data row29 col3\" ></td>\n",
+       "      <td id=\"T_68337_row29_col4\" class=\"data row29 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row29_col5\" class=\"data row29 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row30\" class=\"row_heading level0 row30\" >coefficient_dummy_for_worker_or_student_with_non_mandatory_tour_business1</th>\n",
+       "      <td id=\"T_68337_row30_col0\" class=\"data row30 col0\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row30_col1\" class=\"data row30 col1\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row30_col2\" class=\"data row30 col2\" > NA</td>\n",
+       "      <td id=\"T_68337_row30_col3\" class=\"data row30 col3\" ></td>\n",
+       "      <td id=\"T_68337_row30_col4\" class=\"data row30 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row30_col5\" class=\"data row30 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row31\" class=\"row_heading level0 row31\" >coefficient_dummy_for_worker_or_student_with_non_mandatory_tour_business2</th>\n",
+       "      <td id=\"T_68337_row31_col0\" class=\"data row31 col0\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row31_col1\" class=\"data row31 col1\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row31_col2\" class=\"data row31 col2\" > NA</td>\n",
+       "      <td id=\"T_68337_row31_col3\" class=\"data row31 col3\" ></td>\n",
+       "      <td id=\"T_68337_row31_col4\" class=\"data row31 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row31_col5\" class=\"data row31 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row32\" class=\"row_heading level0 row32\" >coefficient_dummy_for_worker_or_student_with_non_mandatory_tour_eat</th>\n",
+       "      <td id=\"T_68337_row32_col0\" class=\"data row32 col0\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row32_col1\" class=\"data row32 col1\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row32_col2\" class=\"data row32 col2\" > NA</td>\n",
+       "      <td id=\"T_68337_row32_col3\" class=\"data row32 col3\" ></td>\n",
+       "      <td id=\"T_68337_row32_col4\" class=\"data row32 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row32_col5\" class=\"data row32 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row33\" class=\"row_heading level0 row33\" >coefficient_dummy_for_worker_or_student_with_non_mandatory_tour_eat_business</th>\n",
+       "      <td id=\"T_68337_row33_col0\" class=\"data row33 col0\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row33_col1\" class=\"data row33 col1\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row33_col2\" class=\"data row33 col2\" > NA</td>\n",
+       "      <td id=\"T_68337_row33_col3\" class=\"data row33 col3\" ></td>\n",
+       "      <td id=\"T_68337_row33_col4\" class=\"data row33 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row33_col5\" class=\"data row33 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row34\" class=\"row_heading level0 row34\" >coefficient_dummy_for_worker_or_student_with_non_mandatory_tour_maint</th>\n",
+       "      <td id=\"T_68337_row34_col0\" class=\"data row34 col0\" >-0.858</td>\n",
+       "      <td id=\"T_68337_row34_col1\" class=\"data row34 col1\" > 0.324</td>\n",
+       "      <td id=\"T_68337_row34_col2\" class=\"data row34 col2\" >-2.64</td>\n",
+       "      <td id=\"T_68337_row34_col3\" class=\"data row34 col3\" >**</td>\n",
+       "      <td id=\"T_68337_row34_col4\" class=\"data row34 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row34_col5\" class=\"data row34 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row35\" class=\"row_heading level0 row35\" >coefficient_high_hh_income_dummy_business1</th>\n",
+       "      <td id=\"T_68337_row35_col0\" class=\"data row35 col0\" > 1.05</td>\n",
+       "      <td id=\"T_68337_row35_col1\" class=\"data row35 col1\" > 733.</td>\n",
+       "      <td id=\"T_68337_row35_col2\" class=\"data row35 col2\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row35_col3\" class=\"data row35 col3\" ></td>\n",
+       "      <td id=\"T_68337_row35_col4\" class=\"data row35 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row35_col5\" class=\"data row35 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row36\" class=\"row_heading level0 row36\" >coefficient_high_hh_income_dummy_business2</th>\n",
+       "      <td id=\"T_68337_row36_col0\" class=\"data row36 col0\" > 1.78</td>\n",
+       "      <td id=\"T_68337_row36_col1\" class=\"data row36 col1\" > 733.</td>\n",
+       "      <td id=\"T_68337_row36_col2\" class=\"data row36 col2\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row36_col3\" class=\"data row36 col3\" ></td>\n",
+       "      <td id=\"T_68337_row36_col4\" class=\"data row36 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row36_col5\" class=\"data row36 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row37\" class=\"row_heading level0 row37\" >coefficient_high_hh_income_dummy_eat</th>\n",
+       "      <td id=\"T_68337_row37_col0\" class=\"data row37 col0\" > 0.987</td>\n",
+       "      <td id=\"T_68337_row37_col1\" class=\"data row37 col1\" > 733.</td>\n",
+       "      <td id=\"T_68337_row37_col2\" class=\"data row37 col2\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row37_col3\" class=\"data row37 col3\" ></td>\n",
+       "      <td id=\"T_68337_row37_col4\" class=\"data row37 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row37_col5\" class=\"data row37 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row38\" class=\"row_heading level0 row38\" >coefficient_high_hh_income_dummy_eat_business</th>\n",
+       "      <td id=\"T_68337_row38_col0\" class=\"data row38 col0\" > 2.17</td>\n",
+       "      <td id=\"T_68337_row38_col1\" class=\"data row38 col1\" > 733.</td>\n",
+       "      <td id=\"T_68337_row38_col2\" class=\"data row38 col2\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row38_col3\" class=\"data row38 col3\" ></td>\n",
+       "      <td id=\"T_68337_row38_col4\" class=\"data row38 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row38_col5\" class=\"data row38 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row39\" class=\"row_heading level0 row39\" >coefficient_high_hh_income_dummy_maint</th>\n",
+       "      <td id=\"T_68337_row39_col0\" class=\"data row39 col0\" > 0.188</td>\n",
+       "      <td id=\"T_68337_row39_col1\" class=\"data row39 col1\" > 733.</td>\n",
+       "      <td id=\"T_68337_row39_col2\" class=\"data row39 col2\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row39_col3\" class=\"data row39 col3\" ></td>\n",
+       "      <td id=\"T_68337_row39_col4\" class=\"data row39 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row39_col5\" class=\"data row39 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row40\" class=\"row_heading level0 row40\" >coefficient_individual_discretionary_tours_made_by_full_time_worker_business1</th>\n",
+       "      <td id=\"T_68337_row40_col0\" class=\"data row40 col0\" > 0.746</td>\n",
+       "      <td id=\"T_68337_row40_col1\" class=\"data row40 col1\" > NA</td>\n",
+       "      <td id=\"T_68337_row40_col2\" class=\"data row40 col2\" > NA</td>\n",
+       "      <td id=\"T_68337_row40_col3\" class=\"data row40 col3\" ></td>\n",
+       "      <td id=\"T_68337_row40_col4\" class=\"data row40 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row40_col5\" class=\"data row40 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row41\" class=\"row_heading level0 row41\" >coefficient_individual_discretionary_tours_made_by_full_time_worker_business2</th>\n",
+       "      <td id=\"T_68337_row41_col0\" class=\"data row41 col0\" > 0.764</td>\n",
+       "      <td id=\"T_68337_row41_col1\" class=\"data row41 col1\" > NA</td>\n",
+       "      <td id=\"T_68337_row41_col2\" class=\"data row41 col2\" > NA</td>\n",
+       "      <td id=\"T_68337_row41_col3\" class=\"data row41 col3\" ></td>\n",
+       "      <td id=\"T_68337_row41_col4\" class=\"data row41 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row41_col5\" class=\"data row41 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row42\" class=\"row_heading level0 row42\" >coefficient_individual_discretionary_tours_made_by_full_time_worker_eat</th>\n",
+       "      <td id=\"T_68337_row42_col0\" class=\"data row42 col0\" > 0.315</td>\n",
+       "      <td id=\"T_68337_row42_col1\" class=\"data row42 col1\" > NA</td>\n",
+       "      <td id=\"T_68337_row42_col2\" class=\"data row42 col2\" > NA</td>\n",
+       "      <td id=\"T_68337_row42_col3\" class=\"data row42 col3\" ></td>\n",
+       "      <td id=\"T_68337_row42_col4\" class=\"data row42 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row42_col5\" class=\"data row42 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row43\" class=\"row_heading level0 row43\" >coefficient_individual_discretionary_tours_made_by_full_time_worker_eat_business</th>\n",
+       "      <td id=\"T_68337_row43_col0\" class=\"data row43 col0\" > 1.30</td>\n",
+       "      <td id=\"T_68337_row43_col1\" class=\"data row43 col1\" > NA</td>\n",
+       "      <td id=\"T_68337_row43_col2\" class=\"data row43 col2\" > NA</td>\n",
+       "      <td id=\"T_68337_row43_col3\" class=\"data row43 col3\" ></td>\n",
+       "      <td id=\"T_68337_row43_col4\" class=\"data row43 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row43_col5\" class=\"data row43 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row44\" class=\"row_heading level0 row44\" >coefficient_individual_discretionary_tours_made_by_full_time_worker_maint</th>\n",
+       "      <td id=\"T_68337_row44_col0\" class=\"data row44 col0\" > 0.661</td>\n",
+       "      <td id=\"T_68337_row44_col1\" class=\"data row44 col1\" > NA</td>\n",
+       "      <td id=\"T_68337_row44_col2\" class=\"data row44 col2\" > NA</td>\n",
+       "      <td id=\"T_68337_row44_col3\" class=\"data row44 col3\" ></td>\n",
+       "      <td id=\"T_68337_row44_col4\" class=\"data row44 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row44_col5\" class=\"data row44 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row45\" class=\"row_heading level0 row45\" >coefficient_individual_discretionary_tours_made_by_part_time_worker_business1</th>\n",
+       "      <td id=\"T_68337_row45_col0\" class=\"data row45 col0\" > 0.0574</td>\n",
+       "      <td id=\"T_68337_row45_col1\" class=\"data row45 col1\" > NA</td>\n",
+       "      <td id=\"T_68337_row45_col2\" class=\"data row45 col2\" > NA</td>\n",
+       "      <td id=\"T_68337_row45_col3\" class=\"data row45 col3\" ></td>\n",
+       "      <td id=\"T_68337_row45_col4\" class=\"data row45 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row45_col5\" class=\"data row45 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row46\" class=\"row_heading level0 row46\" >coefficient_individual_discretionary_tours_made_by_part_time_worker_business2</th>\n",
+       "      <td id=\"T_68337_row46_col0\" class=\"data row46 col0\" > 2.15</td>\n",
+       "      <td id=\"T_68337_row46_col1\" class=\"data row46 col1\" > NA</td>\n",
+       "      <td id=\"T_68337_row46_col2\" class=\"data row46 col2\" > NA</td>\n",
+       "      <td id=\"T_68337_row46_col3\" class=\"data row46 col3\" ></td>\n",
+       "      <td id=\"T_68337_row46_col4\" class=\"data row46 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row46_col5\" class=\"data row46 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row47\" class=\"row_heading level0 row47\" >coefficient_individual_discretionary_tours_made_by_part_time_worker_eat</th>\n",
+       "      <td id=\"T_68337_row47_col0\" class=\"data row47 col0\" > 0.0341</td>\n",
+       "      <td id=\"T_68337_row47_col1\" class=\"data row47 col1\" > NA</td>\n",
+       "      <td id=\"T_68337_row47_col2\" class=\"data row47 col2\" > NA</td>\n",
+       "      <td id=\"T_68337_row47_col3\" class=\"data row47 col3\" ></td>\n",
+       "      <td id=\"T_68337_row47_col4\" class=\"data row47 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row47_col5\" class=\"data row47 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row48\" class=\"row_heading level0 row48\" >coefficient_individual_discretionary_tours_made_by_part_time_worker_eat_business</th>\n",
+       "      <td id=\"T_68337_row48_col0\" class=\"data row48 col0\" > 1.42</td>\n",
+       "      <td id=\"T_68337_row48_col1\" class=\"data row48 col1\" > NA</td>\n",
+       "      <td id=\"T_68337_row48_col2\" class=\"data row48 col2\" > NA</td>\n",
+       "      <td id=\"T_68337_row48_col3\" class=\"data row48 col3\" ></td>\n",
+       "      <td id=\"T_68337_row48_col4\" class=\"data row48 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row48_col5\" class=\"data row48 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row49\" class=\"row_heading level0 row49\" >coefficient_individual_discretionary_tours_made_by_part_time_worker_maint</th>\n",
+       "      <td id=\"T_68337_row49_col0\" class=\"data row49 col0\" > 1.02</td>\n",
+       "      <td id=\"T_68337_row49_col1\" class=\"data row49 col1\" > NA</td>\n",
+       "      <td id=\"T_68337_row49_col2\" class=\"data row49 col2\" > NA</td>\n",
+       "      <td id=\"T_68337_row49_col3\" class=\"data row49 col3\" ></td>\n",
+       "      <td id=\"T_68337_row49_col4\" class=\"data row49 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row49_col5\" class=\"data row49 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row50\" class=\"row_heading level0 row50\" >coefficient_individual_eating_out_tours_made_by_person_business1</th>\n",
+       "      <td id=\"T_68337_row50_col0\" class=\"data row50 col0\" > 0.264</td>\n",
+       "      <td id=\"T_68337_row50_col1\" class=\"data row50 col1\" > NA</td>\n",
+       "      <td id=\"T_68337_row50_col2\" class=\"data row50 col2\" > NA</td>\n",
+       "      <td id=\"T_68337_row50_col3\" class=\"data row50 col3\" ></td>\n",
+       "      <td id=\"T_68337_row50_col4\" class=\"data row50 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row50_col5\" class=\"data row50 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row51\" class=\"row_heading level0 row51\" >coefficient_individual_eating_out_tours_made_by_person_business2</th>\n",
+       "      <td id=\"T_68337_row51_col0\" class=\"data row51 col0\" > 1.15</td>\n",
+       "      <td id=\"T_68337_row51_col1\" class=\"data row51 col1\" > NA</td>\n",
+       "      <td id=\"T_68337_row51_col2\" class=\"data row51 col2\" > NA</td>\n",
+       "      <td id=\"T_68337_row51_col3\" class=\"data row51 col3\" ></td>\n",
+       "      <td id=\"T_68337_row51_col4\" class=\"data row51 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row51_col5\" class=\"data row51 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row52\" class=\"row_heading level0 row52\" >coefficient_individual_eating_out_tours_made_by_person_eat</th>\n",
+       "      <td id=\"T_68337_row52_col0\" class=\"data row52 col0\" > 0.232</td>\n",
+       "      <td id=\"T_68337_row52_col1\" class=\"data row52 col1\" > NA</td>\n",
+       "      <td id=\"T_68337_row52_col2\" class=\"data row52 col2\" > NA</td>\n",
+       "      <td id=\"T_68337_row52_col3\" class=\"data row52 col3\" ></td>\n",
+       "      <td id=\"T_68337_row52_col4\" class=\"data row52 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row52_col5\" class=\"data row52 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row53\" class=\"row_heading level0 row53\" >coefficient_individual_eating_out_tours_made_by_person_eat_business</th>\n",
+       "      <td id=\"T_68337_row53_col0\" class=\"data row53 col0\" > 1.42</td>\n",
+       "      <td id=\"T_68337_row53_col1\" class=\"data row53 col1\" > NA</td>\n",
+       "      <td id=\"T_68337_row53_col2\" class=\"data row53 col2\" > NA</td>\n",
+       "      <td id=\"T_68337_row53_col3\" class=\"data row53 col3\" ></td>\n",
+       "      <td id=\"T_68337_row53_col4\" class=\"data row53 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row53_col5\" class=\"data row53 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row54\" class=\"row_heading level0 row54\" >coefficient_individual_eating_out_tours_made_by_person_maint</th>\n",
+       "      <td id=\"T_68337_row54_col0\" class=\"data row54 col0\" > 1.13</td>\n",
+       "      <td id=\"T_68337_row54_col1\" class=\"data row54 col1\" > NA</td>\n",
+       "      <td id=\"T_68337_row54_col2\" class=\"data row54 col2\" > NA</td>\n",
+       "      <td id=\"T_68337_row54_col3\" class=\"data row54 col3\" ></td>\n",
+       "      <td id=\"T_68337_row54_col4\" class=\"data row54 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row54_col5\" class=\"data row54 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row55\" class=\"row_heading level0 row55\" >coefficient_log_of_the_work_tour_duration_business1</th>\n",
+       "      <td id=\"T_68337_row55_col0\" class=\"data row55 col0\" > 1.01</td>\n",
+       "      <td id=\"T_68337_row55_col1\" class=\"data row55 col1\" > 288.</td>\n",
+       "      <td id=\"T_68337_row55_col2\" class=\"data row55 col2\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row55_col3\" class=\"data row55 col3\" ></td>\n",
+       "      <td id=\"T_68337_row55_col4\" class=\"data row55 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row55_col5\" class=\"data row55 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row56\" class=\"row_heading level0 row56\" >coefficient_log_of_the_work_tour_duration_business2</th>\n",
+       "      <td id=\"T_68337_row56_col0\" class=\"data row56 col0\" > 1.77</td>\n",
+       "      <td id=\"T_68337_row56_col1\" class=\"data row56 col1\" > 288.</td>\n",
+       "      <td id=\"T_68337_row56_col2\" class=\"data row56 col2\" > 0.01</td>\n",
+       "      <td id=\"T_68337_row56_col3\" class=\"data row56 col3\" ></td>\n",
+       "      <td id=\"T_68337_row56_col4\" class=\"data row56 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row56_col5\" class=\"data row56 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row57\" class=\"row_heading level0 row57\" >coefficient_log_of_the_work_tour_duration_eat</th>\n",
+       "      <td id=\"T_68337_row57_col0\" class=\"data row57 col0\" > 1.46</td>\n",
+       "      <td id=\"T_68337_row57_col1\" class=\"data row57 col1\" > 288.</td>\n",
+       "      <td id=\"T_68337_row57_col2\" class=\"data row57 col2\" > 0.01</td>\n",
+       "      <td id=\"T_68337_row57_col3\" class=\"data row57 col3\" ></td>\n",
+       "      <td id=\"T_68337_row57_col4\" class=\"data row57 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row57_col5\" class=\"data row57 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row58\" class=\"row_heading level0 row58\" >coefficient_log_of_the_work_tour_duration_eat_business</th>\n",
+       "      <td id=\"T_68337_row58_col0\" class=\"data row58 col0\" > 3.45</td>\n",
+       "      <td id=\"T_68337_row58_col1\" class=\"data row58 col1\" > 288.</td>\n",
+       "      <td id=\"T_68337_row58_col2\" class=\"data row58 col2\" > 0.01</td>\n",
+       "      <td id=\"T_68337_row58_col3\" class=\"data row58 col3\" ></td>\n",
+       "      <td id=\"T_68337_row58_col4\" class=\"data row58 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row58_col5\" class=\"data row58 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row59\" class=\"row_heading level0 row59\" >coefficient_log_of_the_work_tour_duration_maint</th>\n",
+       "      <td id=\"T_68337_row59_col0\" class=\"data row59 col0\" > 1.64</td>\n",
+       "      <td id=\"T_68337_row59_col1\" class=\"data row59 col1\" > 288.</td>\n",
+       "      <td id=\"T_68337_row59_col2\" class=\"data row59 col2\" > 0.01</td>\n",
+       "      <td id=\"T_68337_row59_col3\" class=\"data row59 col3\" ></td>\n",
+       "      <td id=\"T_68337_row59_col4\" class=\"data row59 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row59_col5\" class=\"data row59 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row60\" class=\"row_heading level0 row60\" >coefficient_main_shop_escort_tours_allocated_to_full_time_worker_business1</th>\n",
+       "      <td id=\"T_68337_row60_col0\" class=\"data row60 col0\" >-0.182</td>\n",
+       "      <td id=\"T_68337_row60_col1\" class=\"data row60 col1\" > NA</td>\n",
+       "      <td id=\"T_68337_row60_col2\" class=\"data row60 col2\" > NA</td>\n",
+       "      <td id=\"T_68337_row60_col3\" class=\"data row60 col3\" ></td>\n",
+       "      <td id=\"T_68337_row60_col4\" class=\"data row60 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row60_col5\" class=\"data row60 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row61\" class=\"row_heading level0 row61\" >coefficient_main_shop_escort_tours_allocated_to_full_time_worker_business2</th>\n",
+       "      <td id=\"T_68337_row61_col0\" class=\"data row61 col0\" >-0.328</td>\n",
+       "      <td id=\"T_68337_row61_col1\" class=\"data row61 col1\" > NA</td>\n",
+       "      <td id=\"T_68337_row61_col2\" class=\"data row61 col2\" > NA</td>\n",
+       "      <td id=\"T_68337_row61_col3\" class=\"data row61 col3\" ></td>\n",
+       "      <td id=\"T_68337_row61_col4\" class=\"data row61 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row61_col5\" class=\"data row61 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row62\" class=\"row_heading level0 row62\" >coefficient_main_shop_escort_tours_allocated_to_full_time_worker_eat</th>\n",
+       "      <td id=\"T_68337_row62_col0\" class=\"data row62 col0\" >-0.0133</td>\n",
+       "      <td id=\"T_68337_row62_col1\" class=\"data row62 col1\" > NA</td>\n",
+       "      <td id=\"T_68337_row62_col2\" class=\"data row62 col2\" > NA</td>\n",
+       "      <td id=\"T_68337_row62_col3\" class=\"data row62 col3\" ></td>\n",
+       "      <td id=\"T_68337_row62_col4\" class=\"data row62 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row62_col5\" class=\"data row62 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row63\" class=\"row_heading level0 row63\" >coefficient_main_shop_escort_tours_allocated_to_full_time_worker_eat_business</th>\n",
+       "      <td id=\"T_68337_row63_col0\" class=\"data row63 col0\" >-0.788</td>\n",
+       "      <td id=\"T_68337_row63_col1\" class=\"data row63 col1\" > NA</td>\n",
+       "      <td id=\"T_68337_row63_col2\" class=\"data row63 col2\" > NA</td>\n",
+       "      <td id=\"T_68337_row63_col3\" class=\"data row63 col3\" ></td>\n",
+       "      <td id=\"T_68337_row63_col4\" class=\"data row63 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row63_col5\" class=\"data row63 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row64\" class=\"row_heading level0 row64\" >coefficient_main_shop_escort_tours_allocated_to_full_time_worker_maint</th>\n",
+       "      <td id=\"T_68337_row64_col0\" class=\"data row64 col0\" > 0.695</td>\n",
+       "      <td id=\"T_68337_row64_col1\" class=\"data row64 col1\" > NA</td>\n",
+       "      <td id=\"T_68337_row64_col2\" class=\"data row64 col2\" > NA</td>\n",
+       "      <td id=\"T_68337_row64_col3\" class=\"data row64 col3\" ></td>\n",
+       "      <td id=\"T_68337_row64_col4\" class=\"data row64 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row64_col5\" class=\"data row64 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row65\" class=\"row_heading level0 row65\" >coefficient_main_shop_escort_tours_allocated_to_part_time_worker_business1</th>\n",
+       "      <td id=\"T_68337_row65_col0\" class=\"data row65 col0\" >-0.00585</td>\n",
+       "      <td id=\"T_68337_row65_col1\" class=\"data row65 col1\" > 1.19e+03</td>\n",
+       "      <td id=\"T_68337_row65_col2\" class=\"data row65 col2\" >-0.00</td>\n",
+       "      <td id=\"T_68337_row65_col3\" class=\"data row65 col3\" ></td>\n",
+       "      <td id=\"T_68337_row65_col4\" class=\"data row65 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row65_col5\" class=\"data row65 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row66\" class=\"row_heading level0 row66\" >coefficient_main_shop_escort_tours_allocated_to_part_time_worker_business2</th>\n",
+       "      <td id=\"T_68337_row66_col0\" class=\"data row66 col0\" >-0.445</td>\n",
+       "      <td id=\"T_68337_row66_col1\" class=\"data row66 col1\" > 1.19e+03</td>\n",
+       "      <td id=\"T_68337_row66_col2\" class=\"data row66 col2\" >-0.00</td>\n",
+       "      <td id=\"T_68337_row66_col3\" class=\"data row66 col3\" ></td>\n",
+       "      <td id=\"T_68337_row66_col4\" class=\"data row66 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row66_col5\" class=\"data row66 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row67\" class=\"row_heading level0 row67\" >coefficient_main_shop_escort_tours_allocated_to_part_time_worker_eat</th>\n",
+       "      <td id=\"T_68337_row67_col0\" class=\"data row67 col0\" >-0.121</td>\n",
+       "      <td id=\"T_68337_row67_col1\" class=\"data row67 col1\" > 1.19e+03</td>\n",
+       "      <td id=\"T_68337_row67_col2\" class=\"data row67 col2\" >-0.00</td>\n",
+       "      <td id=\"T_68337_row67_col3\" class=\"data row67 col3\" ></td>\n",
+       "      <td id=\"T_68337_row67_col4\" class=\"data row67 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row67_col5\" class=\"data row67 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row68\" class=\"row_heading level0 row68\" >coefficient_main_shop_escort_tours_allocated_to_part_time_worker_eat_business</th>\n",
+       "      <td id=\"T_68337_row68_col0\" class=\"data row68 col0\" >-1.17</td>\n",
+       "      <td id=\"T_68337_row68_col1\" class=\"data row68 col1\" > 1.19e+03</td>\n",
+       "      <td id=\"T_68337_row68_col2\" class=\"data row68 col2\" >-0.00</td>\n",
+       "      <td id=\"T_68337_row68_col3\" class=\"data row68 col3\" ></td>\n",
+       "      <td id=\"T_68337_row68_col4\" class=\"data row68 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row68_col5\" class=\"data row68 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row69\" class=\"row_heading level0 row69\" >coefficient_main_shop_escort_tours_allocated_to_part_time_worker_maint</th>\n",
+       "      <td id=\"T_68337_row69_col0\" class=\"data row69 col0\" > 0.0885</td>\n",
+       "      <td id=\"T_68337_row69_col1\" class=\"data row69 col1\" > 1.19e+03</td>\n",
+       "      <td id=\"T_68337_row69_col2\" class=\"data row69 col2\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row69_col3\" class=\"data row69 col3\" ></td>\n",
+       "      <td id=\"T_68337_row69_col4\" class=\"data row69 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row69_col5\" class=\"data row69 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row70\" class=\"row_heading level0 row70\" >coefficient_medium_hh_income_dummy_business1</th>\n",
+       "      <td id=\"T_68337_row70_col0\" class=\"data row70 col0\" > 0.375</td>\n",
+       "      <td id=\"T_68337_row70_col1\" class=\"data row70 col1\" > 772.</td>\n",
+       "      <td id=\"T_68337_row70_col2\" class=\"data row70 col2\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row70_col3\" class=\"data row70 col3\" ></td>\n",
+       "      <td id=\"T_68337_row70_col4\" class=\"data row70 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row70_col5\" class=\"data row70 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row71\" class=\"row_heading level0 row71\" >coefficient_medium_hh_income_dummy_business2</th>\n",
+       "      <td id=\"T_68337_row71_col0\" class=\"data row71 col0\" > 1.38</td>\n",
+       "      <td id=\"T_68337_row71_col1\" class=\"data row71 col1\" > 772.</td>\n",
+       "      <td id=\"T_68337_row71_col2\" class=\"data row71 col2\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row71_col3\" class=\"data row71 col3\" ></td>\n",
+       "      <td id=\"T_68337_row71_col4\" class=\"data row71 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row71_col5\" class=\"data row71 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row72\" class=\"row_heading level0 row72\" >coefficient_medium_hh_income_dummy_eat</th>\n",
+       "      <td id=\"T_68337_row72_col0\" class=\"data row72 col0\" > 0.467</td>\n",
+       "      <td id=\"T_68337_row72_col1\" class=\"data row72 col1\" > 772.</td>\n",
+       "      <td id=\"T_68337_row72_col2\" class=\"data row72 col2\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row72_col3\" class=\"data row72 col3\" ></td>\n",
+       "      <td id=\"T_68337_row72_col4\" class=\"data row72 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row72_col5\" class=\"data row72 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row73\" class=\"row_heading level0 row73\" >coefficient_medium_hh_income_dummy_eat_business</th>\n",
+       "      <td id=\"T_68337_row73_col0\" class=\"data row73 col0\" > 1.37</td>\n",
+       "      <td id=\"T_68337_row73_col1\" class=\"data row73 col1\" > 772.</td>\n",
+       "      <td id=\"T_68337_row73_col2\" class=\"data row73 col2\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row73_col3\" class=\"data row73 col3\" ></td>\n",
+       "      <td id=\"T_68337_row73_col4\" class=\"data row73 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row73_col5\" class=\"data row73 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row74\" class=\"row_heading level0 row74\" >coefficient_medium_hh_income_dummy_maint</th>\n",
+       "      <td id=\"T_68337_row74_col0\" class=\"data row74 col0\" >-0.00582</td>\n",
+       "      <td id=\"T_68337_row74_col1\" class=\"data row74 col1\" > 772.</td>\n",
+       "      <td id=\"T_68337_row74_col2\" class=\"data row74 col2\" >-0.00</td>\n",
+       "      <td id=\"T_68337_row74_col3\" class=\"data row74 col3\" ></td>\n",
+       "      <td id=\"T_68337_row74_col4\" class=\"data row74 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row74_col5\" class=\"data row74 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row75\" class=\"row_heading level0 row75\" >coefficient_participation_in_joint_discretionary_tours_business1</th>\n",
+       "      <td id=\"T_68337_row75_col0\" class=\"data row75 col0\" > 0.0757</td>\n",
+       "      <td id=\"T_68337_row75_col1\" class=\"data row75 col1\" > 3.02e+03</td>\n",
+       "      <td id=\"T_68337_row75_col2\" class=\"data row75 col2\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row75_col3\" class=\"data row75 col3\" ></td>\n",
+       "      <td id=\"T_68337_row75_col4\" class=\"data row75 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row75_col5\" class=\"data row75 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row76\" class=\"row_heading level0 row76\" >coefficient_participation_in_joint_discretionary_tours_business2</th>\n",
+       "      <td id=\"T_68337_row76_col0\" class=\"data row76 col0\" >-0.192</td>\n",
+       "      <td id=\"T_68337_row76_col1\" class=\"data row76 col1\" > 3.02e+03</td>\n",
+       "      <td id=\"T_68337_row76_col2\" class=\"data row76 col2\" >-0.00</td>\n",
+       "      <td id=\"T_68337_row76_col3\" class=\"data row76 col3\" ></td>\n",
+       "      <td id=\"T_68337_row76_col4\" class=\"data row76 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row76_col5\" class=\"data row76 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row77\" class=\"row_heading level0 row77\" >coefficient_participation_in_joint_discretionary_tours_eat</th>\n",
+       "      <td id=\"T_68337_row77_col0\" class=\"data row77 col0\" > 0.455</td>\n",
+       "      <td id=\"T_68337_row77_col1\" class=\"data row77 col1\" > 3.02e+03</td>\n",
+       "      <td id=\"T_68337_row77_col2\" class=\"data row77 col2\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row77_col3\" class=\"data row77 col3\" ></td>\n",
+       "      <td id=\"T_68337_row77_col4\" class=\"data row77 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row77_col5\" class=\"data row77 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row78\" class=\"row_heading level0 row78\" >coefficient_participation_in_joint_discretionary_tours_eat_business</th>\n",
+       "      <td id=\"T_68337_row78_col0\" class=\"data row78 col0\" >-0.682</td>\n",
+       "      <td id=\"T_68337_row78_col1\" class=\"data row78 col1\" > 3.02e+03</td>\n",
+       "      <td id=\"T_68337_row78_col2\" class=\"data row78 col2\" >-0.00</td>\n",
+       "      <td id=\"T_68337_row78_col3\" class=\"data row78 col3\" ></td>\n",
+       "      <td id=\"T_68337_row78_col4\" class=\"data row78 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row78_col5\" class=\"data row78 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row79\" class=\"row_heading level0 row79\" >coefficient_participation_in_joint_discretionary_tours_maint</th>\n",
+       "      <td id=\"T_68337_row79_col0\" class=\"data row79 col0\" > 0.588</td>\n",
+       "      <td id=\"T_68337_row79_col1\" class=\"data row79 col1\" > 3.02e+03</td>\n",
+       "      <td id=\"T_68337_row79_col2\" class=\"data row79 col2\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row79_col3\" class=\"data row79 col3\" ></td>\n",
+       "      <td id=\"T_68337_row79_col4\" class=\"data row79 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row79_col5\" class=\"data row79 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row80\" class=\"row_heading level0 row80\" >coefficient_participation_in_joint_shop_main_eat_tours_business1</th>\n",
+       "      <td id=\"T_68337_row80_col0\" class=\"data row80 col0\" > 0.151</td>\n",
+       "      <td id=\"T_68337_row80_col1\" class=\"data row80 col1\" > 1.04e+03</td>\n",
+       "      <td id=\"T_68337_row80_col2\" class=\"data row80 col2\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row80_col3\" class=\"data row80 col3\" ></td>\n",
+       "      <td id=\"T_68337_row80_col4\" class=\"data row80 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row80_col5\" class=\"data row80 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row81\" class=\"row_heading level0 row81\" >coefficient_participation_in_joint_shop_main_eat_tours_business2</th>\n",
+       "      <td id=\"T_68337_row81_col0\" class=\"data row81 col0\" > 0.232</td>\n",
+       "      <td id=\"T_68337_row81_col1\" class=\"data row81 col1\" > 1.04e+03</td>\n",
+       "      <td id=\"T_68337_row81_col2\" class=\"data row81 col2\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row81_col3\" class=\"data row81 col3\" ></td>\n",
+       "      <td id=\"T_68337_row81_col4\" class=\"data row81 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row81_col5\" class=\"data row81 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row82\" class=\"row_heading level0 row82\" >coefficient_participation_in_joint_shop_main_eat_tours_eat</th>\n",
+       "      <td id=\"T_68337_row82_col0\" class=\"data row82 col0\" >-0.0541</td>\n",
+       "      <td id=\"T_68337_row82_col1\" class=\"data row82 col1\" > 1.04e+03</td>\n",
+       "      <td id=\"T_68337_row82_col2\" class=\"data row82 col2\" >-0.00</td>\n",
+       "      <td id=\"T_68337_row82_col3\" class=\"data row82 col3\" ></td>\n",
+       "      <td id=\"T_68337_row82_col4\" class=\"data row82 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row82_col5\" class=\"data row82 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row83\" class=\"row_heading level0 row83\" >coefficient_participation_in_joint_shop_main_eat_tours_eat_business</th>\n",
+       "      <td id=\"T_68337_row83_col0\" class=\"data row83 col0\" > 0.929</td>\n",
+       "      <td id=\"T_68337_row83_col1\" class=\"data row83 col1\" > 1.04e+03</td>\n",
+       "      <td id=\"T_68337_row83_col2\" class=\"data row83 col2\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row83_col3\" class=\"data row83 col3\" ></td>\n",
+       "      <td id=\"T_68337_row83_col4\" class=\"data row83 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row83_col5\" class=\"data row83 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row84\" class=\"row_heading level0 row84\" >coefficient_participation_in_joint_shop_main_eat_tours_maint</th>\n",
+       "      <td id=\"T_68337_row84_col0\" class=\"data row84 col0\" >-0.354</td>\n",
+       "      <td id=\"T_68337_row84_col1\" class=\"data row84 col1\" > 1.04e+03</td>\n",
+       "      <td id=\"T_68337_row84_col2\" class=\"data row84 col2\" >-0.00</td>\n",
+       "      <td id=\"T_68337_row84_col3\" class=\"data row84 col3\" ></td>\n",
+       "      <td id=\"T_68337_row84_col4\" class=\"data row84 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row84_col5\" class=\"data row84 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row85\" class=\"row_heading level0 row85\" >coefficient_two_work_tours_by_person_business1</th>\n",
+       "      <td id=\"T_68337_row85_col0\" class=\"data row85 col0\" > 0.343</td>\n",
+       "      <td id=\"T_68337_row85_col1\" class=\"data row85 col1\" > NA</td>\n",
+       "      <td id=\"T_68337_row85_col2\" class=\"data row85 col2\" > NA</td>\n",
+       "      <td id=\"T_68337_row85_col3\" class=\"data row85 col3\" ></td>\n",
+       "      <td id=\"T_68337_row85_col4\" class=\"data row85 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row85_col5\" class=\"data row85 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row86\" class=\"row_heading level0 row86\" >coefficient_two_work_tours_by_person_business2</th>\n",
+       "      <td id=\"T_68337_row86_col0\" class=\"data row86 col0\" > 0.673</td>\n",
+       "      <td id=\"T_68337_row86_col1\" class=\"data row86 col1\" > NA</td>\n",
+       "      <td id=\"T_68337_row86_col2\" class=\"data row86 col2\" > NA</td>\n",
+       "      <td id=\"T_68337_row86_col3\" class=\"data row86 col3\" ></td>\n",
+       "      <td id=\"T_68337_row86_col4\" class=\"data row86 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row86_col5\" class=\"data row86 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row87\" class=\"row_heading level0 row87\" >coefficient_two_work_tours_by_person_eat</th>\n",
+       "      <td id=\"T_68337_row87_col0\" class=\"data row87 col0\" >-0.904</td>\n",
+       "      <td id=\"T_68337_row87_col1\" class=\"data row87 col1\" > NA</td>\n",
+       "      <td id=\"T_68337_row87_col2\" class=\"data row87 col2\" > NA</td>\n",
+       "      <td id=\"T_68337_row87_col3\" class=\"data row87 col3\" ></td>\n",
+       "      <td id=\"T_68337_row87_col4\" class=\"data row87 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row87_col5\" class=\"data row87 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row88\" class=\"row_heading level0 row88\" >coefficient_two_work_tours_by_person_eat_business</th>\n",
+       "      <td id=\"T_68337_row88_col0\" class=\"data row88 col0\" >-1.03</td>\n",
+       "      <td id=\"T_68337_row88_col1\" class=\"data row88 col1\" > NA</td>\n",
+       "      <td id=\"T_68337_row88_col2\" class=\"data row88 col2\" > NA</td>\n",
+       "      <td id=\"T_68337_row88_col3\" class=\"data row88 col3\" ></td>\n",
+       "      <td id=\"T_68337_row88_col4\" class=\"data row88 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row88_col5\" class=\"data row88 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row89\" class=\"row_heading level0 row89\" >coefficient_two_work_tours_by_person_maint</th>\n",
+       "      <td id=\"T_68337_row89_col0\" class=\"data row89 col0\" > 0.216</td>\n",
+       "      <td id=\"T_68337_row89_col1\" class=\"data row89 col1\" > NA</td>\n",
+       "      <td id=\"T_68337_row89_col2\" class=\"data row89 col2\" > NA</td>\n",
+       "      <td id=\"T_68337_row89_col3\" class=\"data row89 col3\" ></td>\n",
+       "      <td id=\"T_68337_row89_col4\" class=\"data row89 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row89_col5\" class=\"data row89 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row90\" class=\"row_heading level0 row90\" >coefficient_walk_accessibility_to_retail_for_work_taz_business1</th>\n",
+       "      <td id=\"T_68337_row90_col0\" class=\"data row90 col0\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row90_col1\" class=\"data row90 col1\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row90_col2\" class=\"data row90 col2\" > NA</td>\n",
+       "      <td id=\"T_68337_row90_col3\" class=\"data row90 col3\" ></td>\n",
+       "      <td id=\"T_68337_row90_col4\" class=\"data row90 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row90_col5\" class=\"data row90 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row91\" class=\"row_heading level0 row91\" >coefficient_walk_accessibility_to_retail_for_work_taz_business2</th>\n",
+       "      <td id=\"T_68337_row91_col0\" class=\"data row91 col0\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row91_col1\" class=\"data row91 col1\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row91_col2\" class=\"data row91 col2\" > NA</td>\n",
+       "      <td id=\"T_68337_row91_col3\" class=\"data row91 col3\" ></td>\n",
+       "      <td id=\"T_68337_row91_col4\" class=\"data row91 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row91_col5\" class=\"data row91 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row92\" class=\"row_heading level0 row92\" >coefficient_walk_accessibility_to_retail_for_work_taz_eat</th>\n",
+       "      <td id=\"T_68337_row92_col0\" class=\"data row92 col0\" > 0.0543</td>\n",
+       "      <td id=\"T_68337_row92_col1\" class=\"data row92 col1\" > 0.0307</td>\n",
+       "      <td id=\"T_68337_row92_col2\" class=\"data row92 col2\" > 1.77</td>\n",
+       "      <td id=\"T_68337_row92_col3\" class=\"data row92 col3\" ></td>\n",
+       "      <td id=\"T_68337_row92_col4\" class=\"data row92 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row92_col5\" class=\"data row92 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row93\" class=\"row_heading level0 row93\" >coefficient_walk_accessibility_to_retail_for_work_taz_eat_business</th>\n",
+       "      <td id=\"T_68337_row93_col0\" class=\"data row93 col0\" > 0.248</td>\n",
+       "      <td id=\"T_68337_row93_col1\" class=\"data row93 col1\" > 0.125</td>\n",
+       "      <td id=\"T_68337_row93_col2\" class=\"data row93 col2\" > 1.98</td>\n",
+       "      <td id=\"T_68337_row93_col3\" class=\"data row93 col3\" >*</td>\n",
+       "      <td id=\"T_68337_row93_col4\" class=\"data row93 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row93_col5\" class=\"data row93 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row94\" class=\"row_heading level0 row94\" >coefficient_walk_accessibility_to_retail_for_work_taz_maint</th>\n",
+       "      <td id=\"T_68337_row94_col0\" class=\"data row94 col0\" > 0.0513</td>\n",
+       "      <td id=\"T_68337_row94_col1\" class=\"data row94 col1\" > 0.0415</td>\n",
+       "      <td id=\"T_68337_row94_col2\" class=\"data row94 col2\" > 1.24</td>\n",
+       "      <td id=\"T_68337_row94_col3\" class=\"data row94 col3\" ></td>\n",
+       "      <td id=\"T_68337_row94_col4\" class=\"data row94 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row94_col5\" class=\"data row94 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row95\" class=\"row_heading level0 row95\" >coefficient_workplace_suburban_area_dummy_business1</th>\n",
+       "      <td id=\"T_68337_row95_col0\" class=\"data row95 col0\" >-0.0770</td>\n",
+       "      <td id=\"T_68337_row95_col1\" class=\"data row95 col1\" > 695.</td>\n",
+       "      <td id=\"T_68337_row95_col2\" class=\"data row95 col2\" >-0.00</td>\n",
+       "      <td id=\"T_68337_row95_col3\" class=\"data row95 col3\" ></td>\n",
+       "      <td id=\"T_68337_row95_col4\" class=\"data row95 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row95_col5\" class=\"data row95 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row96\" class=\"row_heading level0 row96\" >coefficient_workplace_suburban_area_dummy_business2</th>\n",
+       "      <td id=\"T_68337_row96_col0\" class=\"data row96 col0\" >-0.215</td>\n",
+       "      <td id=\"T_68337_row96_col1\" class=\"data row96 col1\" > 1.23e+03</td>\n",
+       "      <td id=\"T_68337_row96_col2\" class=\"data row96 col2\" >-0.00</td>\n",
+       "      <td id=\"T_68337_row96_col3\" class=\"data row96 col3\" ></td>\n",
+       "      <td id=\"T_68337_row96_col4\" class=\"data row96 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row96_col5\" class=\"data row96 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row97\" class=\"row_heading level0 row97\" >coefficient_workplace_suburban_area_dummy_eat</th>\n",
+       "      <td id=\"T_68337_row97_col0\" class=\"data row97 col0\" >-0.497</td>\n",
+       "      <td id=\"T_68337_row97_col1\" class=\"data row97 col1\" > 235.</td>\n",
+       "      <td id=\"T_68337_row97_col2\" class=\"data row97 col2\" >-0.00</td>\n",
+       "      <td id=\"T_68337_row97_col3\" class=\"data row97 col3\" ></td>\n",
+       "      <td id=\"T_68337_row97_col4\" class=\"data row97 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row97_col5\" class=\"data row97 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row98\" class=\"row_heading level0 row98\" >coefficient_workplace_suburban_area_dummy_eat_business</th>\n",
+       "      <td id=\"T_68337_row98_col0\" class=\"data row98 col0\" >-0.496</td>\n",
+       "      <td id=\"T_68337_row98_col1\" class=\"data row98 col1\" > 5.05e+03</td>\n",
+       "      <td id=\"T_68337_row98_col2\" class=\"data row98 col2\" >-0.00</td>\n",
+       "      <td id=\"T_68337_row98_col3\" class=\"data row98 col3\" ></td>\n",
+       "      <td id=\"T_68337_row98_col4\" class=\"data row98 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row98_col5\" class=\"data row98 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row99\" class=\"row_heading level0 row99\" >coefficient_workplace_suburban_area_dummy_maint</th>\n",
+       "      <td id=\"T_68337_row99_col0\" class=\"data row99 col0\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row99_col1\" class=\"data row99 col1\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row99_col2\" class=\"data row99 col2\" > NA</td>\n",
+       "      <td id=\"T_68337_row99_col3\" class=\"data row99 col3\" ></td>\n",
+       "      <td id=\"T_68337_row99_col4\" class=\"data row99 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row99_col5\" class=\"data row99 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row100\" class=\"row_heading level0 row100\" >coefficient_workplace_urban_area_dummy_business1</th>\n",
+       "      <td id=\"T_68337_row100_col0\" class=\"data row100 col0\" >-0.0698</td>\n",
+       "      <td id=\"T_68337_row100_col1\" class=\"data row100 col1\" > NA</td>\n",
+       "      <td id=\"T_68337_row100_col2\" class=\"data row100 col2\" > NA</td>\n",
+       "      <td id=\"T_68337_row100_col3\" class=\"data row100 col3\" ></td>\n",
+       "      <td id=\"T_68337_row100_col4\" class=\"data row100 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row100_col5\" class=\"data row100 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row101\" class=\"row_heading level0 row101\" >coefficient_workplace_urban_area_dummy_business2</th>\n",
+       "      <td id=\"T_68337_row101_col0\" class=\"data row101 col0\" >-0.530</td>\n",
+       "      <td id=\"T_68337_row101_col1\" class=\"data row101 col1\" > 1.18e+03</td>\n",
+       "      <td id=\"T_68337_row101_col2\" class=\"data row101 col2\" >-0.00</td>\n",
+       "      <td id=\"T_68337_row101_col3\" class=\"data row101 col3\" ></td>\n",
+       "      <td id=\"T_68337_row101_col4\" class=\"data row101 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row101_col5\" class=\"data row101 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row102\" class=\"row_heading level0 row102\" >coefficient_workplace_urban_area_dummy_eat</th>\n",
+       "      <td id=\"T_68337_row102_col0\" class=\"data row102 col0\" >-0.630</td>\n",
+       "      <td id=\"T_68337_row102_col1\" class=\"data row102 col1\" > NA</td>\n",
+       "      <td id=\"T_68337_row102_col2\" class=\"data row102 col2\" > NA</td>\n",
+       "      <td id=\"T_68337_row102_col3\" class=\"data row102 col3\" ></td>\n",
+       "      <td id=\"T_68337_row102_col4\" class=\"data row102 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row102_col5\" class=\"data row102 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row103\" class=\"row_heading level0 row103\" >coefficient_workplace_urban_area_dummy_eat_business</th>\n",
+       "      <td id=\"T_68337_row103_col0\" class=\"data row103 col0\" >-0.435</td>\n",
+       "      <td id=\"T_68337_row103_col1\" class=\"data row103 col1\" > 5.37e+03</td>\n",
+       "      <td id=\"T_68337_row103_col2\" class=\"data row103 col2\" >-0.00</td>\n",
+       "      <td id=\"T_68337_row103_col3\" class=\"data row103 col3\" ></td>\n",
+       "      <td id=\"T_68337_row103_col4\" class=\"data row103 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row103_col5\" class=\"data row103 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row104\" class=\"row_heading level0 row104\" >coefficient_workplace_urban_area_dummy_maint</th>\n",
+       "      <td id=\"T_68337_row104_col0\" class=\"data row104 col0\" >-0.213</td>\n",
+       "      <td id=\"T_68337_row104_col1\" class=\"data row104 col1\" > 305.</td>\n",
+       "      <td id=\"T_68337_row104_col2\" class=\"data row104 col2\" >-0.00</td>\n",
+       "      <td id=\"T_68337_row104_col3\" class=\"data row104 col3\" ></td>\n",
+       "      <td id=\"T_68337_row104_col4\" class=\"data row104 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row104_col5\" class=\"data row104 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row105\" class=\"row_heading level0 row105\" >coefficient_zero_cars_owned_by_hh_dummy_business1</th>\n",
+       "      <td id=\"T_68337_row105_col0\" class=\"data row105 col0\" >-0.634</td>\n",
+       "      <td id=\"T_68337_row105_col1\" class=\"data row105 col1\" > 0.312</td>\n",
+       "      <td id=\"T_68337_row105_col2\" class=\"data row105 col2\" >-2.03</td>\n",
+       "      <td id=\"T_68337_row105_col3\" class=\"data row105 col3\" >*</td>\n",
+       "      <td id=\"T_68337_row105_col4\" class=\"data row105 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row105_col5\" class=\"data row105 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row106\" class=\"row_heading level0 row106\" >coefficient_zero_cars_owned_by_hh_dummy_business2</th>\n",
+       "      <td id=\"T_68337_row106_col0\" class=\"data row106 col0\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row106_col1\" class=\"data row106 col1\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row106_col2\" class=\"data row106 col2\" > NA</td>\n",
+       "      <td id=\"T_68337_row106_col3\" class=\"data row106 col3\" ></td>\n",
+       "      <td id=\"T_68337_row106_col4\" class=\"data row106 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row106_col5\" class=\"data row106 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row107\" class=\"row_heading level0 row107\" >coefficient_zero_cars_owned_by_hh_dummy_eat</th>\n",
+       "      <td id=\"T_68337_row107_col0\" class=\"data row107 col0\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row107_col1\" class=\"data row107 col1\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row107_col2\" class=\"data row107 col2\" > NA</td>\n",
+       "      <td id=\"T_68337_row107_col3\" class=\"data row107 col3\" ></td>\n",
+       "      <td id=\"T_68337_row107_col4\" class=\"data row107 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row107_col5\" class=\"data row107 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row108\" class=\"row_heading level0 row108\" >coefficient_zero_cars_owned_by_hh_dummy_eat_business</th>\n",
+       "      <td id=\"T_68337_row108_col0\" class=\"data row108 col0\" >-0.848</td>\n",
+       "      <td id=\"T_68337_row108_col1\" class=\"data row108 col1\" > 1.51</td>\n",
+       "      <td id=\"T_68337_row108_col2\" class=\"data row108 col2\" >-0.56</td>\n",
+       "      <td id=\"T_68337_row108_col3\" class=\"data row108 col3\" ></td>\n",
+       "      <td id=\"T_68337_row108_col4\" class=\"data row108 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row108_col5\" class=\"data row108 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_68337_level0_row109\" class=\"row_heading level0 row109\" >coefficient_zero_cars_owned_by_hh_dummy_maint</th>\n",
+       "      <td id=\"T_68337_row109_col0\" class=\"data row109 col0\" >-0.0208</td>\n",
+       "      <td id=\"T_68337_row109_col1\" class=\"data row109 col1\" > 0.253</td>\n",
+       "      <td id=\"T_68337_row109_col2\" class=\"data row109 col2\" >-0.08</td>\n",
+       "      <td id=\"T_68337_row109_col3\" class=\"data row109 col3\" ></td>\n",
+       "      <td id=\"T_68337_row109_col4\" class=\"data row109 col4\" > 0.00</td>\n",
+       "      <td id=\"T_68337_row109_col5\" class=\"data row109 col5\" ></td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n"
       ],
       "text/plain": [
-       "<pandas.io.formats.style.Styler at 0x7fc2b0f0afd0>"
+       "<pandas.io.formats.style.Styler at 0x300397bb0>"
       ]
      },
      "execution_count": 8,
@@ -3597,18 +3566,7 @@
    "cell_type": "code",
    "execution_count": 10,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<larch.util.excel.ExcelWriter at 0x7fc251cd8550>"
-      ]
-     },
-     "execution_count": 10,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "model.to_xlsx(\n",
     "    result_dir/f\"{modelname}_model_estimation.xlsx\", \n",
@@ -3660,31 +3618,31 @@
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td>coefficient_dummy_for_full_time_worker_business1</td>\n",
-       "      <td>-11.365293</td>\n",
+       "      <td>-7.402415</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>coefficient_dummy_for_full_time_worker_business2</td>\n",
-       "      <td>-13.833915</td>\n",
+       "      <td>-13.824988</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>coefficient_dummy_for_full_time_worker_eat</td>\n",
-       "      <td>-9.545916</td>\n",
+       "      <td>-7.551797</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td>coefficient_dummy_for_full_time_worker_eat_bus...</td>\n",
-       "      <td>-11.192172</td>\n",
+       "      <td>-14.974823</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
        "      <td>coefficient_dummy_for_full_time_worker_maint</td>\n",
-       "      <td>-5.880704</td>\n",
+       "      <td>-8.063977</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -3696,25 +3654,25 @@
        "    <tr>\n",
        "      <th>127</th>\n",
        "      <td>coefficient_at_work_sub_tour_asc_business2</td>\n",
-       "      <td>-0.130778</td>\n",
+       "      <td>-2.211281</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>128</th>\n",
        "      <td>coefficient_at_work_sub_tour_asc_eat</td>\n",
-       "      <td>5.809056</td>\n",
+       "      <td>0.440311</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>129</th>\n",
        "      <td>coefficient_at_work_sub_tour_asc_eat_business</td>\n",
-       "      <td>-23.415363</td>\n",
+       "      <td>-0.860366</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>130</th>\n",
        "      <td>coefficient_at_work_sub_tour_asc_maint</td>\n",
-       "      <td>12.910479</td>\n",
+       "      <td>-0.423469</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -3730,16 +3688,16 @@
       ],
       "text/plain": [
        "                                      coefficient_name      value constrain\n",
-       "0     coefficient_dummy_for_full_time_worker_business1 -11.365293         F\n",
-       "1     coefficient_dummy_for_full_time_worker_business2 -13.833915         F\n",
-       "2           coefficient_dummy_for_full_time_worker_eat  -9.545916         F\n",
-       "3    coefficient_dummy_for_full_time_worker_eat_bus... -11.192172         F\n",
-       "4         coefficient_dummy_for_full_time_worker_maint  -5.880704         F\n",
+       "0     coefficient_dummy_for_full_time_worker_business1  -7.402415         F\n",
+       "1     coefficient_dummy_for_full_time_worker_business2 -13.824988         F\n",
+       "2           coefficient_dummy_for_full_time_worker_eat  -7.551797         F\n",
+       "3    coefficient_dummy_for_full_time_worker_eat_bus... -14.974823         F\n",
+       "4         coefficient_dummy_for_full_time_worker_maint  -8.063977         F\n",
        "..                                                 ...        ...       ...\n",
-       "127         coefficient_at_work_sub_tour_asc_business2  -0.130778         F\n",
-       "128               coefficient_at_work_sub_tour_asc_eat   5.809056         F\n",
-       "129      coefficient_at_work_sub_tour_asc_eat_business -23.415363         F\n",
-       "130             coefficient_at_work_sub_tour_asc_maint  12.910479         F\n",
+       "127         coefficient_at_work_sub_tour_asc_business2  -2.211281         F\n",
+       "128               coefficient_at_work_sub_tour_asc_eat   0.440311         F\n",
+       "129      coefficient_at_work_sub_tour_asc_eat_business  -0.860366         F\n",
+       "130             coefficient_at_work_sub_tour_asc_maint  -0.423469         F\n",
        "131       coefficient_at_work_sub_tour_asc_no_subtours   0.000000         T\n",
        "\n",
        "[132 rows x 3 columns]"
@@ -3762,7 +3720,7 @@
    "toc_visible": true
   },
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "ESTER",
    "language": "python",
    "name": "python3"
   },
@@ -3776,7 +3734,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.8.6"
+   "version": "3.10.15"
   },
   "toc": {
    "base_numbering": 1,
diff --git a/activitysim/examples/example_estimation/notebooks/19_atwork_subtour_dest.ipynb b/activitysim/examples/example_estimation/notebooks/19_atwork_subtour_dest.ipynb
index a340efca73..5219560f6c 100644
--- a/activitysim/examples/example_estimation/notebooks/19_atwork_subtour_dest.ipynb
+++ b/activitysim/examples/example_estimation/notebooks/19_atwork_subtour_dest.ipynb
@@ -26,30 +26,74 @@
    "cell_type": "code",
    "execution_count": 1,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "JAX not found. Some functionality will be unavailable.\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "{'larch': '6.0.32',\n",
+       " 'sharrow': '2.13.0',\n",
+       " 'numpy': '1.26.4',\n",
+       " 'pandas': '1.5.3',\n",
+       " 'xarray': '2024.3.0',\n",
+       " 'numba': '0.60.0'}"
+      ]
+     },
+     "execution_count": 1,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "import larch  # !conda install larch #for estimation\n",
+    "import larch as lx\n",
     "import pandas as pd\n",
-    "import numpy as np\n",
-    "import yaml \n",
-    "import larch.util.excel\n",
-    "import os"
+    "\n",
+    "lx.versions()"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "We'll work in our `test` directory, where ActivitySim has saved the estimation data bundles."
+    "For this demo, we will assume that you have already run ActivitySim in estimation\n",
+    "mode, and saved the required estimation data bundles (EDB's) to disk.  See\n",
+    "the [first notebook](./01_estimation_mode.ipynb) for details.  The following module\n",
+    "will run a script to set everything up if the example data is not already available."
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 2,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "EDB directory already populated.\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "PosixPath('test-estimation-data/activitysim-prototype-mtc-extended')"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "os.chdir('test')"
+    "from est_mode_setup import prepare\n",
+    "\n",
+    "prepare()"
    ]
   },
   {
@@ -72,10 +116,27 @@
    "cell_type": "code",
    "execution_count": 4,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "loading from output-est-mode/estimation_data_bundle/atwork_subtour_destination/atwork_subtour_destination_coefficients.csv\n",
+      "loading from output-est-mode/estimation_data_bundle/atwork_subtour_destination/atwork_subtour_destination_SPEC.csv\n",
+      "loading from output-est-mode/estimation_data_bundle/atwork_subtour_destination/atwork_subtour_destination_alternatives_combined.parquet\n",
+      "loading from output-est-mode/estimation_data_bundle/atwork_subtour_destination/atwork_subtour_destination_choosers_combined.parquet\n",
+      "loading from output-est-mode/estimation_data_bundle/atwork_subtour_destination/atwork_subtour_destination_landuse.csv\n",
+      "loading from output-est-mode/estimation_data_bundle/atwork_subtour_destination/atwork_subtour_destination_size_terms.csv\n"
+     ]
+    }
+   ],
    "source": [
     "from activitysim.estimation.larch import component_model\n",
-    "model, data = component_model(modelname, return_data=True)"
+    "model, data = component_model(\n",
+    "    modelname,\n",
+    "    edb_directory=f\"output-est-mode/estimation_data_bundle/{modelname}/\",\n",
+    "    return_data=True,\n",
+    ")"
    ]
   },
   {
@@ -236,148 +297,88 @@
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>tour_id</th>\n",
-       "      <th>variable</th>\n",
-       "      <th>1</th>\n",
-       "      <th>2</th>\n",
-       "      <th>3</th>\n",
-       "      <th>4</th>\n",
-       "      <th>5</th>\n",
-       "      <th>6</th>\n",
-       "      <th>7</th>\n",
-       "      <th>8</th>\n",
-       "      <th>...</th>\n",
-       "      <th>181</th>\n",
-       "      <th>182</th>\n",
-       "      <th>183</th>\n",
-       "      <th>184</th>\n",
-       "      <th>185</th>\n",
-       "      <th>186</th>\n",
-       "      <th>187</th>\n",
-       "      <th>188</th>\n",
-       "      <th>189</th>\n",
-       "      <th>190</th>\n",
+       "      <th>alt_dest</th>\n",
+       "      <th>util_distance_piecewise_linear_from_0_to_1_miles</th>\n",
+       "      <th>util_distance_piecewise_linear_from_1_to_2_miles</th>\n",
+       "      <th>util_distance_piecewise_linear_from_2_to_5_miles</th>\n",
+       "      <th>util_distance_piecewise_linear_from_5_to_15_miles</th>\n",
+       "      <th>util_distance_piecewise_linear_for_15_plus_miles</th>\n",
+       "      <th>util_size_variable_atwork</th>\n",
+       "      <th>util_no_attractions_atwork_size_variable_is_0</th>\n",
+       "      <th>util_mode_choice_logsum</th>\n",
+       "      <th>util_sample_of_alternatives_correction_factor</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>2998927</td>\n",
-       "      <td>util_distance_piecewise_linear_for_15_plus_miles</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>2966559</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0.99</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>7.026095</td>\n",
+       "      <td>False</td>\n",
+       "      <td>14.641064</td>\n",
+       "      <td>3.669233</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>2998927</td>\n",
-       "      <td>util_distance_piecewise_linear_from_0_to_1_miles</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
+       "      <td>2966559</td>\n",
+       "      <td>9</td>\n",
+       "      <td>1.00</td>\n",
+       "      <td>0.98</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>7.841204</td>\n",
+       "      <td>False</td>\n",
+       "      <td>13.896585</td>\n",
+       "      <td>4.331944</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>2998927</td>\n",
-       "      <td>util_distance_piecewise_linear_from_1_to_2_miles</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.9299999475479126</td>\n",
-       "      <td>0.7599999904632568</td>\n",
-       "      <td>0.7699999809265137</td>\n",
-       "      <td>0.4700000286102295</td>\n",
-       "      <td>0.2799999713897705</td>\n",
-       "      <td>0.12000000476837158</td>\n",
-       "      <td>0.25999999046325684</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
+       "      <td>2966559</td>\n",
+       "      <td>11</td>\n",
+       "      <td>1.00</td>\n",
+       "      <td>0.35</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>7.778631</td>\n",
+       "      <td>False</td>\n",
+       "      <td>14.171065</td>\n",
+       "      <td>3.202032</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>2998927</td>\n",
-       "      <td>util_distance_piecewise_linear_from_2_to_5_miles</td>\n",
-       "      <td>0.029999971389770508</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>2966559</td>\n",
+       "      <td>12</td>\n",
+       "      <td>0.89</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>2.9600000381469727</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>3.0</td>\n",
+       "      <td>7.385584</td>\n",
+       "      <td>False</td>\n",
+       "      <td>14.520744</td>\n",
+       "      <td>4.616777</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>2998927</td>\n",
-       "      <td>util_distance_piecewise_linear_from_5_to_15_miles</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>2966559</td>\n",
+       "      <td>14</td>\n",
+       "      <td>0.87</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.8899998664855957</td>\n",
-       "      <td>1.8000001907348633</td>\n",
-       "      <td>1.3299999237060547</td>\n",
-       "      <td>0.48999977111816406</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>1.0799999237060547</td>\n",
-       "      <td>0.9899997711181641</td>\n",
-       "      <td>1.070000171661377</td>\n",
-       "      <td>1.929999828338623</td>\n",
-       "      <td>2.130000114440918</td>\n",
+       "      <td>6.755056</td>\n",
+       "      <td>False</td>\n",
+       "      <td>14.588424</td>\n",
+       "      <td>4.538306</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>...</th>\n",
@@ -392,235 +393,188 @@
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>4171</th>\n",
-       "      <td>308000674</td>\n",
-       "      <td>util_distance_piecewise_linear_from_5_to_15_miles</td>\n",
-       "      <td>1.4200000762939453</td>\n",
-       "      <td>1.3600001335144043</td>\n",
-       "      <td>1.2899999618530273</td>\n",
-       "      <td>1.1700000762939453</td>\n",
-       "      <td>0.9699997901916504</td>\n",
-       "      <td>0.9699997901916504</td>\n",
-       "      <td>0.809999942779541</td>\n",
-       "      <td>0.6100001335144043</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.75</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
+       "      <th>125546</th>\n",
+       "      <td>309112001</td>\n",
+       "      <td>1375</td>\n",
+       "      <td>1.00</td>\n",
+       "      <td>1.00</td>\n",
+       "      <td>1.38</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>5.398090</td>\n",
+       "      <td>False</td>\n",
+       "      <td>12.614690</td>\n",
+       "      <td>4.169279</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>125547</th>\n",
+       "      <td>309112001</td>\n",
+       "      <td>1376</td>\n",
+       "      <td>1.00</td>\n",
+       "      <td>1.00</td>\n",
+       "      <td>0.95</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>5.786087</td>\n",
+       "      <td>False</td>\n",
+       "      <td>12.938050</td>\n",
+       "      <td>3.557811</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>125548</th>\n",
+       "      <td>309112001</td>\n",
+       "      <td>1378</td>\n",
+       "      <td>1.00</td>\n",
+       "      <td>1.00</td>\n",
+       "      <td>0.76</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>5.680807</td>\n",
+       "      <td>False</td>\n",
+       "      <td>13.080930</td>\n",
+       "      <td>3.564348</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>4172</th>\n",
-       "      <td>308000674</td>\n",
-       "      <td>util_mode_choice_logsum</td>\n",
-       "      <td>1.743683315365601</td>\n",
-       "      <td>1.8090398438241646</td>\n",
-       "      <td>1.9187317689932244</td>\n",
-       "      <td>1.845763258455972</td>\n",
-       "      <td>1.9118565509402088</td>\n",
-       "      <td>2.070472775294134</td>\n",
-       "      <td>2.0749647025662954</td>\n",
-       "      <td>2.0765252832944836</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1.4896400525368332</td>\n",
-       "      <td>1.9120295717956781</td>\n",
-       "      <td>1.9541420210552534</td>\n",
-       "      <td>1.9566568956436885</td>\n",
-       "      <td>2.1147517922008467</td>\n",
-       "      <td>2.110613932849587</td>\n",
-       "      <td>2.36614159716225</td>\n",
-       "      <td>2.675175002962727</td>\n",
-       "      <td>2.45867106695333</td>\n",
-       "      <td>2.161156410360593</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4173</th>\n",
-       "      <td>308000674</td>\n",
-       "      <td>util_no_attractions_atwork_size_variable_is_0</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>...</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
+       "      <th>125549</th>\n",
+       "      <td>309112001</td>\n",
+       "      <td>1380</td>\n",
+       "      <td>1.00</td>\n",
+       "      <td>1.00</td>\n",
+       "      <td>0.67</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>6.972544</td>\n",
        "      <td>False</td>\n",
+       "      <td>13.148609</td>\n",
+       "      <td>3.835276</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>4174</th>\n",
-       "      <td>308000674</td>\n",
-       "      <td>util_sample_of_alternatives_correction_factor</td>\n",
-       "      <td>5.621843324877587</td>\n",
-       "      <td>4.892390701697378</td>\n",
-       "      <td>6.41959006998515</td>\n",
-       "      <td>5.121864578661301</td>\n",
-       "      <td>4.0943304970661645</td>\n",
-       "      <td>5.6640922965207166</td>\n",
-       "      <td>4.849601771676099</td>\n",
-       "      <td>5.493466028204648</td>\n",
-       "      <td>...</td>\n",
-       "      <td>7.195735435552638</td>\n",
-       "      <td>6.66177523532048</td>\n",
-       "      <td>5.775893570617849</td>\n",
-       "      <td>5.627447629966182</td>\n",
-       "      <td>5.316640911769303</td>\n",
-       "      <td>5.484197717810032</td>\n",
-       "      <td>5.248188568415137</td>\n",
-       "      <td>3.3386531188982147</td>\n",
-       "      <td>7.377276636224848</td>\n",
-       "      <td>5.8249441461146</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4175</th>\n",
-       "      <td>308000674</td>\n",
-       "      <td>util_size_variable_atwork</td>\n",
-       "      <td>6.577240859271166</td>\n",
-       "      <td>7.294423493874009</td>\n",
-       "      <td>5.752909090156044</td>\n",
-       "      <td>7.026094604325162</td>\n",
-       "      <td>8.012728626482545</td>\n",
-       "      <td>6.442966827027993</td>\n",
-       "      <td>7.224737382332969</td>\n",
-       "      <td>6.539973163879868</td>\n",
-       "      <td>...</td>\n",
-       "      <td>4.866333729879064</td>\n",
-       "      <td>5.1845549872093715</td>\n",
-       "      <td>5.945708525269778</td>\n",
-       "      <td>6.047381635266343</td>\n",
-       "      <td>6.06715626447492</td>\n",
-       "      <td>5.987948372605412</td>\n",
-       "      <td>5.730242629913322</td>\n",
-       "      <td>7.343549119396827</td>\n",
-       "      <td>3.6375335267623483</td>\n",
-       "      <td>5.304200029706192</td>\n",
+       "      <th>125550</th>\n",
+       "      <td>309112001</td>\n",
+       "      <td>1381</td>\n",
+       "      <td>1.00</td>\n",
+       "      <td>0.02</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>6.198092</td>\n",
+       "      <td>False</td>\n",
+       "      <td>14.389409</td>\n",
+       "      <td>3.261637</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>4176 rows × 192 columns</p>\n",
+       "<p>125551 rows × 11 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "        tour_id                                           variable  \\\n",
-       "0       2998927   util_distance_piecewise_linear_for_15_plus_miles   \n",
-       "1       2998927   util_distance_piecewise_linear_from_0_to_1_miles   \n",
-       "2       2998927   util_distance_piecewise_linear_from_1_to_2_miles   \n",
-       "3       2998927   util_distance_piecewise_linear_from_2_to_5_miles   \n",
-       "4       2998927  util_distance_piecewise_linear_from_5_to_15_miles   \n",
-       "...         ...                                                ...   \n",
-       "4171  308000674  util_distance_piecewise_linear_from_5_to_15_miles   \n",
-       "4172  308000674                            util_mode_choice_logsum   \n",
-       "4173  308000674      util_no_attractions_atwork_size_variable_is_0   \n",
-       "4174  308000674      util_sample_of_alternatives_correction_factor   \n",
-       "4175  308000674                          util_size_variable_atwork   \n",
+       "          tour_id  alt_dest  util_distance_piecewise_linear_from_0_to_1_miles  \\\n",
+       "0         2966559         4                                              0.99   \n",
+       "1         2966559         9                                              1.00   \n",
+       "2         2966559        11                                              1.00   \n",
+       "3         2966559        12                                              0.89   \n",
+       "4         2966559        14                                              0.87   \n",
+       "...           ...       ...                                               ...   \n",
+       "125546  309112001      1375                                              1.00   \n",
+       "125547  309112001      1376                                              1.00   \n",
+       "125548  309112001      1378                                              1.00   \n",
+       "125549  309112001      1380                                              1.00   \n",
+       "125550  309112001      1381                                              1.00   \n",
        "\n",
-       "                         1                   2                   3  \\\n",
-       "0                      0.0                 0.0                 0.0   \n",
-       "1                      1.0                 1.0                 1.0   \n",
-       "2                      1.0  0.9299999475479126  0.7599999904632568   \n",
-       "3     0.029999971389770508                 0.0                 0.0   \n",
-       "4                      0.0                 0.0                 0.0   \n",
-       "...                    ...                 ...                 ...   \n",
-       "4171    1.4200000762939453  1.3600001335144043  1.2899999618530273   \n",
-       "4172     1.743683315365601  1.8090398438241646  1.9187317689932244   \n",
-       "4173                 False               False               False   \n",
-       "4174     5.621843324877587   4.892390701697378    6.41959006998515   \n",
-       "4175     6.577240859271166   7.294423493874009   5.752909090156044   \n",
+       "        util_distance_piecewise_linear_from_1_to_2_miles  \\\n",
+       "0                                                   0.00   \n",
+       "1                                                   0.98   \n",
+       "2                                                   0.35   \n",
+       "3                                                   0.00   \n",
+       "4                                                   0.00   \n",
+       "...                                                  ...   \n",
+       "125546                                              1.00   \n",
+       "125547                                              1.00   \n",
+       "125548                                              1.00   \n",
+       "125549                                              1.00   \n",
+       "125550                                              0.02   \n",
        "\n",
-       "                       4                   5                   6  \\\n",
-       "0                    0.0                 0.0                 0.0   \n",
-       "1                    1.0                 1.0                 1.0   \n",
-       "2     0.7699999809265137  0.4700000286102295  0.2799999713897705   \n",
-       "3                    0.0                 0.0                 0.0   \n",
-       "4                    0.0                 0.0                 0.0   \n",
-       "...                  ...                 ...                 ...   \n",
-       "4171  1.1700000762939453  0.9699997901916504  0.9699997901916504   \n",
-       "4172   1.845763258455972  1.9118565509402088   2.070472775294134   \n",
-       "4173               False               False               False   \n",
-       "4174   5.121864578661301  4.0943304970661645  5.6640922965207166   \n",
-       "4175   7.026094604325162   8.012728626482545   6.442966827027993   \n",
+       "        util_distance_piecewise_linear_from_2_to_5_miles  \\\n",
+       "0                                                   0.00   \n",
+       "1                                                   0.00   \n",
+       "2                                                   0.00   \n",
+       "3                                                   0.00   \n",
+       "4                                                   0.00   \n",
+       "...                                                  ...   \n",
+       "125546                                              1.38   \n",
+       "125547                                              0.95   \n",
+       "125548                                              0.76   \n",
+       "125549                                              0.67   \n",
+       "125550                                              0.00   \n",
        "\n",
-       "                        7                    8  ...                 181  \\\n",
-       "0                     0.0                  0.0  ...                 0.0   \n",
-       "1                     1.0                  1.0  ...                 1.0   \n",
-       "2     0.12000000476837158  0.25999999046325684  ...                 1.0   \n",
-       "3                     0.0                  0.0  ...                 3.0   \n",
-       "4                     0.0                  0.0  ...  0.8899998664855957   \n",
-       "...                   ...                  ...  ...                 ...   \n",
-       "4171    0.809999942779541   0.6100001335144043  ...                0.75   \n",
-       "4172   2.0749647025662954   2.0765252832944836  ...  1.4896400525368332   \n",
-       "4173                False                False  ...               False   \n",
-       "4174    4.849601771676099    5.493466028204648  ...   7.195735435552638   \n",
-       "4175    7.224737382332969    6.539973163879868  ...   4.866333729879064   \n",
+       "        util_distance_piecewise_linear_from_5_to_15_miles  \\\n",
+       "0                                                     0.0   \n",
+       "1                                                     0.0   \n",
+       "2                                                     0.0   \n",
+       "3                                                     0.0   \n",
+       "4                                                     0.0   \n",
+       "...                                                   ...   \n",
+       "125546                                                0.0   \n",
+       "125547                                                0.0   \n",
+       "125548                                                0.0   \n",
+       "125549                                                0.0   \n",
+       "125550                                                0.0   \n",
        "\n",
-       "                     182                 183                  184  \\\n",
-       "0                    0.0                 0.0                  0.0   \n",
-       "1                    1.0                 1.0                  1.0   \n",
-       "2                    1.0                 1.0                  1.0   \n",
-       "3                    3.0                 3.0                  3.0   \n",
-       "4     1.8000001907348633  1.3299999237060547  0.48999977111816406   \n",
-       "...                  ...                 ...                  ...   \n",
-       "4171                 0.0                 0.0                  0.0   \n",
-       "4172  1.9120295717956781  1.9541420210552534   1.9566568956436885   \n",
-       "4173               False               False                False   \n",
-       "4174    6.66177523532048   5.775893570617849    5.627447629966182   \n",
-       "4175  5.1845549872093715   5.945708525269778    6.047381635266343   \n",
+       "        util_distance_piecewise_linear_for_15_plus_miles  \\\n",
+       "0                                                    0.0   \n",
+       "1                                                    0.0   \n",
+       "2                                                    0.0   \n",
+       "3                                                    0.0   \n",
+       "4                                                    0.0   \n",
+       "...                                                  ...   \n",
+       "125546                                               0.0   \n",
+       "125547                                               0.0   \n",
+       "125548                                               0.0   \n",
+       "125549                                               0.0   \n",
+       "125550                                               0.0   \n",
        "\n",
-       "                     185                 186                 187  \\\n",
-       "0                    0.0                 0.0                 0.0   \n",
-       "1                    1.0                 1.0                 1.0   \n",
-       "2                    1.0                 1.0                 1.0   \n",
-       "3     2.9600000381469727                 3.0                 3.0   \n",
-       "4                    0.0  1.0799999237060547  0.9899997711181641   \n",
-       "...                  ...                 ...                 ...   \n",
-       "4171                 0.0                 0.0                 0.0   \n",
-       "4172  2.1147517922008467   2.110613932849587    2.36614159716225   \n",
-       "4173               False               False               False   \n",
-       "4174   5.316640911769303   5.484197717810032   5.248188568415137   \n",
-       "4175    6.06715626447492   5.987948372605412   5.730242629913322   \n",
+       "        util_size_variable_atwork  \\\n",
+       "0                        7.026095   \n",
+       "1                        7.841204   \n",
+       "2                        7.778631   \n",
+       "3                        7.385584   \n",
+       "4                        6.755056   \n",
+       "...                           ...   \n",
+       "125546                   5.398090   \n",
+       "125547                   5.786087   \n",
+       "125548                   5.680807   \n",
+       "125549                   6.972544   \n",
+       "125550                   6.198092   \n",
        "\n",
-       "                     188                 189                190  \n",
-       "0                    0.0                 0.0                0.0  \n",
-       "1                    1.0                 1.0                1.0  \n",
-       "2                    1.0                 1.0                1.0  \n",
-       "3                    3.0                 3.0                3.0  \n",
-       "4      1.070000171661377   1.929999828338623  2.130000114440918  \n",
-       "...                  ...                 ...                ...  \n",
-       "4171                 0.0                 0.0                0.0  \n",
-       "4172   2.675175002962727    2.45867106695333  2.161156410360593  \n",
-       "4173               False               False              False  \n",
-       "4174  3.3386531188982147   7.377276636224848    5.8249441461146  \n",
-       "4175   7.343549119396827  3.6375335267623483  5.304200029706192  \n",
+       "        util_no_attractions_atwork_size_variable_is_0  \\\n",
+       "0                                               False   \n",
+       "1                                               False   \n",
+       "2                                               False   \n",
+       "3                                               False   \n",
+       "4                                               False   \n",
+       "...                                               ...   \n",
+       "125546                                          False   \n",
+       "125547                                          False   \n",
+       "125548                                          False   \n",
+       "125549                                          False   \n",
+       "125550                                          False   \n",
        "\n",
-       "[4176 rows x 192 columns]"
+       "        util_mode_choice_logsum  util_sample_of_alternatives_correction_factor  \n",
+       "0                     14.641064                                       3.669233  \n",
+       "1                     13.896585                                       4.331944  \n",
+       "2                     14.171065                                       3.202032  \n",
+       "3                     14.520744                                       4.616777  \n",
+       "4                     14.588424                                       4.538306  \n",
+       "...                         ...                                            ...  \n",
+       "125546                12.614690                                       4.169279  \n",
+       "125547                12.938050                                       3.557811  \n",
+       "125548                13.080930                                       3.564348  \n",
+       "125549                13.148609                                       3.835276  \n",
+       "125550                14.389409                                       3.261637  \n",
+       "\n",
+       "[125551 rows x 11 columns]"
       ]
      },
      "execution_count": 6,
@@ -676,47 +630,47 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>2998927</td>\n",
-       "      <td>114</td>\n",
-       "      <td>115.0</td>\n",
-       "      <td>73144</td>\n",
-       "      <td>77</td>\n",
+       "      <td>2966559</td>\n",
+       "      <td>17</td>\n",
+       "      <td>109</td>\n",
+       "      <td>72355</td>\n",
+       "      <td>17</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>3060326</td>\n",
-       "      <td>83</td>\n",
-       "      <td>83.0</td>\n",
-       "      <td>74642</td>\n",
-       "      <td>165</td>\n",
+       "      <td>3046632</td>\n",
+       "      <td>1</td>\n",
+       "      <td>13</td>\n",
+       "      <td>74308</td>\n",
+       "      <td>14</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>4422879</td>\n",
-       "      <td>164</td>\n",
-       "      <td>164.0</td>\n",
-       "      <td>107875</td>\n",
-       "      <td>161</td>\n",
+       "      <td>3048108</td>\n",
+       "      <td>11</td>\n",
+       "      <td>5</td>\n",
+       "      <td>74344</td>\n",
+       "      <td>106</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>4440282</td>\n",
-       "      <td>75</td>\n",
-       "      <td>76.0</td>\n",
-       "      <td>108299</td>\n",
-       "      <td>112</td>\n",
+       "      <td>3177463</td>\n",
+       "      <td>355</td>\n",
+       "      <td>355</td>\n",
+       "      <td>77499</td>\n",
+       "      <td>355</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>4496780</td>\n",
-       "      <td>34</td>\n",
-       "      <td>27.0</td>\n",
-       "      <td>109677</td>\n",
-       "      <td>181</td>\n",
+       "      <td>3191832</td>\n",
+       "      <td>309</td>\n",
+       "      <td>308</td>\n",
+       "      <td>77849</td>\n",
+       "      <td>309</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -729,83 +683,83 @@
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>459</th>\n",
-       "      <td>302923726</td>\n",
-       "      <td>71</td>\n",
-       "      <td>71.0</td>\n",
-       "      <td>7388383</td>\n",
-       "      <td>36</td>\n",
-       "      <td>4</td>\n",
+       "      <th>6031</th>\n",
+       "      <td>308156004</td>\n",
+       "      <td>323</td>\n",
+       "      <td>323</td>\n",
+       "      <td>7516000</td>\n",
+       "      <td>323</td>\n",
+       "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>460</th>\n",
-       "      <td>302942567</td>\n",
-       "      <td>87</td>\n",
-       "      <td>87.0</td>\n",
-       "      <td>7388843</td>\n",
-       "      <td>42</td>\n",
-       "      <td>4</td>\n",
+       "      <th>6032</th>\n",
+       "      <td>308227650</td>\n",
+       "      <td>583</td>\n",
+       "      <td>582</td>\n",
+       "      <td>7517747</td>\n",
+       "      <td>573</td>\n",
+       "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>461</th>\n",
-       "      <td>302942627</td>\n",
-       "      <td>67</td>\n",
-       "      <td>67.0</td>\n",
-       "      <td>7388844</td>\n",
-       "      <td>17</td>\n",
-       "      <td>4</td>\n",
+       "      <th>6033</th>\n",
+       "      <td>308260103</td>\n",
+       "      <td>539</td>\n",
+       "      <td>606</td>\n",
+       "      <td>7518539</td>\n",
+       "      <td>407</td>\n",
+       "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>462</th>\n",
-       "      <td>305120465</td>\n",
-       "      <td>130</td>\n",
-       "      <td>130.0</td>\n",
-       "      <td>7441962</td>\n",
-       "      <td>127</td>\n",
-       "      <td>4</td>\n",
+       "      <th>6034</th>\n",
+       "      <td>309080718</td>\n",
+       "      <td>21</td>\n",
+       "      <td>70</td>\n",
+       "      <td>7538554</td>\n",
+       "      <td>7</td>\n",
+       "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>463</th>\n",
-       "      <td>308000674</td>\n",
-       "      <td>17</td>\n",
-       "      <td>16.0</td>\n",
-       "      <td>7512211</td>\n",
-       "      <td>162</td>\n",
+       "      <th>6035</th>\n",
+       "      <td>309112001</td>\n",
+       "      <td>1380</td>\n",
+       "      <td>1381</td>\n",
+       "      <td>7539317</td>\n",
+       "      <td>1381</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>464 rows × 6 columns</p>\n",
+       "<p>6036 rows × 6 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "       tour_id  model_choice  override_choice  person_id  workplace_zone_id  \\\n",
-       "0      2998927           114            115.0      73144                 77   \n",
-       "1      3060326            83             83.0      74642                165   \n",
-       "2      4422879           164            164.0     107875                161   \n",
-       "3      4440282            75             76.0     108299                112   \n",
-       "4      4496780            34             27.0     109677                181   \n",
-       "..         ...           ...              ...        ...                ...   \n",
-       "459  302923726            71             71.0    7388383                 36   \n",
-       "460  302942567            87             87.0    7388843                 42   \n",
-       "461  302942627            67             67.0    7388844                 17   \n",
-       "462  305120465           130            130.0    7441962                127   \n",
-       "463  308000674            17             16.0    7512211                162   \n",
+       "        tour_id  model_choice  override_choice  person_id  workplace_zone_id  \\\n",
+       "0       2966559            17              109      72355                 17   \n",
+       "1       3046632             1               13      74308                 14   \n",
+       "2       3048108            11                5      74344                106   \n",
+       "3       3177463           355              355      77499                355   \n",
+       "4       3191832           309              308      77849                309   \n",
+       "...         ...           ...              ...        ...                ...   \n",
+       "6031  308156004           323              323    7516000                323   \n",
+       "6032  308227650           583              582    7517747                573   \n",
+       "6033  308260103           539              606    7518539                407   \n",
+       "6034  309080718            21               70    7538554                  7   \n",
+       "6035  309112001          1380             1381    7539317               1381   \n",
        "\n",
-       "     income_segment  \n",
-       "0                 1  \n",
-       "1                 1  \n",
-       "2                 1  \n",
-       "3                 1  \n",
-       "4                 1  \n",
-       "..              ...  \n",
-       "459               4  \n",
-       "460               4  \n",
-       "461               4  \n",
-       "462               4  \n",
-       "463               1  \n",
+       "      income_segment  \n",
+       "0                  1  \n",
+       "1                  1  \n",
+       "2                  1  \n",
+       "3                  1  \n",
+       "4                  1  \n",
+       "...              ...  \n",
+       "6031               1  \n",
+       "6032               1  \n",
+       "6033               1  \n",
+       "6034               1  \n",
+       "6035               1  \n",
        "\n",
-       "[464 rows x 6 columns]"
+       "[6036 rows x 6 columns]"
       ]
      },
      "execution_count": 7,
@@ -912,9 +866,9 @@
        "      <td>7</td>\n",
        "      <td>...</td>\n",
        "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>3</td>\n",
        "      <td>5.89564</td>\n",
        "      <td>2.875000</td>\n",
@@ -936,9 +890,9 @@
        "      <td>19</td>\n",
        "      <td>...</td>\n",
        "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>1</td>\n",
        "      <td>5.84871</td>\n",
        "      <td>5.195214</td>\n",
@@ -960,9 +914,9 @@
        "      <td>38</td>\n",
        "      <td>...</td>\n",
        "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>1</td>\n",
        "      <td>5.53231</td>\n",
        "      <td>80.470405</td>\n",
@@ -984,9 +938,9 @@
        "      <td>20</td>\n",
        "      <td>...</td>\n",
        "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>2</td>\n",
        "      <td>5.64330</td>\n",
        "      <td>7.947368</td>\n",
@@ -1008,9 +962,9 @@
        "      <td>86</td>\n",
        "      <td>...</td>\n",
        "      <td>0</td>\n",
-       "      <td>0.00000</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>72.14684</td>\n",
-       "      <td>0.00000</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>1</td>\n",
        "      <td>5.52555</td>\n",
        "      <td>38.187500</td>\n",
@@ -1043,188 +997,188 @@
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>186</th>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2779</td>\n",
-       "      <td>8062</td>\n",
-       "      <td>376.0</td>\n",
-       "      <td>172.0</td>\n",
-       "      <td>15.00000</td>\n",
-       "      <td>1760</td>\n",
-       "      <td>1178</td>\n",
+       "      <th>1450</th>\n",
+       "      <td>34</td>\n",
+       "      <td>34</td>\n",
+       "      <td>9</td>\n",
+       "      <td>2724</td>\n",
+       "      <td>6493</td>\n",
+       "      <td>1320.0</td>\n",
+       "      <td>630.0</td>\n",
+       "      <td>69.00000</td>\n",
+       "      <td>1046</td>\n",
+       "      <td>1013</td>\n",
        "      <td>...</td>\n",
-       "      <td>3</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0.00000</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>1</td>\n",
-       "      <td>2.04173</td>\n",
-       "      <td>14.860963</td>\n",
-       "      <td>9.411765</td>\n",
-       "      <td>5.762347</td>\n",
+       "      <td>1.12116</td>\n",
+       "      <td>3.896996</td>\n",
+       "      <td>1.496423</td>\n",
+       "      <td>1.081235</td>\n",
        "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>187</th>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1492</td>\n",
-       "      <td>4139</td>\n",
-       "      <td>214.0</td>\n",
-       "      <td>116.0</td>\n",
-       "      <td>10.00000</td>\n",
-       "      <td>808</td>\n",
-       "      <td>603</td>\n",
+       "      <th>1451</th>\n",
+       "      <td>34</td>\n",
+       "      <td>34</td>\n",
+       "      <td>9</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>4835</td>\n",
+       "      <td>664.0</td>\n",
+       "      <td>379.0</td>\n",
+       "      <td>43.00000</td>\n",
+       "      <td>757</td>\n",
+       "      <td>757</td>\n",
        "      <td>...</td>\n",
-       "      <td>3</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0.00000</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1.73676</td>\n",
-       "      <td>11.841270</td>\n",
-       "      <td>6.412698</td>\n",
-       "      <td>4.159890</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1.17116</td>\n",
+       "      <td>4.777251</td>\n",
+       "      <td>1.793839</td>\n",
+       "      <td>1.304140</td>\n",
        "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>188</th>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>1</td>\n",
-       "      <td>753</td>\n",
-       "      <td>4072</td>\n",
-       "      <td>232.0</td>\n",
-       "      <td>11.0</td>\n",
-       "      <td>178.00000</td>\n",
-       "      <td>4502</td>\n",
-       "      <td>1117</td>\n",
+       "      <th>1452</th>\n",
+       "      <td>34</td>\n",
+       "      <td>34</td>\n",
+       "      <td>9</td>\n",
+       "      <td>2178</td>\n",
+       "      <td>5055</td>\n",
+       "      <td>1068.0</td>\n",
+       "      <td>602.0</td>\n",
+       "      <td>35.00000</td>\n",
+       "      <td>2110</td>\n",
+       "      <td>789</td>\n",
        "      <td>...</td>\n",
-       "      <td>2</td>\n",
-       "      <td>3961.04761</td>\n",
-       "      <td>17397.79102</td>\n",
-       "      <td>11152.93652</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>1</td>\n",
-       "      <td>2.28992</td>\n",
-       "      <td>3.984127</td>\n",
-       "      <td>23.820106</td>\n",
-       "      <td>3.413233</td>\n",
+       "      <td>1.17587</td>\n",
+       "      <td>3.419152</td>\n",
+       "      <td>3.312402</td>\n",
+       "      <td>1.682465</td>\n",
        "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>189</th>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>1</td>\n",
-       "      <td>3546</td>\n",
-       "      <td>8476</td>\n",
-       "      <td>201.0</td>\n",
-       "      <td>72.0</td>\n",
-       "      <td>6.00000</td>\n",
-       "      <td>226</td>\n",
-       "      <td>1057</td>\n",
+       "      <th>1453</th>\n",
+       "      <td>34</td>\n",
+       "      <td>34</td>\n",
+       "      <td>9</td>\n",
+       "      <td>298</td>\n",
+       "      <td>779</td>\n",
+       "      <td>14195.0</td>\n",
+       "      <td>429.0</td>\n",
+       "      <td>4.00000</td>\n",
+       "      <td>922</td>\n",
+       "      <td>88</td>\n",
        "      <td>...</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0.00000</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>1</td>\n",
-       "      <td>2.88773</td>\n",
-       "      <td>45.461538</td>\n",
-       "      <td>2.897436</td>\n",
-       "      <td>2.723836</td>\n",
+       "      <td>1.01972</td>\n",
+       "      <td>0.688222</td>\n",
+       "      <td>2.129330</td>\n",
+       "      <td>0.520115</td>\n",
        "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>190</th>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>1</td>\n",
-       "      <td>968</td>\n",
-       "      <td>1647</td>\n",
-       "      <td>1381.0</td>\n",
-       "      <td>14.0</td>\n",
-       "      <td>28.00000</td>\n",
-       "      <td>1010</td>\n",
-       "      <td>114</td>\n",
+       "      <th>1454</th>\n",
+       "      <td>34</td>\n",
+       "      <td>34</td>\n",
+       "      <td>9</td>\n",
+       "      <td>1068</td>\n",
+       "      <td>2337</td>\n",
+       "      <td>10469.0</td>\n",
+       "      <td>1114.0</td>\n",
+       "      <td>27.00000</td>\n",
+       "      <td>607</td>\n",
+       "      <td>418</td>\n",
        "      <td>...</td>\n",
-       "      <td>3</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0.00000</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>1</td>\n",
-       "      <td>2.60309</td>\n",
-       "      <td>23.047619</td>\n",
-       "      <td>24.047619</td>\n",
-       "      <td>11.768501</td>\n",
+       "      <td>0.95542</td>\n",
+       "      <td>0.936021</td>\n",
+       "      <td>0.531989</td>\n",
+       "      <td>0.339203</td>\n",
        "      <td>False</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>190 rows × 28 columns</p>\n",
+       "<p>1454 rows × 28 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "         DISTRICT  SD  county_id  TOTHH  TOTPOP  TOTACRE  RESACRE     CIACRE  \\\n",
-       "zone_id                                                                        \n",
-       "1               1   1          1     46      82     20.3      1.0   15.00000   \n",
-       "2               1   1          1    134     240     31.1      1.0   24.79297   \n",
-       "3               1   1          1    267     476     14.7      1.0    2.31799   \n",
-       "4               1   1          1    151     253     19.3      1.0   18.00000   \n",
-       "5               1   1          1    611    1069     52.7      1.0   15.00000   \n",
-       "...           ...  ..        ...    ...     ...      ...      ...        ...   \n",
-       "186             4   4          1   2779    8062    376.0    172.0   15.00000   \n",
-       "187             4   4          1   1492    4139    214.0    116.0   10.00000   \n",
-       "188             4   4          1    753    4072    232.0     11.0  178.00000   \n",
-       "189             4   4          1   3546    8476    201.0     72.0    6.00000   \n",
-       "190             4   4          1    968    1647   1381.0     14.0   28.00000   \n",
+       "         DISTRICT  SD  county_id  TOTHH  TOTPOP  TOTACRE  RESACRE    CIACRE  \\\n",
+       "zone_id                                                                       \n",
+       "1               1   1          1     46      82     20.3      1.0  15.00000   \n",
+       "2               1   1          1    134     240     31.1      1.0  24.79297   \n",
+       "3               1   1          1    267     476     14.7      1.0   2.31799   \n",
+       "4               1   1          1    151     253     19.3      1.0  18.00000   \n",
+       "5               1   1          1    611    1069     52.7      1.0  15.00000   \n",
+       "...           ...  ..        ...    ...     ...      ...      ...       ...   \n",
+       "1450           34  34          9   2724    6493   1320.0    630.0  69.00000   \n",
+       "1451           34  34          9   2016    4835    664.0    379.0  43.00000   \n",
+       "1452           34  34          9   2178    5055   1068.0    602.0  35.00000   \n",
+       "1453           34  34          9    298     779  14195.0    429.0   4.00000   \n",
+       "1454           34  34          9   1068    2337  10469.0   1114.0  27.00000   \n",
        "\n",
-       "         TOTEMP  AGE0519  ...  area_type    HSENROLL      COLLFTE  \\\n",
-       "zone_id                   ...                                       \n",
-       "1         27318        7  ...          0     0.00000      0.00000   \n",
-       "2         42078       19  ...          0     0.00000      0.00000   \n",
-       "3          2445       38  ...          0     0.00000      0.00000   \n",
-       "4         22434       20  ...          0     0.00000      0.00000   \n",
-       "5         15662       86  ...          0     0.00000     72.14684   \n",
-       "...         ...      ...  ...        ...         ...          ...   \n",
-       "186        1760     1178  ...          3     0.00000      0.00000   \n",
-       "187         808      603  ...          3     0.00000      0.00000   \n",
-       "188        4502     1117  ...          2  3961.04761  17397.79102   \n",
-       "189         226     1057  ...          2     0.00000      0.00000   \n",
-       "190        1010      114  ...          3     0.00000      0.00000   \n",
+       "         TOTEMP  AGE0519  ...  area_type  HSENROLL   COLLFTE  COLLPTE  \\\n",
+       "zone_id                   ...                                           \n",
+       "1         27318        7  ...          0       0.0   0.00000      0.0   \n",
+       "2         42078       19  ...          0       0.0   0.00000      0.0   \n",
+       "3          2445       38  ...          0       0.0   0.00000      0.0   \n",
+       "4         22434       20  ...          0       0.0   0.00000      0.0   \n",
+       "5         15662       86  ...          0       0.0  72.14684      0.0   \n",
+       "...         ...      ...  ...        ...       ...       ...      ...   \n",
+       "1450       1046     1013  ...          4       0.0   0.00000      0.0   \n",
+       "1451        757      757  ...          4       0.0   0.00000      0.0   \n",
+       "1452       2110      789  ...          4       0.0   0.00000      0.0   \n",
+       "1453        922       88  ...          5       0.0   0.00000      0.0   \n",
+       "1454        607      418  ...          5       0.0   0.00000      0.0   \n",
        "\n",
-       "             COLLPTE  TOPOLOGY  TERMINAL  household_density  \\\n",
-       "zone_id                                                       \n",
-       "1            0.00000         3   5.89564           2.875000   \n",
-       "2            0.00000         1   5.84871           5.195214   \n",
-       "3            0.00000         1   5.53231          80.470405   \n",
-       "4            0.00000         2   5.64330           7.947368   \n",
-       "5            0.00000         1   5.52555          38.187500   \n",
-       "...              ...       ...       ...                ...   \n",
-       "186          0.00000         1   2.04173          14.860963   \n",
-       "187          0.00000         2   1.73676          11.841270   \n",
-       "188      11152.93652         1   2.28992           3.984127   \n",
-       "189          0.00000         1   2.88773          45.461538   \n",
-       "190          0.00000         1   2.60309          23.047619   \n",
+       "         TOPOLOGY  TERMINAL  household_density  employment_density  \\\n",
+       "zone_id                                                              \n",
+       "1               3   5.89564           2.875000         1707.375000   \n",
+       "2               1   5.84871           5.195214         1631.374751   \n",
+       "3               1   5.53231          80.470405          736.891913   \n",
+       "4               2   5.64330           7.947368         1180.736842   \n",
+       "5               1   5.52555          38.187500          978.875000   \n",
+       "...           ...       ...                ...                 ...   \n",
+       "1450            1   1.12116           3.896996            1.496423   \n",
+       "1451            1   1.17116           4.777251            1.793839   \n",
+       "1452            1   1.17587           3.419152            3.312402   \n",
+       "1453            1   1.01972           0.688222            2.129330   \n",
+       "1454            1   0.95542           0.936021            0.531989   \n",
        "\n",
-       "         employment_density  density_index  is_cbd  \n",
-       "zone_id                                             \n",
-       "1               1707.375000       2.870167   False  \n",
-       "2               1631.374751       5.178722   False  \n",
-       "3                736.891913      72.547987   False  \n",
-       "4               1180.736842       7.894233   False  \n",
-       "5                978.875000      36.753679   False  \n",
-       "...                     ...            ...     ...  \n",
-       "186                9.411765       5.762347   False  \n",
-       "187                6.412698       4.159890   False  \n",
-       "188               23.820106       3.413233   False  \n",
-       "189                2.897436       2.723836   False  \n",
-       "190               24.047619      11.768501   False  \n",
+       "         density_index  is_cbd  \n",
+       "zone_id                         \n",
+       "1             2.870167   False  \n",
+       "2             5.178722   False  \n",
+       "3            72.547987   False  \n",
+       "4             7.894233   False  \n",
+       "5            36.753679   False  \n",
+       "...                ...     ...  \n",
+       "1450          1.081235   False  \n",
+       "1451          1.304140   False  \n",
+       "1452          1.682465   False  \n",
+       "1453          0.520115   False  \n",
+       "1454          0.339203   False  \n",
        "\n",
-       "[190 rows x 28 columns]"
+       "[1454 rows x 28 columns]"
       ]
      },
      "execution_count": 8,
@@ -1472,14 +1426,210 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "req_data does not request avail_ca or avail_co but it is set and being provided\n",
-      "converting data_ca to <class 'numpy.float64'>\n"
+      "problem: nan_utility has (31 issues)\n"
      ]
     },
+    {
+     "data": {
+      "text/plain": [
+       "(<larch.Model (MNL) \"None\">,\n",
+       " ┣ nan_utility:                   n\n",
+       " ┃              dummy_zone_id      \n",
+       " ┃              1                 0\n",
+       " ┃              2                 0\n",
+       " ┃              3                 1\n",
+       " ┃              4                 5\n",
+       " ┃              5                 8\n",
+       " ┃              6                 9\n",
+       " ┃              7                16\n",
+       " ┃              8                43\n",
+       " ┃              9                85\n",
+       " ┃              10              138\n",
+       " ┃              11              213\n",
+       " ┃              12              306\n",
+       " ┃              13              442\n",
+       " ┃              14              615\n",
+       " ┃              15              797\n",
+       " ┃              16             1002\n",
+       " ┃              17             1252\n",
+       " ┃              18             1514\n",
+       " ┃              19             1770\n",
+       " ┃              20             2079\n",
+       " ┃              21             2469\n",
+       " ┃              22             2891\n",
+       " ┃              23             3383\n",
+       " ┃              24             3930\n",
+       " ┃              25             4447\n",
+       " ┃              26             4974\n",
+       " ┃              27             5449\n",
+       " ┃              28             5766\n",
+       " ┃              29             5925\n",
+       " ┃              30             6004\n",
+       " ┃              31             6032)"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "model.doctor(repair_nan_utility=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Label</th>\n",
+       "      <th>Description</th>\n",
+       "      <th>Expression</th>\n",
+       "      <th>atwork</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>util_distance_piecewise_linear_from_0_to_1_miles</td>\n",
+       "      <td>Distance, piecewise linear from 0 to 1 miles</td>\n",
+       "      <td>@skims['DIST'].clip(0,1)</td>\n",
+       "      <td>coef_distance_piecewise_linear_from_0_to_1_miles</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>util_distance_piecewise_linear_from_1_to_2_miles</td>\n",
+       "      <td>Distance, piecewise linear from 1 to 2 miles</td>\n",
+       "      <td>@(skims['DIST']-1).clip(0,1)</td>\n",
+       "      <td>coef_distance_piecewise_linear_from_1_to_2_miles</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>util_distance_piecewise_linear_from_2_to_5_miles</td>\n",
+       "      <td>Distance, piecewise linear from 2 to 5 miles</td>\n",
+       "      <td>@(skims['DIST']-2).clip(0,3)</td>\n",
+       "      <td>coef_distance_piecewise_linear_from_2_to_5_miles</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>util_distance_piecewise_linear_from_5_to_15_miles</td>\n",
+       "      <td>Distance, piecewise linear from 5 to 15 miles</td>\n",
+       "      <td>@(skims['DIST']-5).clip(0,10)</td>\n",
+       "      <td>coef_distance_piecewise_linear_from_5_to_15_miles</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>util_distance_piecewise_linear_for_15_plus_miles</td>\n",
+       "      <td>Distance, piecewise linear for 15+ miles</td>\n",
+       "      <td>@(skims['DIST']-15.0).clip(0)</td>\n",
+       "      <td>coef_distance_piecewise_linear_for_15_plus_miles</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>util_no_attractions_atwork_size_variable_is_0</td>\n",
+       "      <td>No attractions, atwork size_term variable is 0</td>\n",
+       "      <td>size_term==0</td>\n",
+       "      <td>coef_no_attractions_atwork_size_variable_is_0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>util_mode_choice_logsum</td>\n",
+       "      <td>Mode choice logsum</td>\n",
+       "      <td>mode_choice_logsum</td>\n",
+       "      <td>coef_mode_choice_logsum</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>util_sample_of_alternatives_correction_factor</td>\n",
+       "      <td>Sample of alternatives correction factor</td>\n",
+       "      <td>@np.minimum(np.log(df.pick_count/df.prob), 60)</td>\n",
+       "      <td>coef_sample_of_alternatives_correction_factor</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                               Label  \\\n",
+       "0   util_distance_piecewise_linear_from_0_to_1_miles   \n",
+       "1   util_distance_piecewise_linear_from_1_to_2_miles   \n",
+       "2   util_distance_piecewise_linear_from_2_to_5_miles   \n",
+       "3  util_distance_piecewise_linear_from_5_to_15_miles   \n",
+       "4   util_distance_piecewise_linear_for_15_plus_miles   \n",
+       "5      util_no_attractions_atwork_size_variable_is_0   \n",
+       "6                            util_mode_choice_logsum   \n",
+       "7      util_sample_of_alternatives_correction_factor   \n",
+       "\n",
+       "                                      Description  \\\n",
+       "0    Distance, piecewise linear from 0 to 1 miles   \n",
+       "1    Distance, piecewise linear from 1 to 2 miles   \n",
+       "2    Distance, piecewise linear from 2 to 5 miles   \n",
+       "3   Distance, piecewise linear from 5 to 15 miles   \n",
+       "4        Distance, piecewise linear for 15+ miles   \n",
+       "5  No attractions, atwork size_term variable is 0   \n",
+       "6                              Mode choice logsum   \n",
+       "7        Sample of alternatives correction factor   \n",
+       "\n",
+       "                                       Expression  \\\n",
+       "0                        @skims['DIST'].clip(0,1)   \n",
+       "1                    @(skims['DIST']-1).clip(0,1)   \n",
+       "2                    @(skims['DIST']-2).clip(0,3)   \n",
+       "3                   @(skims['DIST']-5).clip(0,10)   \n",
+       "4                   @(skims['DIST']-15.0).clip(0)   \n",
+       "5                                    size_term==0   \n",
+       "6                              mode_choice_logsum   \n",
+       "7  @np.minimum(np.log(df.pick_count/df.prob), 60)   \n",
+       "\n",
+       "                                              atwork  \n",
+       "0   coef_distance_piecewise_linear_from_0_to_1_miles  \n",
+       "1   coef_distance_piecewise_linear_from_1_to_2_miles  \n",
+       "2   coef_distance_piecewise_linear_from_2_to_5_miles  \n",
+       "3  coef_distance_piecewise_linear_from_5_to_15_miles  \n",
+       "4   coef_distance_piecewise_linear_for_15_plus_miles  \n",
+       "5      coef_no_attractions_atwork_size_variable_is_0  \n",
+       "6                            coef_mode_choice_logsum  \n",
+       "7      coef_sample_of_alternatives_correction_factor  "
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data.spec"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [
     {
      "data": {
       "text/html": [
-       "<h3>Iteration 008 [Optimization terminated successfully.] </h3>"
+       "<h3>Iteration 006 [Optimization terminated successfully] </h3>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -1491,7 +1641,7 @@
     {
      "data": {
       "text/html": [
-       "<p>Best LL = -2329.8700459477177</p>"
+       "<p>Best LL = -12720.40641937967</p>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -1522,213 +1672,190 @@
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>value</th>\n",
+       "      <th>best</th>\n",
        "      <th>initvalue</th>\n",
-       "      <th>nullvalue</th>\n",
        "      <th>minimum</th>\n",
        "      <th>maximum</th>\n",
+       "      <th>nullvalue</th>\n",
        "      <th>holdfast</th>\n",
-       "      <th>note</th>\n",
-       "      <th>best</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>param_name</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>atwork_HEREMPN</th>\n",
-       "      <td>-1.707324</td>\n",
+       "      <td>-1.371795</td>\n",
+       "      <td>-1.371795</td>\n",
        "      <td>-1.354796</td>\n",
+       "      <td>-6.000000</td>\n",
+       "      <td>6.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>-6.0</td>\n",
-       "      <td>6.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-1.707324</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>atwork_RETEMPN</th>\n",
        "      <td>-0.298406</td>\n",
        "      <td>-0.298406</td>\n",
+       "      <td>-0.298406</td>\n",
+       "      <td>-0.298406</td>\n",
+       "      <td>-0.298406</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>-6.0</td>\n",
-       "      <td>6.0</td>\n",
        "      <td>1</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.298406</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_distance_piecewise_linear_for_15_plus_miles</th>\n",
+       "      <td>-0.326384</td>\n",
+       "      <td>-0.326384</td>\n",
        "      <td>-0.204500</td>\n",
-       "      <td>-0.204500</td>\n",
+       "      <td>-25.000000</td>\n",
+       "      <td>25.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.204500</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_distance_piecewise_linear_from_0_to_1_miles</th>\n",
-       "      <td>-1.364154</td>\n",
+       "      <td>-0.840401</td>\n",
+       "      <td>-0.840401</td>\n",
        "      <td>-0.792600</td>\n",
+       "      <td>-25.000000</td>\n",
+       "      <td>25.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-1.364154</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_distance_piecewise_linear_from_1_to_2_miles</th>\n",
-       "      <td>-0.739532</td>\n",
+       "      <td>-0.905173</td>\n",
+       "      <td>-0.905173</td>\n",
        "      <td>-0.792600</td>\n",
+       "      <td>-25.000000</td>\n",
+       "      <td>25.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.739532</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_distance_piecewise_linear_from_2_to_5_miles</th>\n",
-       "      <td>-0.504526</td>\n",
+       "      <td>-0.577554</td>\n",
+       "      <td>-0.577554</td>\n",
        "      <td>-0.519700</td>\n",
+       "      <td>-25.000000</td>\n",
+       "      <td>25.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.504526</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_distance_piecewise_linear_from_5_to_15_miles</th>\n",
-       "      <td>-0.073403</td>\n",
+       "      <td>-0.193532</td>\n",
+       "      <td>-0.193532</td>\n",
        "      <td>-0.204500</td>\n",
+       "      <td>-25.000000</td>\n",
+       "      <td>25.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.073403</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_mode_choice_logsum</th>\n",
-       "      <td>0.503271</td>\n",
+       "      <td>0.403737</td>\n",
+       "      <td>0.403737</td>\n",
        "      <td>0.513600</td>\n",
+       "      <td>-25.000000</td>\n",
+       "      <td>25.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.503271</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_no_attractions_atwork_size_variable_is_0</th>\n",
        "      <td>-999.000000</td>\n",
        "      <td>-999.000000</td>\n",
+       "      <td>-999.000000</td>\n",
+       "      <td>-999.000000</td>\n",
+       "      <td>-999.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>1</td>\n",
-       "      <td></td>\n",
-       "      <td>-999.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_sample_of_alternatives_correction_factor</th>\n",
        "      <td>1.000000</td>\n",
        "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>1</td>\n",
-       "      <td></td>\n",
-       "      <td>1.000000</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "                                                        value   initvalue  \\\n",
-       "atwork_HEREMPN                                      -1.707324   -1.354796   \n",
+       "                                                        value        best  \\\n",
+       "param_name                                                                  \n",
+       "atwork_HEREMPN                                      -1.371795   -1.371795   \n",
        "atwork_RETEMPN                                      -0.298406   -0.298406   \n",
-       "coef_distance_piecewise_linear_for_15_plus_miles    -0.204500   -0.204500   \n",
-       "coef_distance_piecewise_linear_from_0_to_1_miles    -1.364154   -0.792600   \n",
-       "coef_distance_piecewise_linear_from_1_to_2_miles    -0.739532   -0.792600   \n",
-       "coef_distance_piecewise_linear_from_2_to_5_miles    -0.504526   -0.519700   \n",
-       "coef_distance_piecewise_linear_from_5_to_15_miles   -0.073403   -0.204500   \n",
-       "coef_mode_choice_logsum                              0.503271    0.513600   \n",
+       "coef_distance_piecewise_linear_for_15_plus_miles    -0.326384   -0.326384   \n",
+       "coef_distance_piecewise_linear_from_0_to_1_miles    -0.840401   -0.840401   \n",
+       "coef_distance_piecewise_linear_from_1_to_2_miles    -0.905173   -0.905173   \n",
+       "coef_distance_piecewise_linear_from_2_to_5_miles    -0.577554   -0.577554   \n",
+       "coef_distance_piecewise_linear_from_5_to_15_miles   -0.193532   -0.193532   \n",
+       "coef_mode_choice_logsum                              0.403737    0.403737   \n",
        "coef_no_attractions_atwork_size_variable_is_0     -999.000000 -999.000000   \n",
        "coef_sample_of_alternatives_correction_factor        1.000000    1.000000   \n",
        "\n",
-       "                                                   nullvalue  minimum  \\\n",
-       "atwork_HEREMPN                                           0.0     -6.0   \n",
-       "atwork_RETEMPN                                           0.0     -6.0   \n",
-       "coef_distance_piecewise_linear_for_15_plus_miles         0.0      NaN   \n",
-       "coef_distance_piecewise_linear_from_0_to_1_miles         0.0      NaN   \n",
-       "coef_distance_piecewise_linear_from_1_to_2_miles         0.0      NaN   \n",
-       "coef_distance_piecewise_linear_from_2_to_5_miles         0.0      NaN   \n",
-       "coef_distance_piecewise_linear_from_5_to_15_miles        0.0      NaN   \n",
-       "coef_mode_choice_logsum                                  0.0      NaN   \n",
-       "coef_no_attractions_atwork_size_variable_is_0            0.0      NaN   \n",
-       "coef_sample_of_alternatives_correction_factor            0.0      NaN   \n",
+       "                                                    initvalue     minimum  \\\n",
+       "param_name                                                                  \n",
+       "atwork_HEREMPN                                      -1.354796   -6.000000   \n",
+       "atwork_RETEMPN                                      -0.298406   -0.298406   \n",
+       "coef_distance_piecewise_linear_for_15_plus_miles    -0.204500  -25.000000   \n",
+       "coef_distance_piecewise_linear_from_0_to_1_miles    -0.792600  -25.000000   \n",
+       "coef_distance_piecewise_linear_from_1_to_2_miles    -0.792600  -25.000000   \n",
+       "coef_distance_piecewise_linear_from_2_to_5_miles    -0.519700  -25.000000   \n",
+       "coef_distance_piecewise_linear_from_5_to_15_miles   -0.204500  -25.000000   \n",
+       "coef_mode_choice_logsum                              0.513600  -25.000000   \n",
+       "coef_no_attractions_atwork_size_variable_is_0     -999.000000 -999.000000   \n",
+       "coef_sample_of_alternatives_correction_factor        1.000000    1.000000   \n",
        "\n",
-       "                                                   maximum  holdfast note  \\\n",
-       "atwork_HEREMPN                                         6.0         0        \n",
-       "atwork_RETEMPN                                         6.0         1        \n",
-       "coef_distance_piecewise_linear_for_15_plus_miles       NaN         0        \n",
-       "coef_distance_piecewise_linear_from_0_to_1_miles       NaN         0        \n",
-       "coef_distance_piecewise_linear_from_1_to_2_miles       NaN         0        \n",
-       "coef_distance_piecewise_linear_from_2_to_5_miles       NaN         0        \n",
-       "coef_distance_piecewise_linear_from_5_to_15_miles      NaN         0        \n",
-       "coef_mode_choice_logsum                                NaN         0        \n",
-       "coef_no_attractions_atwork_size_variable_is_0          NaN         1        \n",
-       "coef_sample_of_alternatives_correction_factor          NaN         1        \n",
+       "                                                      maximum  nullvalue  \\\n",
+       "param_name                                                                 \n",
+       "atwork_HEREMPN                                       6.000000        0.0   \n",
+       "atwork_RETEMPN                                      -0.298406        0.0   \n",
+       "coef_distance_piecewise_linear_for_15_plus_miles    25.000000        0.0   \n",
+       "coef_distance_piecewise_linear_from_0_to_1_miles    25.000000        0.0   \n",
+       "coef_distance_piecewise_linear_from_1_to_2_miles    25.000000        0.0   \n",
+       "coef_distance_piecewise_linear_from_2_to_5_miles    25.000000        0.0   \n",
+       "coef_distance_piecewise_linear_from_5_to_15_miles   25.000000        0.0   \n",
+       "coef_mode_choice_logsum                             25.000000        0.0   \n",
+       "coef_no_attractions_atwork_size_variable_is_0     -999.000000        0.0   \n",
+       "coef_sample_of_alternatives_correction_factor        1.000000        0.0   \n",
        "\n",
-       "                                                         best  \n",
-       "atwork_HEREMPN                                      -1.707324  \n",
-       "atwork_RETEMPN                                      -0.298406  \n",
-       "coef_distance_piecewise_linear_for_15_plus_miles    -0.204500  \n",
-       "coef_distance_piecewise_linear_from_0_to_1_miles    -1.364154  \n",
-       "coef_distance_piecewise_linear_from_1_to_2_miles    -0.739532  \n",
-       "coef_distance_piecewise_linear_from_2_to_5_miles    -0.504526  \n",
-       "coef_distance_piecewise_linear_from_5_to_15_miles   -0.073403  \n",
-       "coef_mode_choice_logsum                              0.503271  \n",
-       "coef_no_attractions_atwork_size_variable_is_0     -999.000000  \n",
-       "coef_sample_of_alternatives_correction_factor        1.000000  "
+       "                                                   holdfast  \n",
+       "param_name                                                   \n",
+       "atwork_HEREMPN                                            0  \n",
+       "atwork_RETEMPN                                            1  \n",
+       "coef_distance_piecewise_linear_for_15_plus_miles          0  \n",
+       "coef_distance_piecewise_linear_from_0_to_1_miles          0  \n",
+       "coef_distance_piecewise_linear_from_1_to_2_miles          0  \n",
+       "coef_distance_piecewise_linear_from_2_to_5_miles          0  \n",
+       "coef_distance_piecewise_linear_from_5_to_15_miles         0  \n",
+       "coef_mode_choice_logsum                                   0  \n",
+       "coef_no_attractions_atwork_size_variable_is_0             1  \n",
+       "coef_sample_of_alternatives_correction_factor             1  "
       ]
      },
      "metadata": {},
      "output_type": "display_data"
     },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 5.1460637824515034e-14 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 3.192541283407413e-14 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 3.498478984793179e-14 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.0731153205050762e-13 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.333452476333678e-13 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.7862187878568713e-14 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 5.750088707308852e-14 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.0701560851092294e-14 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.0186281177938627e-13 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 1.0837304994953431e-13 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n"
-     ]
-    },
     {
      "data": {
       "text/html": [
-       "<div><table style=\"margin-top:1px;\"><tr><th>key</th><th style=\"text-align:left;\">value</th></tr><tr><td>loglike</td><td style=\"text-align:left;\">-2329.8700459477177</td></tr><tr><td>x</td><td style=\"text-align:left;\"><table border=\"1\" class=\"dataframe\">\n",
+       "<div><table style=\"margin-top:1px;\"><tr><th>key</th><th style=\"text-align:left;\">value</th></tr><tr><td>loglike</td><td style=\"text-align:left;\">-12720.40641937967</td></tr><tr><td>x</td><td style=\"text-align:left;\"><table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
@@ -1738,7 +1865,7 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>atwork_HEREMPN</th>\n",
-       "      <td>-1.707324</td>\n",
+       "      <td>-1.371795</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>atwork_RETEMPN</th>\n",
@@ -1746,27 +1873,27 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_distance_piecewise_linear_for_15_plus_miles</th>\n",
-       "      <td>-0.204500</td>\n",
+       "      <td>-0.326384</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_distance_piecewise_linear_from_0_to_1_miles</th>\n",
-       "      <td>-1.364154</td>\n",
+       "      <td>-0.840401</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_distance_piecewise_linear_from_1_to_2_miles</th>\n",
-       "      <td>-0.739532</td>\n",
+       "      <td>-0.905173</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_distance_piecewise_linear_from_2_to_5_miles</th>\n",
-       "      <td>-0.504526</td>\n",
+       "      <td>-0.577554</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_distance_piecewise_linear_from_5_to_15_miles</th>\n",
-       "      <td>-0.073403</td>\n",
+       "      <td>-0.193532</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_mode_choice_logsum</th>\n",
-       "      <td>0.503271</td>\n",
+       "      <td>0.403737</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_no_attractions_atwork_size_variable_is_0</th>\n",
@@ -1777,38 +1904,37 @@
        "      <td>1.000000</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
-       "</table></td></tr><tr><td>tolerance</td><td style=\"text-align:left;\">8.076677745948512e-06</td></tr><tr><td>steps</td><td style=\"text-align:left;\">array([1., 1., 1., 1., 1., 1., 1., 1.])</td></tr><tr><td>message</td><td style=\"text-align:left;\">'Optimization terminated successfully.'</td></tr><tr><td>elapsed_time</td><td style=\"text-align:left;\">0:00:00.121814</td></tr><tr><td>method</td><td style=\"text-align:left;\">'BHHH'</td></tr><tr><td>n_cases</td><td style=\"text-align:left;\">464</td></tr><tr><td>iteration_number</td><td style=\"text-align:left;\">8</td></tr><tr><td>logloss</td><td style=\"text-align:left;\">5.021271650749392</td></tr></table></div>"
+       "</table></td></tr><tr><td>tolerance</td><td style=\"text-align:left;\">8.315604351559683e-06</td></tr><tr><td>steps</td><td style=\"text-align:left;\">array([1., 1., 1., 1., 1., 1.])</td></tr><tr><td>message</td><td style=\"text-align:left;\">'Optimization terminated successfully'</td></tr><tr><td>elapsed_time</td><td style=\"text-align:left;\">0:00:00.285360</td></tr><tr><td>method</td><td style=\"text-align:left;\">'bhhh'</td></tr><tr><td>n_cases</td><td style=\"text-align:left;\">6036</td></tr><tr><td>iteration_number</td><td style=\"text-align:left;\">6</td></tr></table></div>"
       ],
       "text/plain": [
-       "┣          loglike: -2329.8700459477177\n",
-       "┣                x: atwork_HEREMPN                                        -1.707324\n",
+       "┣          loglike: -12720.40641937967\n",
+       "┣                x: atwork_HEREMPN                                        -1.371795\n",
        "┃                   atwork_RETEMPN                                        -0.298406\n",
-       "┃                   coef_distance_piecewise_linear_for_15_plus_miles      -0.204500\n",
-       "┃                   coef_distance_piecewise_linear_from_0_to_1_miles      -1.364154\n",
-       "┃                   coef_distance_piecewise_linear_from_1_to_2_miles      -0.739532\n",
-       "┃                   coef_distance_piecewise_linear_from_2_to_5_miles      -0.504526\n",
-       "┃                   coef_distance_piecewise_linear_from_5_to_15_miles     -0.073403\n",
-       "┃                   coef_mode_choice_logsum                                0.503271\n",
+       "┃                   coef_distance_piecewise_linear_for_15_plus_miles      -0.326384\n",
+       "┃                   coef_distance_piecewise_linear_from_0_to_1_miles      -0.840401\n",
+       "┃                   coef_distance_piecewise_linear_from_1_to_2_miles      -0.905173\n",
+       "┃                   coef_distance_piecewise_linear_from_2_to_5_miles      -0.577554\n",
+       "┃                   coef_distance_piecewise_linear_from_5_to_15_miles     -0.193532\n",
+       "┃                   coef_mode_choice_logsum                                0.403737\n",
        "┃                   coef_no_attractions_atwork_size_variable_is_0       -999.000000\n",
        "┃                   coef_sample_of_alternatives_correction_factor          1.000000\n",
        "┃                   dtype: float64\n",
-       "┣        tolerance: 8.076677745948512e-06\n",
-       "┣            steps: array([1., 1., 1., 1., 1., 1., 1., 1.])\n",
-       "┣          message: 'Optimization terminated successfully.'\n",
-       "┣     elapsed_time: datetime.timedelta(microseconds=121814)\n",
-       "┣           method: 'BHHH'\n",
-       "┣          n_cases: 464\n",
-       "┣ iteration_number: 8\n",
-       "┣          logloss: 5.021271650749392"
+       "┣        tolerance: 8.315604351559683e-06\n",
+       "┣            steps: array([1., 1., 1., 1., 1., 1.])\n",
+       "┣          message: 'Optimization terminated successfully'\n",
+       "┣     elapsed_time: datetime.timedelta(microseconds=285360)\n",
+       "┣           method: 'bhhh'\n",
+       "┣          n_cases: 6036\n",
+       "┣ iteration_number: 6"
       ]
      },
-     "execution_count": 11,
+     "execution_count": 13,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "model.estimate(method='BHHH', options={'maxiter':1000})"
+    "model.estimate(method='bhhh', options={'maxiter':1000})"
    ]
   },
   {
@@ -1820,119 +1946,145 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/html": [
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-       "          vertical-align: top;\n",
-       "          text-align: left;\n",
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-       "            font-family: monospace;\n",
-       "        }</style><table id=\"T_0c628_\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >Value</th>        <th class=\"col_heading level0 col1\" >Std Err</th>        <th class=\"col_heading level0 col2\" >t Stat</th>        <th class=\"col_heading level0 col3\" >Signif</th>        <th class=\"col_heading level0 col4\" >Null Value</th>        <th class=\"col_heading level0 col5\" >Constrained</th>    </tr></thead><tbody>\n",
-       "                <tr>\n",
-       "                        <th id=\"T_0c628_level0_row0\" class=\"row_heading level0 row0\" >atwork_HEREMPN</th>\n",
-       "                        <td id=\"T_0c628_row0_col0\" class=\"data row0 col0\" >-1.71</td>\n",
-       "                        <td id=\"T_0c628_row0_col1\" class=\"data row0 col1\" > 0.203</td>\n",
-       "                        <td id=\"T_0c628_row0_col2\" class=\"data row0 col2\" >-8.39</td>\n",
-       "                        <td id=\"T_0c628_row0_col3\" class=\"data row0 col3\" >***</td>\n",
-       "                        <td id=\"T_0c628_row0_col4\" class=\"data row0 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_0c628_row0_col5\" class=\"data row0 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_0c628_level0_row1\" class=\"row_heading level0 row1\" >atwork_RETEMPN</th>\n",
-       "                        <td id=\"T_0c628_row1_col0\" class=\"data row1 col0\" >-0.298</td>\n",
-       "                        <td id=\"T_0c628_row1_col1\" class=\"data row1 col1\" > NA</td>\n",
-       "                        <td id=\"T_0c628_row1_col2\" class=\"data row1 col2\" > NA</td>\n",
-       "                        <td id=\"T_0c628_row1_col3\" class=\"data row1 col3\" ></td>\n",
-       "                        <td id=\"T_0c628_row1_col4\" class=\"data row1 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_0c628_row1_col5\" class=\"data row1 col5\" >fixed value</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_0c628_level0_row2\" class=\"row_heading level0 row2\" >coef_distance_piecewise_linear_for_15_plus_miles</th>\n",
-       "                        <td id=\"T_0c628_row2_col0\" class=\"data row2 col0\" >-0.205</td>\n",
-       "                        <td id=\"T_0c628_row2_col1\" class=\"data row2 col1\" > 1.79e-14</td>\n",
-       "                        <td id=\"T_0c628_row2_col2\" class=\"data row2 col2\" >-BIG</td>\n",
-       "                        <td id=\"T_0c628_row2_col3\" class=\"data row2 col3\" >***</td>\n",
-       "                        <td id=\"T_0c628_row2_col4\" class=\"data row2 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_0c628_row2_col5\" class=\"data row2 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_0c628_level0_row3\" class=\"row_heading level0 row3\" >coef_distance_piecewise_linear_from_0_to_1_miles</th>\n",
-       "                        <td id=\"T_0c628_row3_col0\" class=\"data row3 col0\" >-1.36</td>\n",
-       "                        <td id=\"T_0c628_row3_col1\" class=\"data row3 col1\" > 0.402</td>\n",
-       "                        <td id=\"T_0c628_row3_col2\" class=\"data row3 col2\" >-3.39</td>\n",
-       "                        <td id=\"T_0c628_row3_col3\" class=\"data row3 col3\" >***</td>\n",
-       "                        <td id=\"T_0c628_row3_col4\" class=\"data row3 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_0c628_row3_col5\" class=\"data row3 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_0c628_level0_row4\" class=\"row_heading level0 row4\" >coef_distance_piecewise_linear_from_1_to_2_miles</th>\n",
-       "                        <td id=\"T_0c628_row4_col0\" class=\"data row4 col0\" >-0.740</td>\n",
-       "                        <td id=\"T_0c628_row4_col1\" class=\"data row4 col1\" > 0.222</td>\n",
-       "                        <td id=\"T_0c628_row4_col2\" class=\"data row4 col2\" >-3.33</td>\n",
-       "                        <td id=\"T_0c628_row4_col3\" class=\"data row4 col3\" >***</td>\n",
-       "                        <td id=\"T_0c628_row4_col4\" class=\"data row4 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_0c628_row4_col5\" class=\"data row4 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_0c628_level0_row5\" class=\"row_heading level0 row5\" >coef_distance_piecewise_linear_from_2_to_5_miles</th>\n",
-       "                        <td id=\"T_0c628_row5_col0\" class=\"data row5 col0\" >-0.505</td>\n",
-       "                        <td id=\"T_0c628_row5_col1\" class=\"data row5 col1\" > 0.0702</td>\n",
-       "                        <td id=\"T_0c628_row5_col2\" class=\"data row5 col2\" >-7.19</td>\n",
-       "                        <td id=\"T_0c628_row5_col3\" class=\"data row5 col3\" >***</td>\n",
-       "                        <td id=\"T_0c628_row5_col4\" class=\"data row5 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_0c628_row5_col5\" class=\"data row5 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_0c628_level0_row6\" class=\"row_heading level0 row6\" >coef_distance_piecewise_linear_from_5_to_15_miles</th>\n",
-       "                        <td id=\"T_0c628_row6_col0\" class=\"data row6 col0\" >-0.0734</td>\n",
-       "                        <td id=\"T_0c628_row6_col1\" class=\"data row6 col1\" > 0.0897</td>\n",
-       "                        <td id=\"T_0c628_row6_col2\" class=\"data row6 col2\" >-0.82</td>\n",
-       "                        <td id=\"T_0c628_row6_col3\" class=\"data row6 col3\" ></td>\n",
-       "                        <td id=\"T_0c628_row6_col4\" class=\"data row6 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_0c628_row6_col5\" class=\"data row6 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_0c628_level0_row7\" class=\"row_heading level0 row7\" >coef_mode_choice_logsum</th>\n",
-       "                        <td id=\"T_0c628_row7_col0\" class=\"data row7 col0\" > 0.503</td>\n",
-       "                        <td id=\"T_0c628_row7_col1\" class=\"data row7 col1\" > 0.0702</td>\n",
-       "                        <td id=\"T_0c628_row7_col2\" class=\"data row7 col2\" > 7.17</td>\n",
-       "                        <td id=\"T_0c628_row7_col3\" class=\"data row7 col3\" >***</td>\n",
-       "                        <td id=\"T_0c628_row7_col4\" class=\"data row7 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_0c628_row7_col5\" class=\"data row7 col5\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_0c628_level0_row8\" class=\"row_heading level0 row8\" >coef_no_attractions_atwork_size_variable_is_0</th>\n",
-       "                        <td id=\"T_0c628_row8_col0\" class=\"data row8 col0\" >-999.</td>\n",
-       "                        <td id=\"T_0c628_row8_col1\" class=\"data row8 col1\" > NA</td>\n",
-       "                        <td id=\"T_0c628_row8_col2\" class=\"data row8 col2\" > NA</td>\n",
-       "                        <td id=\"T_0c628_row8_col3\" class=\"data row8 col3\" ></td>\n",
-       "                        <td id=\"T_0c628_row8_col4\" class=\"data row8 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_0c628_row8_col5\" class=\"data row8 col5\" >fixed value</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_0c628_level0_row9\" class=\"row_heading level0 row9\" >coef_sample_of_alternatives_correction_factor</th>\n",
-       "                        <td id=\"T_0c628_row9_col0\" class=\"data row9 col0\" > 1.00</td>\n",
-       "                        <td id=\"T_0c628_row9_col1\" class=\"data row9 col1\" > NA</td>\n",
-       "                        <td id=\"T_0c628_row9_col2\" class=\"data row9 col2\" > NA</td>\n",
-       "                        <td id=\"T_0c628_row9_col3\" class=\"data row9 col3\" ></td>\n",
-       "                        <td id=\"T_0c628_row9_col4\" class=\"data row9 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_0c628_row9_col5\" class=\"data row9 col5\" >fixed value</td>\n",
-       "            </tr>\n",
-       "    </tbody></table>"
+       "<style type=\"text/css\">\n",
+       "#T_2cd95 th {\n",
+       "  vertical-align: top;\n",
+       "  text-align: left;\n",
+       "}\n",
+       "#T_2cd95 td {\n",
+       "  vertical-align: top;\n",
+       "  text-align: left;\n",
+       "}\n",
+       "#T_2cd95_row0_col0, #T_2cd95_row0_col1, #T_2cd95_row0_col2, #T_2cd95_row0_col3, #T_2cd95_row0_col4, #T_2cd95_row1_col0, #T_2cd95_row1_col1, #T_2cd95_row1_col2, #T_2cd95_row1_col3, #T_2cd95_row1_col4, #T_2cd95_row2_col0, #T_2cd95_row2_col1, #T_2cd95_row2_col2, #T_2cd95_row2_col3, #T_2cd95_row2_col4, #T_2cd95_row3_col0, #T_2cd95_row3_col1, #T_2cd95_row3_col2, #T_2cd95_row3_col3, #T_2cd95_row3_col4, #T_2cd95_row4_col0, #T_2cd95_row4_col1, #T_2cd95_row4_col2, #T_2cd95_row4_col3, #T_2cd95_row4_col4, #T_2cd95_row5_col0, #T_2cd95_row5_col1, #T_2cd95_row5_col2, #T_2cd95_row5_col3, #T_2cd95_row5_col4, #T_2cd95_row6_col0, #T_2cd95_row6_col1, #T_2cd95_row6_col2, #T_2cd95_row6_col3, #T_2cd95_row6_col4, #T_2cd95_row7_col0, #T_2cd95_row7_col1, #T_2cd95_row7_col2, #T_2cd95_row7_col3, #T_2cd95_row7_col4, #T_2cd95_row8_col0, #T_2cd95_row8_col1, #T_2cd95_row8_col2, #T_2cd95_row8_col3, #T_2cd95_row8_col4, #T_2cd95_row9_col0, #T_2cd95_row9_col1, #T_2cd95_row9_col2, #T_2cd95_row9_col3, #T_2cd95_row9_col4 {\n",
+       "  font-family: monospace;\n",
+       "}\n",
+       "</style>\n",
+       "<table id=\"T_2cd95\">\n",
+       "  <thead>\n",
+       "    <tr>\n",
+       "      <th class=\"blank level0\" >&nbsp;</th>\n",
+       "      <th id=\"T_2cd95_level0_col0\" class=\"col_heading level0 col0\" >Value</th>\n",
+       "      <th id=\"T_2cd95_level0_col1\" class=\"col_heading level0 col1\" >Std Err</th>\n",
+       "      <th id=\"T_2cd95_level0_col2\" class=\"col_heading level0 col2\" >t Stat</th>\n",
+       "      <th id=\"T_2cd95_level0_col3\" class=\"col_heading level0 col3\" >Signif</th>\n",
+       "      <th id=\"T_2cd95_level0_col4\" class=\"col_heading level0 col4\" >Null Value</th>\n",
+       "      <th id=\"T_2cd95_level0_col5\" class=\"col_heading level0 col5\" >Constrained</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th class=\"index_name level0\" >Parameter</th>\n",
+       "      <th class=\"blank col0\" >&nbsp;</th>\n",
+       "      <th class=\"blank col1\" >&nbsp;</th>\n",
+       "      <th class=\"blank col2\" >&nbsp;</th>\n",
+       "      <th class=\"blank col3\" >&nbsp;</th>\n",
+       "      <th class=\"blank col4\" >&nbsp;</th>\n",
+       "      <th class=\"blank col5\" >&nbsp;</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2cd95_level0_row0\" class=\"row_heading level0 row0\" >atwork_HEREMPN</th>\n",
+       "      <td id=\"T_2cd95_row0_col0\" class=\"data row0 col0\" >-1.37</td>\n",
+       "      <td id=\"T_2cd95_row0_col1\" class=\"data row0 col1\" > 0.0710</td>\n",
+       "      <td id=\"T_2cd95_row0_col2\" class=\"data row0 col2\" >-19.32</td>\n",
+       "      <td id=\"T_2cd95_row0_col3\" class=\"data row0 col3\" >***</td>\n",
+       "      <td id=\"T_2cd95_row0_col4\" class=\"data row0 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2cd95_row0_col5\" class=\"data row0 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2cd95_level0_row1\" class=\"row_heading level0 row1\" >atwork_RETEMPN</th>\n",
+       "      <td id=\"T_2cd95_row1_col0\" class=\"data row1 col0\" >-0.298</td>\n",
+       "      <td id=\"T_2cd95_row1_col1\" class=\"data row1 col1\" > 0.00</td>\n",
+       "      <td id=\"T_2cd95_row1_col2\" class=\"data row1 col2\" > NA</td>\n",
+       "      <td id=\"T_2cd95_row1_col3\" class=\"data row1 col3\" ></td>\n",
+       "      <td id=\"T_2cd95_row1_col4\" class=\"data row1 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2cd95_row1_col5\" class=\"data row1 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2cd95_level0_row2\" class=\"row_heading level0 row2\" >coef_distance_piecewise_linear_for_15_plus_miles</th>\n",
+       "      <td id=\"T_2cd95_row2_col0\" class=\"data row2 col0\" >-0.326</td>\n",
+       "      <td id=\"T_2cd95_row2_col1\" class=\"data row2 col1\" > 0.0607</td>\n",
+       "      <td id=\"T_2cd95_row2_col2\" class=\"data row2 col2\" >-5.38</td>\n",
+       "      <td id=\"T_2cd95_row2_col3\" class=\"data row2 col3\" >***</td>\n",
+       "      <td id=\"T_2cd95_row2_col4\" class=\"data row2 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2cd95_row2_col5\" class=\"data row2 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2cd95_level0_row3\" class=\"row_heading level0 row3\" >coef_distance_piecewise_linear_from_0_to_1_miles</th>\n",
+       "      <td id=\"T_2cd95_row3_col0\" class=\"data row3 col0\" >-0.840</td>\n",
+       "      <td id=\"T_2cd95_row3_col1\" class=\"data row3 col1\" > 0.0954</td>\n",
+       "      <td id=\"T_2cd95_row3_col2\" class=\"data row3 col2\" >-8.81</td>\n",
+       "      <td id=\"T_2cd95_row3_col3\" class=\"data row3 col3\" >***</td>\n",
+       "      <td id=\"T_2cd95_row3_col4\" class=\"data row3 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2cd95_row3_col5\" class=\"data row3 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2cd95_level0_row4\" class=\"row_heading level0 row4\" >coef_distance_piecewise_linear_from_1_to_2_miles</th>\n",
+       "      <td id=\"T_2cd95_row4_col0\" class=\"data row4 col0\" >-0.905</td>\n",
+       "      <td id=\"T_2cd95_row4_col1\" class=\"data row4 col1\" > 0.0554</td>\n",
+       "      <td id=\"T_2cd95_row4_col2\" class=\"data row4 col2\" >-16.34</td>\n",
+       "      <td id=\"T_2cd95_row4_col3\" class=\"data row4 col3\" >***</td>\n",
+       "      <td id=\"T_2cd95_row4_col4\" class=\"data row4 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2cd95_row4_col5\" class=\"data row4 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2cd95_level0_row5\" class=\"row_heading level0 row5\" >coef_distance_piecewise_linear_from_2_to_5_miles</th>\n",
+       "      <td id=\"T_2cd95_row5_col0\" class=\"data row5 col0\" >-0.578</td>\n",
+       "      <td id=\"T_2cd95_row5_col1\" class=\"data row5 col1\" > 0.0278</td>\n",
+       "      <td id=\"T_2cd95_row5_col2\" class=\"data row5 col2\" >-20.77</td>\n",
+       "      <td id=\"T_2cd95_row5_col3\" class=\"data row5 col3\" >***</td>\n",
+       "      <td id=\"T_2cd95_row5_col4\" class=\"data row5 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2cd95_row5_col5\" class=\"data row5 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2cd95_level0_row6\" class=\"row_heading level0 row6\" >coef_distance_piecewise_linear_from_5_to_15_miles</th>\n",
+       "      <td id=\"T_2cd95_row6_col0\" class=\"data row6 col0\" >-0.194</td>\n",
+       "      <td id=\"T_2cd95_row6_col1\" class=\"data row6 col1\" > 0.0173</td>\n",
+       "      <td id=\"T_2cd95_row6_col2\" class=\"data row6 col2\" >-11.20</td>\n",
+       "      <td id=\"T_2cd95_row6_col3\" class=\"data row6 col3\" >***</td>\n",
+       "      <td id=\"T_2cd95_row6_col4\" class=\"data row6 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2cd95_row6_col5\" class=\"data row6 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2cd95_level0_row7\" class=\"row_heading level0 row7\" >coef_mode_choice_logsum</th>\n",
+       "      <td id=\"T_2cd95_row7_col0\" class=\"data row7 col0\" > 0.404</td>\n",
+       "      <td id=\"T_2cd95_row7_col1\" class=\"data row7 col1\" > 0.0244</td>\n",
+       "      <td id=\"T_2cd95_row7_col2\" class=\"data row7 col2\" > 16.54</td>\n",
+       "      <td id=\"T_2cd95_row7_col3\" class=\"data row7 col3\" >***</td>\n",
+       "      <td id=\"T_2cd95_row7_col4\" class=\"data row7 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2cd95_row7_col5\" class=\"data row7 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2cd95_level0_row8\" class=\"row_heading level0 row8\" >coef_no_attractions_atwork_size_variable_is_0</th>\n",
+       "      <td id=\"T_2cd95_row8_col0\" class=\"data row8 col0\" >-999.</td>\n",
+       "      <td id=\"T_2cd95_row8_col1\" class=\"data row8 col1\" > 0.00</td>\n",
+       "      <td id=\"T_2cd95_row8_col2\" class=\"data row8 col2\" > NA</td>\n",
+       "      <td id=\"T_2cd95_row8_col3\" class=\"data row8 col3\" ></td>\n",
+       "      <td id=\"T_2cd95_row8_col4\" class=\"data row8 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2cd95_row8_col5\" class=\"data row8 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_2cd95_level0_row9\" class=\"row_heading level0 row9\" >coef_sample_of_alternatives_correction_factor</th>\n",
+       "      <td id=\"T_2cd95_row9_col0\" class=\"data row9 col0\" > 1.00</td>\n",
+       "      <td id=\"T_2cd95_row9_col1\" class=\"data row9 col1\" > 0.00</td>\n",
+       "      <td id=\"T_2cd95_row9_col2\" class=\"data row9 col2\" > NA</td>\n",
+       "      <td id=\"T_2cd95_row9_col3\" class=\"data row9 col3\" ></td>\n",
+       "      <td id=\"T_2cd95_row9_col4\" class=\"data row9 col4\" > 0.00</td>\n",
+       "      <td id=\"T_2cd95_row9_col5\" class=\"data row9 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n"
       ],
       "text/plain": [
-       "<pandas.io.formats.style.Styler at 0x7f9e991ada30>"
+       "<pandas.io.formats.style.Styler at 0x17d8db970>"
       ]
      },
-     "execution_count": 12,
+     "execution_count": 14,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1953,7 +2105,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1970,7 +2122,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 16,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1989,7 +2141,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 17,
    "metadata": {},
    "outputs": [
     {
@@ -2242,9 +2394,9 @@
        "      <td>atwork</td>\n",
        "      <td>atwork</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.803595</td>\n",
+       "      <td>0.745241</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.196405</td>\n",
+       "      <td>0.254759</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
@@ -2400,7 +2552,7 @@
        "10       othmaint  non_mandatory  0.000000  0.482000  0.000000  0.518000   \n",
        "11         social  non_mandatory  0.000000  0.522000  0.000000  0.478000   \n",
        "12       othdiscr  non_mandatory  0.252252  0.212212  0.000000  0.272272   \n",
-       "13         atwork         atwork  0.000000  0.803595  0.000000  0.196405   \n",
+       "13         atwork         atwork  0.000000  0.745241  0.000000  0.254759   \n",
        "14           work           trip  0.000000  0.166667  0.166667  0.166667   \n",
        "15         escort           trip  0.001000  0.225000  0.000000  0.144000   \n",
        "16       shopping           trip  0.001000  0.999000  0.000000  0.000000   \n",
@@ -2435,7 +2587,7 @@
        "21  0.000000  0.000000  0.000000    0.000  0.000000  0.591409  0.407592  "
       ]
      },
-     "execution_count": 15,
+     "execution_count": 17,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2456,7 +2608,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 18,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2480,7 +2632,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 19,
    "metadata": {},
    "outputs": [
     {
@@ -2513,31 +2665,31 @@
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td>coef_distance_piecewise_linear_from_0_to_1_miles</td>\n",
-       "      <td>-1.364154</td>\n",
+       "      <td>-0.840401</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>coef_distance_piecewise_linear_from_1_to_2_miles</td>\n",
-       "      <td>-0.739532</td>\n",
+       "      <td>-0.905173</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>coef_distance_piecewise_linear_from_2_to_5_miles</td>\n",
-       "      <td>-0.504526</td>\n",
+       "      <td>-0.577554</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td>coef_distance_piecewise_linear_from_5_to_15_miles</td>\n",
-       "      <td>-0.073403</td>\n",
+       "      <td>-0.193532</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
        "      <td>coef_distance_piecewise_linear_for_15_plus_miles</td>\n",
-       "      <td>-0.204500</td>\n",
+       "      <td>-0.326384</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -2555,7 +2707,7 @@
        "    <tr>\n",
        "      <th>7</th>\n",
        "      <td>coef_mode_choice_logsum</td>\n",
-       "      <td>0.503271</td>\n",
+       "      <td>0.403737</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -2570,18 +2722,18 @@
       ],
       "text/plain": [
        "                                    coefficient_name       value constrain\n",
-       "0   coef_distance_piecewise_linear_from_0_to_1_miles   -1.364154         F\n",
-       "1   coef_distance_piecewise_linear_from_1_to_2_miles   -0.739532         F\n",
-       "2   coef_distance_piecewise_linear_from_2_to_5_miles   -0.504526         F\n",
-       "3  coef_distance_piecewise_linear_from_5_to_15_miles   -0.073403         F\n",
-       "4   coef_distance_piecewise_linear_for_15_plus_miles   -0.204500         F\n",
+       "0   coef_distance_piecewise_linear_from_0_to_1_miles   -0.840401         F\n",
+       "1   coef_distance_piecewise_linear_from_1_to_2_miles   -0.905173         F\n",
+       "2   coef_distance_piecewise_linear_from_2_to_5_miles   -0.577554         F\n",
+       "3  coef_distance_piecewise_linear_from_5_to_15_miles   -0.193532         F\n",
+       "4   coef_distance_piecewise_linear_for_15_plus_miles   -0.326384         F\n",
        "5                          coef_size_variable_atwork    1.000000         T\n",
        "6      coef_no_attractions_atwork_size_variable_is_0 -999.000000         T\n",
-       "7                            coef_mode_choice_logsum    0.503271         F\n",
+       "7                            coef_mode_choice_logsum    0.403737         F\n",
        "8      coef_sample_of_alternatives_correction_factor    1.000000         T"
       ]
      },
-     "execution_count": 17,
+     "execution_count": 19,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2592,7 +2744,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 20,
    "metadata": {},
    "outputs": [
     {
@@ -2860,9 +3012,9 @@
        "      <td>atwork</td>\n",
        "      <td>atwork</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.803595</td>\n",
+       "      <td>0.745241</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.196405</td>\n",
+       "      <td>0.254759</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
@@ -3026,7 +3178,7 @@
        "10     10       othmaint  non_mandatory  0.000000  0.482000  0.000000   \n",
        "11     11         social  non_mandatory  0.000000  0.522000  0.000000   \n",
        "12     12       othdiscr  non_mandatory  0.252252  0.212212  0.000000   \n",
-       "13     13         atwork         atwork  0.000000  0.803595  0.000000   \n",
+       "13     13         atwork         atwork  0.000000  0.745241  0.000000   \n",
        "14     14           work           trip  0.000000  0.166667  0.166667   \n",
        "15     15         escort           trip  0.001000  0.225000  0.000000   \n",
        "16     16       shopping           trip  0.001000  0.999000  0.000000   \n",
@@ -3050,7 +3202,7 @@
        "10  0.518000  0.000000  0.000000  0.000000    0.000  0.000000  0.000000   \n",
        "11  0.478000  0.000000  0.000000  0.000000    0.000  0.000000  0.000000   \n",
        "12  0.272272  0.165165  0.000000  0.000000    0.000  0.098098  0.000000   \n",
-       "13  0.196405  0.000000  0.000000  0.000000    0.000  0.000000  0.000000   \n",
+       "13  0.254759  0.000000  0.000000  0.000000    0.000  0.000000  0.000000   \n",
        "14  0.166667  0.166667  0.166667  0.166667    0.000  0.000000  0.000000   \n",
        "15  0.144000  0.000000  0.000000  0.000000    0.464  0.166000  0.000000   \n",
        "16  0.000000  0.000000  0.000000  0.000000    0.000  0.000000  0.000000   \n",
@@ -3085,7 +3237,7 @@
        "21  0.407592  "
       ]
      },
-     "execution_count": 18,
+     "execution_count": 20,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3102,7 +3254,7 @@
    "toc_visible": true
   },
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "ESTER",
    "language": "python",
    "name": "python3"
   },
@@ -3116,7 +3268,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.8.6"
+   "version": "3.10.15"
   },
   "toc": {
    "base_numbering": 1,
diff --git a/activitysim/examples/example_estimation/notebooks/20_atwork_subtour_scheduling.ipynb b/activitysim/examples/example_estimation/notebooks/20_atwork_subtour_scheduling.ipynb
index ae20d36942..1de74014a3 100644
--- a/activitysim/examples/example_estimation/notebooks/20_atwork_subtour_scheduling.ipynb
+++ b/activitysim/examples/example_estimation/notebooks/20_atwork_subtour_scheduling.ipynb
@@ -34,27 +34,74 @@
     "id": "s53VwlPwtNnr",
     "outputId": "d1208b7a-c1f2-4b0b-c439-bf312fe12be0"
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "JAX not found. Some functionality will be unavailable.\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "{'larch': '6.0.32',\n",
+       " 'sharrow': '2.13.0',\n",
+       " 'numpy': '1.26.4',\n",
+       " 'pandas': '1.5.3',\n",
+       " 'xarray': '2024.3.0',\n",
+       " 'numba': '0.60.0'}"
+      ]
+     },
+     "execution_count": 1,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "import os\n",
-    "import larch  # !conda install larch -c conda-forge # for estimation\n",
-    "import pandas as pd"
+    "import larch as lx\n",
+    "import pandas as pd\n",
+    "\n",
+    "lx.versions()"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "We'll work in our `test` directory, where ActivitySim has saved the estimation data bundles."
+    "For this demo, we will assume that you have already run ActivitySim in estimation\n",
+    "mode, and saved the required estimation data bundles (EDB's) to disk.  See\n",
+    "the [first notebook](./01_estimation_mode.ipynb) for details.  The following module\n",
+    "will run a script to set everything up if the example data is not already available."
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 2,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "EDB directory already populated.\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "PosixPath('test-estimation-data/activitysim-prototype-mtc-extended')"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "os.chdir('test')"
+    "from est_mode_setup import prepare\n",
+    "\n",
+    "prepare()"
    ]
   },
   {
@@ -70,11 +117,13 @@
    "metadata": {},
    "outputs": [
     {
-     "name": "stderr",
+     "name": "stdout",
      "output_type": "stream",
      "text": [
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/activitysim/activitysim/estimation/larch/__init__.py:18: DtypeWarning: Columns (15,16,17,18,19,20,33,34,35,36,37,38,50,51,52,53,54,55,66,67,68,69,70,71,81,82,83,84,85,86,95,96,97,98,99,100,108,109,110,111,112,113,120,121,122,123,124,125,131,132,133,134,135,136,141,142,143,144,145,146,150,151,152,153,154,155,158,159,160,161,162,163,165,166,167,168,169,170,171,172,173,174,175,176,177,178,179,180,181,182,183,184,185,186,187,188,189,190,191) have mixed types.Specify dtype option on import or set low_memory=False.\n",
-      "  return m(*args, **kwargs)\n"
+      "loading from output-est-mode/estimation_data_bundle/atwork_subtour_scheduling/tour_scheduling_atwork_coefficients.csv\n",
+      "loading from output-est-mode/estimation_data_bundle/atwork_subtour_scheduling/atwork_subtour_scheduling_SPEC.csv\n",
+      "loading from output-est-mode/estimation_data_bundle/atwork_subtour_scheduling/atwork_subtour_scheduling_alternatives_combined.parquet\n",
+      "loading from output-est-mode/estimation_data_bundle/atwork_subtour_scheduling/atwork_subtour_scheduling_choosers_combined.parquet\n"
      ]
     }
    ],
@@ -82,7 +131,12 @@
     "modelname = \"atwork_subtour_scheduling\"\n",
     "\n",
     "from activitysim.estimation.larch import component_model\n",
-    "model, data = component_model(modelname, return_data=True)"
+    "\n",
+    "model, data = component_model(\n",
+    "    modelname,\n",
+    "    edb_directory=f\"output-est-mode/estimation_data_bundle/{modelname}/\",\n",
+    "    return_data=True,\n",
+    ")"
    ]
   },
   {
@@ -1095,14 +1149,14 @@
        "      <th>tour_count</th>\n",
        "      <th>tour_category</th>\n",
        "      <th>...</th>\n",
-       "      <th>COLLFTE</th>\n",
-       "      <th>COLLPTE</th>\n",
-       "      <th>TOPOLOGY</th>\n",
-       "      <th>TERMINAL</th>\n",
-       "      <th>household_density</th>\n",
-       "      <th>employment_density</th>\n",
-       "      <th>density_index</th>\n",
-       "      <th>is_cbd</th>\n",
+       "      <th>auOpRetail</th>\n",
+       "      <th>auOpTotal</th>\n",
+       "      <th>trPkRetail</th>\n",
+       "      <th>trPkTotal</th>\n",
+       "      <th>trOpRetail</th>\n",
+       "      <th>trOpTotal</th>\n",
+       "      <th>nmRetail</th>\n",
+       "      <th>nmTotal</th>\n",
        "      <th>start_previous</th>\n",
        "      <th>end_previous</th>\n",
        "    </tr>\n",
@@ -1110,34 +1164,34 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>2998927</td>\n",
-       "      <td>114</td>\n",
-       "      <td>114</td>\n",
-       "      <td>73144</td>\n",
-       "      <td>maint</td>\n",
+       "      <td>2966559</td>\n",
+       "      <td>86</td>\n",
+       "      <td>113</td>\n",
+       "      <td>72355</td>\n",
+       "      <td>eat</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>atwork</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2.48345</td>\n",
-       "      <td>26.073171</td>\n",
-       "      <td>8.048780</td>\n",
-       "      <td>6.150212</td>\n",
-       "      <td>False</td>\n",
+       "      <td>9.915345</td>\n",
+       "      <td>12.430580</td>\n",
+       "      <td>6.550726</td>\n",
+       "      <td>9.119016</td>\n",
+       "      <td>6.446184</td>\n",
+       "      <td>9.035333</td>\n",
+       "      <td>5.256966</td>\n",
+       "      <td>6.831275</td>\n",
        "      <td>5</td>\n",
        "      <td>5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>3060326</td>\n",
-       "      <td>85</td>\n",
-       "      <td>85</td>\n",
-       "      <td>74642</td>\n",
+       "      <td>3046632</td>\n",
+       "      <td>145</td>\n",
+       "      <td>90</td>\n",
+       "      <td>74308</td>\n",
        "      <td>eat</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
@@ -1145,23 +1199,23 @@
        "      <td>1</td>\n",
        "      <td>atwork</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2.09035</td>\n",
-       "      <td>20.666667</td>\n",
-       "      <td>4.107527</td>\n",
-       "      <td>3.426505</td>\n",
-       "      <td>False</td>\n",
+       "      <td>10.259606</td>\n",
+       "      <td>12.727344</td>\n",
+       "      <td>5.452325</td>\n",
+       "      <td>7.771767</td>\n",
+       "      <td>5.298242</td>\n",
+       "      <td>7.602426</td>\n",
+       "      <td>6.443514</td>\n",
+       "      <td>7.965548</td>\n",
        "      <td>5</td>\n",
        "      <td>5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>4422879</td>\n",
-       "      <td>124</td>\n",
+       "      <td>3048108</td>\n",
+       "      <td>85</td>\n",
        "      <td>124</td>\n",
-       "      <td>107875</td>\n",
+       "      <td>74344</td>\n",
        "      <td>eat</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
@@ -1169,47 +1223,47 @@
        "      <td>1</td>\n",
        "      <td>atwork</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>1</td>\n",
-       "      <td>5.35435</td>\n",
-       "      <td>139.333333</td>\n",
-       "      <td>418.518519</td>\n",
-       "      <td>104.532377</td>\n",
-       "      <td>False</td>\n",
+       "      <td>10.259606</td>\n",
+       "      <td>12.727344</td>\n",
+       "      <td>5.452325</td>\n",
+       "      <td>7.771767</td>\n",
+       "      <td>5.298242</td>\n",
+       "      <td>7.602426</td>\n",
+       "      <td>6.443514</td>\n",
+       "      <td>7.965548</td>\n",
        "      <td>5</td>\n",
        "      <td>5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>4440282</td>\n",
-       "      <td>154</td>\n",
-       "      <td>154</td>\n",
-       "      <td>108299</td>\n",
-       "      <td>maint</td>\n",
+       "      <td>3177463</td>\n",
+       "      <td>99</td>\n",
+       "      <td>55</td>\n",
+       "      <td>77499</td>\n",
+       "      <td>eat</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>atwork</td>\n",
        "      <td>...</td>\n",
-       "      <td>2035.58118</td>\n",
-       "      <td>20.60887</td>\n",
-       "      <td>2</td>\n",
-       "      <td>5.22542</td>\n",
-       "      <td>97.634722</td>\n",
-       "      <td>550.205552</td>\n",
-       "      <td>82.920387</td>\n",
-       "      <td>False</td>\n",
+       "      <td>7.714071</td>\n",
+       "      <td>10.313852</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>5</td>\n",
        "      <td>5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>4496780</td>\n",
-       "      <td>89</td>\n",
-       "      <td>89</td>\n",
-       "      <td>109677</td>\n",
+       "      <td>3191832</td>\n",
+       "      <td>99</td>\n",
+       "      <td>145</td>\n",
+       "      <td>77849</td>\n",
        "      <td>maint</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
@@ -1217,14 +1271,14 @@
        "      <td>1</td>\n",
        "      <td>atwork</td>\n",
        "      <td>...</td>\n",
-       "      <td>690.54974</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>3</td>\n",
-       "      <td>4.73802</td>\n",
-       "      <td>117.769796</td>\n",
-       "      <td>246.205869</td>\n",
-       "      <td>79.663609</td>\n",
-       "      <td>False</td>\n",
+       "      <td>9.763398</td>\n",
+       "      <td>12.307147</td>\n",
+       "      <td>1.228620</td>\n",
+       "      <td>3.278544</td>\n",
+       "      <td>1.239060</td>\n",
+       "      <td>3.280429</td>\n",
+       "      <td>4.284159</td>\n",
+       "      <td>6.249753</td>\n",
        "      <td>5</td>\n",
        "      <td>5</td>\n",
        "    </tr>\n",
@@ -1253,184 +1307,184 @@
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>459</th>\n",
-       "      <td>302923726</td>\n",
-       "      <td>145</td>\n",
-       "      <td>145</td>\n",
-       "      <td>7388383</td>\n",
-       "      <td>maint</td>\n",
+       "      <th>6031</th>\n",
+       "      <td>308156004</td>\n",
+       "      <td>99</td>\n",
+       "      <td>124</td>\n",
+       "      <td>7516000</td>\n",
+       "      <td>eat</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>atwork</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2.37546</td>\n",
-       "      <td>19.153846</td>\n",
-       "      <td>5.907692</td>\n",
-       "      <td>4.515087</td>\n",
-       "      <td>False</td>\n",
+       "      <td>9.566058</td>\n",
+       "      <td>12.139587</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>3.086628</td>\n",
+       "      <td>5.647842</td>\n",
        "      <td>5</td>\n",
        "      <td>5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>460</th>\n",
-       "      <td>302942567</td>\n",
-       "      <td>85</td>\n",
-       "      <td>85</td>\n",
-       "      <td>7388843</td>\n",
-       "      <td>eat</td>\n",
+       "      <th>6032</th>\n",
+       "      <td>308227650</td>\n",
+       "      <td>155</td>\n",
+       "      <td>88</td>\n",
+       "      <td>7517747</td>\n",
+       "      <td>maint</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>atwork</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2.81406</td>\n",
-       "      <td>16.068376</td>\n",
-       "      <td>21.136752</td>\n",
-       "      <td>9.128669</td>\n",
-       "      <td>False</td>\n",
+       "      <td>10.260330</td>\n",
+       "      <td>12.748307</td>\n",
+       "      <td>4.719610</td>\n",
+       "      <td>7.890189</td>\n",
+       "      <td>4.493279</td>\n",
+       "      <td>7.643024</td>\n",
+       "      <td>5.529241</td>\n",
+       "      <td>8.876000</td>\n",
        "      <td>5</td>\n",
        "      <td>5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>461</th>\n",
-       "      <td>302942627</td>\n",
-       "      <td>135</td>\n",
-       "      <td>135</td>\n",
-       "      <td>7388844</td>\n",
-       "      <td>maint</td>\n",
+       "      <th>6033</th>\n",
+       "      <td>308260103</td>\n",
+       "      <td>102</td>\n",
+       "      <td>113</td>\n",
+       "      <td>7518539</td>\n",
+       "      <td>eat</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>atwork</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2.81406</td>\n",
-       "      <td>16.068376</td>\n",
-       "      <td>21.136752</td>\n",
-       "      <td>9.128669</td>\n",
-       "      <td>False</td>\n",
+       "      <td>10.294354</td>\n",
+       "      <td>12.880095</td>\n",
+       "      <td>4.408064</td>\n",
+       "      <td>7.614481</td>\n",
+       "      <td>3.838266</td>\n",
+       "      <td>7.011926</td>\n",
+       "      <td>5.169891</td>\n",
+       "      <td>8.595128</td>\n",
        "      <td>5</td>\n",
        "      <td>5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>462</th>\n",
-       "      <td>305120465</td>\n",
-       "      <td>112</td>\n",
-       "      <td>112</td>\n",
-       "      <td>7441962</td>\n",
-       "      <td>maint</td>\n",
+       "      <th>6034</th>\n",
+       "      <td>309080718</td>\n",
+       "      <td>55</td>\n",
+       "      <td>113</td>\n",
+       "      <td>7538554</td>\n",
+       "      <td>eat</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>atwork</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>1</td>\n",
-       "      <td>8.54946</td>\n",
-       "      <td>55.606634</td>\n",
-       "      <td>142.984438</td>\n",
-       "      <td>40.036459</td>\n",
-       "      <td>False</td>\n",
+       "      <td>10.345456</td>\n",
+       "      <td>12.953264</td>\n",
+       "      <td>7.103743</td>\n",
+       "      <td>9.892019</td>\n",
+       "      <td>6.979741</td>\n",
+       "      <td>9.773601</td>\n",
+       "      <td>6.557982</td>\n",
+       "      <td>8.518901</td>\n",
        "      <td>5</td>\n",
        "      <td>5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>463</th>\n",
-       "      <td>308000674</td>\n",
-       "      <td>124</td>\n",
-       "      <td>124</td>\n",
-       "      <td>7512211</td>\n",
-       "      <td>maint</td>\n",
+       "      <th>6035</th>\n",
+       "      <td>309112001</td>\n",
+       "      <td>125</td>\n",
+       "      <td>113</td>\n",
+       "      <td>7539317</td>\n",
+       "      <td>eat</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>atwork</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>2</td>\n",
-       "      <td>4.64648</td>\n",
-       "      <td>196.395950</td>\n",
-       "      <td>178.779465</td>\n",
-       "      <td>93.587057</td>\n",
-       "      <td>False</td>\n",
+       "      <td>6.494711</td>\n",
+       "      <td>8.713819</td>\n",
+       "      <td>0.019735</td>\n",
+       "      <td>0.222696</td>\n",
+       "      <td>0.016077</td>\n",
+       "      <td>0.153189</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>5</td>\n",
        "      <td>5</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>464 rows × 162 columns</p>\n",
+       "<p>6036 rows × 162 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "       tour_id  model_choice  override_choice  person_id tour_type  \\\n",
-       "0      2998927           114              114      73144     maint   \n",
-       "1      3060326            85               85      74642       eat   \n",
-       "2      4422879           124              124     107875       eat   \n",
-       "3      4440282           154              154     108299     maint   \n",
-       "4      4496780            89               89     109677     maint   \n",
-       "..         ...           ...              ...        ...       ...   \n",
-       "459  302923726           145              145    7388383     maint   \n",
-       "460  302942567            85               85    7388843       eat   \n",
-       "461  302942627           135              135    7388844     maint   \n",
-       "462  305120465           112              112    7441962     maint   \n",
-       "463  308000674           124              124    7512211     maint   \n",
+       "        tour_id  model_choice  override_choice  person_id tour_type  \\\n",
+       "0       2966559            86              113      72355       eat   \n",
+       "1       3046632           145               90      74308       eat   \n",
+       "2       3048108            85              124      74344       eat   \n",
+       "3       3177463            99               55      77499       eat   \n",
+       "4       3191832            99              145      77849     maint   \n",
+       "...         ...           ...              ...        ...       ...   \n",
+       "6031  308156004            99              124    7516000       eat   \n",
+       "6032  308227650           155               88    7517747     maint   \n",
+       "6033  308260103           102              113    7518539       eat   \n",
+       "6034  309080718            55              113    7538554       eat   \n",
+       "6035  309112001           125              113    7539317       eat   \n",
        "\n",
-       "     tour_type_count  tour_type_num  tour_num  tour_count tour_category  ...  \\\n",
-       "0                  1              1         1           1        atwork  ...   \n",
-       "1                  1              1         1           1        atwork  ...   \n",
-       "2                  1              1         1           1        atwork  ...   \n",
-       "3                  1              1         1           1        atwork  ...   \n",
-       "4                  1              1         1           1        atwork  ...   \n",
-       "..               ...            ...       ...         ...           ...  ...   \n",
-       "459                1              1         1           1        atwork  ...   \n",
-       "460                1              1         1           1        atwork  ...   \n",
-       "461                1              1         1           1        atwork  ...   \n",
-       "462                1              1         1           1        atwork  ...   \n",
-       "463                1              1         1           1        atwork  ...   \n",
+       "      tour_type_count  tour_type_num  tour_num  tour_count tour_category  ...  \\\n",
+       "0                   1              1         1           1        atwork  ...   \n",
+       "1                   1              1         1           1        atwork  ...   \n",
+       "2                   1              1         1           1        atwork  ...   \n",
+       "3                   1              1         1           1        atwork  ...   \n",
+       "4                   1              1         1           1        atwork  ...   \n",
+       "...               ...            ...       ...         ...           ...  ...   \n",
+       "6031                1              1         1           1        atwork  ...   \n",
+       "6032                1              1         1           1        atwork  ...   \n",
+       "6033                1              1         1           1        atwork  ...   \n",
+       "6034                1              1         1           1        atwork  ...   \n",
+       "6035                1              1         1           1        atwork  ...   \n",
        "\n",
-       "        COLLFTE   COLLPTE  TOPOLOGY  TERMINAL  household_density  \\\n",
-       "0       0.00000   0.00000         1   2.48345          26.073171   \n",
-       "1       0.00000   0.00000         1   2.09035          20.666667   \n",
-       "2       0.00000   0.00000         1   5.35435         139.333333   \n",
-       "3    2035.58118  20.60887         2   5.22542          97.634722   \n",
-       "4     690.54974   0.00000         3   4.73802         117.769796   \n",
-       "..          ...       ...       ...       ...                ...   \n",
-       "459     0.00000   0.00000         1   2.37546          19.153846   \n",
-       "460     0.00000   0.00000         1   2.81406          16.068376   \n",
-       "461     0.00000   0.00000         1   2.81406          16.068376   \n",
-       "462     0.00000   0.00000         1   8.54946          55.606634   \n",
-       "463     0.00000   0.00000         2   4.64648         196.395950   \n",
+       "      auOpRetail  auOpTotal  trPkRetail  trPkTotal  trOpRetail  trOpTotal  \\\n",
+       "0       9.915345  12.430580    6.550726   9.119016    6.446184   9.035333   \n",
+       "1      10.259606  12.727344    5.452325   7.771767    5.298242   7.602426   \n",
+       "2      10.259606  12.727344    5.452325   7.771767    5.298242   7.602426   \n",
+       "3       7.714071  10.313852    0.000000   0.000000    0.000000   0.000000   \n",
+       "4       9.763398  12.307147    1.228620   3.278544    1.239060   3.280429   \n",
+       "...          ...        ...         ...        ...         ...        ...   \n",
+       "6031    9.566058  12.139587    0.000000   0.000000    0.000000   0.000000   \n",
+       "6032   10.260330  12.748307    4.719610   7.890189    4.493279   7.643024   \n",
+       "6033   10.294354  12.880095    4.408064   7.614481    3.838266   7.011926   \n",
+       "6034   10.345456  12.953264    7.103743   9.892019    6.979741   9.773601   \n",
+       "6035    6.494711   8.713819    0.019735   0.222696    0.016077   0.153189   \n",
        "\n",
-       "     employment_density  density_index  is_cbd  start_previous  end_previous  \n",
-       "0              8.048780       6.150212   False               5             5  \n",
-       "1              4.107527       3.426505   False               5             5  \n",
-       "2            418.518519     104.532377   False               5             5  \n",
-       "3            550.205552      82.920387   False               5             5  \n",
-       "4            246.205869      79.663609   False               5             5  \n",
-       "..                  ...            ...     ...             ...           ...  \n",
-       "459            5.907692       4.515087   False               5             5  \n",
-       "460           21.136752       9.128669   False               5             5  \n",
-       "461           21.136752       9.128669   False               5             5  \n",
-       "462          142.984438      40.036459   False               5             5  \n",
-       "463          178.779465      93.587057   False               5             5  \n",
+       "      nmRetail   nmTotal start_previous  end_previous  \n",
+       "0     5.256966  6.831275              5             5  \n",
+       "1     6.443514  7.965548              5             5  \n",
+       "2     6.443514  7.965548              5             5  \n",
+       "3     0.000000  0.000000              5             5  \n",
+       "4     4.284159  6.249753              5             5  \n",
+       "...        ...       ...            ...           ...  \n",
+       "6031  3.086628  5.647842              5             5  \n",
+       "6032  5.529241  8.876000              5             5  \n",
+       "6033  5.169891  8.595128              5             5  \n",
+       "6034  6.557982  8.518901              5             5  \n",
+       "6035  0.000000  0.000000              5             5  \n",
        "\n",
-       "[464 rows x 162 columns]"
+       "[6036 rows x 162 columns]"
       ]
      },
      "execution_count": 6,
@@ -1476,148 +1530,148 @@
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>tour_id</th>\n",
-       "      <th>variable</th>\n",
-       "      <th>0</th>\n",
-       "      <th>1</th>\n",
-       "      <th>2</th>\n",
-       "      <th>3</th>\n",
-       "      <th>4</th>\n",
-       "      <th>5</th>\n",
-       "      <th>6</th>\n",
-       "      <th>7</th>\n",
+       "      <th>start</th>\n",
+       "      <th>end</th>\n",
+       "      <th>duration</th>\n",
+       "      <th>tdd</th>\n",
+       "      <th>mode_choice_logsum</th>\n",
+       "      <th>util_early_start_at_5</th>\n",
+       "      <th>util_am_peak_start_at_6</th>\n",
+       "      <th>util_am_peak_start_at_7</th>\n",
+       "      <th>util_am_peak_start_at_8</th>\n",
        "      <th>...</th>\n",
-       "      <th>180</th>\n",
-       "      <th>181</th>\n",
-       "      <th>182</th>\n",
-       "      <th>183</th>\n",
-       "      <th>184</th>\n",
-       "      <th>185</th>\n",
-       "      <th>186</th>\n",
-       "      <th>187</th>\n",
-       "      <th>188</th>\n",
-       "      <th>189</th>\n",
+       "      <th>util_duration_shift_for_number_of_mandatory_tours</th>\n",
+       "      <th>util_start_shift_for_number_of_joint_tours</th>\n",
+       "      <th>util_duration_shift_for_number_of_joint_tours</th>\n",
+       "      <th>util_start_shift_for_number_of_individual_nonmandatory_tours</th>\n",
+       "      <th>util_duration_shift_for_number_of_individual_nonmandatory_tours</th>\n",
+       "      <th>util_dummy_for_business_related_purpose_and_duration_from_0_to_1</th>\n",
+       "      <th>util_dummy_for_eating_out_purpose_and_duration_of_1_hour</th>\n",
+       "      <th>util_dummy_for_eating_out_purpose_and_departure_at_11</th>\n",
+       "      <th>util_dummy_for_eating_out_purpose_and_departure_at_12</th>\n",
+       "      <th>util_dummy_for_eating_out_purpose_and_departure_at_13</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>2998927</td>\n",
-       "      <td>duration</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
+       "      <td>2966559</td>\n",
+       "      <td>10</td>\n",
+       "      <td>10</td>\n",
        "      <td>0</td>\n",
+       "      <td>85</td>\n",
        "      <td>0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
        "      <td>...</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>2998927</td>\n",
-       "      <td>end</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
+       "      <td>2966559</td>\n",
+       "      <td>10</td>\n",
+       "      <td>11</td>\n",
+       "      <td>1</td>\n",
+       "      <td>86</td>\n",
        "      <td>0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
        "      <td>...</td>\n",
+       "      <td>1</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>2998927</td>\n",
-       "      <td>mode_choice_logsum</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
+       "      <td>2966559</td>\n",
+       "      <td>10</td>\n",
+       "      <td>12</td>\n",
+       "      <td>2</td>\n",
+       "      <td>87</td>\n",
        "      <td>0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
        "      <td>...</td>\n",
+       "      <td>2</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>2998927</td>\n",
-       "      <td>start</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
+       "      <td>2966559</td>\n",
+       "      <td>10</td>\n",
+       "      <td>13</td>\n",
+       "      <td>3</td>\n",
+       "      <td>88</td>\n",
        "      <td>0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
        "      <td>...</td>\n",
+       "      <td>3</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>2998927</td>\n",
-       "      <td>util_am_peak_end</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
+       "      <td>2966559</td>\n",
+       "      <td>10</td>\n",
+       "      <td>14</td>\n",
+       "      <td>4</td>\n",
+       "      <td>89</td>\n",
        "      <td>0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
        "      <td>...</td>\n",
+       "      <td>4</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>...</th>\n",
@@ -1644,197 +1698,301 @@
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>24587</th>\n",
-       "      <td>308000674</td>\n",
-       "      <td>util_start_shift_for_number_of_individual_nonm...</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
+       "      <th>457514</th>\n",
+       "      <td>309112001</td>\n",
+       "      <td>21</td>\n",
+       "      <td>22</td>\n",
+       "      <td>1</td>\n",
+       "      <td>185</td>\n",
        "      <td>0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
        "      <td>...</td>\n",
+       "      <td>1</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>24588</th>\n",
-       "      <td>308000674</td>\n",
-       "      <td>util_start_shift_for_number_of_joint_tours</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
+       "      <th>457515</th>\n",
+       "      <td>309112001</td>\n",
+       "      <td>21</td>\n",
+       "      <td>23</td>\n",
+       "      <td>2</td>\n",
+       "      <td>186</td>\n",
        "      <td>0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>24589</th>\n",
-       "      <td>308000674</td>\n",
-       "      <td>util_start_shift_for_number_of_mandatory_tours</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
+       "      <th>457516</th>\n",
+       "      <td>309112001</td>\n",
+       "      <td>22</td>\n",
+       "      <td>22</td>\n",
        "      <td>0</td>\n",
+       "      <td>187</td>\n",
        "      <td>0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>...</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>24590</th>\n",
-       "      <td>308000674</td>\n",
-       "      <td>util_start_shift_for_outbound_auto_travel_time...</td>\n",
-       "      <td>60.10000228881836</td>\n",
-       "      <td>60.10000228881836</td>\n",
-       "      <td>60.10000228881836</td>\n",
-       "      <td>60.10000228881836</td>\n",
-       "      <td>60.10000228881836</td>\n",
-       "      <td>60.10000228881836</td>\n",
-       "      <td>60.10000228881836</td>\n",
-       "      <td>60.10000228881836</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
+       "      <th>457517</th>\n",
+       "      <td>309112001</td>\n",
+       "      <td>22</td>\n",
+       "      <td>23</td>\n",
+       "      <td>1</td>\n",
+       "      <td>188</td>\n",
        "      <td>0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>24591</th>\n",
-       "      <td>308000674</td>\n",
-       "      <td>util_start_shift_for_subsequent_sub_tour_of_sa...</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
+       "      <th>457518</th>\n",
+       "      <td>309112001</td>\n",
+       "      <td>23</td>\n",
+       "      <td>23</td>\n",
        "      <td>0</td>\n",
+       "      <td>189</td>\n",
        "      <td>0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
        "      <td>...</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>24592 rows × 192 columns</p>\n",
+       "<p>457519 rows × 55 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "         tour_id                                           variable  \\\n",
-       "0        2998927                                           duration   \n",
-       "1        2998927                                                end   \n",
-       "2        2998927                                 mode_choice_logsum   \n",
-       "3        2998927                                              start   \n",
-       "4        2998927                                   util_am_peak_end   \n",
-       "...          ...                                                ...   \n",
-       "24587  308000674  util_start_shift_for_number_of_individual_nonm...   \n",
-       "24588  308000674         util_start_shift_for_number_of_joint_tours   \n",
-       "24589  308000674     util_start_shift_for_number_of_mandatory_tours   \n",
-       "24590  308000674  util_start_shift_for_outbound_auto_travel_time...   \n",
-       "24591  308000674  util_start_shift_for_subsequent_sub_tour_of_sa...   \n",
+       "          tour_id  start  end  duration  tdd  mode_choice_logsum  \\\n",
+       "0         2966559     10   10         0   85                   0   \n",
+       "1         2966559     10   11         1   86                   0   \n",
+       "2         2966559     10   12         2   87                   0   \n",
+       "3         2966559     10   13         3   88                   0   \n",
+       "4         2966559     10   14         4   89                   0   \n",
+       "...           ...    ...  ...       ...  ...                 ...   \n",
+       "457514  309112001     21   22         1  185                   0   \n",
+       "457515  309112001     21   23         2  186                   0   \n",
+       "457516  309112001     22   22         0  187                   0   \n",
+       "457517  309112001     22   23         1  188                   0   \n",
+       "457518  309112001     23   23         0  189                   0   \n",
+       "\n",
+       "        util_early_start_at_5  util_am_peak_start_at_6  \\\n",
+       "0                       False                    False   \n",
+       "1                       False                    False   \n",
+       "2                       False                    False   \n",
+       "3                       False                    False   \n",
+       "4                       False                    False   \n",
+       "...                       ...                      ...   \n",
+       "457514                  False                    False   \n",
+       "457515                  False                    False   \n",
+       "457516                  False                    False   \n",
+       "457517                  False                    False   \n",
+       "457518                  False                    False   \n",
+       "\n",
+       "        util_am_peak_start_at_7  util_am_peak_start_at_8  ...  \\\n",
+       "0                         False                    False  ...   \n",
+       "1                         False                    False  ...   \n",
+       "2                         False                    False  ...   \n",
+       "3                         False                    False  ...   \n",
+       "4                         False                    False  ...   \n",
+       "...                         ...                      ...  ...   \n",
+       "457514                    False                    False  ...   \n",
+       "457515                    False                    False  ...   \n",
+       "457516                    False                    False  ...   \n",
+       "457517                    False                    False  ...   \n",
+       "457518                    False                    False  ...   \n",
+       "\n",
+       "        util_duration_shift_for_number_of_mandatory_tours  \\\n",
+       "0                                                       0   \n",
+       "1                                                       1   \n",
+       "2                                                       2   \n",
+       "3                                                       3   \n",
+       "4                                                       4   \n",
+       "...                                                   ...   \n",
+       "457514                                                  1   \n",
+       "457515                                                  2   \n",
+       "457516                                                  0   \n",
+       "457517                                                  1   \n",
+       "457518                                                  0   \n",
+       "\n",
+       "        util_start_shift_for_number_of_joint_tours  \\\n",
+       "0                                                0   \n",
+       "1                                                0   \n",
+       "2                                                0   \n",
+       "3                                                0   \n",
+       "4                                                0   \n",
+       "...                                            ...   \n",
+       "457514                                           0   \n",
+       "457515                                           0   \n",
+       "457516                                           0   \n",
+       "457517                                           0   \n",
+       "457518                                           0   \n",
+       "\n",
+       "        util_duration_shift_for_number_of_joint_tours  \\\n",
+       "0                                                   0   \n",
+       "1                                                   0   \n",
+       "2                                                   0   \n",
+       "3                                                   0   \n",
+       "4                                                   0   \n",
+       "...                                               ...   \n",
+       "457514                                              0   \n",
+       "457515                                              0   \n",
+       "457516                                              0   \n",
+       "457517                                              0   \n",
+       "457518                                              0   \n",
        "\n",
-       "                       0                  1                  2  \\\n",
-       "0                      0                  0                  0   \n",
-       "1                      0                  0                  0   \n",
-       "2                      0                  0                  0   \n",
-       "3                      0                  0                  0   \n",
-       "4                      0                  0                  0   \n",
-       "...                  ...                ...                ...   \n",
-       "24587                  0                  0                  0   \n",
-       "24588                  0                  0                  0   \n",
-       "24589                  5                  5                  5   \n",
-       "24590  60.10000228881836  60.10000228881836  60.10000228881836   \n",
-       "24591                  0                  0                  0   \n",
+       "        util_start_shift_for_number_of_individual_nonmandatory_tours  \\\n",
+       "0                                                       0              \n",
+       "1                                                       0              \n",
+       "2                                                       0              \n",
+       "3                                                       0              \n",
+       "4                                                       0              \n",
+       "...                                                   ...              \n",
+       "457514                                                  0              \n",
+       "457515                                                  0              \n",
+       "457516                                                  0              \n",
+       "457517                                                  0              \n",
+       "457518                                                  0              \n",
        "\n",
-       "                       3                  4                  5  \\\n",
-       "0                      0                  0                  0   \n",
-       "1                      0                  0                  0   \n",
-       "2                      0                  0                  0   \n",
-       "3                      0                  0                  0   \n",
-       "4                      0                  0                  0   \n",
-       "...                  ...                ...                ...   \n",
-       "24587                  0                  0                  0   \n",
-       "24588                  0                  0                  0   \n",
-       "24589                  5                  5                  5   \n",
-       "24590  60.10000228881836  60.10000228881836  60.10000228881836   \n",
-       "24591                  0                  0                  0   \n",
+       "        util_duration_shift_for_number_of_individual_nonmandatory_tours  \\\n",
+       "0                                                       0                 \n",
+       "1                                                       0                 \n",
+       "2                                                       0                 \n",
+       "3                                                       0                 \n",
+       "4                                                       0                 \n",
+       "...                                                   ...                 \n",
+       "457514                                                  0                 \n",
+       "457515                                                  0                 \n",
+       "457516                                                  0                 \n",
+       "457517                                                  0                 \n",
+       "457518                                                  0                 \n",
        "\n",
-       "                       6                  7  ... 180 181 182 183 184 185 186  \\\n",
-       "0                      0                  0  ...   0   0   0   0   0   0   0   \n",
-       "1                      0                  0  ...   0   0   0   0   0   0   0   \n",
-       "2                      0                  0  ...   0   0   0   0   0   0   0   \n",
-       "3                      0                  0  ...   0   0   0   0   0   0   0   \n",
-       "4                      0                  0  ...   0   0   0   0   0   0   0   \n",
-       "...                  ...                ...  ...  ..  ..  ..  ..  ..  ..  ..   \n",
-       "24587                  0                  0  ...   0   0   0   0   0   0   0   \n",
-       "24588                  0                  0  ...   0   0   0   0   0   0   0   \n",
-       "24589                  5                  5  ...   0   0   0   0   0   0   0   \n",
-       "24590  60.10000228881836  60.10000228881836  ...   0   0   0   0   0   0   0   \n",
-       "24591                  0                  0  ...   0   0   0   0   0   0   0   \n",
+       "        util_dummy_for_business_related_purpose_and_duration_from_0_to_1  \\\n",
+       "0                                                   False                  \n",
+       "1                                                   False                  \n",
+       "2                                                   False                  \n",
+       "3                                                   False                  \n",
+       "4                                                   False                  \n",
+       "...                                                   ...                  \n",
+       "457514                                              False                  \n",
+       "457515                                              False                  \n",
+       "457516                                              False                  \n",
+       "457517                                              False                  \n",
+       "457518                                              False                  \n",
        "\n",
-       "      187 188 189  \n",
-       "0       0   0   0  \n",
-       "1       0   0   0  \n",
-       "2       0   0   0  \n",
-       "3       0   0   0  \n",
-       "4       0   0   0  \n",
-       "...    ..  ..  ..  \n",
-       "24587   0   0   0  \n",
-       "24588   0   0   0  \n",
-       "24589   0   0   0  \n",
-       "24590   0   0   0  \n",
-       "24591   0   0   0  \n",
+       "        util_dummy_for_eating_out_purpose_and_duration_of_1_hour  \\\n",
+       "0                                                   False          \n",
+       "1                                                   False          \n",
+       "2                                                   False          \n",
+       "3                                                   False          \n",
+       "4                                                   False          \n",
+       "...                                                   ...          \n",
+       "457514                                              False          \n",
+       "457515                                              False          \n",
+       "457516                                              False          \n",
+       "457517                                              False          \n",
+       "457518                                              False          \n",
        "\n",
-       "[24592 rows x 192 columns]"
+       "        util_dummy_for_eating_out_purpose_and_departure_at_11  \\\n",
+       "0                                                   False       \n",
+       "1                                                   False       \n",
+       "2                                                   False       \n",
+       "3                                                   False       \n",
+       "4                                                   False       \n",
+       "...                                                   ...       \n",
+       "457514                                              False       \n",
+       "457515                                              False       \n",
+       "457516                                              False       \n",
+       "457517                                              False       \n",
+       "457518                                              False       \n",
+       "\n",
+       "        util_dummy_for_eating_out_purpose_and_departure_at_12  \\\n",
+       "0                                                   False       \n",
+       "1                                                   False       \n",
+       "2                                                   False       \n",
+       "3                                                   False       \n",
+       "4                                                   False       \n",
+       "...                                                   ...       \n",
+       "457514                                              False       \n",
+       "457515                                              False       \n",
+       "457516                                              False       \n",
+       "457517                                              False       \n",
+       "457518                                              False       \n",
+       "\n",
+       "        util_dummy_for_eating_out_purpose_and_departure_at_13  \n",
+       "0                                                   False      \n",
+       "1                                                   False      \n",
+       "2                                                   False      \n",
+       "3                                                   False      \n",
+       "4                                                   False      \n",
+       "...                                                   ...      \n",
+       "457514                                              False      \n",
+       "457515                                              False      \n",
+       "457516                                              False      \n",
+       "457517                                              False      \n",
+       "457518                                              False      \n",
+       "\n",
+       "[457519 rows x 55 columns]"
       ]
      },
      "execution_count": 7,
@@ -1864,9 +2022,44 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "req_data does not request avail_ca or avail_co but it is set and being provided\n"
+      "problem: nan_utility has (190 issues)\n",
+      "problem: chosen_but_not_available has (12 issues)\n"
      ]
     },
+    {
+     "data": {
+      "text/plain": [
+       "(<larch.Model (MNL) \"None\">,\n",
+       " ┣ chosen_but_not_available:    altid  n      example rows\n",
+       " ┃                           0     88  1              5445\n",
+       " ┃                           1    100  2        1344, 5240\n",
+       " ┃                           2    102  1              4696\n",
+       " ┃                           3    103  1              3099\n",
+       " ┃                           4    107  1              2364\n",
+       " ┃                           5    113  2        3454, 4647\n",
+       " ┃                           6    114  4  1537, 2506, 2800\n",
+       " ┃                           7    115  1              1791\n",
+       " ┃                           8    116  1              4089\n",
+       " ┃                           9    120  1              2595\n",
+       " ┃                           10   125  3   797, 1766, 2716\n",
+       " ┃                           11   138  1              2003)"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "model.doctor(repair_nan_utility=True)\n",
+    "model.doctor(repair_ch_av=\"-\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
     {
      "data": {
       "text/html": [
@@ -1882,7 +2075,7 @@
     {
      "data": {
       "text/html": [
-       "<p>Best LL = -1401.9305368056416</p>"
+       "<p>Best LL = -17373.947698365682</p>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -1913,778 +2106,732 @@
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>value</th>\n",
+       "      <th>best</th>\n",
        "      <th>initvalue</th>\n",
-       "      <th>nullvalue</th>\n",
        "      <th>minimum</th>\n",
        "      <th>maximum</th>\n",
+       "      <th>nullvalue</th>\n",
        "      <th>holdfast</th>\n",
-       "      <th>note</th>\n",
-       "      <th>best</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>param_name</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>coef_am_peak_end</th>\n",
-       "      <td>-1.373169</td>\n",
+       "      <td>-2.543876</td>\n",
+       "      <td>-2.543876</td>\n",
        "      <td>-2.928312</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-1.373169</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_am_peak_start_at_6</th>\n",
-       "      <td>-20.592814</td>\n",
+       "      <td>-5.790935</td>\n",
+       "      <td>-5.790935</td>\n",
        "      <td>-6.156718</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-20.592814</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_am_peak_start_at_7</th>\n",
-       "      <td>-2.826984</td>\n",
+       "      <td>-4.238642</td>\n",
+       "      <td>-4.238642</td>\n",
        "      <td>-4.061708</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-2.826984</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_am_peak_start_at_8</th>\n",
-       "      <td>-1.196528</td>\n",
+       "      <td>-2.371798</td>\n",
+       "      <td>-2.371798</td>\n",
        "      <td>-2.330535</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-1.196528</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_am_peak_start_at_9</th>\n",
-       "      <td>-1.619897</td>\n",
+       "      <td>-2.106247</td>\n",
+       "      <td>-2.106247</td>\n",
        "      <td>-1.881593</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-1.619897</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_dummy_for_business_related_purpose_and_duration_from_0_to_1</th>\n",
-       "      <td>-0.663129</td>\n",
+       "      <td>-1.656086</td>\n",
+       "      <td>-1.656086</td>\n",
        "      <td>-1.543000</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.663129</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_dummy_for_eating_out_purpose_and_departure_at_11</th>\n",
-       "      <td>1.151827</td>\n",
+       "      <td>1.371453</td>\n",
+       "      <td>1.371453</td>\n",
        "      <td>1.511000</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>1.151827</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_dummy_for_eating_out_purpose_and_departure_at_12</th>\n",
-       "      <td>2.625436</td>\n",
+       "      <td>2.454861</td>\n",
+       "      <td>2.454861</td>\n",
        "      <td>2.721000</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>2.625436</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_dummy_for_eating_out_purpose_and_departure_at_13</th>\n",
-       "      <td>2.360981</td>\n",
+       "      <td>1.832150</td>\n",
+       "      <td>1.832150</td>\n",
        "      <td>2.122000</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>2.360981</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_dummy_for_eating_out_purpose_and_duration_of_1_hour</th>\n",
-       "      <td>0.310405</td>\n",
+       "      <td>0.534786</td>\n",
+       "      <td>0.534786</td>\n",
        "      <td>0.399900</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.310405</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_of_0_hours</th>\n",
-       "      <td>9.959985</td>\n",
+       "      <td>-1.056506</td>\n",
+       "      <td>-1.056506</td>\n",
        "      <td>-0.906682</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>9.959985</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_of_11_to_13_hours</th>\n",
-       "      <td>-0.374055</td>\n",
+       "      <td>0.292100</td>\n",
+       "      <td>0.292100</td>\n",
        "      <td>0.300000</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.374055</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_of_14_to_18_hours</th>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>-25.0</td>\n",
-       "      <td>25.0</td>\n",
        "      <td>1</td>\n",
-       "      <td></td>\n",
-       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_of_1_hour</th>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>-25.0</td>\n",
-       "      <td>25.0</td>\n",
        "      <td>1</td>\n",
-       "      <td></td>\n",
-       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_of_2_to_3_hours</th>\n",
-       "      <td>9.181283</td>\n",
+       "      <td>-1.478463</td>\n",
+       "      <td>-1.478463</td>\n",
        "      <td>-1.362176</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>9.181283</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_of_4_to_5_hours</th>\n",
-       "      <td>-0.483141</td>\n",
+       "      <td>-1.032651</td>\n",
+       "      <td>-1.032651</td>\n",
        "      <td>-0.819618</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.483141</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_of_6_to_7_hours</th>\n",
-       "      <td>10.535613</td>\n",
+       "      <td>1.074781</td>\n",
+       "      <td>1.074781</td>\n",
        "      <td>1.088111</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>10.535613</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_of_8_to_10_hours</th>\n",
-       "      <td>10.402183</td>\n",
-       "      <td>1.734039</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>1.476278</td>\n",
+       "      <td>1.476278</td>\n",
+       "      <td>1.734038</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>10.402183</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_shift_for_business_related_</th>\n",
-       "      <td>0.600044</td>\n",
+       "      <td>0.237322</td>\n",
+       "      <td>0.237322</td>\n",
        "      <td>0.264600</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.600044</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_shift_for_first_sub_tour_of_same_work_tour</th>\n",
-       "      <td>0.319885</td>\n",
+       "      <td>-0.199899</td>\n",
+       "      <td>-0.199899</td>\n",
        "      <td>-0.399200</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.319885</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_shift_for_inbound_auto_travel_time_off_peak</th>\n",
-       "      <td>-0.118575</td>\n",
+       "      <td>0.022979</td>\n",
+       "      <td>0.022979</td>\n",
        "      <td>0.009810</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.118575</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_shift_for_number_of_individual_nonmandatory_tours</th>\n",
-       "      <td>0.009894</td>\n",
+       "      <td>-0.075913</td>\n",
+       "      <td>-0.075913</td>\n",
        "      <td>-0.042200</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.009894</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_shift_for_number_of_joint_tours</th>\n",
-       "      <td>-0.577681</td>\n",
+       "      <td>-0.234618</td>\n",
+       "      <td>-0.234618</td>\n",
        "      <td>-0.249700</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.577681</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_shift_for_number_of_mandatory_tours</th>\n",
-       "      <td>-1.058788</td>\n",
+       "      <td>-0.909117</td>\n",
+       "      <td>-0.909117</td>\n",
        "      <td>-0.770200</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-1.058788</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_shift_for_outbound_auto_travel_time_off_peak</th>\n",
-       "      <td>0.145324</td>\n",
+       "      <td>-0.002863</td>\n",
+       "      <td>-0.002863</td>\n",
        "      <td>0.009810</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.145324</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_shift_for_subsequent_sub_tour_of_same_work_tour</th>\n",
-       "      <td>-10.333603</td>\n",
+       "      <td>-0.371148</td>\n",
+       "      <td>-0.371148</td>\n",
        "      <td>-0.184400</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-10.333603</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_early_end_at_5_6</th>\n",
-       "      <td>-25.000000</td>\n",
+       "      <td>-2.693000</td>\n",
+       "      <td>-2.693000</td>\n",
        "      <td>-2.928312</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-25.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_early_start_at_5</th>\n",
-       "      <td>-2.204068</td>\n",
-       "      <td>-7.765548</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>-7.645209</td>\n",
+       "      <td>-7.645209</td>\n",
+       "      <td>-7.765549</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-2.204068</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_evening_end_at_19_20_21</th>\n",
-       "      <td>-4.521037</td>\n",
+       "      <td>-2.460690</td>\n",
+       "      <td>-2.460690</td>\n",
        "      <td>-2.319982</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-4.521037</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_evening_start_at_19_20_21</th>\n",
-       "      <td>-0.325741</td>\n",
+       "      <td>-0.786571</td>\n",
+       "      <td>-0.786571</td>\n",
        "      <td>-1.015090</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.325741</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_late_end_at_22_23</th>\n",
-       "      <td>-11.516565</td>\n",
+       "      <td>-2.391664</td>\n",
+       "      <td>-2.391664</td>\n",
        "      <td>-2.319982</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-11.516565</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_late_start_at_22_23</th>\n",
-       "      <td>-5.142925</td>\n",
+       "      <td>-0.890587</td>\n",
+       "      <td>-0.890587</td>\n",
        "      <td>-0.737570</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-5.142925</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_midday_end_at_10_11_12</th>\n",
-       "      <td>-1.305196</td>\n",
+       "      <td>-2.145575</td>\n",
+       "      <td>-2.145575</td>\n",
        "      <td>-2.297264</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-1.305196</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_midday_end_at_13_14</th>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>-25.0</td>\n",
-       "      <td>25.0</td>\n",
        "      <td>1</td>\n",
-       "      <td></td>\n",
-       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_midday_start_at_10_11_12</th>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>-25.0</td>\n",
-       "      <td>25.0</td>\n",
        "      <td>1</td>\n",
-       "      <td></td>\n",
-       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_midday_start_at_13_14_15</th>\n",
-       "      <td>-1.051562</td>\n",
+       "      <td>-0.665045</td>\n",
+       "      <td>-0.665045</td>\n",
        "      <td>-0.775022</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-1.051562</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_pm_peak_end_at_15</th>\n",
-       "      <td>-1.432981</td>\n",
+       "      <td>-0.586475</td>\n",
+       "      <td>-0.586475</td>\n",
        "      <td>-0.578344</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-1.432981</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_pm_peak_end_at_16</th>\n",
-       "      <td>-2.055109</td>\n",
+       "      <td>-1.337297</td>\n",
+       "      <td>-1.337297</td>\n",
        "      <td>-1.094087</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-2.055109</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_pm_peak_end_at_17</th>\n",
-       "      <td>-2.404252</td>\n",
+       "      <td>-1.432487</td>\n",
+       "      <td>-1.432487</td>\n",
        "      <td>-1.165847</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-2.404252</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_pm_peak_end_at_18</th>\n",
-       "      <td>-3.500372</td>\n",
+       "      <td>-1.702240</td>\n",
+       "      <td>-1.702240</td>\n",
        "      <td>-1.496131</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-3.500372</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_pm_peak_start_at_16_17_18</th>\n",
-       "      <td>-0.798588</td>\n",
+       "      <td>-0.000431</td>\n",
+       "      <td>-0.000431</td>\n",
        "      <td>-0.227528</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.798588</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_start_shift_for_business_related_</th>\n",
-       "      <td>-0.083357</td>\n",
+       "      <td>-0.071618</td>\n",
+       "      <td>-0.071618</td>\n",
        "      <td>-0.111300</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.083357</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_start_shift_for_first_sub_tour_of_same_work_tour</th>\n",
-       "      <td>-0.168324</td>\n",
+       "      <td>-0.458549</td>\n",
+       "      <td>-0.458549</td>\n",
        "      <td>-0.543300</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.168324</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_start_shift_for_inbound_auto_travel_time_off_peak</th>\n",
-       "      <td>-0.099019</td>\n",
+       "      <td>-0.011025</td>\n",
+       "      <td>-0.011025</td>\n",
        "      <td>0.000650</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.099019</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_start_shift_for_number_of_individual_nonmandatory_tours</th>\n",
-       "      <td>0.026777</td>\n",
+       "      <td>-0.019137</td>\n",
+       "      <td>-0.019137</td>\n",
        "      <td>-0.012800</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.026777</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_start_shift_for_number_of_joint_tours</th>\n",
-       "      <td>-0.019722</td>\n",
+       "      <td>0.025502</td>\n",
+       "      <td>0.025502</td>\n",
        "      <td>-0.020600</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.019722</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_start_shift_for_number_of_mandatory_tours</th>\n",
-       "      <td>0.059018</td>\n",
+       "      <td>-0.067479</td>\n",
+       "      <td>-0.067479</td>\n",
        "      <td>-0.019300</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.059018</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_start_shift_for_outbound_auto_travel_time_off_peak</th>\n",
-       "      <td>0.100349</td>\n",
+       "      <td>0.010616</td>\n",
+       "      <td>0.010616</td>\n",
        "      <td>0.000650</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.100349</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_start_shift_for_subsequent_sub_tour_of_same_work_tour</th>\n",
-       "      <td>-0.360206</td>\n",
+       "      <td>-0.117673</td>\n",
+       "      <td>-0.117673</td>\n",
        "      <td>-0.184400</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>-25.0</td>\n",
        "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.360206</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "                                                        value  initvalue  \\\n",
-       "coef_am_peak_end                                    -1.373169  -2.928312   \n",
-       "coef_am_peak_start_at_6                            -20.592814  -6.156718   \n",
-       "coef_am_peak_start_at_7                             -2.826984  -4.061708   \n",
-       "coef_am_peak_start_at_8                             -1.196528  -2.330535   \n",
-       "coef_am_peak_start_at_9                             -1.619897  -1.881593   \n",
-       "coef_dummy_for_business_related_purpose_and_dur...  -0.663129  -1.543000   \n",
-       "coef_dummy_for_eating_out_purpose_and_departure...   1.151827   1.511000   \n",
-       "coef_dummy_for_eating_out_purpose_and_departure...   2.625436   2.721000   \n",
-       "coef_dummy_for_eating_out_purpose_and_departure...   2.360981   2.122000   \n",
-       "coef_dummy_for_eating_out_purpose_and_duration_...   0.310405   0.399900   \n",
-       "coef_duration_of_0_hours                             9.959985  -0.906682   \n",
-       "coef_duration_of_11_to_13_hours                     -0.374055   0.300000   \n",
-       "coef_duration_of_14_to_18_hours                      0.000000   0.000000   \n",
-       "coef_duration_of_1_hour                              0.000000   0.000000   \n",
-       "coef_duration_of_2_to_3_hours                        9.181283  -1.362176   \n",
-       "coef_duration_of_4_to_5_hours                       -0.483141  -0.819618   \n",
-       "coef_duration_of_6_to_7_hours                       10.535613   1.088111   \n",
-       "coef_duration_of_8_to_10_hours                      10.402183   1.734039   \n",
-       "coef_duration_shift_for_business_related_            0.600044   0.264600   \n",
-       "coef_duration_shift_for_first_sub_tour_of_same_...   0.319885  -0.399200   \n",
-       "coef_duration_shift_for_inbound_auto_travel_tim...  -0.118575   0.009810   \n",
-       "coef_duration_shift_for_number_of_individual_no...   0.009894  -0.042200   \n",
-       "coef_duration_shift_for_number_of_joint_tours       -0.577681  -0.249700   \n",
-       "coef_duration_shift_for_number_of_mandatory_tours   -1.058788  -0.770200   \n",
-       "coef_duration_shift_for_outbound_auto_travel_ti...   0.145324   0.009810   \n",
-       "coef_duration_shift_for_subsequent_sub_tour_of_... -10.333603  -0.184400   \n",
-       "coef_early_end_at_5_6                              -25.000000  -2.928312   \n",
-       "coef_early_start_at_5                               -2.204068  -7.765548   \n",
-       "coef_evening_end_at_19_20_21                        -4.521037  -2.319982   \n",
-       "coef_evening_start_at_19_20_21                      -0.325741  -1.015090   \n",
-       "coef_late_end_at_22_23                             -11.516565  -2.319982   \n",
-       "coef_late_start_at_22_23                            -5.142925  -0.737570   \n",
-       "coef_midday_end_at_10_11_12                         -1.305196  -2.297264   \n",
-       "coef_midday_end_at_13_14                             0.000000   0.000000   \n",
-       "coef_midday_start_at_10_11_12                        0.000000   0.000000   \n",
-       "coef_midday_start_at_13_14_15                       -1.051562  -0.775022   \n",
-       "coef_pm_peak_end_at_15                              -1.432981  -0.578344   \n",
-       "coef_pm_peak_end_at_16                              -2.055109  -1.094087   \n",
-       "coef_pm_peak_end_at_17                              -2.404252  -1.165847   \n",
-       "coef_pm_peak_end_at_18                              -3.500372  -1.496131   \n",
-       "coef_pm_peak_start_at_16_17_18                      -0.798588  -0.227528   \n",
-       "coef_start_shift_for_business_related_              -0.083357  -0.111300   \n",
-       "coef_start_shift_for_first_sub_tour_of_same_wor...  -0.168324  -0.543300   \n",
-       "coef_start_shift_for_inbound_auto_travel_time_o...  -0.099019   0.000650   \n",
-       "coef_start_shift_for_number_of_individual_nonma...   0.026777  -0.012800   \n",
-       "coef_start_shift_for_number_of_joint_tours          -0.019722  -0.020600   \n",
-       "coef_start_shift_for_number_of_mandatory_tours       0.059018  -0.019300   \n",
-       "coef_start_shift_for_outbound_auto_travel_time_...   0.100349   0.000650   \n",
-       "coef_start_shift_for_subsequent_sub_tour_of_sam...  -0.360206  -0.184400   \n",
+       "                                                       value      best  \\\n",
+       "param_name                                                               \n",
+       "coef_am_peak_end                                   -2.543876 -2.543876   \n",
+       "coef_am_peak_start_at_6                            -5.790935 -5.790935   \n",
+       "coef_am_peak_start_at_7                            -4.238642 -4.238642   \n",
+       "coef_am_peak_start_at_8                            -2.371798 -2.371798   \n",
+       "coef_am_peak_start_at_9                            -2.106247 -2.106247   \n",
+       "coef_dummy_for_business_related_purpose_and_dur... -1.656086 -1.656086   \n",
+       "coef_dummy_for_eating_out_purpose_and_departure...  1.371453  1.371453   \n",
+       "coef_dummy_for_eating_out_purpose_and_departure...  2.454861  2.454861   \n",
+       "coef_dummy_for_eating_out_purpose_and_departure...  1.832150  1.832150   \n",
+       "coef_dummy_for_eating_out_purpose_and_duration_...  0.534786  0.534786   \n",
+       "coef_duration_of_0_hours                           -1.056506 -1.056506   \n",
+       "coef_duration_of_11_to_13_hours                     0.292100  0.292100   \n",
+       "coef_duration_of_14_to_18_hours                     0.000000  0.000000   \n",
+       "coef_duration_of_1_hour                             0.000000  0.000000   \n",
+       "coef_duration_of_2_to_3_hours                      -1.478463 -1.478463   \n",
+       "coef_duration_of_4_to_5_hours                      -1.032651 -1.032651   \n",
+       "coef_duration_of_6_to_7_hours                       1.074781  1.074781   \n",
+       "coef_duration_of_8_to_10_hours                      1.476278  1.476278   \n",
+       "coef_duration_shift_for_business_related_           0.237322  0.237322   \n",
+       "coef_duration_shift_for_first_sub_tour_of_same_... -0.199899 -0.199899   \n",
+       "coef_duration_shift_for_inbound_auto_travel_tim...  0.022979  0.022979   \n",
+       "coef_duration_shift_for_number_of_individual_no... -0.075913 -0.075913   \n",
+       "coef_duration_shift_for_number_of_joint_tours      -0.234618 -0.234618   \n",
+       "coef_duration_shift_for_number_of_mandatory_tours  -0.909117 -0.909117   \n",
+       "coef_duration_shift_for_outbound_auto_travel_ti... -0.002863 -0.002863   \n",
+       "coef_duration_shift_for_subsequent_sub_tour_of_... -0.371148 -0.371148   \n",
+       "coef_early_end_at_5_6                              -2.693000 -2.693000   \n",
+       "coef_early_start_at_5                              -7.645209 -7.645209   \n",
+       "coef_evening_end_at_19_20_21                       -2.460690 -2.460690   \n",
+       "coef_evening_start_at_19_20_21                     -0.786571 -0.786571   \n",
+       "coef_late_end_at_22_23                             -2.391664 -2.391664   \n",
+       "coef_late_start_at_22_23                           -0.890587 -0.890587   \n",
+       "coef_midday_end_at_10_11_12                        -2.145575 -2.145575   \n",
+       "coef_midday_end_at_13_14                            0.000000  0.000000   \n",
+       "coef_midday_start_at_10_11_12                       0.000000  0.000000   \n",
+       "coef_midday_start_at_13_14_15                      -0.665045 -0.665045   \n",
+       "coef_pm_peak_end_at_15                             -0.586475 -0.586475   \n",
+       "coef_pm_peak_end_at_16                             -1.337297 -1.337297   \n",
+       "coef_pm_peak_end_at_17                             -1.432487 -1.432487   \n",
+       "coef_pm_peak_end_at_18                             -1.702240 -1.702240   \n",
+       "coef_pm_peak_start_at_16_17_18                     -0.000431 -0.000431   \n",
+       "coef_start_shift_for_business_related_             -0.071618 -0.071618   \n",
+       "coef_start_shift_for_first_sub_tour_of_same_wor... -0.458549 -0.458549   \n",
+       "coef_start_shift_for_inbound_auto_travel_time_o... -0.011025 -0.011025   \n",
+       "coef_start_shift_for_number_of_individual_nonma... -0.019137 -0.019137   \n",
+       "coef_start_shift_for_number_of_joint_tours          0.025502  0.025502   \n",
+       "coef_start_shift_for_number_of_mandatory_tours     -0.067479 -0.067479   \n",
+       "coef_start_shift_for_outbound_auto_travel_time_...  0.010616  0.010616   \n",
+       "coef_start_shift_for_subsequent_sub_tour_of_sam... -0.117673 -0.117673   \n",
        "\n",
-       "                                                    nullvalue  minimum  \\\n",
-       "coef_am_peak_end                                          0.0    -25.0   \n",
-       "coef_am_peak_start_at_6                                   0.0    -25.0   \n",
-       "coef_am_peak_start_at_7                                   0.0    -25.0   \n",
-       "coef_am_peak_start_at_8                                   0.0    -25.0   \n",
-       "coef_am_peak_start_at_9                                   0.0    -25.0   \n",
-       "coef_dummy_for_business_related_purpose_and_dur...        0.0    -25.0   \n",
-       "coef_dummy_for_eating_out_purpose_and_departure...        0.0    -25.0   \n",
-       "coef_dummy_for_eating_out_purpose_and_departure...        0.0    -25.0   \n",
-       "coef_dummy_for_eating_out_purpose_and_departure...        0.0    -25.0   \n",
-       "coef_dummy_for_eating_out_purpose_and_duration_...        0.0    -25.0   \n",
-       "coef_duration_of_0_hours                                  0.0    -25.0   \n",
-       "coef_duration_of_11_to_13_hours                           0.0    -25.0   \n",
-       "coef_duration_of_14_to_18_hours                           0.0    -25.0   \n",
-       "coef_duration_of_1_hour                                   0.0    -25.0   \n",
-       "coef_duration_of_2_to_3_hours                             0.0    -25.0   \n",
-       "coef_duration_of_4_to_5_hours                             0.0    -25.0   \n",
-       "coef_duration_of_6_to_7_hours                             0.0    -25.0   \n",
-       "coef_duration_of_8_to_10_hours                            0.0    -25.0   \n",
-       "coef_duration_shift_for_business_related_                 0.0    -25.0   \n",
-       "coef_duration_shift_for_first_sub_tour_of_same_...        0.0    -25.0   \n",
-       "coef_duration_shift_for_inbound_auto_travel_tim...        0.0    -25.0   \n",
-       "coef_duration_shift_for_number_of_individual_no...        0.0    -25.0   \n",
-       "coef_duration_shift_for_number_of_joint_tours             0.0    -25.0   \n",
-       "coef_duration_shift_for_number_of_mandatory_tours         0.0    -25.0   \n",
-       "coef_duration_shift_for_outbound_auto_travel_ti...        0.0    -25.0   \n",
-       "coef_duration_shift_for_subsequent_sub_tour_of_...        0.0    -25.0   \n",
-       "coef_early_end_at_5_6                                     0.0    -25.0   \n",
-       "coef_early_start_at_5                                     0.0    -25.0   \n",
-       "coef_evening_end_at_19_20_21                              0.0    -25.0   \n",
-       "coef_evening_start_at_19_20_21                            0.0    -25.0   \n",
-       "coef_late_end_at_22_23                                    0.0    -25.0   \n",
-       "coef_late_start_at_22_23                                  0.0    -25.0   \n",
-       "coef_midday_end_at_10_11_12                               0.0    -25.0   \n",
-       "coef_midday_end_at_13_14                                  0.0    -25.0   \n",
-       "coef_midday_start_at_10_11_12                             0.0    -25.0   \n",
-       "coef_midday_start_at_13_14_15                             0.0    -25.0   \n",
-       "coef_pm_peak_end_at_15                                    0.0    -25.0   \n",
-       "coef_pm_peak_end_at_16                                    0.0    -25.0   \n",
-       "coef_pm_peak_end_at_17                                    0.0    -25.0   \n",
-       "coef_pm_peak_end_at_18                                    0.0    -25.0   \n",
-       "coef_pm_peak_start_at_16_17_18                            0.0    -25.0   \n",
-       "coef_start_shift_for_business_related_                    0.0    -25.0   \n",
-       "coef_start_shift_for_first_sub_tour_of_same_wor...        0.0    -25.0   \n",
-       "coef_start_shift_for_inbound_auto_travel_time_o...        0.0    -25.0   \n",
-       "coef_start_shift_for_number_of_individual_nonma...        0.0    -25.0   \n",
-       "coef_start_shift_for_number_of_joint_tours                0.0    -25.0   \n",
-       "coef_start_shift_for_number_of_mandatory_tours            0.0    -25.0   \n",
-       "coef_start_shift_for_outbound_auto_travel_time_...        0.0    -25.0   \n",
-       "coef_start_shift_for_subsequent_sub_tour_of_sam...        0.0    -25.0   \n",
+       "                                                    initvalue  minimum  \\\n",
+       "param_name                                                               \n",
+       "coef_am_peak_end                                    -2.928312    -25.0   \n",
+       "coef_am_peak_start_at_6                             -6.156718    -25.0   \n",
+       "coef_am_peak_start_at_7                             -4.061708    -25.0   \n",
+       "coef_am_peak_start_at_8                             -2.330535    -25.0   \n",
+       "coef_am_peak_start_at_9                             -1.881593    -25.0   \n",
+       "coef_dummy_for_business_related_purpose_and_dur...  -1.543000    -25.0   \n",
+       "coef_dummy_for_eating_out_purpose_and_departure...   1.511000    -25.0   \n",
+       "coef_dummy_for_eating_out_purpose_and_departure...   2.721000    -25.0   \n",
+       "coef_dummy_for_eating_out_purpose_and_departure...   2.122000    -25.0   \n",
+       "coef_dummy_for_eating_out_purpose_and_duration_...   0.399900    -25.0   \n",
+       "coef_duration_of_0_hours                            -0.906682    -25.0   \n",
+       "coef_duration_of_11_to_13_hours                      0.300000    -25.0   \n",
+       "coef_duration_of_14_to_18_hours                      0.000000      0.0   \n",
+       "coef_duration_of_1_hour                              0.000000      0.0   \n",
+       "coef_duration_of_2_to_3_hours                       -1.362176    -25.0   \n",
+       "coef_duration_of_4_to_5_hours                       -0.819618    -25.0   \n",
+       "coef_duration_of_6_to_7_hours                        1.088111    -25.0   \n",
+       "coef_duration_of_8_to_10_hours                       1.734038    -25.0   \n",
+       "coef_duration_shift_for_business_related_            0.264600    -25.0   \n",
+       "coef_duration_shift_for_first_sub_tour_of_same_...  -0.399200    -25.0   \n",
+       "coef_duration_shift_for_inbound_auto_travel_tim...   0.009810    -25.0   \n",
+       "coef_duration_shift_for_number_of_individual_no...  -0.042200    -25.0   \n",
+       "coef_duration_shift_for_number_of_joint_tours       -0.249700    -25.0   \n",
+       "coef_duration_shift_for_number_of_mandatory_tours   -0.770200    -25.0   \n",
+       "coef_duration_shift_for_outbound_auto_travel_ti...   0.009810    -25.0   \n",
+       "coef_duration_shift_for_subsequent_sub_tour_of_...  -0.184400    -25.0   \n",
+       "coef_early_end_at_5_6                               -2.928312    -25.0   \n",
+       "coef_early_start_at_5                               -7.765549    -25.0   \n",
+       "coef_evening_end_at_19_20_21                        -2.319982    -25.0   \n",
+       "coef_evening_start_at_19_20_21                      -1.015090    -25.0   \n",
+       "coef_late_end_at_22_23                              -2.319982    -25.0   \n",
+       "coef_late_start_at_22_23                            -0.737570    -25.0   \n",
+       "coef_midday_end_at_10_11_12                         -2.297264    -25.0   \n",
+       "coef_midday_end_at_13_14                             0.000000      0.0   \n",
+       "coef_midday_start_at_10_11_12                        0.000000      0.0   \n",
+       "coef_midday_start_at_13_14_15                       -0.775022    -25.0   \n",
+       "coef_pm_peak_end_at_15                              -0.578344    -25.0   \n",
+       "coef_pm_peak_end_at_16                              -1.094087    -25.0   \n",
+       "coef_pm_peak_end_at_17                              -1.165847    -25.0   \n",
+       "coef_pm_peak_end_at_18                              -1.496131    -25.0   \n",
+       "coef_pm_peak_start_at_16_17_18                      -0.227528    -25.0   \n",
+       "coef_start_shift_for_business_related_              -0.111300    -25.0   \n",
+       "coef_start_shift_for_first_sub_tour_of_same_wor...  -0.543300    -25.0   \n",
+       "coef_start_shift_for_inbound_auto_travel_time_o...   0.000650    -25.0   \n",
+       "coef_start_shift_for_number_of_individual_nonma...  -0.012800    -25.0   \n",
+       "coef_start_shift_for_number_of_joint_tours          -0.020600    -25.0   \n",
+       "coef_start_shift_for_number_of_mandatory_tours      -0.019300    -25.0   \n",
+       "coef_start_shift_for_outbound_auto_travel_time_...   0.000650    -25.0   \n",
+       "coef_start_shift_for_subsequent_sub_tour_of_sam...  -0.184400    -25.0   \n",
        "\n",
-       "                                                    maximum  holdfast note  \\\n",
-       "coef_am_peak_end                                       25.0         0        \n",
-       "coef_am_peak_start_at_6                                25.0         0        \n",
-       "coef_am_peak_start_at_7                                25.0         0        \n",
-       "coef_am_peak_start_at_8                                25.0         0        \n",
-       "coef_am_peak_start_at_9                                25.0         0        \n",
-       "coef_dummy_for_business_related_purpose_and_dur...     25.0         0        \n",
-       "coef_dummy_for_eating_out_purpose_and_departure...     25.0         0        \n",
-       "coef_dummy_for_eating_out_purpose_and_departure...     25.0         0        \n",
-       "coef_dummy_for_eating_out_purpose_and_departure...     25.0         0        \n",
-       "coef_dummy_for_eating_out_purpose_and_duration_...     25.0         0        \n",
-       "coef_duration_of_0_hours                               25.0         0        \n",
-       "coef_duration_of_11_to_13_hours                        25.0         0        \n",
-       "coef_duration_of_14_to_18_hours                        25.0         1        \n",
-       "coef_duration_of_1_hour                                25.0         1        \n",
-       "coef_duration_of_2_to_3_hours                          25.0         0        \n",
-       "coef_duration_of_4_to_5_hours                          25.0         0        \n",
-       "coef_duration_of_6_to_7_hours                          25.0         0        \n",
-       "coef_duration_of_8_to_10_hours                         25.0         0        \n",
-       "coef_duration_shift_for_business_related_              25.0         0        \n",
-       "coef_duration_shift_for_first_sub_tour_of_same_...     25.0         0        \n",
-       "coef_duration_shift_for_inbound_auto_travel_tim...     25.0         0        \n",
-       "coef_duration_shift_for_number_of_individual_no...     25.0         0        \n",
-       "coef_duration_shift_for_number_of_joint_tours          25.0         0        \n",
-       "coef_duration_shift_for_number_of_mandatory_tours      25.0         0        \n",
-       "coef_duration_shift_for_outbound_auto_travel_ti...     25.0         0        \n",
-       "coef_duration_shift_for_subsequent_sub_tour_of_...     25.0         0        \n",
-       "coef_early_end_at_5_6                                  25.0         0        \n",
-       "coef_early_start_at_5                                  25.0         0        \n",
-       "coef_evening_end_at_19_20_21                           25.0         0        \n",
-       "coef_evening_start_at_19_20_21                         25.0         0        \n",
-       "coef_late_end_at_22_23                                 25.0         0        \n",
-       "coef_late_start_at_22_23                               25.0         0        \n",
-       "coef_midday_end_at_10_11_12                            25.0         0        \n",
-       "coef_midday_end_at_13_14                               25.0         1        \n",
-       "coef_midday_start_at_10_11_12                          25.0         1        \n",
-       "coef_midday_start_at_13_14_15                          25.0         0        \n",
-       "coef_pm_peak_end_at_15                                 25.0         0        \n",
-       "coef_pm_peak_end_at_16                                 25.0         0        \n",
-       "coef_pm_peak_end_at_17                                 25.0         0        \n",
-       "coef_pm_peak_end_at_18                                 25.0         0        \n",
-       "coef_pm_peak_start_at_16_17_18                         25.0         0        \n",
-       "coef_start_shift_for_business_related_                 25.0         0        \n",
-       "coef_start_shift_for_first_sub_tour_of_same_wor...     25.0         0        \n",
-       "coef_start_shift_for_inbound_auto_travel_time_o...     25.0         0        \n",
-       "coef_start_shift_for_number_of_individual_nonma...     25.0         0        \n",
-       "coef_start_shift_for_number_of_joint_tours             25.0         0        \n",
-       "coef_start_shift_for_number_of_mandatory_tours         25.0         0        \n",
-       "coef_start_shift_for_outbound_auto_travel_time_...     25.0         0        \n",
-       "coef_start_shift_for_subsequent_sub_tour_of_sam...     25.0         0        \n",
+       "                                                    maximum  nullvalue  \\\n",
+       "param_name                                                               \n",
+       "coef_am_peak_end                                       25.0        0.0   \n",
+       "coef_am_peak_start_at_6                                25.0        0.0   \n",
+       "coef_am_peak_start_at_7                                25.0        0.0   \n",
+       "coef_am_peak_start_at_8                                25.0        0.0   \n",
+       "coef_am_peak_start_at_9                                25.0        0.0   \n",
+       "coef_dummy_for_business_related_purpose_and_dur...     25.0        0.0   \n",
+       "coef_dummy_for_eating_out_purpose_and_departure...     25.0        0.0   \n",
+       "coef_dummy_for_eating_out_purpose_and_departure...     25.0        0.0   \n",
+       "coef_dummy_for_eating_out_purpose_and_departure...     25.0        0.0   \n",
+       "coef_dummy_for_eating_out_purpose_and_duration_...     25.0        0.0   \n",
+       "coef_duration_of_0_hours                               25.0        0.0   \n",
+       "coef_duration_of_11_to_13_hours                        25.0        0.0   \n",
+       "coef_duration_of_14_to_18_hours                         0.0        0.0   \n",
+       "coef_duration_of_1_hour                                 0.0        0.0   \n",
+       "coef_duration_of_2_to_3_hours                          25.0        0.0   \n",
+       "coef_duration_of_4_to_5_hours                          25.0        0.0   \n",
+       "coef_duration_of_6_to_7_hours                          25.0        0.0   \n",
+       "coef_duration_of_8_to_10_hours                         25.0        0.0   \n",
+       "coef_duration_shift_for_business_related_              25.0        0.0   \n",
+       "coef_duration_shift_for_first_sub_tour_of_same_...     25.0        0.0   \n",
+       "coef_duration_shift_for_inbound_auto_travel_tim...     25.0        0.0   \n",
+       "coef_duration_shift_for_number_of_individual_no...     25.0        0.0   \n",
+       "coef_duration_shift_for_number_of_joint_tours          25.0        0.0   \n",
+       "coef_duration_shift_for_number_of_mandatory_tours      25.0        0.0   \n",
+       "coef_duration_shift_for_outbound_auto_travel_ti...     25.0        0.0   \n",
+       "coef_duration_shift_for_subsequent_sub_tour_of_...     25.0        0.0   \n",
+       "coef_early_end_at_5_6                                  25.0        0.0   \n",
+       "coef_early_start_at_5                                  25.0        0.0   \n",
+       "coef_evening_end_at_19_20_21                           25.0        0.0   \n",
+       "coef_evening_start_at_19_20_21                         25.0        0.0   \n",
+       "coef_late_end_at_22_23                                 25.0        0.0   \n",
+       "coef_late_start_at_22_23                               25.0        0.0   \n",
+       "coef_midday_end_at_10_11_12                            25.0        0.0   \n",
+       "coef_midday_end_at_13_14                                0.0        0.0   \n",
+       "coef_midday_start_at_10_11_12                           0.0        0.0   \n",
+       "coef_midday_start_at_13_14_15                          25.0        0.0   \n",
+       "coef_pm_peak_end_at_15                                 25.0        0.0   \n",
+       "coef_pm_peak_end_at_16                                 25.0        0.0   \n",
+       "coef_pm_peak_end_at_17                                 25.0        0.0   \n",
+       "coef_pm_peak_end_at_18                                 25.0        0.0   \n",
+       "coef_pm_peak_start_at_16_17_18                         25.0        0.0   \n",
+       "coef_start_shift_for_business_related_                 25.0        0.0   \n",
+       "coef_start_shift_for_first_sub_tour_of_same_wor...     25.0        0.0   \n",
+       "coef_start_shift_for_inbound_auto_travel_time_o...     25.0        0.0   \n",
+       "coef_start_shift_for_number_of_individual_nonma...     25.0        0.0   \n",
+       "coef_start_shift_for_number_of_joint_tours             25.0        0.0   \n",
+       "coef_start_shift_for_number_of_mandatory_tours         25.0        0.0   \n",
+       "coef_start_shift_for_outbound_auto_travel_time_...     25.0        0.0   \n",
+       "coef_start_shift_for_subsequent_sub_tour_of_sam...     25.0        0.0   \n",
        "\n",
-       "                                                         best  \n",
-       "coef_am_peak_end                                    -1.373169  \n",
-       "coef_am_peak_start_at_6                            -20.592814  \n",
-       "coef_am_peak_start_at_7                             -2.826984  \n",
-       "coef_am_peak_start_at_8                             -1.196528  \n",
-       "coef_am_peak_start_at_9                             -1.619897  \n",
-       "coef_dummy_for_business_related_purpose_and_dur...  -0.663129  \n",
-       "coef_dummy_for_eating_out_purpose_and_departure...   1.151827  \n",
-       "coef_dummy_for_eating_out_purpose_and_departure...   2.625436  \n",
-       "coef_dummy_for_eating_out_purpose_and_departure...   2.360981  \n",
-       "coef_dummy_for_eating_out_purpose_and_duration_...   0.310405  \n",
-       "coef_duration_of_0_hours                             9.959985  \n",
-       "coef_duration_of_11_to_13_hours                     -0.374055  \n",
-       "coef_duration_of_14_to_18_hours                      0.000000  \n",
-       "coef_duration_of_1_hour                              0.000000  \n",
-       "coef_duration_of_2_to_3_hours                        9.181283  \n",
-       "coef_duration_of_4_to_5_hours                       -0.483141  \n",
-       "coef_duration_of_6_to_7_hours                       10.535613  \n",
-       "coef_duration_of_8_to_10_hours                      10.402183  \n",
-       "coef_duration_shift_for_business_related_            0.600044  \n",
-       "coef_duration_shift_for_first_sub_tour_of_same_...   0.319885  \n",
-       "coef_duration_shift_for_inbound_auto_travel_tim...  -0.118575  \n",
-       "coef_duration_shift_for_number_of_individual_no...   0.009894  \n",
-       "coef_duration_shift_for_number_of_joint_tours       -0.577681  \n",
-       "coef_duration_shift_for_number_of_mandatory_tours   -1.058788  \n",
-       "coef_duration_shift_for_outbound_auto_travel_ti...   0.145324  \n",
-       "coef_duration_shift_for_subsequent_sub_tour_of_... -10.333603  \n",
-       "coef_early_end_at_5_6                              -25.000000  \n",
-       "coef_early_start_at_5                               -2.204068  \n",
-       "coef_evening_end_at_19_20_21                        -4.521037  \n",
-       "coef_evening_start_at_19_20_21                      -0.325741  \n",
-       "coef_late_end_at_22_23                             -11.516565  \n",
-       "coef_late_start_at_22_23                            -5.142925  \n",
-       "coef_midday_end_at_10_11_12                         -1.305196  \n",
-       "coef_midday_end_at_13_14                             0.000000  \n",
-       "coef_midday_start_at_10_11_12                        0.000000  \n",
-       "coef_midday_start_at_13_14_15                       -1.051562  \n",
-       "coef_pm_peak_end_at_15                              -1.432981  \n",
-       "coef_pm_peak_end_at_16                              -2.055109  \n",
-       "coef_pm_peak_end_at_17                              -2.404252  \n",
-       "coef_pm_peak_end_at_18                              -3.500372  \n",
-       "coef_pm_peak_start_at_16_17_18                      -0.798588  \n",
-       "coef_start_shift_for_business_related_              -0.083357  \n",
-       "coef_start_shift_for_first_sub_tour_of_same_wor...  -0.168324  \n",
-       "coef_start_shift_for_inbound_auto_travel_time_o...  -0.099019  \n",
-       "coef_start_shift_for_number_of_individual_nonma...   0.026777  \n",
-       "coef_start_shift_for_number_of_joint_tours          -0.019722  \n",
-       "coef_start_shift_for_number_of_mandatory_tours       0.059018  \n",
-       "coef_start_shift_for_outbound_auto_travel_time_...   0.100349  \n",
-       "coef_start_shift_for_subsequent_sub_tour_of_sam...  -0.360206  "
+       "                                                    holdfast  \n",
+       "param_name                                                    \n",
+       "coef_am_peak_end                                           0  \n",
+       "coef_am_peak_start_at_6                                    0  \n",
+       "coef_am_peak_start_at_7                                    0  \n",
+       "coef_am_peak_start_at_8                                    0  \n",
+       "coef_am_peak_start_at_9                                    0  \n",
+       "coef_dummy_for_business_related_purpose_and_dur...         0  \n",
+       "coef_dummy_for_eating_out_purpose_and_departure...         0  \n",
+       "coef_dummy_for_eating_out_purpose_and_departure...         0  \n",
+       "coef_dummy_for_eating_out_purpose_and_departure...         0  \n",
+       "coef_dummy_for_eating_out_purpose_and_duration_...         0  \n",
+       "coef_duration_of_0_hours                                   0  \n",
+       "coef_duration_of_11_to_13_hours                            0  \n",
+       "coef_duration_of_14_to_18_hours                            1  \n",
+       "coef_duration_of_1_hour                                    1  \n",
+       "coef_duration_of_2_to_3_hours                              0  \n",
+       "coef_duration_of_4_to_5_hours                              0  \n",
+       "coef_duration_of_6_to_7_hours                              0  \n",
+       "coef_duration_of_8_to_10_hours                             0  \n",
+       "coef_duration_shift_for_business_related_                  0  \n",
+       "coef_duration_shift_for_first_sub_tour_of_same_...         0  \n",
+       "coef_duration_shift_for_inbound_auto_travel_tim...         0  \n",
+       "coef_duration_shift_for_number_of_individual_no...         0  \n",
+       "coef_duration_shift_for_number_of_joint_tours              0  \n",
+       "coef_duration_shift_for_number_of_mandatory_tours          0  \n",
+       "coef_duration_shift_for_outbound_auto_travel_ti...         0  \n",
+       "coef_duration_shift_for_subsequent_sub_tour_of_...         0  \n",
+       "coef_early_end_at_5_6                                      0  \n",
+       "coef_early_start_at_5                                      0  \n",
+       "coef_evening_end_at_19_20_21                               0  \n",
+       "coef_evening_start_at_19_20_21                             0  \n",
+       "coef_late_end_at_22_23                                     0  \n",
+       "coef_late_start_at_22_23                                   0  \n",
+       "coef_midday_end_at_10_11_12                                0  \n",
+       "coef_midday_end_at_13_14                                   1  \n",
+       "coef_midday_start_at_10_11_12                              1  \n",
+       "coef_midday_start_at_13_14_15                              0  \n",
+       "coef_pm_peak_end_at_15                                     0  \n",
+       "coef_pm_peak_end_at_16                                     0  \n",
+       "coef_pm_peak_end_at_17                                     0  \n",
+       "coef_pm_peak_end_at_18                                     0  \n",
+       "coef_pm_peak_start_at_16_17_18                             0  \n",
+       "coef_start_shift_for_business_related_                     0  \n",
+       "coef_start_shift_for_first_sub_tour_of_same_wor...         0  \n",
+       "coef_start_shift_for_inbound_auto_travel_time_o...         0  \n",
+       "coef_start_shift_for_number_of_individual_nonma...         0  \n",
+       "coef_start_shift_for_number_of_joint_tours                 0  \n",
+       "coef_start_shift_for_number_of_mandatory_tours             0  \n",
+       "coef_start_shift_for_outbound_auto_travel_time_...         0  \n",
+       "coef_start_shift_for_subsequent_sub_tour_of_sam...         0  "
       ]
      },
      "metadata": {},
      "output_type": "display_data"
     },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "<ipython-input-8-5091d419e17b>:1: PossibleOverspecification: WARNING: Model is possibly over-specified (hessian is nearly singular).\n",
-      "  model.estimate()\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 4.444524225101147e-11 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n"
-     ]
-    },
     {
      "data": {
       "text/html": [
@@ -2698,51 +2845,51 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>coef_am_peak_end</th>\n",
-       "      <td>-1.373169</td>\n",
+       "      <td>-2.543876</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_am_peak_start_at_6</th>\n",
-       "      <td>-20.592814</td>\n",
+       "      <td>-5.790935</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_am_peak_start_at_7</th>\n",
-       "      <td>-2.826984</td>\n",
+       "      <td>-4.238642</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_am_peak_start_at_8</th>\n",
-       "      <td>-1.196528</td>\n",
+       "      <td>-2.371798</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_am_peak_start_at_9</th>\n",
-       "      <td>-1.619897</td>\n",
+       "      <td>-2.106247</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_dummy_for_business_related_purpose_and_duration_from_0_to_1</th>\n",
-       "      <td>-0.663129</td>\n",
+       "      <td>-1.656086</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_dummy_for_eating_out_purpose_and_departure_at_11</th>\n",
-       "      <td>1.151827</td>\n",
+       "      <td>1.371453</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_dummy_for_eating_out_purpose_and_departure_at_12</th>\n",
-       "      <td>2.625436</td>\n",
+       "      <td>2.454861</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_dummy_for_eating_out_purpose_and_departure_at_13</th>\n",
-       "      <td>2.360981</td>\n",
+       "      <td>1.832150</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_dummy_for_eating_out_purpose_and_duration_of_1_hour</th>\n",
-       "      <td>0.310405</td>\n",
+       "      <td>0.534786</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_of_0_hours</th>\n",
-       "      <td>9.959985</td>\n",
+       "      <td>-1.056506</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_of_11_to_13_hours</th>\n",
-       "      <td>-0.374055</td>\n",
+       "      <td>0.292100</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_of_14_to_18_hours</th>\n",
@@ -2754,79 +2901,79 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_of_2_to_3_hours</th>\n",
-       "      <td>9.181283</td>\n",
+       "      <td>-1.478463</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_of_4_to_5_hours</th>\n",
-       "      <td>-0.483141</td>\n",
+       "      <td>-1.032651</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_of_6_to_7_hours</th>\n",
-       "      <td>10.535613</td>\n",
+       "      <td>1.074781</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_of_8_to_10_hours</th>\n",
-       "      <td>10.402183</td>\n",
+       "      <td>1.476278</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_shift_for_business_related_</th>\n",
-       "      <td>0.600044</td>\n",
+       "      <td>0.237322</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_shift_for_first_sub_tour_of_same_work_tour</th>\n",
-       "      <td>0.319885</td>\n",
+       "      <td>-0.199899</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_shift_for_inbound_auto_travel_time_off_peak</th>\n",
-       "      <td>-0.118575</td>\n",
+       "      <td>0.022979</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_shift_for_number_of_individual_nonmandatory_tours</th>\n",
-       "      <td>0.009894</td>\n",
+       "      <td>-0.075913</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_shift_for_number_of_joint_tours</th>\n",
-       "      <td>-0.577681</td>\n",
+       "      <td>-0.234618</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_shift_for_number_of_mandatory_tours</th>\n",
-       "      <td>-1.058788</td>\n",
+       "      <td>-0.909117</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_shift_for_outbound_auto_travel_time_off_peak</th>\n",
-       "      <td>0.145324</td>\n",
+       "      <td>-0.002863</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_shift_for_subsequent_sub_tour_of_same_work_tour</th>\n",
-       "      <td>-10.333603</td>\n",
+       "      <td>-0.371148</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_early_end_at_5_6</th>\n",
-       "      <td>-25.000000</td>\n",
+       "      <td>-2.693000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_early_start_at_5</th>\n",
-       "      <td>-2.204068</td>\n",
+       "      <td>-7.645209</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_evening_end_at_19_20_21</th>\n",
-       "      <td>-4.521037</td>\n",
+       "      <td>-2.460690</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_evening_start_at_19_20_21</th>\n",
-       "      <td>-0.325741</td>\n",
+       "      <td>-0.786571</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_late_end_at_22_23</th>\n",
-       "      <td>-11.516565</td>\n",
+       "      <td>-2.391664</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_late_start_at_22_23</th>\n",
-       "      <td>-5.142925</td>\n",
+       "      <td>-0.890587</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_midday_end_at_10_11_12</th>\n",
-       "      <td>-1.305196</td>\n",
+       "      <td>-2.145575</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_midday_end_at_13_14</th>\n",
@@ -2838,62 +2985,62 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_midday_start_at_13_14_15</th>\n",
-       "      <td>-1.051562</td>\n",
+       "      <td>-0.665045</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_pm_peak_end_at_15</th>\n",
-       "      <td>-1.432981</td>\n",
+       "      <td>-0.586475</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_pm_peak_end_at_16</th>\n",
-       "      <td>-2.055109</td>\n",
+       "      <td>-1.337297</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_pm_peak_end_at_17</th>\n",
-       "      <td>-2.404252</td>\n",
+       "      <td>-1.432487</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_pm_peak_end_at_18</th>\n",
-       "      <td>-3.500372</td>\n",
+       "      <td>-1.702240</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_pm_peak_start_at_16_17_18</th>\n",
-       "      <td>-0.798588</td>\n",
+       "      <td>-0.000431</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_start_shift_for_business_related_</th>\n",
-       "      <td>-0.083357</td>\n",
+       "      <td>-0.071618</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_start_shift_for_first_sub_tour_of_same_work_tour</th>\n",
-       "      <td>-0.168324</td>\n",
+       "      <td>-0.458549</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_start_shift_for_inbound_auto_travel_time_off_peak</th>\n",
-       "      <td>-0.099019</td>\n",
+       "      <td>-0.011025</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_start_shift_for_number_of_individual_nonmandatory_tours</th>\n",
-       "      <td>0.026777</td>\n",
+       "      <td>-0.019137</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_start_shift_for_number_of_joint_tours</th>\n",
-       "      <td>-0.019722</td>\n",
+       "      <td>0.025502</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_start_shift_for_number_of_mandatory_tours</th>\n",
-       "      <td>0.059018</td>\n",
+       "      <td>-0.067479</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_start_shift_for_outbound_auto_travel_time_off_peak</th>\n",
-       "      <td>0.100349</td>\n",
+       "      <td>0.010616</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_start_shift_for_subsequent_sub_tour_of_same_work_tour</th>\n",
-       "      <td>-0.360206</td>\n",
+       "      <td>-0.117673</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
-       "</table></td></tr><tr><td>loglike</td><td style=\"text-align:left;\">-1401.9305368056416</td></tr><tr><td>d_loglike</td><td style=\"text-align:left;\"><table border=\"1\" class=\"dataframe\">\n",
+       "</table></td></tr><tr><td>logloss</td><td style=\"text-align:left;\">2.887476765558531</td></tr><tr><td>d_logloss</td><td style=\"text-align:left;\"><table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
@@ -2903,51 +3050,51 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>coef_am_peak_end</th>\n",
-       "      <td>1.755671e-04</td>\n",
+       "      <td>-4.854218e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_am_peak_start_at_6</th>\n",
-       "      <td>-3.041241e-08</td>\n",
+       "      <td>1.910552e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_am_peak_start_at_7</th>\n",
-       "      <td>-8.670115e-05</td>\n",
+       "      <td>9.916948e-07</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_am_peak_start_at_8</th>\n",
-       "      <td>5.028242e-05</td>\n",
+       "      <td>4.037261e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_am_peak_start_at_9</th>\n",
-       "      <td>5.798423e-04</td>\n",
+       "      <td>1.440668e-04</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_dummy_for_business_related_purpose_and_duration_from_0_to_1</th>\n",
-       "      <td>1.601202e-04</td>\n",
+       "      <td>-1.280892e-04</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_dummy_for_eating_out_purpose_and_departure_at_11</th>\n",
-       "      <td>-3.475790e-05</td>\n",
+       "      <td>1.803296e-04</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_dummy_for_eating_out_purpose_and_departure_at_12</th>\n",
-       "      <td>-5.671365e-05</td>\n",
+       "      <td>-1.483346e-04</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_dummy_for_eating_out_purpose_and_departure_at_13</th>\n",
-       "      <td>-2.578419e-05</td>\n",
+       "      <td>1.713493e-04</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_dummy_for_eating_out_purpose_and_duration_of_1_hour</th>\n",
-       "      <td>1.872976e-04</td>\n",
+       "      <td>-2.135625e-04</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_of_0_hours</th>\n",
-       "      <td>-1.158083e-03</td>\n",
+       "      <td>8.415289e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_of_11_to_13_hours</th>\n",
-       "      <td>-1.673798e-06</td>\n",
+       "      <td>-6.167370e-06</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_of_14_to_18_hours</th>\n",
@@ -2959,79 +3106,79 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_of_2_to_3_hours</th>\n",
-       "      <td>9.972871e-04</td>\n",
+       "      <td>-1.347427e-04</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_of_4_to_5_hours</th>\n",
-       "      <td>1.179130e-04</td>\n",
+       "      <td>1.170007e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_of_6_to_7_hours</th>\n",
-       "      <td>-3.119839e-04</td>\n",
+       "      <td>-7.452797e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_of_8_to_10_hours</th>\n",
-       "      <td>1.749841e-06</td>\n",
+       "      <td>-4.591330e-06</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_shift_for_business_related_</th>\n",
-       "      <td>-1.422810e-03</td>\n",
+       "      <td>1.631608e-04</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_shift_for_first_sub_tour_of_same_work_tour</th>\n",
-       "      <td>-6.454765e-04</td>\n",
+       "      <td>6.894456e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_shift_for_inbound_auto_travel_time_off_peak</th>\n",
-       "      <td>8.510358e-03</td>\n",
+       "      <td>-1.645782e-04</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_shift_for_number_of_individual_nonmandatory_tours</th>\n",
-       "      <td>-1.352429e-03</td>\n",
+       "      <td>-1.965446e-04</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_shift_for_number_of_joint_tours</th>\n",
-       "      <td>1.961158e-04</td>\n",
+       "      <td>2.409234e-04</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_shift_for_number_of_mandatory_tours</th>\n",
-       "      <td>-6.872100e-04</td>\n",
+       "      <td>-9.571494e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_shift_for_outbound_auto_travel_time_off_peak</th>\n",
-       "      <td>7.485785e-03</td>\n",
+       "      <td>5.935593e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_duration_shift_for_subsequent_sub_tour_of_same_work_tour</th>\n",
-       "      <td>-5.553217e-06</td>\n",
+       "      <td>-5.141939e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_early_end_at_5_6</th>\n",
-       "      <td>-4.444583e-11</td>\n",
+       "      <td>1.627725e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_early_start_at_5</th>\n",
-       "      <td>5.404961e-05</td>\n",
+       "      <td>7.249674e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_evening_end_at_19_20_21</th>\n",
-       "      <td>-3.938375e-04</td>\n",
+       "      <td>-1.112621e-04</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_evening_start_at_19_20_21</th>\n",
-       "      <td>-1.613864e-04</td>\n",
+       "      <td>1.220311e-04</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_late_end_at_22_23</th>\n",
-       "      <td>-3.810622e-04</td>\n",
+       "      <td>-5.597541e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_late_start_at_22_23</th>\n",
-       "      <td>-1.853500e-06</td>\n",
+       "      <td>-9.478339e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_midday_end_at_10_11_12</th>\n",
-       "      <td>6.960928e-04</td>\n",
+       "      <td>-2.023533e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_midday_end_at_13_14</th>\n",
@@ -3043,185 +3190,185 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_midday_start_at_13_14_15</th>\n",
-       "      <td>8.833428e-05</td>\n",
+       "      <td>8.980809e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_pm_peak_end_at_15</th>\n",
-       "      <td>-2.278624e-04</td>\n",
+       "      <td>-2.232845e-04</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_pm_peak_end_at_16</th>\n",
-       "      <td>-3.377131e-05</td>\n",
+       "      <td>-4.780466e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_pm_peak_end_at_17</th>\n",
-       "      <td>-4.096157e-04</td>\n",
+       "      <td>3.154057e-04</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_pm_peak_end_at_18</th>\n",
-       "      <td>-4.205497e-04</td>\n",
+       "      <td>-1.485193e-04</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_pm_peak_start_at_16_17_18</th>\n",
-       "      <td>-8.339350e-04</td>\n",
+       "      <td>-3.850429e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_start_shift_for_business_related_</th>\n",
-       "      <td>1.194878e-04</td>\n",
+       "      <td>-2.801495e-06</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_start_shift_for_first_sub_tour_of_same_work_tour</th>\n",
-       "      <td>-1.481936e-02</td>\n",
+       "      <td>1.192141e-04</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_start_shift_for_inbound_auto_travel_time_off_peak</th>\n",
-       "      <td>-1.201511e-01</td>\n",
+       "      <td>7.248793e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_start_shift_for_number_of_individual_nonmandatory_tours</th>\n",
-       "      <td>-1.882400e-03</td>\n",
+       "      <td>-4.273167e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_start_shift_for_number_of_joint_tours</th>\n",
-       "      <td>-1.517039e-03</td>\n",
+       "      <td>4.702349e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_start_shift_for_number_of_mandatory_tours</th>\n",
-       "      <td>-1.475028e-02</td>\n",
+       "      <td>-4.354135e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_start_shift_for_outbound_auto_travel_time_off_peak</th>\n",
-       "      <td>-1.163942e-01</td>\n",
+       "      <td>-4.170920e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_start_shift_for_subsequent_sub_tour_of_same_work_tour</th>\n",
-       "      <td>2.856907e-05</td>\n",
+       "      <td>1.286129e-04</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
-       "</table></td></tr><tr><td>nit</td><td style=\"text-align:left;\">68</td></tr><tr><td>nfev</td><td style=\"text-align:left;\">132</td></tr><tr><td>njev</td><td style=\"text-align:left;\">68</td></tr><tr><td>status</td><td style=\"text-align:left;\">0</td></tr><tr><td>message</td><td style=\"text-align:left;\">'Optimization terminated successfully'</td></tr><tr><td>success</td><td style=\"text-align:left;\">True</td></tr><tr><td>elapsed_time</td><td style=\"text-align:left;\">0:00:01.774115</td></tr><tr><td>method</td><td style=\"text-align:left;\">'slsqp'</td></tr><tr><td>n_cases</td><td style=\"text-align:left;\">464</td></tr><tr><td>iteration_number</td><td style=\"text-align:left;\">68</td></tr><tr><td>logloss</td><td style=\"text-align:left;\">3.021402018977676</td></tr></table></div>"
+       "</table></td></tr><tr><td>nit</td><td style=\"text-align:left;\">68</td></tr><tr><td>nfev</td><td style=\"text-align:left;\">75</td></tr><tr><td>njev</td><td style=\"text-align:left;\">68</td></tr><tr><td>status</td><td style=\"text-align:left;\">0</td></tr><tr><td>message</td><td style=\"text-align:left;\">'Optimization terminated successfully'</td></tr><tr><td>success</td><td style=\"text-align:left;\">True</td></tr><tr><td>elapsed_time</td><td style=\"text-align:left;\">0:00:05.198235</td></tr><tr><td>method</td><td style=\"text-align:left;\">'slsqp'</td></tr><tr><td>n_cases</td><td style=\"text-align:left;\">6036</td></tr><tr><td>iteration_number</td><td style=\"text-align:left;\">68</td></tr><tr><td>loglike</td><td style=\"text-align:left;\">-17373.947698365682</td></tr></table></div>"
       ],
       "text/plain": [
-       "┣                x: coef_am_peak_end                                                    -1.373169\n",
-       "┃                   coef_am_peak_start_at_6                                            -20.592814\n",
-       "┃                   coef_am_peak_start_at_7                                             -2.826984\n",
-       "┃                   coef_am_peak_start_at_8                                             -1.196528\n",
-       "┃                   coef_am_peak_start_at_9                                             -1.619897\n",
-       "┃                   coef_dummy_for_business_related_purpose_and_duration_from_0_to_1    -0.663129\n",
-       "┃                   coef_dummy_for_eating_out_purpose_and_departure_at_11                1.151827\n",
-       "┃                   coef_dummy_for_eating_out_purpose_and_departure_at_12                2.625436\n",
-       "┃                   coef_dummy_for_eating_out_purpose_and_departure_at_13                2.360981\n",
-       "┃                   coef_dummy_for_eating_out_purpose_and_duration_of_1_hour             0.310405\n",
-       "┃                   coef_duration_of_0_hours                                             9.959985\n",
-       "┃                   coef_duration_of_11_to_13_hours                                     -0.374055\n",
-       "┃                   coef_duration_of_14_to_18_hours                                      0.000000\n",
-       "┃                   coef_duration_of_1_hour                                              0.000000\n",
-       "┃                   coef_duration_of_2_to_3_hours                                        9.181283\n",
-       "┃                   coef_duration_of_4_to_5_hours                                       -0.483141\n",
-       "┃                   coef_duration_of_6_to_7_hours                                       10.535613\n",
-       "┃                   coef_duration_of_8_to_10_hours                                      10.402183\n",
-       "┃                   coef_duration_shift_for_business_related_                            0.600044\n",
-       "┃                   coef_duration_shift_for_first_sub_tour_of_same_work_tour             0.319885\n",
-       "┃                   coef_duration_shift_for_inbound_auto_travel_time_off_peak           -0.118575\n",
-       "┃                   coef_duration_shift_for_number_of_individual_nonmandatory_tours      0.009894\n",
-       "┃                   coef_duration_shift_for_number_of_joint_tours                       -0.577681\n",
-       "┃                   coef_duration_shift_for_number_of_mandatory_tours                   -1.058788\n",
-       "┃                   coef_duration_shift_for_outbound_auto_travel_time_off_peak           0.145324\n",
-       "┃                   coef_duration_shift_for_subsequent_sub_tour_of_same_work_tour      -10.333603\n",
-       "┃                   coef_early_end_at_5_6                                              -25.000000\n",
-       "┃                   coef_early_start_at_5                                               -2.204068\n",
-       "┃                   coef_evening_end_at_19_20_21                                        -4.521037\n",
-       "┃                   coef_evening_start_at_19_20_21                                      -0.325741\n",
-       "┃                   coef_late_end_at_22_23                                             -11.516565\n",
-       "┃                   coef_late_start_at_22_23                                            -5.142925\n",
-       "┃                   coef_midday_end_at_10_11_12                                         -1.305196\n",
-       "┃                   coef_midday_end_at_13_14                                             0.000000\n",
-       "┃                   coef_midday_start_at_10_11_12                                        0.000000\n",
-       "┃                   coef_midday_start_at_13_14_15                                       -1.051562\n",
-       "┃                   coef_pm_peak_end_at_15                                              -1.432981\n",
-       "┃                   coef_pm_peak_end_at_16                                              -2.055109\n",
-       "┃                   coef_pm_peak_end_at_17                                              -2.404252\n",
-       "┃                   coef_pm_peak_end_at_18                                              -3.500372\n",
-       "┃                   coef_pm_peak_start_at_16_17_18                                      -0.798588\n",
-       "┃                   coef_start_shift_for_business_related_                              -0.083357\n",
-       "┃                   coef_start_shift_for_first_sub_tour_of_same_work_tour               -0.168324\n",
-       "┃                   coef_start_shift_for_inbound_auto_travel_time_off_peak              -0.099019\n",
-       "┃                   coef_start_shift_for_number_of_individual_nonmandatory_tours         0.026777\n",
-       "┃                   coef_start_shift_for_number_of_joint_tours                          -0.019722\n",
-       "┃                   coef_start_shift_for_number_of_mandatory_tours                       0.059018\n",
-       "┃                   coef_start_shift_for_outbound_auto_travel_time_off_peak              0.100349\n",
-       "┃                   coef_start_shift_for_subsequent_sub_tour_of_same_work_tour          -0.360206\n",
+       "┣                x: coef_am_peak_end                                                   -2.543876\n",
+       "┃                   coef_am_peak_start_at_6                                            -5.790935\n",
+       "┃                   coef_am_peak_start_at_7                                            -4.238642\n",
+       "┃                   coef_am_peak_start_at_8                                            -2.371798\n",
+       "┃                   coef_am_peak_start_at_9                                            -2.106247\n",
+       "┃                   coef_dummy_for_business_related_purpose_and_duration_from_0_to_1   -1.656086\n",
+       "┃                   coef_dummy_for_eating_out_purpose_and_departure_at_11               1.371453\n",
+       "┃                   coef_dummy_for_eating_out_purpose_and_departure_at_12               2.454861\n",
+       "┃                   coef_dummy_for_eating_out_purpose_and_departure_at_13               1.832150\n",
+       "┃                   coef_dummy_for_eating_out_purpose_and_duration_of_1_hour            0.534786\n",
+       "┃                   coef_duration_of_0_hours                                           -1.056506\n",
+       "┃                   coef_duration_of_11_to_13_hours                                     0.292100\n",
+       "┃                   coef_duration_of_14_to_18_hours                                     0.000000\n",
+       "┃                   coef_duration_of_1_hour                                             0.000000\n",
+       "┃                   coef_duration_of_2_to_3_hours                                      -1.478463\n",
+       "┃                   coef_duration_of_4_to_5_hours                                      -1.032651\n",
+       "┃                   coef_duration_of_6_to_7_hours                                       1.074781\n",
+       "┃                   coef_duration_of_8_to_10_hours                                      1.476278\n",
+       "┃                   coef_duration_shift_for_business_related_                           0.237322\n",
+       "┃                   coef_duration_shift_for_first_sub_tour_of_same_work_tour           -0.199899\n",
+       "┃                   coef_duration_shift_for_inbound_auto_travel_time_off_peak           0.022979\n",
+       "┃                   coef_duration_shift_for_number_of_individual_nonmandatory_tours    -0.075913\n",
+       "┃                   coef_duration_shift_for_number_of_joint_tours                      -0.234618\n",
+       "┃                   coef_duration_shift_for_number_of_mandatory_tours                  -0.909117\n",
+       "┃                   coef_duration_shift_for_outbound_auto_travel_time_off_peak         -0.002863\n",
+       "┃                   coef_duration_shift_for_subsequent_sub_tour_of_same_work_tour      -0.371148\n",
+       "┃                   coef_early_end_at_5_6                                              -2.693000\n",
+       "┃                   coef_early_start_at_5                                              -7.645209\n",
+       "┃                   coef_evening_end_at_19_20_21                                       -2.460690\n",
+       "┃                   coef_evening_start_at_19_20_21                                     -0.786571\n",
+       "┃                   coef_late_end_at_22_23                                             -2.391664\n",
+       "┃                   coef_late_start_at_22_23                                           -0.890587\n",
+       "┃                   coef_midday_end_at_10_11_12                                        -2.145575\n",
+       "┃                   coef_midday_end_at_13_14                                            0.000000\n",
+       "┃                   coef_midday_start_at_10_11_12                                       0.000000\n",
+       "┃                   coef_midday_start_at_13_14_15                                      -0.665045\n",
+       "┃                   coef_pm_peak_end_at_15                                             -0.586475\n",
+       "┃                   coef_pm_peak_end_at_16                                             -1.337297\n",
+       "┃                   coef_pm_peak_end_at_17                                             -1.432487\n",
+       "┃                   coef_pm_peak_end_at_18                                             -1.702240\n",
+       "┃                   coef_pm_peak_start_at_16_17_18                                     -0.000431\n",
+       "┃                   coef_start_shift_for_business_related_                             -0.071618\n",
+       "┃                   coef_start_shift_for_first_sub_tour_of_same_work_tour              -0.458549\n",
+       "┃                   coef_start_shift_for_inbound_auto_travel_time_off_peak             -0.011025\n",
+       "┃                   coef_start_shift_for_number_of_individual_nonmandatory_tours       -0.019137\n",
+       "┃                   coef_start_shift_for_number_of_joint_tours                          0.025502\n",
+       "┃                   coef_start_shift_for_number_of_mandatory_tours                     -0.067479\n",
+       "┃                   coef_start_shift_for_outbound_auto_travel_time_off_peak             0.010616\n",
+       "┃                   coef_start_shift_for_subsequent_sub_tour_of_same_work_tour         -0.117673\n",
        "┃                   dtype: float64\n",
-       "┣          loglike: -1401.9305368056416\n",
-       "┣        d_loglike: coef_am_peak_end                                                    1.755671e-04\n",
-       "┃                   coef_am_peak_start_at_6                                            -3.041241e-08\n",
-       "┃                   coef_am_peak_start_at_7                                            -8.670115e-05\n",
-       "┃                   coef_am_peak_start_at_8                                             5.028242e-05\n",
-       "┃                   coef_am_peak_start_at_9                                             5.798423e-04\n",
-       "┃                   coef_dummy_for_business_related_purpose_and_duration_from_0_to_1    1.601202e-04\n",
-       "┃                   coef_dummy_for_eating_out_purpose_and_departure_at_11              -3.475790e-05\n",
-       "┃                   coef_dummy_for_eating_out_purpose_and_departure_at_12              -5.671365e-05\n",
-       "┃                   coef_dummy_for_eating_out_purpose_and_departure_at_13              -2.578419e-05\n",
-       "┃                   coef_dummy_for_eating_out_purpose_and_duration_of_1_hour            1.872976e-04\n",
-       "┃                   coef_duration_of_0_hours                                           -1.158083e-03\n",
-       "┃                   coef_duration_of_11_to_13_hours                                    -1.673798e-06\n",
+       "┣          logloss: 2.887476765558531\n",
+       "┣        d_logloss: coef_am_peak_end                                                   -4.854218e-05\n",
+       "┃                   coef_am_peak_start_at_6                                             1.910552e-05\n",
+       "┃                   coef_am_peak_start_at_7                                             9.916948e-07\n",
+       "┃                   coef_am_peak_start_at_8                                             4.037261e-05\n",
+       "┃                   coef_am_peak_start_at_9                                             1.440668e-04\n",
+       "┃                   coef_dummy_for_business_related_purpose_and_duration_from_0_to_1   -1.280892e-04\n",
+       "┃                   coef_dummy_for_eating_out_purpose_and_departure_at_11               1.803296e-04\n",
+       "┃                   coef_dummy_for_eating_out_purpose_and_departure_at_12              -1.483346e-04\n",
+       "┃                   coef_dummy_for_eating_out_purpose_and_departure_at_13               1.713493e-04\n",
+       "┃                   coef_dummy_for_eating_out_purpose_and_duration_of_1_hour           -2.135625e-04\n",
+       "┃                   coef_duration_of_0_hours                                            8.415289e-05\n",
+       "┃                   coef_duration_of_11_to_13_hours                                    -6.167370e-06\n",
        "┃                   coef_duration_of_14_to_18_hours                                     0.000000e+00\n",
        "┃                   coef_duration_of_1_hour                                             0.000000e+00\n",
-       "┃                   coef_duration_of_2_to_3_hours                                       9.972871e-04\n",
-       "┃                   coef_duration_of_4_to_5_hours                                       1.179130e-04\n",
-       "┃                   coef_duration_of_6_to_7_hours                                      -3.119839e-04\n",
-       "┃                   coef_duration_of_8_to_10_hours                                      1.749841e-06\n",
-       "┃                   coef_duration_shift_for_business_related_                          -1.422810e-03\n",
-       "┃                   coef_duration_shift_for_first_sub_tour_of_same_work_tour           -6.454765e-04\n",
-       "┃                   coef_duration_shift_for_inbound_auto_travel_time_off_peak           8.510358e-03\n",
-       "┃                   coef_duration_shift_for_number_of_individual_nonmandatory_tours    -1.352429e-03\n",
-       "┃                   coef_duration_shift_for_number_of_joint_tours                       1.961158e-04\n",
-       "┃                   coef_duration_shift_for_number_of_mandatory_tours                  -6.872100e-04\n",
-       "┃                   coef_duration_shift_for_outbound_auto_travel_time_off_peak          7.485785e-03\n",
-       "┃                   coef_duration_shift_for_subsequent_sub_tour_of_same_work_tour      -5.553217e-06\n",
-       "┃                   coef_early_end_at_5_6                                              -4.444583e-11\n",
-       "┃                   coef_early_start_at_5                                               5.404961e-05\n",
-       "┃                   coef_evening_end_at_19_20_21                                       -3.938375e-04\n",
-       "┃                   coef_evening_start_at_19_20_21                                     -1.613864e-04\n",
-       "┃                   coef_late_end_at_22_23                                             -3.810622e-04\n",
-       "┃                   coef_late_start_at_22_23                                           -1.853500e-06\n",
-       "┃                   coef_midday_end_at_10_11_12                                         6.960928e-04\n",
+       "┃                   coef_duration_of_2_to_3_hours                                      -1.347427e-04\n",
+       "┃                   coef_duration_of_4_to_5_hours                                       1.170007e-05\n",
+       "┃                   coef_duration_of_6_to_7_hours                                      -7.452797e-05\n",
+       "┃                   coef_duration_of_8_to_10_hours                                     -4.591330e-06\n",
+       "┃                   coef_duration_shift_for_business_related_                           1.631608e-04\n",
+       "┃                   coef_duration_shift_for_first_sub_tour_of_same_work_tour            6.894456e-05\n",
+       "┃                   coef_duration_shift_for_inbound_auto_travel_time_off_peak          -1.645782e-04\n",
+       "┃                   coef_duration_shift_for_number_of_individual_nonmandatory_tours    -1.965446e-04\n",
+       "┃                   coef_duration_shift_for_number_of_joint_tours                       2.409234e-04\n",
+       "┃                   coef_duration_shift_for_number_of_mandatory_tours                  -9.571494e-05\n",
+       "┃                   coef_duration_shift_for_outbound_auto_travel_time_off_peak          5.935593e-05\n",
+       "┃                   coef_duration_shift_for_subsequent_sub_tour_of_same_work_tour      -5.141939e-05\n",
+       "┃                   coef_early_end_at_5_6                                               1.627725e-05\n",
+       "┃                   coef_early_start_at_5                                               7.249674e-05\n",
+       "┃                   coef_evening_end_at_19_20_21                                       -1.112621e-04\n",
+       "┃                   coef_evening_start_at_19_20_21                                      1.220311e-04\n",
+       "┃                   coef_late_end_at_22_23                                             -5.597541e-05\n",
+       "┃                   coef_late_start_at_22_23                                           -9.478339e-05\n",
+       "┃                   coef_midday_end_at_10_11_12                                        -2.023533e-05\n",
        "┃                   coef_midday_end_at_13_14                                            0.000000e+00\n",
        "┃                   coef_midday_start_at_10_11_12                                       0.000000e+00\n",
-       "┃                   coef_midday_start_at_13_14_15                                       8.833428e-05\n",
-       "┃                   coef_pm_peak_end_at_15                                             -2.278624e-04\n",
-       "┃                   coef_pm_peak_end_at_16                                             -3.377131e-05\n",
-       "┃                   coef_pm_peak_end_at_17                                             -4.096157e-04\n",
-       "┃                   coef_pm_peak_end_at_18                                             -4.205497e-04\n",
-       "┃                   coef_pm_peak_start_at_16_17_18                                     -8.339350e-04\n",
-       "┃                   coef_start_shift_for_business_related_                              1.194878e-04\n",
-       "┃                   coef_start_shift_for_first_sub_tour_of_same_work_tour              -1.481936e-02\n",
-       "┃                   coef_start_shift_for_inbound_auto_travel_time_off_peak             -1.201511e-01\n",
-       "┃                   coef_start_shift_for_number_of_individual_nonmandatory_tours       -1.882400e-03\n",
-       "┃                   coef_start_shift_for_number_of_joint_tours                         -1.517039e-03\n",
-       "┃                   coef_start_shift_for_number_of_mandatory_tours                     -1.475028e-02\n",
-       "┃                   coef_start_shift_for_outbound_auto_travel_time_off_peak            -1.163942e-01\n",
-       "┃                   coef_start_shift_for_subsequent_sub_tour_of_same_work_tour          2.856907e-05\n",
+       "┃                   coef_midday_start_at_13_14_15                                       8.980809e-05\n",
+       "┃                   coef_pm_peak_end_at_15                                             -2.232845e-04\n",
+       "┃                   coef_pm_peak_end_at_16                                             -4.780466e-05\n",
+       "┃                   coef_pm_peak_end_at_17                                              3.154057e-04\n",
+       "┃                   coef_pm_peak_end_at_18                                             -1.485193e-04\n",
+       "┃                   coef_pm_peak_start_at_16_17_18                                     -3.850429e-05\n",
+       "┃                   coef_start_shift_for_business_related_                             -2.801495e-06\n",
+       "┃                   coef_start_shift_for_first_sub_tour_of_same_work_tour               1.192141e-04\n",
+       "┃                   coef_start_shift_for_inbound_auto_travel_time_off_peak              7.248793e-05\n",
+       "┃                   coef_start_shift_for_number_of_individual_nonmandatory_tours       -4.273167e-05\n",
+       "┃                   coef_start_shift_for_number_of_joint_tours                          4.702349e-05\n",
+       "┃                   coef_start_shift_for_number_of_mandatory_tours                     -4.354135e-05\n",
+       "┃                   coef_start_shift_for_outbound_auto_travel_time_off_peak            -4.170920e-05\n",
+       "┃                   coef_start_shift_for_subsequent_sub_tour_of_same_work_tour          1.286129e-04\n",
        "┃                   dtype: float64\n",
        "┣              nit: 68\n",
-       "┣             nfev: 132\n",
+       "┣             nfev: 75\n",
        "┣             njev: 68\n",
        "┣           status: 0\n",
        "┣          message: 'Optimization terminated successfully'\n",
        "┣          success: True\n",
-       "┣     elapsed_time: datetime.timedelta(seconds=1, microseconds=774115)\n",
+       "┣     elapsed_time: datetime.timedelta(seconds=5, microseconds=198235)\n",
        "┣           method: 'slsqp'\n",
-       "┣          n_cases: 464\n",
+       "┣          n_cases: 6036\n",
        "┣ iteration_number: 68\n",
-       "┣          logloss: 3.021402018977676"
+       "┣          loglike: -17373.947698365682"
       ]
      },
-     "execution_count": 8,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "model.estimate()"
+    "model.estimate(maxiter=900)"
    ]
   },
   {
@@ -3233,519 +3380,496 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/html": [
-       "<style  type=\"text/css\" >\n",
-       "    #T_cf699_ th {\n",
-       "          vertical-align: top;\n",
-       "          text-align: left;\n",
-       "    }    #T_cf699_ td {\n",
-       "          vertical-align: top;\n",
-       "          text-align: left;\n",
-       "    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-       "            font-family: monospace;\n",
-       "        }</style><table id=\"T_cf699_\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >Value</th>        <th class=\"col_heading level0 col1\" >Std Err</th>        <th class=\"col_heading level0 col2\" >t Stat</th>        <th class=\"col_heading level0 col3\" >Signif</th>        <th class=\"col_heading level0 col4\" >Like Ratio</th>        <th class=\"col_heading level0 col5\" >Null Value</th>        <th class=\"col_heading level0 col6\" >Constrained</th>    </tr></thead><tbody>\n",
-       "                <tr>\n",
-       "                        <th id=\"T_cf699_level0_row0\" class=\"row_heading level0 row0\" >coef_am_peak_end</th>\n",
-       "                        <td id=\"T_cf699_row0_col0\" class=\"data row0 col0\" >-1.37</td>\n",
-       "                        <td id=\"T_cf699_row0_col1\" class=\"data row0 col1\" > 0.551</td>\n",
-       "                        <td id=\"T_cf699_row0_col2\" class=\"data row0 col2\" >-2.49</td>\n",
-       "                        <td id=\"T_cf699_row0_col3\" class=\"data row0 col3\" >*</td>\n",
-       "                        <td id=\"T_cf699_row0_col4\" class=\"data row0 col4\" > NA</td>\n",
-       "                        <td id=\"T_cf699_row0_col5\" class=\"data row0 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_cf699_row0_col6\" class=\"data row0 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_cf699_level0_row1\" class=\"row_heading level0 row1\" >coef_am_peak_start_at_6</th>\n",
-       "                        <td id=\"T_cf699_row1_col0\" class=\"data row1 col0\" >-20.6</td>\n",
-       "                        <td id=\"T_cf699_row1_col1\" class=\"data row1 col1\" > 7.33</td>\n",
-       "                        <td id=\"T_cf699_row1_col2\" class=\"data row1 col2\" >-2.81</td>\n",
-       "                        <td id=\"T_cf699_row1_col3\" class=\"data row1 col3\" >**</td>\n",
-       "                        <td id=\"T_cf699_row1_col4\" class=\"data row1 col4\" > NA</td>\n",
-       "                        <td id=\"T_cf699_row1_col5\" class=\"data row1 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_cf699_row1_col6\" class=\"data row1 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_cf699_level0_row2\" class=\"row_heading level0 row2\" >coef_am_peak_start_at_7</th>\n",
-       "                        <td id=\"T_cf699_row2_col0\" class=\"data row2 col0\" >-2.83</td>\n",
-       "                        <td id=\"T_cf699_row2_col1\" class=\"data row2 col1\" > 0.615</td>\n",
-       "                        <td id=\"T_cf699_row2_col2\" class=\"data row2 col2\" >-4.59</td>\n",
-       "                        <td id=\"T_cf699_row2_col3\" class=\"data row2 col3\" >***</td>\n",
-       "                        <td id=\"T_cf699_row2_col4\" class=\"data row2 col4\" > NA</td>\n",
-       "                        <td id=\"T_cf699_row2_col5\" class=\"data row2 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_cf699_row2_col6\" class=\"data row2 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_cf699_level0_row3\" class=\"row_heading level0 row3\" >coef_am_peak_start_at_8</th>\n",
-       "                        <td id=\"T_cf699_row3_col0\" class=\"data row3 col0\" >-1.20</td>\n",
-       "                        <td id=\"T_cf699_row3_col1\" class=\"data row3 col1\" > 0.405</td>\n",
-       "                        <td id=\"T_cf699_row3_col2\" class=\"data row3 col2\" >-2.96</td>\n",
-       "                        <td id=\"T_cf699_row3_col3\" class=\"data row3 col3\" >**</td>\n",
-       "                        <td id=\"T_cf699_row3_col4\" class=\"data row3 col4\" > NA</td>\n",
-       "                        <td id=\"T_cf699_row3_col5\" class=\"data row3 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_cf699_row3_col6\" class=\"data row3 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_cf699_level0_row4\" class=\"row_heading level0 row4\" >coef_am_peak_start_at_9</th>\n",
-       "                        <td id=\"T_cf699_row4_col0\" class=\"data row4 col0\" >-1.62</td>\n",
-       "                        <td id=\"T_cf699_row4_col1\" class=\"data row4 col1\" > 0.372</td>\n",
-       "                        <td id=\"T_cf699_row4_col2\" class=\"data row4 col2\" >-4.35</td>\n",
-       "                        <td id=\"T_cf699_row4_col3\" class=\"data row4 col3\" >***</td>\n",
-       "                        <td id=\"T_cf699_row4_col4\" class=\"data row4 col4\" > NA</td>\n",
-       "                        <td id=\"T_cf699_row4_col5\" class=\"data row4 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_cf699_row4_col6\" class=\"data row4 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_cf699_level0_row5\" class=\"row_heading level0 row5\" >coef_dummy_for_business_related_purpose_and_duration_from_0_to_1</th>\n",
-       "                        <td id=\"T_cf699_row5_col0\" class=\"data row5 col0\" >-0.663</td>\n",
-       "                        <td id=\"T_cf699_row5_col1\" class=\"data row5 col1\" > 0.597</td>\n",
-       "                        <td id=\"T_cf699_row5_col2\" class=\"data row5 col2\" >-1.11</td>\n",
-       "                        <td id=\"T_cf699_row5_col3\" class=\"data row5 col3\" ></td>\n",
-       "                        <td id=\"T_cf699_row5_col4\" class=\"data row5 col4\" > NA</td>\n",
-       "                        <td id=\"T_cf699_row5_col5\" class=\"data row5 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_cf699_row5_col6\" class=\"data row5 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_cf699_level0_row6\" class=\"row_heading level0 row6\" >coef_dummy_for_eating_out_purpose_and_departure_at_11</th>\n",
-       "                        <td id=\"T_cf699_row6_col0\" class=\"data row6 col0\" > 1.15</td>\n",
-       "                        <td id=\"T_cf699_row6_col1\" class=\"data row6 col1\" > 0.559</td>\n",
-       "                        <td id=\"T_cf699_row6_col2\" class=\"data row6 col2\" > 2.06</td>\n",
-       "                        <td id=\"T_cf699_row6_col3\" class=\"data row6 col3\" >*</td>\n",
-       "                        <td id=\"T_cf699_row6_col4\" class=\"data row6 col4\" > NA</td>\n",
-       "                        <td id=\"T_cf699_row6_col5\" class=\"data row6 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_cf699_row6_col6\" class=\"data row6 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_cf699_level0_row7\" class=\"row_heading level0 row7\" >coef_dummy_for_eating_out_purpose_and_departure_at_12</th>\n",
-       "                        <td id=\"T_cf699_row7_col0\" class=\"data row7 col0\" > 2.63</td>\n",
-       "                        <td id=\"T_cf699_row7_col1\" class=\"data row7 col1\" > 0.598</td>\n",
-       "                        <td id=\"T_cf699_row7_col2\" class=\"data row7 col2\" > 4.39</td>\n",
-       "                        <td id=\"T_cf699_row7_col3\" class=\"data row7 col3\" >***</td>\n",
-       "                        <td id=\"T_cf699_row7_col4\" class=\"data row7 col4\" > NA</td>\n",
-       "                        <td id=\"T_cf699_row7_col5\" class=\"data row7 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_cf699_row7_col6\" class=\"data row7 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_cf699_level0_row8\" class=\"row_heading level0 row8\" >coef_dummy_for_eating_out_purpose_and_departure_at_13</th>\n",
-       "                        <td id=\"T_cf699_row8_col0\" class=\"data row8 col0\" > 2.36</td>\n",
-       "                        <td id=\"T_cf699_row8_col1\" class=\"data row8 col1\" > 0.785</td>\n",
-       "                        <td id=\"T_cf699_row8_col2\" class=\"data row8 col2\" > 3.01</td>\n",
-       "                        <td id=\"T_cf699_row8_col3\" class=\"data row8 col3\" >**</td>\n",
-       "                        <td id=\"T_cf699_row8_col4\" class=\"data row8 col4\" > NA</td>\n",
-       "                        <td id=\"T_cf699_row8_col5\" class=\"data row8 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_cf699_row8_col6\" class=\"data row8 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_cf699_level0_row9\" class=\"row_heading level0 row9\" >coef_dummy_for_eating_out_purpose_and_duration_of_1_hour</th>\n",
-       "                        <td id=\"T_cf699_row9_col0\" class=\"data row9 col0\" > 0.310</td>\n",
-       "                        <td id=\"T_cf699_row9_col1\" class=\"data row9 col1\" > 0.516</td>\n",
-       "                        <td id=\"T_cf699_row9_col2\" class=\"data row9 col2\" > 0.60</td>\n",
-       "                        <td id=\"T_cf699_row9_col3\" class=\"data row9 col3\" ></td>\n",
-       "                        <td id=\"T_cf699_row9_col4\" class=\"data row9 col4\" > NA</td>\n",
-       "                        <td id=\"T_cf699_row9_col5\" class=\"data row9 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_cf699_row9_col6\" class=\"data row9 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_cf699_level0_row10\" class=\"row_heading level0 row10\" >coef_duration_of_0_hours</th>\n",
-       "                        <td id=\"T_cf699_row10_col0\" class=\"data row10 col0\" > 9.96</td>\n",
-       "                        <td id=\"T_cf699_row10_col1\" class=\"data row10 col1\" > 1.24</td>\n",
-       "                        <td id=\"T_cf699_row10_col2\" class=\"data row10 col2\" > 8.06</td>\n",
-       "                        <td id=\"T_cf699_row10_col3\" class=\"data row10 col3\" >***</td>\n",
-       "                        <td id=\"T_cf699_row10_col4\" class=\"data row10 col4\" > NA</td>\n",
-       "                        <td id=\"T_cf699_row10_col5\" class=\"data row10 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_cf699_row10_col6\" class=\"data row10 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_cf699_level0_row11\" class=\"row_heading level0 row11\" >coef_duration_of_11_to_13_hours</th>\n",
-       "                        <td id=\"T_cf699_row11_col0\" class=\"data row11 col0\" >-0.374</td>\n",
-       "                        <td id=\"T_cf699_row11_col1\" class=\"data row11 col1\" > 773.</td>\n",
-       "                        <td id=\"T_cf699_row11_col2\" class=\"data row11 col2\" >-0.00</td>\n",
-       "                        <td id=\"T_cf699_row11_col3\" class=\"data row11 col3\" ></td>\n",
-       "                        <td id=\"T_cf699_row11_col4\" class=\"data row11 col4\" > NA</td>\n",
-       "                        <td id=\"T_cf699_row11_col5\" class=\"data row11 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_cf699_row11_col6\" class=\"data row11 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_cf699_level0_row12\" class=\"row_heading level0 row12\" >coef_duration_of_14_to_18_hours</th>\n",
-       "                        <td id=\"T_cf699_row12_col0\" class=\"data row12 col0\" > 0.00</td>\n",
-       "                        <td id=\"T_cf699_row12_col1\" class=\"data row12 col1\" > NA</td>\n",
-       "                        <td id=\"T_cf699_row12_col2\" class=\"data row12 col2\" > NA</td>\n",
-       "                        <td id=\"T_cf699_row12_col3\" class=\"data row12 col3\" ></td>\n",
-       "                        <td id=\"T_cf699_row12_col4\" class=\"data row12 col4\" > NA</td>\n",
-       "                        <td id=\"T_cf699_row12_col5\" class=\"data row12 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_cf699_row12_col6\" class=\"data row12 col6\" >fixed value</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_cf699_level0_row13\" class=\"row_heading level0 row13\" >coef_duration_of_1_hour</th>\n",
-       "                        <td id=\"T_cf699_row13_col0\" class=\"data row13 col0\" > 0.00</td>\n",
-       "                        <td id=\"T_cf699_row13_col1\" class=\"data row13 col1\" > NA</td>\n",
-       "                        <td id=\"T_cf699_row13_col2\" class=\"data row13 col2\" > NA</td>\n",
-       "                        <td id=\"T_cf699_row13_col3\" class=\"data row13 col3\" ></td>\n",
-       "                        <td id=\"T_cf699_row13_col4\" class=\"data row13 col4\" > NA</td>\n",
-       "                        <td id=\"T_cf699_row13_col5\" class=\"data row13 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_cf699_row13_col6\" class=\"data row13 col6\" >fixed value</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_cf699_level0_row14\" class=\"row_heading level0 row14\" >coef_duration_of_2_to_3_hours</th>\n",
-       "                        <td id=\"T_cf699_row14_col0\" class=\"data row14 col0\" > 9.18</td>\n",
-       "                        <td id=\"T_cf699_row14_col1\" class=\"data row14 col1\" > 1.26</td>\n",
-       "                        <td id=\"T_cf699_row14_col2\" class=\"data row14 col2\" > 7.27</td>\n",
-       "                        <td id=\"T_cf699_row14_col3\" class=\"data row14 col3\" >***</td>\n",
-       "                        <td id=\"T_cf699_row14_col4\" class=\"data row14 col4\" > NA</td>\n",
-       "                        <td id=\"T_cf699_row14_col5\" class=\"data row14 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_cf699_row14_col6\" class=\"data row14 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_cf699_level0_row15\" class=\"row_heading level0 row15\" >coef_duration_of_4_to_5_hours</th>\n",
-       "                        <td id=\"T_cf699_row15_col0\" class=\"data row15 col0\" >-0.483</td>\n",
-       "                        <td id=\"T_cf699_row15_col1\" class=\"data row15 col1\" > 0.399</td>\n",
-       "                        <td id=\"T_cf699_row15_col2\" class=\"data row15 col2\" >-1.21</td>\n",
-       "                        <td id=\"T_cf699_row15_col3\" class=\"data row15 col3\" ></td>\n",
-       "                        <td id=\"T_cf699_row15_col4\" class=\"data row15 col4\" > NA</td>\n",
-       "                        <td id=\"T_cf699_row15_col5\" class=\"data row15 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_cf699_row15_col6\" class=\"data row15 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_cf699_level0_row16\" class=\"row_heading level0 row16\" >coef_duration_of_6_to_7_hours</th>\n",
-       "                        <td id=\"T_cf699_row16_col0\" class=\"data row16 col0\" > 10.5</td>\n",
-       "                        <td id=\"T_cf699_row16_col1\" class=\"data row16 col1\" > 1.48</td>\n",
-       "                        <td id=\"T_cf699_row16_col2\" class=\"data row16 col2\" > 7.11</td>\n",
-       "                        <td id=\"T_cf699_row16_col3\" class=\"data row16 col3\" >***</td>\n",
-       "                        <td id=\"T_cf699_row16_col4\" class=\"data row16 col4\" > NA</td>\n",
-       "                        <td id=\"T_cf699_row16_col5\" class=\"data row16 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_cf699_row16_col6\" class=\"data row16 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_cf699_level0_row17\" class=\"row_heading level0 row17\" >coef_duration_of_8_to_10_hours</th>\n",
-       "                        <td id=\"T_cf699_row17_col0\" class=\"data row17 col0\" > 10.4</td>\n",
-       "                        <td id=\"T_cf699_row17_col1\" class=\"data row17 col1\" > 1.83</td>\n",
-       "                        <td id=\"T_cf699_row17_col2\" class=\"data row17 col2\" > 5.70</td>\n",
-       "                        <td id=\"T_cf699_row17_col3\" class=\"data row17 col3\" >***</td>\n",
-       "                        <td id=\"T_cf699_row17_col4\" class=\"data row17 col4\" > NA</td>\n",
-       "                        <td id=\"T_cf699_row17_col5\" class=\"data row17 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_cf699_row17_col6\" class=\"data row17 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_cf699_level0_row18\" class=\"row_heading level0 row18\" >coef_duration_shift_for_business_related_</th>\n",
-       "                        <td id=\"T_cf699_row18_col0\" class=\"data row18 col0\" > 0.600</td>\n",
-       "                        <td id=\"T_cf699_row18_col1\" class=\"data row18 col1\" > 0.143</td>\n",
-       "                        <td id=\"T_cf699_row18_col2\" class=\"data row18 col2\" > 4.20</td>\n",
-       "                        <td id=\"T_cf699_row18_col3\" class=\"data row18 col3\" >***</td>\n",
-       "                        <td id=\"T_cf699_row18_col4\" class=\"data row18 col4\" > NA</td>\n",
-       "                        <td id=\"T_cf699_row18_col5\" class=\"data row18 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_cf699_row18_col6\" class=\"data row18 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_cf699_level0_row19\" class=\"row_heading level0 row19\" >coef_duration_shift_for_first_sub_tour_of_same_work_tour</th>\n",
-       "                        <td id=\"T_cf699_row19_col0\" class=\"data row19 col0\" > 0.320</td>\n",
-       "                        <td id=\"T_cf699_row19_col1\" class=\"data row19 col1\" > 0.665</td>\n",
-       "                        <td id=\"T_cf699_row19_col2\" class=\"data row19 col2\" > 0.48</td>\n",
-       "                        <td id=\"T_cf699_row19_col3\" class=\"data row19 col3\" ></td>\n",
-       "                        <td id=\"T_cf699_row19_col4\" class=\"data row19 col4\" > NA</td>\n",
-       "                        <td id=\"T_cf699_row19_col5\" class=\"data row19 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_cf699_row19_col6\" class=\"data row19 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_cf699_level0_row20\" class=\"row_heading level0 row20\" >coef_duration_shift_for_inbound_auto_travel_time_off_peak</th>\n",
-       "                        <td id=\"T_cf699_row20_col0\" class=\"data row20 col0\" >-0.119</td>\n",
-       "                        <td id=\"T_cf699_row20_col1\" class=\"data row20 col1\" > 0.0948</td>\n",
-       "                        <td id=\"T_cf699_row20_col2\" class=\"data row20 col2\" >-1.25</td>\n",
-       "                        <td id=\"T_cf699_row20_col3\" class=\"data row20 col3\" ></td>\n",
-       "                        <td id=\"T_cf699_row20_col4\" class=\"data row20 col4\" > NA</td>\n",
-       "                        <td id=\"T_cf699_row20_col5\" class=\"data row20 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_cf699_row20_col6\" class=\"data row20 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_cf699_level0_row21\" class=\"row_heading level0 row21\" >coef_duration_shift_for_number_of_individual_nonmandatory_tours</th>\n",
-       "                        <td id=\"T_cf699_row21_col0\" class=\"data row21 col0\" > 0.00989</td>\n",
-       "                        <td id=\"T_cf699_row21_col1\" class=\"data row21 col1\" > 0.0574</td>\n",
-       "                        <td id=\"T_cf699_row21_col2\" class=\"data row21 col2\" > 0.17</td>\n",
-       "                        <td id=\"T_cf699_row21_col3\" class=\"data row21 col3\" ></td>\n",
-       "                        <td id=\"T_cf699_row21_col4\" class=\"data row21 col4\" > NA</td>\n",
-       "                        <td id=\"T_cf699_row21_col5\" class=\"data row21 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_cf699_row21_col6\" class=\"data row21 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_cf699_level0_row22\" class=\"row_heading level0 row22\" >coef_duration_shift_for_number_of_joint_tours</th>\n",
-       "                        <td id=\"T_cf699_row22_col0\" class=\"data row22 col0\" >-0.578</td>\n",
-       "                        <td id=\"T_cf699_row22_col1\" class=\"data row22 col1\" > 0.294</td>\n",
-       "                        <td id=\"T_cf699_row22_col2\" class=\"data row22 col2\" >-1.96</td>\n",
-       "                        <td id=\"T_cf699_row22_col3\" class=\"data row22 col3\" >*</td>\n",
-       "                        <td id=\"T_cf699_row22_col4\" class=\"data row22 col4\" > NA</td>\n",
-       "                        <td id=\"T_cf699_row22_col5\" class=\"data row22 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_cf699_row22_col6\" class=\"data row22 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_cf699_level0_row23\" class=\"row_heading level0 row23\" >coef_duration_shift_for_number_of_mandatory_tours</th>\n",
-       "                        <td id=\"T_cf699_row23_col0\" class=\"data row23 col0\" >-1.06</td>\n",
-       "                        <td id=\"T_cf699_row23_col1\" class=\"data row23 col1\" > 0.652</td>\n",
-       "                        <td id=\"T_cf699_row23_col2\" class=\"data row23 col2\" >-1.62</td>\n",
-       "                        <td id=\"T_cf699_row23_col3\" class=\"data row23 col3\" ></td>\n",
-       "                        <td id=\"T_cf699_row23_col4\" class=\"data row23 col4\" > NA</td>\n",
-       "                        <td id=\"T_cf699_row23_col5\" class=\"data row23 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_cf699_row23_col6\" class=\"data row23 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_cf699_level0_row24\" class=\"row_heading level0 row24\" >coef_duration_shift_for_outbound_auto_travel_time_off_peak</th>\n",
-       "                        <td id=\"T_cf699_row24_col0\" class=\"data row24 col0\" > 0.145</td>\n",
-       "                        <td id=\"T_cf699_row24_col1\" class=\"data row24 col1\" > 0.0956</td>\n",
-       "                        <td id=\"T_cf699_row24_col2\" class=\"data row24 col2\" > 1.52</td>\n",
-       "                        <td id=\"T_cf699_row24_col3\" class=\"data row24 col3\" ></td>\n",
-       "                        <td id=\"T_cf699_row24_col4\" class=\"data row24 col4\" > NA</td>\n",
-       "                        <td id=\"T_cf699_row24_col5\" class=\"data row24 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_cf699_row24_col6\" class=\"data row24 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_cf699_level0_row25\" class=\"row_heading level0 row25\" >coef_duration_shift_for_subsequent_sub_tour_of_same_work_tour</th>\n",
-       "                        <td id=\"T_cf699_row25_col0\" class=\"data row25 col0\" >-10.3</td>\n",
-       "                        <td id=\"T_cf699_row25_col1\" class=\"data row25 col1\" > 424.</td>\n",
-       "                        <td id=\"T_cf699_row25_col2\" class=\"data row25 col2\" >-0.02</td>\n",
-       "                        <td id=\"T_cf699_row25_col3\" class=\"data row25 col3\" ></td>\n",
-       "                        <td id=\"T_cf699_row25_col4\" class=\"data row25 col4\" > NA</td>\n",
-       "                        <td id=\"T_cf699_row25_col5\" class=\"data row25 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_cf699_row25_col6\" class=\"data row25 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_cf699_level0_row26\" class=\"row_heading level0 row26\" >coef_early_end_at_5_6</th>\n",
-       "                        <td id=\"T_cf699_row26_col0\" class=\"data row26 col0\" >-25.0</td>\n",
-       "                        <td id=\"T_cf699_row26_col1\" class=\"data row26 col1\" > NA</td>\n",
-       "                        <td id=\"T_cf699_row26_col2\" class=\"data row26 col2\" > NA</td>\n",
-       "                        <td id=\"T_cf699_row26_col3\" class=\"data row26 col3\" >[*]</td>\n",
-       "                        <td id=\"T_cf699_row26_col4\" class=\"data row26 col4\" > 3.06</td>\n",
-       "                        <td id=\"T_cf699_row26_col5\" class=\"data row26 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_cf699_row26_col6\" class=\"data row26 col6\" >coef_early_end_at_5_6 ≥ -25.0</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_cf699_level0_row27\" class=\"row_heading level0 row27\" >coef_early_start_at_5</th>\n",
-       "                        <td id=\"T_cf699_row27_col0\" class=\"data row27 col0\" >-2.20</td>\n",
-       "                        <td id=\"T_cf699_row27_col1\" class=\"data row27 col1\" > 1.30</td>\n",
-       "                        <td id=\"T_cf699_row27_col2\" class=\"data row27 col2\" >-1.70</td>\n",
-       "                        <td id=\"T_cf699_row27_col3\" class=\"data row27 col3\" ></td>\n",
-       "                        <td id=\"T_cf699_row27_col4\" class=\"data row27 col4\" > NA</td>\n",
-       "                        <td id=\"T_cf699_row27_col5\" class=\"data row27 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_cf699_row27_col6\" class=\"data row27 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_cf699_level0_row28\" class=\"row_heading level0 row28\" >coef_evening_end_at_19_20_21</th>\n",
-       "                        <td id=\"T_cf699_row28_col0\" class=\"data row28 col0\" >-4.52</td>\n",
-       "                        <td id=\"T_cf699_row28_col1\" class=\"data row28 col1\" > 1.26</td>\n",
-       "                        <td id=\"T_cf699_row28_col2\" class=\"data row28 col2\" >-3.59</td>\n",
-       "                        <td id=\"T_cf699_row28_col3\" class=\"data row28 col3\" >***</td>\n",
-       "                        <td id=\"T_cf699_row28_col4\" class=\"data row28 col4\" > NA</td>\n",
-       "                        <td id=\"T_cf699_row28_col5\" class=\"data row28 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_cf699_row28_col6\" class=\"data row28 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_cf699_level0_row29\" class=\"row_heading level0 row29\" >coef_evening_start_at_19_20_21</th>\n",
-       "                        <td id=\"T_cf699_row29_col0\" class=\"data row29 col0\" >-0.326</td>\n",
-       "                        <td id=\"T_cf699_row29_col1\" class=\"data row29 col1\" > 1.53</td>\n",
-       "                        <td id=\"T_cf699_row29_col2\" class=\"data row29 col2\" >-0.21</td>\n",
-       "                        <td id=\"T_cf699_row29_col3\" class=\"data row29 col3\" ></td>\n",
-       "                        <td id=\"T_cf699_row29_col4\" class=\"data row29 col4\" > NA</td>\n",
-       "                        <td id=\"T_cf699_row29_col5\" class=\"data row29 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_cf699_row29_col6\" class=\"data row29 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_cf699_level0_row30\" class=\"row_heading level0 row30\" >coef_late_end_at_22_23</th>\n",
-       "                        <td id=\"T_cf699_row30_col0\" class=\"data row30 col0\" >-11.5</td>\n",
-       "                        <td id=\"T_cf699_row30_col1\" class=\"data row30 col1\" > 51.4</td>\n",
-       "                        <td id=\"T_cf699_row30_col2\" class=\"data row30 col2\" >-0.22</td>\n",
-       "                        <td id=\"T_cf699_row30_col3\" class=\"data row30 col3\" ></td>\n",
-       "                        <td id=\"T_cf699_row30_col4\" class=\"data row30 col4\" > NA</td>\n",
-       "                        <td id=\"T_cf699_row30_col5\" class=\"data row30 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_cf699_row30_col6\" class=\"data row30 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_cf699_level0_row31\" class=\"row_heading level0 row31\" >coef_late_start_at_22_23</th>\n",
-       "                        <td id=\"T_cf699_row31_col0\" class=\"data row31 col0\" >-5.14</td>\n",
-       "                        <td id=\"T_cf699_row31_col1\" class=\"data row31 col1\" > 736.</td>\n",
-       "                        <td id=\"T_cf699_row31_col2\" class=\"data row31 col2\" >-0.01</td>\n",
-       "                        <td id=\"T_cf699_row31_col3\" class=\"data row31 col3\" ></td>\n",
-       "                        <td id=\"T_cf699_row31_col4\" class=\"data row31 col4\" > NA</td>\n",
-       "                        <td id=\"T_cf699_row31_col5\" class=\"data row31 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_cf699_row31_col6\" class=\"data row31 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_cf699_level0_row32\" class=\"row_heading level0 row32\" >coef_midday_end_at_10_11_12</th>\n",
-       "                        <td id=\"T_cf699_row32_col0\" class=\"data row32 col0\" >-1.31</td>\n",
-       "                        <td id=\"T_cf699_row32_col1\" class=\"data row32 col1\" > 0.238</td>\n",
-       "                        <td id=\"T_cf699_row32_col2\" class=\"data row32 col2\" >-5.49</td>\n",
-       "                        <td id=\"T_cf699_row32_col3\" class=\"data row32 col3\" >***</td>\n",
-       "                        <td id=\"T_cf699_row32_col4\" class=\"data row32 col4\" > NA</td>\n",
-       "                        <td id=\"T_cf699_row32_col5\" class=\"data row32 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_cf699_row32_col6\" class=\"data row32 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_cf699_level0_row33\" class=\"row_heading level0 row33\" >coef_midday_end_at_13_14</th>\n",
-       "                        <td id=\"T_cf699_row33_col0\" class=\"data row33 col0\" > 0.00</td>\n",
-       "                        <td id=\"T_cf699_row33_col1\" class=\"data row33 col1\" > NA</td>\n",
-       "                        <td id=\"T_cf699_row33_col2\" class=\"data row33 col2\" > NA</td>\n",
-       "                        <td id=\"T_cf699_row33_col3\" class=\"data row33 col3\" ></td>\n",
-       "                        <td id=\"T_cf699_row33_col4\" class=\"data row33 col4\" > NA</td>\n",
-       "                        <td id=\"T_cf699_row33_col5\" class=\"data row33 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_cf699_row33_col6\" class=\"data row33 col6\" >fixed value</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_cf699_level0_row34\" class=\"row_heading level0 row34\" >coef_midday_start_at_10_11_12</th>\n",
-       "                        <td id=\"T_cf699_row34_col0\" class=\"data row34 col0\" > 0.00</td>\n",
-       "                        <td id=\"T_cf699_row34_col1\" class=\"data row34 col1\" > NA</td>\n",
-       "                        <td id=\"T_cf699_row34_col2\" class=\"data row34 col2\" > NA</td>\n",
-       "                        <td id=\"T_cf699_row34_col3\" class=\"data row34 col3\" ></td>\n",
-       "                        <td id=\"T_cf699_row34_col4\" class=\"data row34 col4\" > NA</td>\n",
-       "                        <td id=\"T_cf699_row34_col5\" class=\"data row34 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_cf699_row34_col6\" class=\"data row34 col6\" >fixed value</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_cf699_level0_row35\" class=\"row_heading level0 row35\" >coef_midday_start_at_13_14_15</th>\n",
-       "                        <td id=\"T_cf699_row35_col0\" class=\"data row35 col0\" >-1.05</td>\n",
-       "                        <td id=\"T_cf699_row35_col1\" class=\"data row35 col1\" > 0.239</td>\n",
-       "                        <td id=\"T_cf699_row35_col2\" class=\"data row35 col2\" >-4.41</td>\n",
-       "                        <td id=\"T_cf699_row35_col3\" class=\"data row35 col3\" >***</td>\n",
-       "                        <td id=\"T_cf699_row35_col4\" class=\"data row35 col4\" > NA</td>\n",
-       "                        <td id=\"T_cf699_row35_col5\" class=\"data row35 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_cf699_row35_col6\" class=\"data row35 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_cf699_level0_row36\" class=\"row_heading level0 row36\" >coef_pm_peak_end_at_15</th>\n",
-       "                        <td id=\"T_cf699_row36_col0\" class=\"data row36 col0\" >-1.43</td>\n",
-       "                        <td id=\"T_cf699_row36_col1\" class=\"data row36 col1\" > 0.260</td>\n",
-       "                        <td id=\"T_cf699_row36_col2\" class=\"data row36 col2\" >-5.50</td>\n",
-       "                        <td id=\"T_cf699_row36_col3\" class=\"data row36 col3\" >***</td>\n",
-       "                        <td id=\"T_cf699_row36_col4\" class=\"data row36 col4\" > NA</td>\n",
-       "                        <td id=\"T_cf699_row36_col5\" class=\"data row36 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_cf699_row36_col6\" class=\"data row36 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_cf699_level0_row37\" class=\"row_heading level0 row37\" >coef_pm_peak_end_at_16</th>\n",
-       "                        <td id=\"T_cf699_row37_col0\" class=\"data row37 col0\" >-2.06</td>\n",
-       "                        <td id=\"T_cf699_row37_col1\" class=\"data row37 col1\" > 0.451</td>\n",
-       "                        <td id=\"T_cf699_row37_col2\" class=\"data row37 col2\" >-4.56</td>\n",
-       "                        <td id=\"T_cf699_row37_col3\" class=\"data row37 col3\" >***</td>\n",
-       "                        <td id=\"T_cf699_row37_col4\" class=\"data row37 col4\" > NA</td>\n",
-       "                        <td id=\"T_cf699_row37_col5\" class=\"data row37 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_cf699_row37_col6\" class=\"data row37 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_cf699_level0_row38\" class=\"row_heading level0 row38\" >coef_pm_peak_end_at_17</th>\n",
-       "                        <td id=\"T_cf699_row38_col0\" class=\"data row38 col0\" >-2.40</td>\n",
-       "                        <td id=\"T_cf699_row38_col1\" class=\"data row38 col1\" > 0.556</td>\n",
-       "                        <td id=\"T_cf699_row38_col2\" class=\"data row38 col2\" >-4.33</td>\n",
-       "                        <td id=\"T_cf699_row38_col3\" class=\"data row38 col3\" >***</td>\n",
-       "                        <td id=\"T_cf699_row38_col4\" class=\"data row38 col4\" > NA</td>\n",
-       "                        <td id=\"T_cf699_row38_col5\" class=\"data row38 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_cf699_row38_col6\" class=\"data row38 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_cf699_level0_row39\" class=\"row_heading level0 row39\" >coef_pm_peak_end_at_18</th>\n",
-       "                        <td id=\"T_cf699_row39_col0\" class=\"data row39 col0\" >-3.50</td>\n",
-       "                        <td id=\"T_cf699_row39_col1\" class=\"data row39 col1\" > 0.738</td>\n",
-       "                        <td id=\"T_cf699_row39_col2\" class=\"data row39 col2\" >-4.74</td>\n",
-       "                        <td id=\"T_cf699_row39_col3\" class=\"data row39 col3\" >***</td>\n",
-       "                        <td id=\"T_cf699_row39_col4\" class=\"data row39 col4\" > NA</td>\n",
-       "                        <td id=\"T_cf699_row39_col5\" class=\"data row39 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_cf699_row39_col6\" class=\"data row39 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_cf699_level0_row40\" class=\"row_heading level0 row40\" >coef_pm_peak_start_at_16_17_18</th>\n",
-       "                        <td id=\"T_cf699_row40_col0\" class=\"data row40 col0\" >-0.799</td>\n",
-       "                        <td id=\"T_cf699_row40_col1\" class=\"data row40 col1\" > 0.642</td>\n",
-       "                        <td id=\"T_cf699_row40_col2\" class=\"data row40 col2\" >-1.24</td>\n",
-       "                        <td id=\"T_cf699_row40_col3\" class=\"data row40 col3\" ></td>\n",
-       "                        <td id=\"T_cf699_row40_col4\" class=\"data row40 col4\" > NA</td>\n",
-       "                        <td id=\"T_cf699_row40_col5\" class=\"data row40 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_cf699_row40_col6\" class=\"data row40 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_cf699_level0_row41\" class=\"row_heading level0 row41\" >coef_start_shift_for_business_related_</th>\n",
-       "                        <td id=\"T_cf699_row41_col0\" class=\"data row41 col0\" >-0.0834</td>\n",
-       "                        <td id=\"T_cf699_row41_col1\" class=\"data row41 col1\" > 0.144</td>\n",
-       "                        <td id=\"T_cf699_row41_col2\" class=\"data row41 col2\" >-0.58</td>\n",
-       "                        <td id=\"T_cf699_row41_col3\" class=\"data row41 col3\" ></td>\n",
-       "                        <td id=\"T_cf699_row41_col4\" class=\"data row41 col4\" > NA</td>\n",
-       "                        <td id=\"T_cf699_row41_col5\" class=\"data row41 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_cf699_row41_col6\" class=\"data row41 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_cf699_level0_row42\" class=\"row_heading level0 row42\" >coef_start_shift_for_first_sub_tour_of_same_work_tour</th>\n",
-       "                        <td id=\"T_cf699_row42_col0\" class=\"data row42 col0\" >-0.168</td>\n",
-       "                        <td id=\"T_cf699_row42_col1\" class=\"data row42 col1\" > 0.135</td>\n",
-       "                        <td id=\"T_cf699_row42_col2\" class=\"data row42 col2\" >-1.25</td>\n",
-       "                        <td id=\"T_cf699_row42_col3\" class=\"data row42 col3\" ></td>\n",
-       "                        <td id=\"T_cf699_row42_col4\" class=\"data row42 col4\" > NA</td>\n",
-       "                        <td id=\"T_cf699_row42_col5\" class=\"data row42 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_cf699_row42_col6\" class=\"data row42 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_cf699_level0_row43\" class=\"row_heading level0 row43\" >coef_start_shift_for_inbound_auto_travel_time_off_peak</th>\n",
-       "                        <td id=\"T_cf699_row43_col0\" class=\"data row43 col0\" >-0.0990</td>\n",
-       "                        <td id=\"T_cf699_row43_col1\" class=\"data row43 col1\" > 0.0641</td>\n",
-       "                        <td id=\"T_cf699_row43_col2\" class=\"data row43 col2\" >-1.54</td>\n",
-       "                        <td id=\"T_cf699_row43_col3\" class=\"data row43 col3\" ></td>\n",
-       "                        <td id=\"T_cf699_row43_col4\" class=\"data row43 col4\" > NA</td>\n",
-       "                        <td id=\"T_cf699_row43_col5\" class=\"data row43 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_cf699_row43_col6\" class=\"data row43 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_cf699_level0_row44\" class=\"row_heading level0 row44\" >coef_start_shift_for_number_of_individual_nonmandatory_tours</th>\n",
-       "                        <td id=\"T_cf699_row44_col0\" class=\"data row44 col0\" > 0.0268</td>\n",
-       "                        <td id=\"T_cf699_row44_col1\" class=\"data row44 col1\" > 0.0292</td>\n",
-       "                        <td id=\"T_cf699_row44_col2\" class=\"data row44 col2\" > 0.92</td>\n",
-       "                        <td id=\"T_cf699_row44_col3\" class=\"data row44 col3\" ></td>\n",
-       "                        <td id=\"T_cf699_row44_col4\" class=\"data row44 col4\" > NA</td>\n",
-       "                        <td id=\"T_cf699_row44_col5\" class=\"data row44 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_cf699_row44_col6\" class=\"data row44 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_cf699_level0_row45\" class=\"row_heading level0 row45\" >coef_start_shift_for_number_of_joint_tours</th>\n",
-       "                        <td id=\"T_cf699_row45_col0\" class=\"data row45 col0\" >-0.0197</td>\n",
-       "                        <td id=\"T_cf699_row45_col1\" class=\"data row45 col1\" > 0.122</td>\n",
-       "                        <td id=\"T_cf699_row45_col2\" class=\"data row45 col2\" >-0.16</td>\n",
-       "                        <td id=\"T_cf699_row45_col3\" class=\"data row45 col3\" ></td>\n",
-       "                        <td id=\"T_cf699_row45_col4\" class=\"data row45 col4\" > NA</td>\n",
-       "                        <td id=\"T_cf699_row45_col5\" class=\"data row45 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_cf699_row45_col6\" class=\"data row45 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_cf699_level0_row46\" class=\"row_heading level0 row46\" >coef_start_shift_for_number_of_mandatory_tours</th>\n",
-       "                        <td id=\"T_cf699_row46_col0\" class=\"data row46 col0\" > 0.0590</td>\n",
-       "                        <td id=\"T_cf699_row46_col1\" class=\"data row46 col1\" > 0.0887</td>\n",
-       "                        <td id=\"T_cf699_row46_col2\" class=\"data row46 col2\" > 0.67</td>\n",
-       "                        <td id=\"T_cf699_row46_col3\" class=\"data row46 col3\" ></td>\n",
-       "                        <td id=\"T_cf699_row46_col4\" class=\"data row46 col4\" > NA</td>\n",
-       "                        <td id=\"T_cf699_row46_col5\" class=\"data row46 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_cf699_row46_col6\" class=\"data row46 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_cf699_level0_row47\" class=\"row_heading level0 row47\" >coef_start_shift_for_outbound_auto_travel_time_off_peak</th>\n",
-       "                        <td id=\"T_cf699_row47_col0\" class=\"data row47 col0\" > 0.100</td>\n",
-       "                        <td id=\"T_cf699_row47_col1\" class=\"data row47 col1\" > 0.0650</td>\n",
-       "                        <td id=\"T_cf699_row47_col2\" class=\"data row47 col2\" > 1.54</td>\n",
-       "                        <td id=\"T_cf699_row47_col3\" class=\"data row47 col3\" ></td>\n",
-       "                        <td id=\"T_cf699_row47_col4\" class=\"data row47 col4\" > NA</td>\n",
-       "                        <td id=\"T_cf699_row47_col5\" class=\"data row47 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_cf699_row47_col6\" class=\"data row47 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_cf699_level0_row48\" class=\"row_heading level0 row48\" >coef_start_shift_for_subsequent_sub_tour_of_same_work_tour</th>\n",
-       "                        <td id=\"T_cf699_row48_col0\" class=\"data row48 col0\" >-0.360</td>\n",
-       "                        <td id=\"T_cf699_row48_col1\" class=\"data row48 col1\" > 0.423</td>\n",
-       "                        <td id=\"T_cf699_row48_col2\" class=\"data row48 col2\" >-0.85</td>\n",
-       "                        <td id=\"T_cf699_row48_col3\" class=\"data row48 col3\" ></td>\n",
-       "                        <td id=\"T_cf699_row48_col4\" class=\"data row48 col4\" > NA</td>\n",
-       "                        <td id=\"T_cf699_row48_col5\" class=\"data row48 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_cf699_row48_col6\" class=\"data row48 col6\" ></td>\n",
-       "            </tr>\n",
-       "    </tbody></table>"
+       "<style type=\"text/css\">\n",
+       "#T_b1a83 th {\n",
+       "  vertical-align: top;\n",
+       "  text-align: left;\n",
+       "}\n",
+       "#T_b1a83 td {\n",
+       "  vertical-align: top;\n",
+       "  text-align: left;\n",
+       "}\n",
+       "#T_b1a83_row0_col0, #T_b1a83_row0_col1, #T_b1a83_row0_col2, #T_b1a83_row0_col3, #T_b1a83_row0_col4, #T_b1a83_row1_col0, #T_b1a83_row1_col1, #T_b1a83_row1_col2, #T_b1a83_row1_col3, #T_b1a83_row1_col4, #T_b1a83_row2_col0, #T_b1a83_row2_col1, #T_b1a83_row2_col2, #T_b1a83_row2_col3, #T_b1a83_row2_col4, #T_b1a83_row3_col0, #T_b1a83_row3_col1, #T_b1a83_row3_col2, #T_b1a83_row3_col3, #T_b1a83_row3_col4, #T_b1a83_row4_col0, #T_b1a83_row4_col1, #T_b1a83_row4_col2, #T_b1a83_row4_col3, #T_b1a83_row4_col4, #T_b1a83_row5_col0, #T_b1a83_row5_col1, #T_b1a83_row5_col2, #T_b1a83_row5_col3, #T_b1a83_row5_col4, #T_b1a83_row6_col0, #T_b1a83_row6_col1, #T_b1a83_row6_col2, #T_b1a83_row6_col3, #T_b1a83_row6_col4, #T_b1a83_row7_col0, #T_b1a83_row7_col1, #T_b1a83_row7_col2, #T_b1a83_row7_col3, #T_b1a83_row7_col4, #T_b1a83_row8_col0, #T_b1a83_row8_col1, #T_b1a83_row8_col2, #T_b1a83_row8_col3, #T_b1a83_row8_col4, #T_b1a83_row9_col0, #T_b1a83_row9_col1, #T_b1a83_row9_col2, #T_b1a83_row9_col3, #T_b1a83_row9_col4, #T_b1a83_row10_col0, #T_b1a83_row10_col1, #T_b1a83_row10_col2, #T_b1a83_row10_col3, #T_b1a83_row10_col4, #T_b1a83_row11_col0, #T_b1a83_row11_col1, #T_b1a83_row11_col2, #T_b1a83_row11_col3, #T_b1a83_row11_col4, #T_b1a83_row12_col0, #T_b1a83_row12_col1, #T_b1a83_row12_col2, #T_b1a83_row12_col3, #T_b1a83_row12_col4, #T_b1a83_row13_col0, #T_b1a83_row13_col1, #T_b1a83_row13_col2, #T_b1a83_row13_col3, #T_b1a83_row13_col4, #T_b1a83_row14_col0, #T_b1a83_row14_col1, #T_b1a83_row14_col2, #T_b1a83_row14_col3, #T_b1a83_row14_col4, #T_b1a83_row15_col0, #T_b1a83_row15_col1, #T_b1a83_row15_col2, #T_b1a83_row15_col3, #T_b1a83_row15_col4, #T_b1a83_row16_col0, #T_b1a83_row16_col1, #T_b1a83_row16_col2, #T_b1a83_row16_col3, #T_b1a83_row16_col4, #T_b1a83_row17_col0, #T_b1a83_row17_col1, #T_b1a83_row17_col2, #T_b1a83_row17_col3, #T_b1a83_row17_col4, #T_b1a83_row18_col0, #T_b1a83_row18_col1, #T_b1a83_row18_col2, #T_b1a83_row18_col3, #T_b1a83_row18_col4, #T_b1a83_row19_col0, #T_b1a83_row19_col1, #T_b1a83_row19_col2, #T_b1a83_row19_col3, #T_b1a83_row19_col4, #T_b1a83_row20_col0, #T_b1a83_row20_col1, #T_b1a83_row20_col2, #T_b1a83_row20_col3, #T_b1a83_row20_col4, #T_b1a83_row21_col0, #T_b1a83_row21_col1, #T_b1a83_row21_col2, #T_b1a83_row21_col3, #T_b1a83_row21_col4, #T_b1a83_row22_col0, #T_b1a83_row22_col1, #T_b1a83_row22_col2, #T_b1a83_row22_col3, #T_b1a83_row22_col4, #T_b1a83_row23_col0, #T_b1a83_row23_col1, #T_b1a83_row23_col2, #T_b1a83_row23_col3, #T_b1a83_row23_col4, #T_b1a83_row24_col0, #T_b1a83_row24_col1, #T_b1a83_row24_col2, #T_b1a83_row24_col3, #T_b1a83_row24_col4, #T_b1a83_row25_col0, #T_b1a83_row25_col1, #T_b1a83_row25_col2, #T_b1a83_row25_col3, #T_b1a83_row25_col4, #T_b1a83_row26_col0, #T_b1a83_row26_col1, #T_b1a83_row26_col2, #T_b1a83_row26_col3, #T_b1a83_row26_col4, #T_b1a83_row27_col0, #T_b1a83_row27_col1, #T_b1a83_row27_col2, #T_b1a83_row27_col3, #T_b1a83_row27_col4, #T_b1a83_row28_col0, #T_b1a83_row28_col1, #T_b1a83_row28_col2, 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#T_b1a83_row47_col2, #T_b1a83_row47_col3, #T_b1a83_row47_col4, #T_b1a83_row48_col0, #T_b1a83_row48_col1, #T_b1a83_row48_col2, #T_b1a83_row48_col3, #T_b1a83_row48_col4 {\n",
+       "  font-family: monospace;\n",
+       "}\n",
+       "</style>\n",
+       "<table id=\"T_b1a83\">\n",
+       "  <thead>\n",
+       "    <tr>\n",
+       "      <th class=\"blank level0\" >&nbsp;</th>\n",
+       "      <th id=\"T_b1a83_level0_col0\" class=\"col_heading level0 col0\" >Value</th>\n",
+       "      <th id=\"T_b1a83_level0_col1\" class=\"col_heading level0 col1\" >Std Err</th>\n",
+       "      <th id=\"T_b1a83_level0_col2\" class=\"col_heading level0 col2\" >t Stat</th>\n",
+       "      <th id=\"T_b1a83_level0_col3\" class=\"col_heading level0 col3\" >Signif</th>\n",
+       "      <th id=\"T_b1a83_level0_col4\" class=\"col_heading level0 col4\" >Null Value</th>\n",
+       "      <th id=\"T_b1a83_level0_col5\" class=\"col_heading level0 col5\" >Constrained</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th class=\"index_name level0\" >Parameter</th>\n",
+       "      <th class=\"blank col0\" >&nbsp;</th>\n",
+       "      <th class=\"blank col1\" >&nbsp;</th>\n",
+       "      <th class=\"blank col2\" >&nbsp;</th>\n",
+       "      <th class=\"blank col3\" >&nbsp;</th>\n",
+       "      <th class=\"blank col4\" >&nbsp;</th>\n",
+       "      <th class=\"blank col5\" >&nbsp;</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th id=\"T_b1a83_level0_row0\" class=\"row_heading level0 row0\" >coef_am_peak_end</th>\n",
+       "      <td id=\"T_b1a83_row0_col0\" class=\"data row0 col0\" >-2.54</td>\n",
+       "      <td id=\"T_b1a83_row0_col1\" class=\"data row0 col1\" > 0.162</td>\n",
+       "      <td id=\"T_b1a83_row0_col2\" class=\"data row0 col2\" >-15.68</td>\n",
+       "      <td id=\"T_b1a83_row0_col3\" class=\"data row0 col3\" >***</td>\n",
+       "      <td id=\"T_b1a83_row0_col4\" class=\"data row0 col4\" > 0.00</td>\n",
+       "      <td id=\"T_b1a83_row0_col5\" class=\"data row0 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_b1a83_level0_row1\" class=\"row_heading level0 row1\" >coef_am_peak_start_at_6</th>\n",
+       "      <td id=\"T_b1a83_row1_col0\" class=\"data row1 col0\" >-5.79</td>\n",
+       "      <td id=\"T_b1a83_row1_col1\" class=\"data row1 col1\" > 0.649</td>\n",
+       "      <td id=\"T_b1a83_row1_col2\" class=\"data row1 col2\" >-8.93</td>\n",
+       "      <td id=\"T_b1a83_row1_col3\" class=\"data row1 col3\" >***</td>\n",
+       "      <td id=\"T_b1a83_row1_col4\" class=\"data row1 col4\" > 0.00</td>\n",
+       "      <td id=\"T_b1a83_row1_col5\" class=\"data row1 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_b1a83_level0_row2\" class=\"row_heading level0 row2\" >coef_am_peak_start_at_7</th>\n",
+       "      <td id=\"T_b1a83_row2_col0\" class=\"data row2 col0\" >-4.24</td>\n",
+       "      <td id=\"T_b1a83_row2_col1\" class=\"data row2 col1\" > 0.200</td>\n",
+       "      <td id=\"T_b1a83_row2_col2\" class=\"data row2 col2\" >-21.18</td>\n",
+       "      <td id=\"T_b1a83_row2_col3\" class=\"data row2 col3\" >***</td>\n",
+       "      <td id=\"T_b1a83_row2_col4\" class=\"data row2 col4\" > 0.00</td>\n",
+       "      <td id=\"T_b1a83_row2_col5\" class=\"data row2 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_b1a83_level0_row3\" class=\"row_heading level0 row3\" >coef_am_peak_start_at_8</th>\n",
+       "      <td id=\"T_b1a83_row3_col0\" class=\"data row3 col0\" >-2.37</td>\n",
+       "      <td id=\"T_b1a83_row3_col1\" class=\"data row3 col1\" > 0.127</td>\n",
+       "      <td id=\"T_b1a83_row3_col2\" class=\"data row3 col2\" >-18.63</td>\n",
+       "      <td id=\"T_b1a83_row3_col3\" class=\"data row3 col3\" >***</td>\n",
+       "      <td id=\"T_b1a83_row3_col4\" class=\"data row3 col4\" > 0.00</td>\n",
+       "      <td id=\"T_b1a83_row3_col5\" class=\"data row3 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_b1a83_level0_row4\" class=\"row_heading level0 row4\" >coef_am_peak_start_at_9</th>\n",
+       "      <td id=\"T_b1a83_row4_col0\" class=\"data row4 col0\" >-2.11</td>\n",
+       "      <td id=\"T_b1a83_row4_col1\" class=\"data row4 col1\" > 0.111</td>\n",
+       "      <td id=\"T_b1a83_row4_col2\" class=\"data row4 col2\" >-19.05</td>\n",
+       "      <td id=\"T_b1a83_row4_col3\" class=\"data row4 col3\" >***</td>\n",
+       "      <td id=\"T_b1a83_row4_col4\" class=\"data row4 col4\" > 0.00</td>\n",
+       "      <td id=\"T_b1a83_row4_col5\" class=\"data row4 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_b1a83_level0_row5\" class=\"row_heading level0 row5\" >coef_dummy_for_business_related_purpose_and_duration_from_0_to_1</th>\n",
+       "      <td id=\"T_b1a83_row5_col0\" class=\"data row5 col0\" >-1.66</td>\n",
+       "      <td id=\"T_b1a83_row5_col1\" class=\"data row5 col1\" > 0.153</td>\n",
+       "      <td id=\"T_b1a83_row5_col2\" class=\"data row5 col2\" >-10.81</td>\n",
+       "      <td id=\"T_b1a83_row5_col3\" class=\"data row5 col3\" >***</td>\n",
+       "      <td id=\"T_b1a83_row5_col4\" class=\"data row5 col4\" > 0.00</td>\n",
+       "      <td id=\"T_b1a83_row5_col5\" class=\"data row5 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_b1a83_level0_row6\" class=\"row_heading level0 row6\" >coef_dummy_for_eating_out_purpose_and_departure_at_11</th>\n",
+       "      <td id=\"T_b1a83_row6_col0\" class=\"data row6 col0\" > 1.37</td>\n",
+       "      <td id=\"T_b1a83_row6_col1\" class=\"data row6 col1\" > 0.130</td>\n",
+       "      <td id=\"T_b1a83_row6_col2\" class=\"data row6 col2\" > 10.56</td>\n",
+       "      <td id=\"T_b1a83_row6_col3\" class=\"data row6 col3\" >***</td>\n",
+       "      <td id=\"T_b1a83_row6_col4\" class=\"data row6 col4\" > 0.00</td>\n",
+       "      <td id=\"T_b1a83_row6_col5\" class=\"data row6 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_b1a83_level0_row7\" class=\"row_heading level0 row7\" >coef_dummy_for_eating_out_purpose_and_departure_at_12</th>\n",
+       "      <td id=\"T_b1a83_row7_col0\" class=\"data row7 col0\" > 2.45</td>\n",
+       "      <td id=\"T_b1a83_row7_col1\" class=\"data row7 col1\" > 0.153</td>\n",
+       "      <td id=\"T_b1a83_row7_col2\" class=\"data row7 col2\" > 16.00</td>\n",
+       "      <td id=\"T_b1a83_row7_col3\" class=\"data row7 col3\" >***</td>\n",
+       "      <td id=\"T_b1a83_row7_col4\" class=\"data row7 col4\" > 0.00</td>\n",
+       "      <td id=\"T_b1a83_row7_col5\" class=\"data row7 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_b1a83_level0_row8\" class=\"row_heading level0 row8\" >coef_dummy_for_eating_out_purpose_and_departure_at_13</th>\n",
+       "      <td id=\"T_b1a83_row8_col0\" class=\"data row8 col0\" > 1.83</td>\n",
+       "      <td id=\"T_b1a83_row8_col1\" class=\"data row8 col1\" > 0.204</td>\n",
+       "      <td id=\"T_b1a83_row8_col2\" class=\"data row8 col2\" > 8.98</td>\n",
+       "      <td id=\"T_b1a83_row8_col3\" class=\"data row8 col3\" >***</td>\n",
+       "      <td id=\"T_b1a83_row8_col4\" class=\"data row8 col4\" > 0.00</td>\n",
+       "      <td id=\"T_b1a83_row8_col5\" class=\"data row8 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_b1a83_level0_row9\" class=\"row_heading level0 row9\" >coef_dummy_for_eating_out_purpose_and_duration_of_1_hour</th>\n",
+       "      <td id=\"T_b1a83_row9_col0\" class=\"data row9 col0\" > 0.535</td>\n",
+       "      <td id=\"T_b1a83_row9_col1\" class=\"data row9 col1\" > 0.128</td>\n",
+       "      <td id=\"T_b1a83_row9_col2\" class=\"data row9 col2\" > 4.17</td>\n",
+       "      <td id=\"T_b1a83_row9_col3\" class=\"data row9 col3\" >***</td>\n",
+       "      <td id=\"T_b1a83_row9_col4\" class=\"data row9 col4\" > 0.00</td>\n",
+       "      <td id=\"T_b1a83_row9_col5\" class=\"data row9 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_b1a83_level0_row10\" class=\"row_heading level0 row10\" >coef_duration_of_0_hours</th>\n",
+       "      <td id=\"T_b1a83_row10_col0\" class=\"data row10 col0\" >-1.06</td>\n",
+       "      <td id=\"T_b1a83_row10_col1\" class=\"data row10 col1\" > 0.214</td>\n",
+       "      <td id=\"T_b1a83_row10_col2\" class=\"data row10 col2\" >-4.94</td>\n",
+       "      <td id=\"T_b1a83_row10_col3\" class=\"data row10 col3\" >***</td>\n",
+       "      <td id=\"T_b1a83_row10_col4\" class=\"data row10 col4\" > 0.00</td>\n",
+       "      <td id=\"T_b1a83_row10_col5\" class=\"data row10 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_b1a83_level0_row11\" class=\"row_heading level0 row11\" >coef_duration_of_11_to_13_hours</th>\n",
+       "      <td id=\"T_b1a83_row11_col0\" class=\"data row11 col0\" > 0.292</td>\n",
+       "      <td id=\"T_b1a83_row11_col1\" class=\"data row11 col1\" > 5.22</td>\n",
+       "      <td id=\"T_b1a83_row11_col2\" class=\"data row11 col2\" > 0.06</td>\n",
+       "      <td id=\"T_b1a83_row11_col3\" class=\"data row11 col3\" ></td>\n",
+       "      <td id=\"T_b1a83_row11_col4\" class=\"data row11 col4\" > 0.00</td>\n",
+       "      <td id=\"T_b1a83_row11_col5\" class=\"data row11 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_b1a83_level0_row12\" class=\"row_heading level0 row12\" >coef_duration_of_14_to_18_hours</th>\n",
+       "      <td id=\"T_b1a83_row12_col0\" class=\"data row12 col0\" > 0.00</td>\n",
+       "      <td id=\"T_b1a83_row12_col1\" class=\"data row12 col1\" > 0.00</td>\n",
+       "      <td id=\"T_b1a83_row12_col2\" class=\"data row12 col2\" > NA</td>\n",
+       "      <td id=\"T_b1a83_row12_col3\" class=\"data row12 col3\" ></td>\n",
+       "      <td id=\"T_b1a83_row12_col4\" class=\"data row12 col4\" > 0.00</td>\n",
+       "      <td id=\"T_b1a83_row12_col5\" class=\"data row12 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_b1a83_level0_row13\" class=\"row_heading level0 row13\" >coef_duration_of_1_hour</th>\n",
+       "      <td id=\"T_b1a83_row13_col0\" class=\"data row13 col0\" > 0.00</td>\n",
+       "      <td id=\"T_b1a83_row13_col1\" class=\"data row13 col1\" > 0.00</td>\n",
+       "      <td id=\"T_b1a83_row13_col2\" class=\"data row13 col2\" > NA</td>\n",
+       "      <td id=\"T_b1a83_row13_col3\" class=\"data row13 col3\" ></td>\n",
+       "      <td id=\"T_b1a83_row13_col4\" class=\"data row13 col4\" > 0.00</td>\n",
+       "      <td id=\"T_b1a83_row13_col5\" class=\"data row13 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_b1a83_level0_row14\" class=\"row_heading level0 row14\" >coef_duration_of_2_to_3_hours</th>\n",
+       "      <td id=\"T_b1a83_row14_col0\" class=\"data row14 col0\" >-1.48</td>\n",
+       "      <td id=\"T_b1a83_row14_col1\" class=\"data row14 col1\" > 0.199</td>\n",
+       "      <td id=\"T_b1a83_row14_col2\" class=\"data row14 col2\" >-7.43</td>\n",
+       "      <td id=\"T_b1a83_row14_col3\" class=\"data row14 col3\" >***</td>\n",
+       "      <td id=\"T_b1a83_row14_col4\" class=\"data row14 col4\" > 0.00</td>\n",
+       "      <td id=\"T_b1a83_row14_col5\" class=\"data row14 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_b1a83_level0_row15\" class=\"row_heading level0 row15\" >coef_duration_of_4_to_5_hours</th>\n",
+       "      <td id=\"T_b1a83_row15_col0\" class=\"data row15 col0\" >-1.03</td>\n",
+       "      <td id=\"T_b1a83_row15_col1\" class=\"data row15 col1\" > 0.160</td>\n",
+       "      <td id=\"T_b1a83_row15_col2\" class=\"data row15 col2\" >-6.46</td>\n",
+       "      <td id=\"T_b1a83_row15_col3\" class=\"data row15 col3\" >***</td>\n",
+       "      <td id=\"T_b1a83_row15_col4\" class=\"data row15 col4\" > 0.00</td>\n",
+       "      <td id=\"T_b1a83_row15_col5\" class=\"data row15 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_b1a83_level0_row16\" class=\"row_heading level0 row16\" >coef_duration_of_6_to_7_hours</th>\n",
+       "      <td id=\"T_b1a83_row16_col0\" class=\"data row16 col0\" > 1.07</td>\n",
+       "      <td id=\"T_b1a83_row16_col1\" class=\"data row16 col1\" > 0.241</td>\n",
+       "      <td id=\"T_b1a83_row16_col2\" class=\"data row16 col2\" > 4.46</td>\n",
+       "      <td id=\"T_b1a83_row16_col3\" class=\"data row16 col3\" >***</td>\n",
+       "      <td id=\"T_b1a83_row16_col4\" class=\"data row16 col4\" > 0.00</td>\n",
+       "      <td id=\"T_b1a83_row16_col5\" class=\"data row16 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_b1a83_level0_row17\" class=\"row_heading level0 row17\" >coef_duration_of_8_to_10_hours</th>\n",
+       "      <td id=\"T_b1a83_row17_col0\" class=\"data row17 col0\" > 1.48</td>\n",
+       "      <td id=\"T_b1a83_row17_col1\" class=\"data row17 col1\" > 0.409</td>\n",
+       "      <td id=\"T_b1a83_row17_col2\" class=\"data row17 col2\" > 3.61</td>\n",
+       "      <td id=\"T_b1a83_row17_col3\" class=\"data row17 col3\" >***</td>\n",
+       "      <td id=\"T_b1a83_row17_col4\" class=\"data row17 col4\" > 0.00</td>\n",
+       "      <td id=\"T_b1a83_row17_col5\" class=\"data row17 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_b1a83_level0_row18\" class=\"row_heading level0 row18\" >coef_duration_shift_for_business_related_</th>\n",
+       "      <td id=\"T_b1a83_row18_col0\" class=\"data row18 col0\" > 0.237</td>\n",
+       "      <td id=\"T_b1a83_row18_col1\" class=\"data row18 col1\" > 0.0416</td>\n",
+       "      <td id=\"T_b1a83_row18_col2\" class=\"data row18 col2\" > 5.71</td>\n",
+       "      <td id=\"T_b1a83_row18_col3\" class=\"data row18 col3\" >***</td>\n",
+       "      <td id=\"T_b1a83_row18_col4\" class=\"data row18 col4\" > 0.00</td>\n",
+       "      <td id=\"T_b1a83_row18_col5\" class=\"data row18 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_b1a83_level0_row19\" class=\"row_heading level0 row19\" >coef_duration_shift_for_first_sub_tour_of_same_work_tour</th>\n",
+       "      <td id=\"T_b1a83_row19_col0\" class=\"data row19 col0\" >-0.200</td>\n",
+       "      <td id=\"T_b1a83_row19_col1\" class=\"data row19 col1\" > 0.159</td>\n",
+       "      <td id=\"T_b1a83_row19_col2\" class=\"data row19 col2\" >-1.26</td>\n",
+       "      <td id=\"T_b1a83_row19_col3\" class=\"data row19 col3\" ></td>\n",
+       "      <td id=\"T_b1a83_row19_col4\" class=\"data row19 col4\" > 0.00</td>\n",
+       "      <td id=\"T_b1a83_row19_col5\" class=\"data row19 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_b1a83_level0_row20\" class=\"row_heading level0 row20\" >coef_duration_shift_for_inbound_auto_travel_time_off_peak</th>\n",
+       "      <td id=\"T_b1a83_row20_col0\" class=\"data row20 col0\" > 0.0230</td>\n",
+       "      <td id=\"T_b1a83_row20_col1\" class=\"data row20 col1\" > 0.0131</td>\n",
+       "      <td id=\"T_b1a83_row20_col2\" class=\"data row20 col2\" > 1.76</td>\n",
+       "      <td id=\"T_b1a83_row20_col3\" class=\"data row20 col3\" ></td>\n",
+       "      <td id=\"T_b1a83_row20_col4\" class=\"data row20 col4\" > 0.00</td>\n",
+       "      <td id=\"T_b1a83_row20_col5\" class=\"data row20 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_b1a83_level0_row21\" class=\"row_heading level0 row21\" >coef_duration_shift_for_number_of_individual_nonmandatory_tours</th>\n",
+       "      <td id=\"T_b1a83_row21_col0\" class=\"data row21 col0\" >-0.0759</td>\n",
+       "      <td id=\"T_b1a83_row21_col1\" class=\"data row21 col1\" > 0.0200</td>\n",
+       "      <td id=\"T_b1a83_row21_col2\" class=\"data row21 col2\" >-3.79</td>\n",
+       "      <td id=\"T_b1a83_row21_col3\" class=\"data row21 col3\" >***</td>\n",
+       "      <td id=\"T_b1a83_row21_col4\" class=\"data row21 col4\" > 0.00</td>\n",
+       "      <td id=\"T_b1a83_row21_col5\" class=\"data row21 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_b1a83_level0_row22\" class=\"row_heading level0 row22\" >coef_duration_shift_for_number_of_joint_tours</th>\n",
+       "      <td id=\"T_b1a83_row22_col0\" class=\"data row22 col0\" >-0.235</td>\n",
+       "      <td id=\"T_b1a83_row22_col1\" class=\"data row22 col1\" > 0.0632</td>\n",
+       "      <td id=\"T_b1a83_row22_col2\" class=\"data row22 col2\" >-3.71</td>\n",
+       "      <td id=\"T_b1a83_row22_col3\" class=\"data row22 col3\" >***</td>\n",
+       "      <td id=\"T_b1a83_row22_col4\" class=\"data row22 col4\" > 0.00</td>\n",
+       "      <td id=\"T_b1a83_row22_col5\" class=\"data row22 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_b1a83_level0_row23\" class=\"row_heading level0 row23\" >coef_duration_shift_for_number_of_mandatory_tours</th>\n",
+       "      <td id=\"T_b1a83_row23_col0\" class=\"data row23 col0\" >-0.909</td>\n",
+       "      <td id=\"T_b1a83_row23_col1\" class=\"data row23 col1\" > 0.154</td>\n",
+       "      <td id=\"T_b1a83_row23_col2\" class=\"data row23 col2\" >-5.90</td>\n",
+       "      <td id=\"T_b1a83_row23_col3\" class=\"data row23 col3\" >***</td>\n",
+       "      <td id=\"T_b1a83_row23_col4\" class=\"data row23 col4\" > 0.00</td>\n",
+       "      <td id=\"T_b1a83_row23_col5\" class=\"data row23 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_b1a83_level0_row24\" class=\"row_heading level0 row24\" >coef_duration_shift_for_outbound_auto_travel_time_off_peak</th>\n",
+       "      <td id=\"T_b1a83_row24_col0\" class=\"data row24 col0\" >-0.00286</td>\n",
+       "      <td id=\"T_b1a83_row24_col1\" class=\"data row24 col1\" > 0.0130</td>\n",
+       "      <td id=\"T_b1a83_row24_col2\" class=\"data row24 col2\" >-0.22</td>\n",
+       "      <td id=\"T_b1a83_row24_col3\" class=\"data row24 col3\" ></td>\n",
+       "      <td id=\"T_b1a83_row24_col4\" class=\"data row24 col4\" > 0.00</td>\n",
+       "      <td id=\"T_b1a83_row24_col5\" class=\"data row24 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_b1a83_level0_row25\" class=\"row_heading level0 row25\" >coef_duration_shift_for_subsequent_sub_tour_of_same_work_tour</th>\n",
+       "      <td id=\"T_b1a83_row25_col0\" class=\"data row25 col0\" >-0.371</td>\n",
+       "      <td id=\"T_b1a83_row25_col1\" class=\"data row25 col1\" > 0.303</td>\n",
+       "      <td id=\"T_b1a83_row25_col2\" class=\"data row25 col2\" >-1.22</td>\n",
+       "      <td id=\"T_b1a83_row25_col3\" class=\"data row25 col3\" ></td>\n",
+       "      <td id=\"T_b1a83_row25_col4\" class=\"data row25 col4\" > 0.00</td>\n",
+       "      <td id=\"T_b1a83_row25_col5\" class=\"data row25 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_b1a83_level0_row26\" class=\"row_heading level0 row26\" >coef_early_end_at_5_6</th>\n",
+       "      <td id=\"T_b1a83_row26_col0\" class=\"data row26 col0\" >-2.69</td>\n",
+       "      <td id=\"T_b1a83_row26_col1\" class=\"data row26 col1\" > 0.834</td>\n",
+       "      <td id=\"T_b1a83_row26_col2\" class=\"data row26 col2\" >-3.23</td>\n",
+       "      <td id=\"T_b1a83_row26_col3\" class=\"data row26 col3\" >**</td>\n",
+       "      <td id=\"T_b1a83_row26_col4\" class=\"data row26 col4\" > 0.00</td>\n",
+       "      <td id=\"T_b1a83_row26_col5\" class=\"data row26 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_b1a83_level0_row27\" class=\"row_heading level0 row27\" >coef_early_start_at_5</th>\n",
+       "      <td id=\"T_b1a83_row27_col0\" class=\"data row27 col0\" >-7.65</td>\n",
+       "      <td id=\"T_b1a83_row27_col1\" class=\"data row27 col1\" > 1.48</td>\n",
+       "      <td id=\"T_b1a83_row27_col2\" class=\"data row27 col2\" >-5.16</td>\n",
+       "      <td id=\"T_b1a83_row27_col3\" class=\"data row27 col3\" >***</td>\n",
+       "      <td id=\"T_b1a83_row27_col4\" class=\"data row27 col4\" > 0.00</td>\n",
+       "      <td id=\"T_b1a83_row27_col5\" class=\"data row27 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_b1a83_level0_row28\" class=\"row_heading level0 row28\" >coef_evening_end_at_19_20_21</th>\n",
+       "      <td id=\"T_b1a83_row28_col0\" class=\"data row28 col0\" >-2.46</td>\n",
+       "      <td id=\"T_b1a83_row28_col1\" class=\"data row28 col1\" > 0.364</td>\n",
+       "      <td id=\"T_b1a83_row28_col2\" class=\"data row28 col2\" >-6.75</td>\n",
+       "      <td id=\"T_b1a83_row28_col3\" class=\"data row28 col3\" >***</td>\n",
+       "      <td id=\"T_b1a83_row28_col4\" class=\"data row28 col4\" > 0.00</td>\n",
+       "      <td id=\"T_b1a83_row28_col5\" class=\"data row28 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_b1a83_level0_row29\" class=\"row_heading level0 row29\" >coef_evening_start_at_19_20_21</th>\n",
+       "      <td id=\"T_b1a83_row29_col0\" class=\"data row29 col0\" >-0.787</td>\n",
+       "      <td id=\"T_b1a83_row29_col1\" class=\"data row29 col1\" > 0.597</td>\n",
+       "      <td id=\"T_b1a83_row29_col2\" class=\"data row29 col2\" >-1.32</td>\n",
+       "      <td id=\"T_b1a83_row29_col3\" class=\"data row29 col3\" ></td>\n",
+       "      <td id=\"T_b1a83_row29_col4\" class=\"data row29 col4\" > 0.00</td>\n",
+       "      <td id=\"T_b1a83_row29_col5\" class=\"data row29 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_b1a83_level0_row30\" class=\"row_heading level0 row30\" >coef_late_end_at_22_23</th>\n",
+       "      <td id=\"T_b1a83_row30_col0\" class=\"data row30 col0\" >-2.39</td>\n",
+       "      <td id=\"T_b1a83_row30_col1\" class=\"data row30 col1\" > 1.21</td>\n",
+       "      <td id=\"T_b1a83_row30_col2\" class=\"data row30 col2\" >-1.98</td>\n",
+       "      <td id=\"T_b1a83_row30_col3\" class=\"data row30 col3\" >*</td>\n",
+       "      <td id=\"T_b1a83_row30_col4\" class=\"data row30 col4\" > 0.00</td>\n",
+       "      <td id=\"T_b1a83_row30_col5\" class=\"data row30 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_b1a83_level0_row31\" class=\"row_heading level0 row31\" >coef_late_start_at_22_23</th>\n",
+       "      <td id=\"T_b1a83_row31_col0\" class=\"data row31 col0\" >-0.891</td>\n",
+       "      <td id=\"T_b1a83_row31_col1\" class=\"data row31 col1\" > 1.85</td>\n",
+       "      <td id=\"T_b1a83_row31_col2\" class=\"data row31 col2\" >-0.48</td>\n",
+       "      <td id=\"T_b1a83_row31_col3\" class=\"data row31 col3\" ></td>\n",
+       "      <td id=\"T_b1a83_row31_col4\" class=\"data row31 col4\" > 0.00</td>\n",
+       "      <td id=\"T_b1a83_row31_col5\" class=\"data row31 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_b1a83_level0_row32\" class=\"row_heading level0 row32\" >coef_midday_end_at_10_11_12</th>\n",
+       "      <td id=\"T_b1a83_row32_col0\" class=\"data row32 col0\" >-2.15</td>\n",
+       "      <td id=\"T_b1a83_row32_col1\" class=\"data row32 col1\" > 0.0685</td>\n",
+       "      <td id=\"T_b1a83_row32_col2\" class=\"data row32 col2\" >-31.31</td>\n",
+       "      <td id=\"T_b1a83_row32_col3\" class=\"data row32 col3\" >***</td>\n",
+       "      <td id=\"T_b1a83_row32_col4\" class=\"data row32 col4\" > 0.00</td>\n",
+       "      <td id=\"T_b1a83_row32_col5\" class=\"data row32 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_b1a83_level0_row33\" class=\"row_heading level0 row33\" >coef_midday_end_at_13_14</th>\n",
+       "      <td id=\"T_b1a83_row33_col0\" class=\"data row33 col0\" > 0.00</td>\n",
+       "      <td id=\"T_b1a83_row33_col1\" class=\"data row33 col1\" > 0.00</td>\n",
+       "      <td id=\"T_b1a83_row33_col2\" class=\"data row33 col2\" > NA</td>\n",
+       "      <td id=\"T_b1a83_row33_col3\" class=\"data row33 col3\" ></td>\n",
+       "      <td id=\"T_b1a83_row33_col4\" class=\"data row33 col4\" > 0.00</td>\n",
+       "      <td id=\"T_b1a83_row33_col5\" class=\"data row33 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_b1a83_level0_row34\" class=\"row_heading level0 row34\" >coef_midday_start_at_10_11_12</th>\n",
+       "      <td id=\"T_b1a83_row34_col0\" class=\"data row34 col0\" > 0.00</td>\n",
+       "      <td id=\"T_b1a83_row34_col1\" class=\"data row34 col1\" > 0.00</td>\n",
+       "      <td id=\"T_b1a83_row34_col2\" class=\"data row34 col2\" > NA</td>\n",
+       "      <td id=\"T_b1a83_row34_col3\" class=\"data row34 col3\" ></td>\n",
+       "      <td id=\"T_b1a83_row34_col4\" class=\"data row34 col4\" > 0.00</td>\n",
+       "      <td id=\"T_b1a83_row34_col5\" class=\"data row34 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_b1a83_level0_row35\" class=\"row_heading level0 row35\" >coef_midday_start_at_13_14_15</th>\n",
+       "      <td id=\"T_b1a83_row35_col0\" class=\"data row35 col0\" >-0.665</td>\n",
+       "      <td id=\"T_b1a83_row35_col1\" class=\"data row35 col1\" > 0.0663</td>\n",
+       "      <td id=\"T_b1a83_row35_col2\" class=\"data row35 col2\" >-10.04</td>\n",
+       "      <td id=\"T_b1a83_row35_col3\" class=\"data row35 col3\" >***</td>\n",
+       "      <td id=\"T_b1a83_row35_col4\" class=\"data row35 col4\" > 0.00</td>\n",
+       "      <td id=\"T_b1a83_row35_col5\" class=\"data row35 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_b1a83_level0_row36\" class=\"row_heading level0 row36\" >coef_pm_peak_end_at_15</th>\n",
+       "      <td id=\"T_b1a83_row36_col0\" class=\"data row36 col0\" >-0.586</td>\n",
+       "      <td id=\"T_b1a83_row36_col1\" class=\"data row36 col1\" > 0.0676</td>\n",
+       "      <td id=\"T_b1a83_row36_col2\" class=\"data row36 col2\" >-8.68</td>\n",
+       "      <td id=\"T_b1a83_row36_col3\" class=\"data row36 col3\" >***</td>\n",
+       "      <td id=\"T_b1a83_row36_col4\" class=\"data row36 col4\" > 0.00</td>\n",
+       "      <td id=\"T_b1a83_row36_col5\" class=\"data row36 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_b1a83_level0_row37\" class=\"row_heading level0 row37\" >coef_pm_peak_end_at_16</th>\n",
+       "      <td id=\"T_b1a83_row37_col0\" class=\"data row37 col0\" >-1.34</td>\n",
+       "      <td id=\"T_b1a83_row37_col1\" class=\"data row37 col1\" > 0.134</td>\n",
+       "      <td id=\"T_b1a83_row37_col2\" class=\"data row37 col2\" >-10.01</td>\n",
+       "      <td id=\"T_b1a83_row37_col3\" class=\"data row37 col3\" >***</td>\n",
+       "      <td id=\"T_b1a83_row37_col4\" class=\"data row37 col4\" > 0.00</td>\n",
+       "      <td id=\"T_b1a83_row37_col5\" class=\"data row37 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_b1a83_level0_row38\" class=\"row_heading level0 row38\" >coef_pm_peak_end_at_17</th>\n",
+       "      <td id=\"T_b1a83_row38_col0\" class=\"data row38 col0\" >-1.43</td>\n",
+       "      <td id=\"T_b1a83_row38_col1\" class=\"data row38 col1\" > 0.165</td>\n",
+       "      <td id=\"T_b1a83_row38_col2\" class=\"data row38 col2\" >-8.68</td>\n",
+       "      <td id=\"T_b1a83_row38_col3\" class=\"data row38 col3\" >***</td>\n",
+       "      <td id=\"T_b1a83_row38_col4\" class=\"data row38 col4\" > 0.00</td>\n",
+       "      <td id=\"T_b1a83_row38_col5\" class=\"data row38 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_b1a83_level0_row39\" class=\"row_heading level0 row39\" >coef_pm_peak_end_at_18</th>\n",
+       "      <td id=\"T_b1a83_row39_col0\" class=\"data row39 col0\" >-1.70</td>\n",
+       "      <td id=\"T_b1a83_row39_col1\" class=\"data row39 col1\" > 0.211</td>\n",
+       "      <td id=\"T_b1a83_row39_col2\" class=\"data row39 col2\" >-8.07</td>\n",
+       "      <td id=\"T_b1a83_row39_col3\" class=\"data row39 col3\" >***</td>\n",
+       "      <td id=\"T_b1a83_row39_col4\" class=\"data row39 col4\" > 0.00</td>\n",
+       "      <td id=\"T_b1a83_row39_col5\" class=\"data row39 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_b1a83_level0_row40\" class=\"row_heading level0 row40\" >coef_pm_peak_start_at_16_17_18</th>\n",
+       "      <td id=\"T_b1a83_row40_col0\" class=\"data row40 col0\" >-0.000431</td>\n",
+       "      <td id=\"T_b1a83_row40_col1\" class=\"data row40 col1\" > 0.181</td>\n",
+       "      <td id=\"T_b1a83_row40_col2\" class=\"data row40 col2\" >-0.00</td>\n",
+       "      <td id=\"T_b1a83_row40_col3\" class=\"data row40 col3\" ></td>\n",
+       "      <td id=\"T_b1a83_row40_col4\" class=\"data row40 col4\" > 0.00</td>\n",
+       "      <td id=\"T_b1a83_row40_col5\" class=\"data row40 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_b1a83_level0_row41\" class=\"row_heading level0 row41\" >coef_start_shift_for_business_related_</th>\n",
+       "      <td id=\"T_b1a83_row41_col0\" class=\"data row41 col0\" >-0.0716</td>\n",
+       "      <td id=\"T_b1a83_row41_col1\" class=\"data row41 col1\" > 0.0540</td>\n",
+       "      <td id=\"T_b1a83_row41_col2\" class=\"data row41 col2\" >-1.33</td>\n",
+       "      <td id=\"T_b1a83_row41_col3\" class=\"data row41 col3\" ></td>\n",
+       "      <td id=\"T_b1a83_row41_col4\" class=\"data row41 col4\" > 0.00</td>\n",
+       "      <td id=\"T_b1a83_row41_col5\" class=\"data row41 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_b1a83_level0_row42\" class=\"row_heading level0 row42\" >coef_start_shift_for_first_sub_tour_of_same_work_tour</th>\n",
+       "      <td id=\"T_b1a83_row42_col0\" class=\"data row42 col0\" >-0.459</td>\n",
+       "      <td id=\"T_b1a83_row42_col1\" class=\"data row42 col1\" > 0.0714</td>\n",
+       "      <td id=\"T_b1a83_row42_col2\" class=\"data row42 col2\" >-6.42</td>\n",
+       "      <td id=\"T_b1a83_row42_col3\" class=\"data row42 col3\" >***</td>\n",
+       "      <td id=\"T_b1a83_row42_col4\" class=\"data row42 col4\" > 0.00</td>\n",
+       "      <td id=\"T_b1a83_row42_col5\" class=\"data row42 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_b1a83_level0_row43\" class=\"row_heading level0 row43\" >coef_start_shift_for_inbound_auto_travel_time_off_peak</th>\n",
+       "      <td id=\"T_b1a83_row43_col0\" class=\"data row43 col0\" >-0.0110</td>\n",
+       "      <td id=\"T_b1a83_row43_col1\" class=\"data row43 col1\" > 0.0130</td>\n",
+       "      <td id=\"T_b1a83_row43_col2\" class=\"data row43 col2\" >-0.85</td>\n",
+       "      <td id=\"T_b1a83_row43_col3\" class=\"data row43 col3\" ></td>\n",
+       "      <td id=\"T_b1a83_row43_col4\" class=\"data row43 col4\" > 0.00</td>\n",
+       "      <td id=\"T_b1a83_row43_col5\" class=\"data row43 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_b1a83_level0_row44\" class=\"row_heading level0 row44\" >coef_start_shift_for_number_of_individual_nonmandatory_tours</th>\n",
+       "      <td id=\"T_b1a83_row44_col0\" class=\"data row44 col0\" >-0.0191</td>\n",
+       "      <td id=\"T_b1a83_row44_col1\" class=\"data row44 col1\" > 0.0140</td>\n",
+       "      <td id=\"T_b1a83_row44_col2\" class=\"data row44 col2\" >-1.37</td>\n",
+       "      <td id=\"T_b1a83_row44_col3\" class=\"data row44 col3\" ></td>\n",
+       "      <td id=\"T_b1a83_row44_col4\" class=\"data row44 col4\" > 0.00</td>\n",
+       "      <td id=\"T_b1a83_row44_col5\" class=\"data row44 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_b1a83_level0_row45\" class=\"row_heading level0 row45\" >coef_start_shift_for_number_of_joint_tours</th>\n",
+       "      <td id=\"T_b1a83_row45_col0\" class=\"data row45 col0\" > 0.0255</td>\n",
+       "      <td id=\"T_b1a83_row45_col1\" class=\"data row45 col1\" > 0.0364</td>\n",
+       "      <td id=\"T_b1a83_row45_col2\" class=\"data row45 col2\" > 0.70</td>\n",
+       "      <td id=\"T_b1a83_row45_col3\" class=\"data row45 col3\" ></td>\n",
+       "      <td id=\"T_b1a83_row45_col4\" class=\"data row45 col4\" > 0.00</td>\n",
+       "      <td id=\"T_b1a83_row45_col5\" class=\"data row45 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_b1a83_level0_row46\" class=\"row_heading level0 row46\" >coef_start_shift_for_number_of_mandatory_tours</th>\n",
+       "      <td id=\"T_b1a83_row46_col0\" class=\"data row46 col0\" >-0.0675</td>\n",
+       "      <td id=\"T_b1a83_row46_col1\" class=\"data row46 col1\" > 0.0648</td>\n",
+       "      <td id=\"T_b1a83_row46_col2\" class=\"data row46 col2\" >-1.04</td>\n",
+       "      <td id=\"T_b1a83_row46_col3\" class=\"data row46 col3\" ></td>\n",
+       "      <td id=\"T_b1a83_row46_col4\" class=\"data row46 col4\" > 0.00</td>\n",
+       "      <td id=\"T_b1a83_row46_col5\" class=\"data row46 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_b1a83_level0_row47\" class=\"row_heading level0 row47\" >coef_start_shift_for_outbound_auto_travel_time_off_peak</th>\n",
+       "      <td id=\"T_b1a83_row47_col0\" class=\"data row47 col0\" > 0.0106</td>\n",
+       "      <td id=\"T_b1a83_row47_col1\" class=\"data row47 col1\" > 0.0127</td>\n",
+       "      <td id=\"T_b1a83_row47_col2\" class=\"data row47 col2\" > 0.83</td>\n",
+       "      <td id=\"T_b1a83_row47_col3\" class=\"data row47 col3\" ></td>\n",
+       "      <td id=\"T_b1a83_row47_col4\" class=\"data row47 col4\" > 0.00</td>\n",
+       "      <td id=\"T_b1a83_row47_col5\" class=\"data row47 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_b1a83_level0_row48\" class=\"row_heading level0 row48\" >coef_start_shift_for_subsequent_sub_tour_of_same_work_tour</th>\n",
+       "      <td id=\"T_b1a83_row48_col0\" class=\"data row48 col0\" >-0.118</td>\n",
+       "      <td id=\"T_b1a83_row48_col1\" class=\"data row48 col1\" > 0.167</td>\n",
+       "      <td id=\"T_b1a83_row48_col2\" class=\"data row48 col2\" >-0.71</td>\n",
+       "      <td id=\"T_b1a83_row48_col3\" class=\"data row48 col3\" ></td>\n",
+       "      <td id=\"T_b1a83_row48_col4\" class=\"data row48 col4\" > 0.00</td>\n",
+       "      <td id=\"T_b1a83_row48_col5\" class=\"data row48 col5\" ></td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n"
       ],
       "text/plain": [
-       "<pandas.io.formats.style.Styler at 0x7fcdb80321c0>"
+       "<pandas.io.formats.style.Styler at 0x1793800d0>"
       ]
      },
-     "execution_count": 9,
+     "execution_count": 10,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3766,7 +3890,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -3787,20 +3911,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 12,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<larch.util.excel.ExcelWriter at 0x7fcdc806f7f0>"
-      ]
-     },
-     "execution_count": 11,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "model.to_xlsx(\n",
     "    result_dir/f\"{modelname}_model_estimation.xlsx\", \n",
@@ -3819,7 +3932,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [
     {
@@ -3852,31 +3965,31 @@
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td>coef_early_start_at_5</td>\n",
-       "      <td>-2.204068</td>\n",
+       "      <td>-7.645209</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>coef_am_peak_start_at_6</td>\n",
-       "      <td>-20.592814</td>\n",
+       "      <td>-5.790935</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>coef_am_peak_start_at_7</td>\n",
-       "      <td>-2.826984</td>\n",
+       "      <td>-4.238642</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td>coef_am_peak_start_at_8</td>\n",
-       "      <td>-1.196528</td>\n",
+       "      <td>-2.371798</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
        "      <td>coef_am_peak_start_at_9</td>\n",
-       "      <td>-1.619897</td>\n",
+       "      <td>-2.106247</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -3888,43 +4001,43 @@
        "    <tr>\n",
        "      <th>6</th>\n",
        "      <td>coef_midday_start_at_13_14_15</td>\n",
-       "      <td>-1.051562</td>\n",
+       "      <td>-0.665045</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>7</th>\n",
        "      <td>coef_pm_peak_start_at_16_17_18</td>\n",
-       "      <td>-0.798588</td>\n",
+       "      <td>-0.000431</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>8</th>\n",
        "      <td>coef_evening_start_at_19_20_21</td>\n",
-       "      <td>-0.325741</td>\n",
+       "      <td>-0.786571</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>9</th>\n",
        "      <td>coef_late_start_at_22_23</td>\n",
-       "      <td>-5.142925</td>\n",
+       "      <td>-0.890587</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>10</th>\n",
        "      <td>coef_early_end_at_5_6</td>\n",
-       "      <td>-25.000000</td>\n",
+       "      <td>-2.693000</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>11</th>\n",
        "      <td>coef_am_peak_end</td>\n",
-       "      <td>-1.373169</td>\n",
+       "      <td>-2.543876</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>12</th>\n",
        "      <td>coef_midday_end_at_10_11_12</td>\n",
-       "      <td>-1.305196</td>\n",
+       "      <td>-2.145575</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -3936,43 +4049,43 @@
        "    <tr>\n",
        "      <th>14</th>\n",
        "      <td>coef_pm_peak_end_at_15</td>\n",
-       "      <td>-1.432981</td>\n",
+       "      <td>-0.586475</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>15</th>\n",
        "      <td>coef_pm_peak_end_at_16</td>\n",
-       "      <td>-2.055109</td>\n",
+       "      <td>-1.337297</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>16</th>\n",
        "      <td>coef_pm_peak_end_at_17</td>\n",
-       "      <td>-2.404252</td>\n",
+       "      <td>-1.432487</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>17</th>\n",
        "      <td>coef_pm_peak_end_at_18</td>\n",
-       "      <td>-3.500372</td>\n",
+       "      <td>-1.702240</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>18</th>\n",
        "      <td>coef_evening_end_at_19_20_21</td>\n",
-       "      <td>-4.521037</td>\n",
+       "      <td>-2.460690</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>19</th>\n",
        "      <td>coef_late_end_at_22_23</td>\n",
-       "      <td>-11.516565</td>\n",
+       "      <td>-2.391664</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>20</th>\n",
        "      <td>coef_duration_of_0_hours</td>\n",
-       "      <td>9.959985</td>\n",
+       "      <td>-1.056506</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -3984,31 +4097,31 @@
        "    <tr>\n",
        "      <th>22</th>\n",
        "      <td>coef_duration_of_2_to_3_hours</td>\n",
-       "      <td>9.181283</td>\n",
+       "      <td>-1.478463</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>23</th>\n",
        "      <td>coef_duration_of_4_to_5_hours</td>\n",
-       "      <td>-0.483141</td>\n",
+       "      <td>-1.032651</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>24</th>\n",
        "      <td>coef_duration_of_6_to_7_hours</td>\n",
-       "      <td>10.535613</td>\n",
+       "      <td>1.074781</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>25</th>\n",
        "      <td>coef_duration_of_8_to_10_hours</td>\n",
-       "      <td>10.402183</td>\n",
+       "      <td>1.476278</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>26</th>\n",
        "      <td>coef_duration_of_11_to_13_hours</td>\n",
-       "      <td>-0.374055</td>\n",
+       "      <td>0.292100</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -4020,127 +4133,127 @@
        "    <tr>\n",
        "      <th>28</th>\n",
        "      <td>coef_start_shift_for_outbound_auto_travel_time...</td>\n",
-       "      <td>0.100349</td>\n",
+       "      <td>0.010616</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>29</th>\n",
        "      <td>coef_start_shift_for_inbound_auto_travel_time_...</td>\n",
-       "      <td>-0.099019</td>\n",
+       "      <td>-0.011025</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>30</th>\n",
        "      <td>coef_duration_shift_for_outbound_auto_travel_t...</td>\n",
-       "      <td>0.145324</td>\n",
+       "      <td>-0.002863</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>31</th>\n",
        "      <td>coef_duration_shift_for_inbound_auto_travel_ti...</td>\n",
-       "      <td>-0.118575</td>\n",
+       "      <td>0.022979</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>32</th>\n",
        "      <td>coef_start_shift_for_business_related_</td>\n",
-       "      <td>-0.083357</td>\n",
+       "      <td>-0.071618</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>33</th>\n",
        "      <td>coef_duration_shift_for_business_related_</td>\n",
-       "      <td>0.600044</td>\n",
+       "      <td>0.237322</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>34</th>\n",
        "      <td>coef_start_shift_for_first_sub_tour_of_same_wo...</td>\n",
-       "      <td>-0.168324</td>\n",
+       "      <td>-0.458549</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>35</th>\n",
        "      <td>coef_duration_shift_for_first_sub_tour_of_same...</td>\n",
-       "      <td>0.319885</td>\n",
+       "      <td>-0.199899</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>36</th>\n",
        "      <td>coef_start_shift_for_subsequent_sub_tour_of_sa...</td>\n",
-       "      <td>-0.360206</td>\n",
+       "      <td>-0.117673</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>37</th>\n",
        "      <td>coef_duration_shift_for_subsequent_sub_tour_of...</td>\n",
-       "      <td>-10.333603</td>\n",
+       "      <td>-0.371148</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>38</th>\n",
        "      <td>coef_start_shift_for_number_of_mandatory_tours</td>\n",
-       "      <td>0.059018</td>\n",
+       "      <td>-0.067479</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>39</th>\n",
        "      <td>coef_duration_shift_for_number_of_mandatory_tours</td>\n",
-       "      <td>-1.058788</td>\n",
+       "      <td>-0.909117</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>40</th>\n",
        "      <td>coef_start_shift_for_number_of_joint_tours</td>\n",
-       "      <td>-0.019722</td>\n",
+       "      <td>0.025502</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>41</th>\n",
        "      <td>coef_duration_shift_for_number_of_joint_tours</td>\n",
-       "      <td>-0.577681</td>\n",
+       "      <td>-0.234618</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>42</th>\n",
        "      <td>coef_start_shift_for_number_of_individual_nonm...</td>\n",
-       "      <td>0.026777</td>\n",
+       "      <td>-0.019137</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>43</th>\n",
        "      <td>coef_duration_shift_for_number_of_individual_n...</td>\n",
-       "      <td>0.009894</td>\n",
+       "      <td>-0.075913</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>44</th>\n",
        "      <td>coef_dummy_for_business_related_purpose_and_du...</td>\n",
-       "      <td>-0.663129</td>\n",
+       "      <td>-1.656086</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>45</th>\n",
        "      <td>coef_dummy_for_eating_out_purpose_and_duration...</td>\n",
-       "      <td>0.310405</td>\n",
+       "      <td>0.534786</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>46</th>\n",
        "      <td>coef_dummy_for_eating_out_purpose_and_departur...</td>\n",
-       "      <td>1.151827</td>\n",
+       "      <td>1.371453</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>47</th>\n",
        "      <td>coef_dummy_for_eating_out_purpose_and_departur...</td>\n",
-       "      <td>2.625436</td>\n",
+       "      <td>2.454861</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>48</th>\n",
        "      <td>coef_dummy_for_eating_out_purpose_and_departur...</td>\n",
-       "      <td>2.360981</td>\n",
+       "      <td>1.832150</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
@@ -4148,59 +4261,59 @@
        "</div>"
       ],
       "text/plain": [
-       "                                     coefficient_name      value constrain\n",
-       "0                               coef_early_start_at_5  -2.204068         F\n",
-       "1                             coef_am_peak_start_at_6 -20.592814         F\n",
-       "2                             coef_am_peak_start_at_7  -2.826984         F\n",
-       "3                             coef_am_peak_start_at_8  -1.196528         F\n",
-       "4                             coef_am_peak_start_at_9  -1.619897         F\n",
-       "5                       coef_midday_start_at_10_11_12   0.000000         T\n",
-       "6                       coef_midday_start_at_13_14_15  -1.051562         F\n",
-       "7                      coef_pm_peak_start_at_16_17_18  -0.798588         F\n",
-       "8                      coef_evening_start_at_19_20_21  -0.325741         F\n",
-       "9                            coef_late_start_at_22_23  -5.142925         F\n",
-       "10                              coef_early_end_at_5_6 -25.000000         F\n",
-       "11                                   coef_am_peak_end  -1.373169         F\n",
-       "12                        coef_midday_end_at_10_11_12  -1.305196         F\n",
-       "13                           coef_midday_end_at_13_14   0.000000         T\n",
-       "14                             coef_pm_peak_end_at_15  -1.432981         F\n",
-       "15                             coef_pm_peak_end_at_16  -2.055109         F\n",
-       "16                             coef_pm_peak_end_at_17  -2.404252         F\n",
-       "17                             coef_pm_peak_end_at_18  -3.500372         F\n",
-       "18                       coef_evening_end_at_19_20_21  -4.521037         F\n",
-       "19                             coef_late_end_at_22_23 -11.516565         F\n",
-       "20                           coef_duration_of_0_hours   9.959985         F\n",
-       "21                            coef_duration_of_1_hour   0.000000         T\n",
-       "22                      coef_duration_of_2_to_3_hours   9.181283         F\n",
-       "23                      coef_duration_of_4_to_5_hours  -0.483141         F\n",
-       "24                      coef_duration_of_6_to_7_hours  10.535613         F\n",
-       "25                     coef_duration_of_8_to_10_hours  10.402183         F\n",
-       "26                    coef_duration_of_11_to_13_hours  -0.374055         F\n",
-       "27                    coef_duration_of_14_to_18_hours   0.000000         T\n",
-       "28  coef_start_shift_for_outbound_auto_travel_time...   0.100349         F\n",
-       "29  coef_start_shift_for_inbound_auto_travel_time_...  -0.099019         F\n",
-       "30  coef_duration_shift_for_outbound_auto_travel_t...   0.145324         F\n",
-       "31  coef_duration_shift_for_inbound_auto_travel_ti...  -0.118575         F\n",
-       "32             coef_start_shift_for_business_related_  -0.083357         F\n",
-       "33          coef_duration_shift_for_business_related_   0.600044         F\n",
-       "34  coef_start_shift_for_first_sub_tour_of_same_wo...  -0.168324         F\n",
-       "35  coef_duration_shift_for_first_sub_tour_of_same...   0.319885         F\n",
-       "36  coef_start_shift_for_subsequent_sub_tour_of_sa...  -0.360206         F\n",
-       "37  coef_duration_shift_for_subsequent_sub_tour_of... -10.333603         F\n",
-       "38     coef_start_shift_for_number_of_mandatory_tours   0.059018         F\n",
-       "39  coef_duration_shift_for_number_of_mandatory_tours  -1.058788         F\n",
-       "40         coef_start_shift_for_number_of_joint_tours  -0.019722         F\n",
-       "41      coef_duration_shift_for_number_of_joint_tours  -0.577681         F\n",
-       "42  coef_start_shift_for_number_of_individual_nonm...   0.026777         F\n",
-       "43  coef_duration_shift_for_number_of_individual_n...   0.009894         F\n",
-       "44  coef_dummy_for_business_related_purpose_and_du...  -0.663129         F\n",
-       "45  coef_dummy_for_eating_out_purpose_and_duration...   0.310405         F\n",
-       "46  coef_dummy_for_eating_out_purpose_and_departur...   1.151827         F\n",
-       "47  coef_dummy_for_eating_out_purpose_and_departur...   2.625436         F\n",
-       "48  coef_dummy_for_eating_out_purpose_and_departur...   2.360981         F"
+       "                                     coefficient_name     value constrain\n",
+       "0                               coef_early_start_at_5 -7.645209         F\n",
+       "1                             coef_am_peak_start_at_6 -5.790935         F\n",
+       "2                             coef_am_peak_start_at_7 -4.238642         F\n",
+       "3                             coef_am_peak_start_at_8 -2.371798         F\n",
+       "4                             coef_am_peak_start_at_9 -2.106247         F\n",
+       "5                       coef_midday_start_at_10_11_12  0.000000         T\n",
+       "6                       coef_midday_start_at_13_14_15 -0.665045         F\n",
+       "7                      coef_pm_peak_start_at_16_17_18 -0.000431         F\n",
+       "8                      coef_evening_start_at_19_20_21 -0.786571         F\n",
+       "9                            coef_late_start_at_22_23 -0.890587         F\n",
+       "10                              coef_early_end_at_5_6 -2.693000         F\n",
+       "11                                   coef_am_peak_end -2.543876         F\n",
+       "12                        coef_midday_end_at_10_11_12 -2.145575         F\n",
+       "13                           coef_midday_end_at_13_14  0.000000         T\n",
+       "14                             coef_pm_peak_end_at_15 -0.586475         F\n",
+       "15                             coef_pm_peak_end_at_16 -1.337297         F\n",
+       "16                             coef_pm_peak_end_at_17 -1.432487         F\n",
+       "17                             coef_pm_peak_end_at_18 -1.702240         F\n",
+       "18                       coef_evening_end_at_19_20_21 -2.460690         F\n",
+       "19                             coef_late_end_at_22_23 -2.391664         F\n",
+       "20                           coef_duration_of_0_hours -1.056506         F\n",
+       "21                            coef_duration_of_1_hour  0.000000         T\n",
+       "22                      coef_duration_of_2_to_3_hours -1.478463         F\n",
+       "23                      coef_duration_of_4_to_5_hours -1.032651         F\n",
+       "24                      coef_duration_of_6_to_7_hours  1.074781         F\n",
+       "25                     coef_duration_of_8_to_10_hours  1.476278         F\n",
+       "26                    coef_duration_of_11_to_13_hours  0.292100         F\n",
+       "27                    coef_duration_of_14_to_18_hours  0.000000         T\n",
+       "28  coef_start_shift_for_outbound_auto_travel_time...  0.010616         F\n",
+       "29  coef_start_shift_for_inbound_auto_travel_time_... -0.011025         F\n",
+       "30  coef_duration_shift_for_outbound_auto_travel_t... -0.002863         F\n",
+       "31  coef_duration_shift_for_inbound_auto_travel_ti...  0.022979         F\n",
+       "32             coef_start_shift_for_business_related_ -0.071618         F\n",
+       "33          coef_duration_shift_for_business_related_  0.237322         F\n",
+       "34  coef_start_shift_for_first_sub_tour_of_same_wo... -0.458549         F\n",
+       "35  coef_duration_shift_for_first_sub_tour_of_same... -0.199899         F\n",
+       "36  coef_start_shift_for_subsequent_sub_tour_of_sa... -0.117673         F\n",
+       "37  coef_duration_shift_for_subsequent_sub_tour_of... -0.371148         F\n",
+       "38     coef_start_shift_for_number_of_mandatory_tours -0.067479         F\n",
+       "39  coef_duration_shift_for_number_of_mandatory_tours -0.909117         F\n",
+       "40         coef_start_shift_for_number_of_joint_tours  0.025502         F\n",
+       "41      coef_duration_shift_for_number_of_joint_tours -0.234618         F\n",
+       "42  coef_start_shift_for_number_of_individual_nonm... -0.019137         F\n",
+       "43  coef_duration_shift_for_number_of_individual_n... -0.075913         F\n",
+       "44  coef_dummy_for_business_related_purpose_and_du... -1.656086         F\n",
+       "45  coef_dummy_for_eating_out_purpose_and_duration...  0.534786         F\n",
+       "46  coef_dummy_for_eating_out_purpose_and_departur...  1.371453         F\n",
+       "47  coef_dummy_for_eating_out_purpose_and_departur...  2.454861         F\n",
+       "48  coef_dummy_for_eating_out_purpose_and_departur...  1.832150         F"
       ]
      },
-     "execution_count": 12,
+     "execution_count": 13,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -4217,7 +4330,7 @@
    "toc_visible": true
   },
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "ESTER",
    "language": "python",
    "name": "python3"
   },
@@ -4231,7 +4344,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.8.6"
+   "version": "3.10.15"
   },
   "toc": {
    "base_numbering": 1,
diff --git a/activitysim/examples/example_estimation/notebooks/21_stop_frequency.ipynb b/activitysim/examples/example_estimation/notebooks/21_stop_frequency.ipynb
index 3de8e64272..ee1914bfd6 100644
--- a/activitysim/examples/example_estimation/notebooks/21_stop_frequency.ipynb
+++ b/activitysim/examples/example_estimation/notebooks/21_stop_frequency.ipynb
@@ -34,27 +34,74 @@
     "id": "s53VwlPwtNnr",
     "outputId": "d1208b7a-c1f2-4b0b-c439-bf312fe12be0"
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "JAX not found. Some functionality will be unavailable.\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "{'larch': '6.0.32',\n",
+       " 'sharrow': '2.13.0',\n",
+       " 'numpy': '1.26.4',\n",
+       " 'pandas': '1.5.3',\n",
+       " 'xarray': '2024.3.0',\n",
+       " 'numba': '0.60.0'}"
+      ]
+     },
+     "execution_count": 1,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "import os\n",
-    "import larch  # !conda install larch -c conda-forge # for estimation\n",
-    "import pandas as pd"
+    "import larch as lx\n",
+    "import pandas as pd\n",
+    "\n",
+    "lx.versions()"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "We'll work in our `test` directory, where ActivitySim has saved the estimation data bundles."
+    "For this demo, we will assume that you have already run ActivitySim in estimation\n",
+    "mode, and saved the required estimation data bundles (EDB's) to disk.  See\n",
+    "the [first notebook](./01_estimation_mode.ipynb) for details.  The following module\n",
+    "will run a script to set everything up if the example data is not already available."
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 2,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "EDB directory already populated.\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "PosixPath('test-estimation-data/activitysim-prototype-mtc-extended')"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "os.chdir('test')"
+    "from est_mode_setup import prepare\n",
+    "\n",
+    "prepare()"
    ]
   },
   {
@@ -73,8 +120,8 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/activitysim/activitysim/estimation/larch/general.py:321: UserWarning: coefficient dataframe missing 'constrain' column, setting all to 'F'\n",
-      "  warnings.warn(\"coefficient dataframe missing 'constrain' column, setting all to 'F'\")\n"
+      "/Users/jpn/Git/est-mode/activitysim/activitysim/estimation/larch/general.py:359: UserWarning: coefficient dataframe missing 'constrain' column, setting all to 'F'\n",
+      "  warnings.warn(\n"
      ]
     }
    ],
@@ -82,7 +129,12 @@
     "modelname = \"stop_frequency\"\n",
     "\n",
     "from activitysim.estimation.larch import component_model\n",
-    "model, data = component_model(modelname, return_data=True)"
+    "\n",
+    "model, data = component_model(\n",
+    "    modelname,\n",
+    "    edb_directory=f\"output-est-mode/estimation_data_bundle/{modelname}/\",\n",
+    "    return_data=True,\n",
+    ")"
    ]
   },
   {
@@ -1195,10 +1247,10 @@
        "      <td>coef_alternative_specific_constant_for_outboun...</td>\n",
        "      <td>coef_alternative_specific_constant_for_outboun...</td>\n",
        "      <td>coef_alternative_specific_constant_for_outboun...</td>\n",
-       "      <td>-3.934</td>\n",
-       "      <td>-3.934</td>\n",
-       "      <td>-3.934</td>\n",
-       "      <td>-3.934</td>\n",
+       "      <td>coef_alternative_specific_constant_for_outboun...</td>\n",
+       "      <td>coef_alternative_specific_constant_for_outboun...</td>\n",
+       "      <td>coef_alternative_specific_constant_for_outboun...</td>\n",
+       "      <td>coef_alternative_specific_constant_for_outboun...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>40</th>\n",
@@ -1208,19 +1260,19 @@
        "      <td>NaN</td>\n",
        "      <td>coef_alternative_specific_constant_for_return_...</td>\n",
        "      <td>coef_alternative_specific_constant_for_return_...</td>\n",
-       "      <td>-2.139</td>\n",
+       "      <td>coef_alternative_specific_constant_for_return_...</td>\n",
        "      <td>NaN</td>\n",
        "      <td>coef_alternative_specific_constant_for_return_...</td>\n",
        "      <td>coef_alternative_specific_constant_for_return_...</td>\n",
-       "      <td>-2.139</td>\n",
+       "      <td>coef_alternative_specific_constant_for_return_...</td>\n",
        "      <td>NaN</td>\n",
        "      <td>coef_alternative_specific_constant_for_return_...</td>\n",
        "      <td>coef_alternative_specific_constant_for_return_...</td>\n",
-       "      <td>-2.139</td>\n",
+       "      <td>coef_alternative_specific_constant_for_return_...</td>\n",
        "      <td>NaN</td>\n",
        "      <td>coef_alternative_specific_constant_for_return_...</td>\n",
        "      <td>coef_alternative_specific_constant_for_return_...</td>\n",
-       "      <td>-2.139</td>\n",
+       "      <td>coef_alternative_specific_constant_for_return_...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>41</th>\n",
@@ -1537,7 +1589,7 @@
        "37                   coef_dummy_for_distance_in_miles   \n",
        "38         coef_no_stops_if_tour_mode_is_drivetransit   \n",
        "39                                                NaN   \n",
-       "40                                             -2.139   \n",
+       "40  coef_alternative_specific_constant_for_return_...   \n",
        "41  coef_alternative_specific_constant_for_the_tot...   \n",
        "42                coef_number_of_subtours_in_the_tour   \n",
        "\n",
@@ -1717,7 +1769,7 @@
        "37                   coef_dummy_for_distance_in_miles   \n",
        "38         coef_no_stops_if_tour_mode_is_drivetransit   \n",
        "39  coef_alternative_specific_constant_for_outboun...   \n",
-       "40                                             -2.139   \n",
+       "40  coef_alternative_specific_constant_for_return_...   \n",
        "41  coef_alternative_specific_constant_for_the_tot...   \n",
        "42                coef_number_of_subtours_in_the_tour   \n",
        "\n",
@@ -1897,7 +1949,7 @@
        "37                   coef_dummy_for_distance_in_miles   \n",
        "38         coef_no_stops_if_tour_mode_is_drivetransit   \n",
        "39  coef_alternative_specific_constant_for_outboun...   \n",
-       "40                                             -2.139   \n",
+       "40  coef_alternative_specific_constant_for_return_...   \n",
        "41  coef_alternative_specific_constant_for_the_tot...   \n",
        "42                coef_number_of_subtours_in_the_tour   \n",
        "\n",
@@ -1941,7 +1993,7 @@
        "36         coef_dummy_for_distance_less_than_20_miles   \n",
        "37                   coef_dummy_for_distance_in_miles   \n",
        "38         coef_no_stops_if_tour_mode_is_drivetransit   \n",
-       "39                                             -3.934   \n",
+       "39  coef_alternative_specific_constant_for_outboun...   \n",
        "40                                                NaN   \n",
        "41  coef_alternative_specific_constant_for_the_tot...   \n",
        "42                coef_number_of_subtours_in_the_tour   \n",
@@ -1986,7 +2038,7 @@
        "36         coef_dummy_for_distance_less_than_20_miles   \n",
        "37                   coef_dummy_for_distance_in_miles   \n",
        "38         coef_no_stops_if_tour_mode_is_drivetransit   \n",
-       "39                                             -3.934   \n",
+       "39  coef_alternative_specific_constant_for_outboun...   \n",
        "40  coef_alternative_specific_constant_for_return_...   \n",
        "41  coef_alternative_specific_constant_for_the_tot...   \n",
        "42                coef_number_of_subtours_in_the_tour   \n",
@@ -2031,7 +2083,7 @@
        "36         coef_dummy_for_distance_less_than_20_miles   \n",
        "37                   coef_dummy_for_distance_in_miles   \n",
        "38         coef_no_stops_if_tour_mode_is_drivetransit   \n",
-       "39                                             -3.934   \n",
+       "39  coef_alternative_specific_constant_for_outboun...   \n",
        "40  coef_alternative_specific_constant_for_return_...   \n",
        "41  coef_alternative_specific_constant_for_the_tot...   \n",
        "42                coef_number_of_subtours_in_the_tour   \n",
@@ -2076,8 +2128,8 @@
        "36         coef_dummy_for_distance_less_than_20_miles  \n",
        "37                   coef_dummy_for_distance_in_miles  \n",
        "38         coef_no_stops_if_tour_mode_is_drivetransit  \n",
-       "39                                             -3.934  \n",
-       "40                                             -2.139  \n",
+       "39  coef_alternative_specific_constant_for_outboun...  \n",
+       "40  coef_alternative_specific_constant_for_return_...  \n",
        "41  coef_alternative_specific_constant_for_the_tot...  \n",
        "42                coef_number_of_subtours_in_the_tour  "
       ]
@@ -2175,9 +2227,9 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>2961920</th>\n",
-       "      <td>0out_0in</td>\n",
-       "      <td>0out_0in</td>\n",
+       "      <th>2966594</th>\n",
+       "      <td>0out_1in</td>\n",
+       "      <td>0out_1in</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
@@ -2191,17 +2243,17 @@
        "      <td>False</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
+       "      <td>1</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>6.859067</td>\n",
-       "      <td>7.751024</td>\n",
-       "      <td>0</td>\n",
+       "      <td>6.446184</td>\n",
+       "      <td>6.869385</td>\n",
+       "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2970120</th>\n",
-       "      <td>2out_1in</td>\n",
-       "      <td>2out_1in</td>\n",
+       "      <th>2967783</th>\n",
+       "      <td>0out_0in</td>\n",
+       "      <td>0out_0in</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
@@ -2218,12 +2270,12 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>1</td>\n",
+       "      <td>6.384615</td>\n",
+       "      <td>7.341247</td>\n",
+       "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2998943</th>\n",
+       "      <th>2968726</th>\n",
        "      <td>0out_0in</td>\n",
        "      <td>0out_0in</td>\n",
        "      <td>0.0</td>\n",
@@ -2236,19 +2288,19 @@
        "      <td>0.0</td>\n",
        "      <td>...</td>\n",
        "      <td>False</td>\n",
-       "      <td>False</td>\n",
+       "      <td>True</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>1</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>6.024261</td>\n",
-       "      <td>7.519040</td>\n",
-       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>5.447277</td>\n",
+       "      <td>6.565208</td>\n",
+       "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>3013252</th>\n",
-       "      <td>0out_0in</td>\n",
+       "      <th>2970858</th>\n",
+       "      <td>1out_1in</td>\n",
        "      <td>0out_0in</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
@@ -2266,12 +2318,12 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>5.672122</td>\n",
-       "      <td>6.595380</td>\n",
+       "      <td>6.787018</td>\n",
+       "      <td>7.692237</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>3015794</th>\n",
+       "      <th>2973728</th>\n",
        "      <td>0out_0in</td>\n",
        "      <td>0out_0in</td>\n",
        "      <td>0.0</td>\n",
@@ -2290,8 +2342,8 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>6.252582</td>\n",
-       "      <td>5.865708</td>\n",
+       "      <td>6.611336</td>\n",
+       "      <td>5.693881</td>\n",
        "      <td>3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -2319,38 +2371,38 @@
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>308070309</th>\n",
-       "      <td>0out_0in</td>\n",
+       "      <th>309081532</th>\n",
+       "      <td>2out_0in</td>\n",
        "      <td>0out_0in</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>1.0</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>...</td>\n",
        "      <td>False</td>\n",
-       "      <td>True</td>\n",
-       "      <td>0</td>\n",
+       "      <td>False</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>8.181251</td>\n",
-       "      <td>8.326834</td>\n",
        "      <td>0</td>\n",
+       "      <td>4.619027</td>\n",
+       "      <td>6.475182</td>\n",
+       "      <td>3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>308073875</th>\n",
-       "      <td>1out_0in</td>\n",
-       "      <td>1out_0in</td>\n",
+       "      <th>309090634</th>\n",
+       "      <td>0out_1in</td>\n",
+       "      <td>0out_0in</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
@@ -2362,14 +2414,14 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>2</td>\n",
+       "      <td>4.800090</td>\n",
+       "      <td>6.198316</td>\n",
+       "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>308090603</th>\n",
-       "      <td>0out_0in</td>\n",
+       "      <th>309101950</th>\n",
        "      <td>0out_0in</td>\n",
+       "      <td>1out_1in</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
@@ -2386,22 +2438,22 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>7.629996</td>\n",
-       "      <td>7.282405</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>308105896</th>\n",
+       "      <th>309107362</th>\n",
        "      <td>0out_0in</td>\n",
        "      <td>0out_0in</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>1.0</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>...</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
@@ -2410,181 +2462,181 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>7.149388</td>\n",
-       "      <td>6.679189</td>\n",
-       "      <td>2</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>4</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>308122624</th>\n",
+       "      <th>309112036</th>\n",
        "      <td>0out_0in</td>\n",
        "      <td>0out_0in</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>1.0</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>...</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
+       "      <td>1</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>5.117139</td>\n",
-       "      <td>7.355598</td>\n",
-       "      <td>0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>4</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>2124 rows × 220 columns</p>\n",
+       "<p>22637 rows × 220 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
        "          model_choice override_choice  util_middle_to_low_income_hh  \\\n",
        "tour_id                                                                \n",
-       "2961920       0out_0in        0out_0in                           0.0   \n",
-       "2970120       2out_1in        2out_1in                           0.0   \n",
-       "2998943       0out_0in        0out_0in                           0.0   \n",
-       "3013252       0out_0in        0out_0in                           0.0   \n",
-       "3015794       0out_0in        0out_0in                           0.0   \n",
+       "2966594       0out_1in        0out_1in                           0.0   \n",
+       "2967783       0out_0in        0out_0in                           0.0   \n",
+       "2968726       0out_0in        0out_0in                           0.0   \n",
+       "2970858       1out_1in        0out_0in                           0.0   \n",
+       "2973728       0out_0in        0out_0in                           0.0   \n",
        "...                ...             ...                           ...   \n",
-       "308070309     0out_0in        0out_0in                           0.0   \n",
-       "308073875     1out_0in        1out_0in                           0.0   \n",
-       "308090603     0out_0in        0out_0in                           0.0   \n",
-       "308105896     0out_0in        0out_0in                           0.0   \n",
-       "308122624     0out_0in        0out_0in                           0.0   \n",
+       "309081532     2out_0in        0out_0in                           0.0   \n",
+       "309090634     0out_1in        0out_0in                           0.0   \n",
+       "309101950     0out_0in        1out_1in                           0.0   \n",
+       "309107362     0out_0in        0out_0in                           0.0   \n",
+       "309112036     0out_0in        0out_0in                           0.0   \n",
        "\n",
        "           util_mid_to_high_income_hh  util_high_income_hh  \\\n",
        "tour_id                                                      \n",
-       "2961920                           0.0                  0.0   \n",
-       "2970120                           0.0                  0.0   \n",
-       "2998943                           0.0                  0.0   \n",
-       "3013252                           0.0                  0.0   \n",
-       "3015794                           0.0                  0.0   \n",
+       "2966594                           0.0                  0.0   \n",
+       "2967783                           0.0                  0.0   \n",
+       "2968726                           0.0                  0.0   \n",
+       "2970858                           0.0                  0.0   \n",
+       "2973728                           0.0                  0.0   \n",
        "...                               ...                  ...   \n",
-       "308070309                         0.0                  0.0   \n",
-       "308073875                         0.0                  0.0   \n",
-       "308090603                         0.0                  0.0   \n",
-       "308105896                         0.0                  0.0   \n",
-       "308122624                         0.0                  0.0   \n",
+       "309081532                         0.0                  0.0   \n",
+       "309090634                         0.0                  0.0   \n",
+       "309101950                         0.0                  0.0   \n",
+       "309107362                         0.0                  0.0   \n",
+       "309112036                         0.0                  0.0   \n",
        "\n",
        "           util_number_of_hh_persons  util_number_of_full_time_workers_in_hh  \\\n",
        "tour_id                                                                        \n",
-       "2961920                          1.0                                     1.0   \n",
-       "2970120                          1.0                                     1.0   \n",
-       "2998943                          1.0                                     1.0   \n",
-       "3013252                          1.0                                     1.0   \n",
-       "3015794                          1.0                                     0.0   \n",
+       "2966594                          1.0                                     1.0   \n",
+       "2967783                          1.0                                     1.0   \n",
+       "2968726                          1.0                                     1.0   \n",
+       "2970858                          1.0                                     1.0   \n",
+       "2973728                          1.0                                     0.0   \n",
        "...                              ...                                     ...   \n",
-       "308070309                        1.0                                     0.0   \n",
-       "308073875                        1.0                                     1.0   \n",
-       "308090603                        1.0                                     1.0   \n",
-       "308105896                        1.0                                     0.0   \n",
-       "308122624                        1.0                                     0.0   \n",
+       "309081532                        1.0                                     1.0   \n",
+       "309090634                        1.0                                     0.0   \n",
+       "309101950                        1.0                                     1.0   \n",
+       "309107362                        1.0                                     1.0   \n",
+       "309112036                        1.0                                     1.0   \n",
        "\n",
        "           util_number_of_students_in_hh  \\\n",
        "tour_id                                    \n",
-       "2961920                              0.0   \n",
-       "2970120                              0.0   \n",
-       "2998943                              0.0   \n",
-       "3013252                              0.0   \n",
-       "3015794                              0.0   \n",
+       "2966594                              0.0   \n",
+       "2967783                              0.0   \n",
+       "2968726                              0.0   \n",
+       "2970858                              0.0   \n",
+       "2973728                              0.0   \n",
        "...                                  ...   \n",
-       "308070309                            0.0   \n",
-       "308073875                            0.0   \n",
-       "308090603                            0.0   \n",
-       "308105896                            1.0   \n",
-       "308122624                            1.0   \n",
+       "309081532                            0.0   \n",
+       "309090634                            0.0   \n",
+       "309101950                            0.0   \n",
+       "309107362                            0.0   \n",
+       "309112036                            0.0   \n",
        "\n",
        "           util_num_kids_between_0_and_4_including_years_old  \\\n",
        "tour_id                                                        \n",
-       "2961920                                                  0.0   \n",
-       "2970120                                                  0.0   \n",
-       "2998943                                                  0.0   \n",
-       "3013252                                                  0.0   \n",
-       "3015794                                                  0.0   \n",
+       "2966594                                                  0.0   \n",
+       "2967783                                                  0.0   \n",
+       "2968726                                                  0.0   \n",
+       "2970858                                                  0.0   \n",
+       "2973728                                                  0.0   \n",
        "...                                                      ...   \n",
-       "308070309                                                0.0   \n",
-       "308073875                                                0.0   \n",
-       "308090603                                                0.0   \n",
-       "308105896                                                0.0   \n",
-       "308122624                                                0.0   \n",
+       "309081532                                                0.0   \n",
+       "309090634                                                0.0   \n",
+       "309101950                                                0.0   \n",
+       "309107362                                                0.0   \n",
+       "309112036                                                0.0   \n",
        "\n",
        "           util_presence_of_kids_between_0_and_4_including_years_old  ...  \\\n",
        "tour_id                                                               ...   \n",
-       "2961920                                                  0.0          ...   \n",
-       "2970120                                                  0.0          ...   \n",
-       "2998943                                                  0.0          ...   \n",
-       "3013252                                                  0.0          ...   \n",
-       "3015794                                                  0.0          ...   \n",
+       "2966594                                                  0.0          ...   \n",
+       "2967783                                                  0.0          ...   \n",
+       "2968726                                                  0.0          ...   \n",
+       "2970858                                                  0.0          ...   \n",
+       "2973728                                                  0.0          ...   \n",
        "...                                                      ...          ...   \n",
-       "308070309                                                0.0          ...   \n",
-       "308073875                                                0.0          ...   \n",
-       "308090603                                                0.0          ...   \n",
-       "308105896                                                0.0          ...   \n",
-       "308122624                                                0.0          ...   \n",
+       "309081532                                                0.0          ...   \n",
+       "309090634                                                0.0          ...   \n",
+       "309101950                                                0.0          ...   \n",
+       "309107362                                                0.0          ...   \n",
+       "309112036                                                0.0          ...   \n",
        "\n",
        "           tour_mode_is_drive_transit  tour_mode_is_non_motorized  \\\n",
        "tour_id                                                             \n",
-       "2961920                         False                       False   \n",
-       "2970120                         False                       False   \n",
-       "2998943                         False                       False   \n",
-       "3013252                         False                       False   \n",
-       "3015794                         False                       False   \n",
+       "2966594                         False                       False   \n",
+       "2967783                         False                       False   \n",
+       "2968726                         False                        True   \n",
+       "2970858                         False                       False   \n",
+       "2973728                         False                       False   \n",
        "...                               ...                         ...   \n",
-       "308070309                       False                        True   \n",
-       "308073875                       False                       False   \n",
-       "308090603                       False                       False   \n",
-       "308105896                       False                       False   \n",
-       "308122624                       False                       False   \n",
+       "309081532                       False                       False   \n",
+       "309090634                       False                       False   \n",
+       "309101950                       False                       False   \n",
+       "309107362                       False                       False   \n",
+       "309112036                       False                       False   \n",
        "\n",
        "           num_school_tours  num_univ_tours  num_atwork_subtours  \\\n",
        "tour_id                                                            \n",
-       "2961920                   0               0                    0   \n",
-       "2970120                   0               0                    0   \n",
-       "2998943                   0               0                    1   \n",
-       "3013252                   0               0                    0   \n",
-       "3015794                   0               0                    0   \n",
+       "2966594                   0               0                    1   \n",
+       "2967783                   0               0                    0   \n",
+       "2968726                   0               0                    0   \n",
+       "2970858                   0               0                    0   \n",
+       "2973728                   0               0                    0   \n",
        "...                     ...             ...                  ...   \n",
-       "308070309                 0               0                    0   \n",
-       "308073875                 0               0                    0   \n",
-       "308090603                 0               0                    0   \n",
-       "308105896                 0               0                    0   \n",
-       "308122624                 0               0                    0   \n",
+       "309081532                 0               0                    0   \n",
+       "309090634                 0               0                    0   \n",
+       "309101950                 0               0                    0   \n",
+       "309107362                 0               0                    0   \n",
+       "309112036                 0               0                    1   \n",
        "\n",
        "           num_hh_shop_tours  num_hh_maint_tours     hhacc     pracc  \\\n",
        "tour_id                                                                \n",
-       "2961920                    0                   0  6.859067  7.751024   \n",
-       "2970120                    0                   0  0.000000  0.000000   \n",
-       "2998943                    0                   0  6.024261  7.519040   \n",
-       "3013252                    0                   0  5.672122  6.595380   \n",
-       "3015794                    0                   0  6.252582  5.865708   \n",
+       "2966594                    0                   0  6.446184  6.869385   \n",
+       "2967783                    0                   0  6.384615  7.341247   \n",
+       "2968726                    0                   0  5.447277  6.565208   \n",
+       "2970858                    0                   0  6.787018  7.692237   \n",
+       "2973728                    0                   0  6.611336  5.693881   \n",
        "...                      ...                 ...       ...       ...   \n",
-       "308070309                  0                   0  8.181251  8.326834   \n",
-       "308073875                  0                   0  0.000000  0.000000   \n",
-       "308090603                  0                   0  7.629996  7.282405   \n",
-       "308105896                  0                   0  7.149388  6.679189   \n",
-       "308122624                  0                   0  5.117139  7.355598   \n",
+       "309081532                  0                   0  4.619027  6.475182   \n",
+       "309090634                  0                   0  4.800090  6.198316   \n",
+       "309101950                  0                   0  0.000000  0.000000   \n",
+       "309107362                  0                   0  0.000000  0.000000   \n",
+       "309112036                  0                   0  0.000000  0.000000   \n",
        "\n",
        "           destination_area_type  \n",
        "tour_id                           \n",
-       "2961920                        0  \n",
-       "2970120                        1  \n",
-       "2998943                        2  \n",
-       "3013252                        1  \n",
-       "3015794                        3  \n",
+       "2966594                        1  \n",
+       "2967783                        0  \n",
+       "2968726                        1  \n",
+       "2970858                        1  \n",
+       "2973728                        3  \n",
        "...                          ...  \n",
-       "308070309                      0  \n",
-       "308073875                      2  \n",
-       "308090603                      1  \n",
-       "308105896                      2  \n",
-       "308122624                      0  \n",
+       "309081532                      3  \n",
+       "309090634                      1  \n",
+       "309101950                      1  \n",
+       "309107362                      4  \n",
+       "309112036                      4  \n",
        "\n",
-       "[2124 rows x 220 columns]"
+       "[22637 rows x 220 columns]"
       ]
      },
      "execution_count": 7,
@@ -2610,26 +2662,10 @@
    "execution_count": 8,
    "metadata": {},
    "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "req_data does not request avail_ca or avail_co but it is set and being provided\n",
-      "req_data does not request avail_ca or avail_co but it is set and being provided\n",
-      "req_data does not request avail_ca or avail_co but it is set and being provided\n",
-      "req_data does not request avail_ca or avail_co but it is set and being provided\n",
-      "req_data does not request avail_ca or avail_co but it is set and being provided\n",
-      "req_data does not request avail_ca or avail_co but it is set and being provided\n",
-      "req_data does not request avail_ca or avail_co but it is set and being provided\n",
-      "req_data does not request avail_ca or avail_co but it is set and being provided\n",
-      "req_data does not request avail_ca or avail_co but it is set and being provided\n",
-      "req_data does not request avail_ca or avail_co but it is set and being provided\n"
-     ]
-    },
     {
      "data": {
       "text/html": [
-       "<h3>Iteration 130 [Optimization terminated successfully] </h3>"
+       "<h3>Iteration 081 [Optimization terminated successfully] </h3>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -2641,7 +2677,7 @@
     {
      "data": {
       "text/html": [
-       "<p>Best LL = -6094.555918549999</p>"
+       "<p>Best LL = -78188.35046478933</p>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -2672,70 +2708,74 @@
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>value</th>\n",
+       "      <th>best</th>\n",
        "      <th>initvalue</th>\n",
-       "      <th>nullvalue</th>\n",
        "      <th>minimum</th>\n",
        "      <th>maximum</th>\n",
+       "      <th>nullvalue</th>\n",
        "      <th>holdfast</th>\n",
-       "      <th>note</th>\n",
-       "      <th>best</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>param_name</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>-2.139</th>\n",
-       "      <td>-2.139000</td>\n",
-       "      <td>-2.139</td>\n",
-       "      <td>-2.139</td>\n",
-       "      <td>-2.139</td>\n",
-       "      <td>-2.139</td>\n",
-       "      <td>1</td>\n",
-       "      <td></td>\n",
-       "      <td>-2.139000</td>\n",
+       "      <th>coef_alternative_specific_constant_for_outbound_stops_1out_0in</th>\n",
+       "      <td>-0.817659</td>\n",
+       "      <td>-0.817659</td>\n",
+       "      <td>-0.833</td>\n",
+       "      <td>-inf</td>\n",
+       "      <td>inf</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>-3.934</th>\n",
-       "      <td>-3.934000</td>\n",
-       "      <td>-3.934</td>\n",
-       "      <td>-3.934</td>\n",
-       "      <td>-3.934</td>\n",
-       "      <td>-3.934</td>\n",
-       "      <td>1</td>\n",
-       "      <td></td>\n",
-       "      <td>-3.934000</td>\n",
+       "      <th>coef_alternative_specific_constant_for_outbound_stops_1out_0in_atwork</th>\n",
+       "      <td>-3.857785</td>\n",
+       "      <td>-3.857785</td>\n",
+       "      <td>-3.896</td>\n",
+       "      <td>-inf</td>\n",
+       "      <td>inf</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_outbound_stops_1out_0in</th>\n",
-       "      <td>-0.741225</td>\n",
-       "      <td>-0.833</td>\n",
-       "      <td>0.000</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
+       "      <th>coef_alternative_specific_constant_for_outbound_stops_1out_0in_eatout</th>\n",
+       "      <td>-2.243908</td>\n",
+       "      <td>-2.243908</td>\n",
+       "      <td>-2.190</td>\n",
+       "      <td>-inf</td>\n",
+       "      <td>inf</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.741225</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_outbound_stops_2out_0in</th>\n",
-       "      <td>-2.594489</td>\n",
-       "      <td>-2.613</td>\n",
-       "      <td>0.000</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
+       "      <th>coef_alternative_specific_constant_for_outbound_stops_1out_0in_escort</th>\n",
+       "      <td>-2.254734</td>\n",
+       "      <td>-2.254734</td>\n",
+       "      <td>-2.173</td>\n",
+       "      <td>-inf</td>\n",
+       "      <td>inf</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-2.594489</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_return_stops_0out_1in</th>\n",
-       "      <td>-0.447476</td>\n",
-       "      <td>-0.445</td>\n",
-       "      <td>0.000</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
+       "      <th>coef_alternative_specific_constant_for_outbound_stops_1out_0in_othdiscr</th>\n",
+       "      <td>-1.509245</td>\n",
+       "      <td>-1.509245</td>\n",
+       "      <td>-1.581</td>\n",
+       "      <td>-inf</td>\n",
+       "      <td>inf</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.447476</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>...</th>\n",
@@ -2746,122 +2786,120 @@
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
-       "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_primary_destination_accessibility_log_of_it_</th>\n",
-       "      <td>0.170704</td>\n",
+       "      <td>0.191205</td>\n",
+       "      <td>0.191205</td>\n",
        "      <td>0.180</td>\n",
-       "      <td>0.000</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
+       "      <td>-inf</td>\n",
+       "      <td>inf</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.170704</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_subtour_departure_less_than_or_equal_to_11am</th>\n",
-       "      <td>0.266339</td>\n",
+       "      <td>0.352247</td>\n",
+       "      <td>0.352247</td>\n",
        "      <td>0.310</td>\n",
-       "      <td>0.000</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
+       "      <td>-inf</td>\n",
+       "      <td>inf</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.266339</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_subtour_distance_in_miles_from_tour_destination_to_subtour_primary_destination_one_way_</th>\n",
-       "      <td>-0.152384</td>\n",
+       "      <td>0.023141</td>\n",
+       "      <td>0.023141</td>\n",
        "      <td>0.020</td>\n",
-       "      <td>0.000</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
+       "      <td>-inf</td>\n",
+       "      <td>inf</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.152384</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_subtour_duration_in_hours_integer_</th>\n",
-       "      <td>0.681811</td>\n",
+       "      <td>0.555413</td>\n",
+       "      <td>0.555413</td>\n",
        "      <td>0.560</td>\n",
-       "      <td>0.000</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
+       "      <td>-inf</td>\n",
+       "      <td>inf</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.681811</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_subtour_return_time_greater_or_equal_to_2pm</th>\n",
-       "      <td>1.549569</td>\n",
+       "      <td>0.206446</td>\n",
+       "      <td>0.206446</td>\n",
        "      <td>0.340</td>\n",
-       "      <td>0.000</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
+       "      <td>-inf</td>\n",
+       "      <td>inf</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>1.549569</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>188 rows × 8 columns</p>\n",
+       "<p>188 rows × 7 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "                                                       value  initvalue  \\\n",
-       "-2.139                                             -2.139000     -2.139   \n",
-       "-3.934                                             -3.934000     -3.934   \n",
-       "coef_alternative_specific_constant_for_outbound... -0.741225     -0.833   \n",
-       "coef_alternative_specific_constant_for_outbound... -2.594489     -2.613   \n",
-       "coef_alternative_specific_constant_for_return_s... -0.447476     -0.445   \n",
-       "...                                                      ...        ...   \n",
-       "coef_primary_destination_accessibility_log_of_it_   0.170704      0.180   \n",
-       "coef_subtour_departure_less_than_or_equal_to_11am   0.266339      0.310   \n",
-       "coef_subtour_distance_in_miles_from_tour_destin... -0.152384      0.020   \n",
-       "coef_subtour_duration_in_hours_integer_             0.681811      0.560   \n",
-       "coef_subtour_return_time_greater_or_equal_to_2pm    1.549569      0.340   \n",
+       "                                                       value      best  \\\n",
+       "param_name                                                               \n",
+       "coef_alternative_specific_constant_for_outbound... -0.817659 -0.817659   \n",
+       "coef_alternative_specific_constant_for_outbound... -3.857785 -3.857785   \n",
+       "coef_alternative_specific_constant_for_outbound... -2.243908 -2.243908   \n",
+       "coef_alternative_specific_constant_for_outbound... -2.254734 -2.254734   \n",
+       "coef_alternative_specific_constant_for_outbound... -1.509245 -1.509245   \n",
+       "...                                                      ...       ...   \n",
+       "coef_primary_destination_accessibility_log_of_it_   0.191205  0.191205   \n",
+       "coef_subtour_departure_less_than_or_equal_to_11am   0.352247  0.352247   \n",
+       "coef_subtour_distance_in_miles_from_tour_destin...  0.023141  0.023141   \n",
+       "coef_subtour_duration_in_hours_integer_             0.555413  0.555413   \n",
+       "coef_subtour_return_time_greater_or_equal_to_2pm    0.206446  0.206446   \n",
        "\n",
-       "                                                    nullvalue  minimum  \\\n",
-       "-2.139                                                 -2.139   -2.139   \n",
-       "-3.934                                                 -3.934   -3.934   \n",
-       "coef_alternative_specific_constant_for_outbound...      0.000      NaN   \n",
-       "coef_alternative_specific_constant_for_outbound...      0.000      NaN   \n",
-       "coef_alternative_specific_constant_for_return_s...      0.000      NaN   \n",
+       "                                                    initvalue  minimum  \\\n",
+       "param_name                                                               \n",
+       "coef_alternative_specific_constant_for_outbound...     -0.833     -inf   \n",
+       "coef_alternative_specific_constant_for_outbound...     -3.896     -inf   \n",
+       "coef_alternative_specific_constant_for_outbound...     -2.190     -inf   \n",
+       "coef_alternative_specific_constant_for_outbound...     -2.173     -inf   \n",
+       "coef_alternative_specific_constant_for_outbound...     -1.581     -inf   \n",
        "...                                                       ...      ...   \n",
-       "coef_primary_destination_accessibility_log_of_it_       0.000      NaN   \n",
-       "coef_subtour_departure_less_than_or_equal_to_11am       0.000      NaN   \n",
-       "coef_subtour_distance_in_miles_from_tour_destin...      0.000      NaN   \n",
-       "coef_subtour_duration_in_hours_integer_                 0.000      NaN   \n",
-       "coef_subtour_return_time_greater_or_equal_to_2pm        0.000      NaN   \n",
+       "coef_primary_destination_accessibility_log_of_it_       0.180     -inf   \n",
+       "coef_subtour_departure_less_than_or_equal_to_11am       0.310     -inf   \n",
+       "coef_subtour_distance_in_miles_from_tour_destin...      0.020     -inf   \n",
+       "coef_subtour_duration_in_hours_integer_                 0.560     -inf   \n",
+       "coef_subtour_return_time_greater_or_equal_to_2pm        0.340     -inf   \n",
        "\n",
-       "                                                    maximum  holdfast note  \\\n",
-       "-2.139                                               -2.139         1        \n",
-       "-3.934                                               -3.934         1        \n",
-       "coef_alternative_specific_constant_for_outbound...      NaN         0        \n",
-       "coef_alternative_specific_constant_for_outbound...      NaN         0        \n",
-       "coef_alternative_specific_constant_for_return_s...      NaN         0        \n",
-       "...                                                     ...       ...  ...   \n",
-       "coef_primary_destination_accessibility_log_of_it_       NaN         0        \n",
-       "coef_subtour_departure_less_than_or_equal_to_11am       NaN         0        \n",
-       "coef_subtour_distance_in_miles_from_tour_destin...      NaN         0        \n",
-       "coef_subtour_duration_in_hours_integer_                 NaN         0        \n",
-       "coef_subtour_return_time_greater_or_equal_to_2pm        NaN         0        \n",
+       "                                                    maximum  nullvalue  \\\n",
+       "param_name                                                               \n",
+       "coef_alternative_specific_constant_for_outbound...      inf        0.0   \n",
+       "coef_alternative_specific_constant_for_outbound...      inf        0.0   \n",
+       "coef_alternative_specific_constant_for_outbound...      inf        0.0   \n",
+       "coef_alternative_specific_constant_for_outbound...      inf        0.0   \n",
+       "coef_alternative_specific_constant_for_outbound...      inf        0.0   \n",
+       "...                                                     ...        ...   \n",
+       "coef_primary_destination_accessibility_log_of_it_       inf        0.0   \n",
+       "coef_subtour_departure_less_than_or_equal_to_11am       inf        0.0   \n",
+       "coef_subtour_distance_in_miles_from_tour_destin...      inf        0.0   \n",
+       "coef_subtour_duration_in_hours_integer_                 inf        0.0   \n",
+       "coef_subtour_return_time_greater_or_equal_to_2pm        inf        0.0   \n",
        "\n",
-       "                                                        best  \n",
-       "-2.139                                             -2.139000  \n",
-       "-3.934                                             -3.934000  \n",
-       "coef_alternative_specific_constant_for_outbound... -0.741225  \n",
-       "coef_alternative_specific_constant_for_outbound... -2.594489  \n",
-       "coef_alternative_specific_constant_for_return_s... -0.447476  \n",
+       "                                                    holdfast  \n",
+       "param_name                                                    \n",
+       "coef_alternative_specific_constant_for_outbound...         0  \n",
+       "coef_alternative_specific_constant_for_outbound...         0  \n",
+       "coef_alternative_specific_constant_for_outbound...         0  \n",
+       "coef_alternative_specific_constant_for_outbound...         0  \n",
+       "coef_alternative_specific_constant_for_outbound...         0  \n",
        "...                                                      ...  \n",
-       "coef_primary_destination_accessibility_log_of_it_   0.170704  \n",
-       "coef_subtour_departure_less_than_or_equal_to_11am   0.266339  \n",
-       "coef_subtour_distance_in_miles_from_tour_destin... -0.152384  \n",
-       "coef_subtour_duration_in_hours_integer_             0.681811  \n",
-       "coef_subtour_return_time_greater_or_equal_to_2pm    1.549569  \n",
+       "coef_primary_destination_accessibility_log_of_it_          0  \n",
+       "coef_subtour_departure_less_than_or_equal_to_11am          0  \n",
+       "coef_subtour_distance_in_miles_from_tour_destin...         0  \n",
+       "coef_subtour_duration_in_hours_integer_                    0  \n",
+       "coef_subtour_return_time_greater_or_equal_to_2pm           0  \n",
        "\n",
-       "[188 rows x 8 columns]"
+       "[188 rows x 7 columns]"
       ]
      },
      "metadata": {},
@@ -2871,10 +2909,9 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "<ipython-input-8-c0c5a8a8ae55>:1: PossibleOverspecification: WARNING: Model is possibly over-specified (hessian is nearly singular).\n",
-      "  model.estimate(method='SLSQP', options={\"maxiter\": 1000})\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 3.0254868525048906e-31 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n"
+      "/Users/jpn/Git/est-mode/larch/src/larch/model/optimization.py:338: UserWarning: SLSQP may not play nicely with unbounded parameters\n",
+      "if you get poor results, consider setting global bounds with model.set_cap()\n",
+      "  warnings.warn(  # infinite bounds #  )\n"
      ]
     },
     {
@@ -2889,3290 +2926,3126 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>-2.139</th>\n",
-       "      <td>-2.139000</td>\n",
+       "      <th>coef_alternative_specific_constant_for_outbound_stops_1out_0in</th>\n",
+       "      <td>-0.817659</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>-3.934</th>\n",
-       "      <td>-3.934000</td>\n",
+       "      <th>coef_alternative_specific_constant_for_outbound_stops_1out_0in_atwork</th>\n",
+       "      <td>-3.857785</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_outbound_stops_1out_0in</th>\n",
-       "      <td>-0.741225</td>\n",
+       "      <th>coef_alternative_specific_constant_for_outbound_stops_1out_0in_eatout</th>\n",
+       "      <td>-2.243908</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_outbound_stops_2out_0in</th>\n",
-       "      <td>-2.594489</td>\n",
+       "      <th>coef_alternative_specific_constant_for_outbound_stops_1out_0in_escort</th>\n",
+       "      <td>-2.254734</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_return_stops_0out_1in</th>\n",
-       "      <td>-0.447476</td>\n",
+       "      <th>coef_alternative_specific_constant_for_outbound_stops_1out_0in_othdiscr</th>\n",
+       "      <td>-1.509245</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_return_stops_0out_2in</th>\n",
-       "      <td>-1.657817</td>\n",
+       "      <th>coef_alternative_specific_constant_for_outbound_stops_1out_0in_othmaint</th>\n",
+       "      <td>-1.850181</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_the_total_number_of_stops_0out_2in</th>\n",
-       "      <td>0.039441</td>\n",
+       "      <th>coef_alternative_specific_constant_for_outbound_stops_1out_0in_school</th>\n",
+       "      <td>-2.103501</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_the_total_number_of_stops_2out_3in</th>\n",
-       "      <td>0.754748</td>\n",
+       "      <th>coef_alternative_specific_constant_for_outbound_stops_1out_0in_shopping</th>\n",
+       "      <td>-1.374719</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_am_peak_departure_between_6am_and_7_am_including_interacted_with_outbound_tours</th>\n",
-       "      <td>-1.998832</td>\n",
+       "      <th>coef_alternative_specific_constant_for_outbound_stops_1out_0in_social</th>\n",
+       "      <td>-1.100007</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_dummy_for_all_stops_made_by_transit</th>\n",
-       "      <td>-0.672704</td>\n",
+       "      <th>coef_alternative_specific_constant_for_outbound_stops_1out_0in_univ</th>\n",
+       "      <td>-2.583745</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_dummy_for_distance_in_miles</th>\n",
-       "      <td>0.043974</td>\n",
+       "      <th>coef_alternative_specific_constant_for_outbound_stops_2out_0in</th>\n",
+       "      <td>-2.553493</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_dummy_for_distance_less_than_20_miles</th>\n",
-       "      <td>-0.588175</td>\n",
+       "      <th>coef_alternative_specific_constant_for_outbound_stops_2out_0in_atwork</th>\n",
+       "      <td>-5.670203</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_dummy_for_female</th>\n",
-       "      <td>0.282632</td>\n",
+       "      <th>coef_alternative_specific_constant_for_outbound_stops_2out_0in_eatout</th>\n",
+       "      <td>-4.501523</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_dummy_for_the_duration_of_the_tour_being_equal_or_greater_than_or_equal_to_11_hours</th>\n",
-       "      <td>0.713048</td>\n",
+       "      <th>coef_alternative_specific_constant_for_outbound_stops_2out_0in_escort</th>\n",
+       "      <td>-4.225203</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_dummy_for_walking_to_all_stops</th>\n",
-       "      <td>-1.491072</td>\n",
+       "      <th>coef_alternative_specific_constant_for_outbound_stops_2out_0in_othdiscr</th>\n",
+       "      <td>-3.357879</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_evening_arrival_19_00_interacted_with_return_tours</th>\n",
-       "      <td>0.606441</td>\n",
+       "      <th>coef_alternative_specific_constant_for_outbound_stops_2out_0in_othmaint</th>\n",
+       "      <td>-3.532505</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_high_income_hh</th>\n",
-       "      <td>0.240000</td>\n",
+       "      <th>coef_alternative_specific_constant_for_outbound_stops_2out_0in_school</th>\n",
+       "      <td>-3.932072</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_mid_to_high_income_hh</th>\n",
-       "      <td>0.230000</td>\n",
+       "      <th>coef_alternative_specific_constant_for_outbound_stops_2out_0in_shopping</th>\n",
+       "      <td>-3.001964</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_middle_to_low_income_hh</th>\n",
-       "      <td>0.170000</td>\n",
+       "      <th>coef_alternative_specific_constant_for_outbound_stops_2out_0in_social</th>\n",
+       "      <td>-2.787392</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_no_stops_if_tour_mode_is_drivetransit</th>\n",
-       "      <td>-999.000000</td>\n",
+       "      <th>coef_alternative_specific_constant_for_outbound_stops_2out_0in_univ</th>\n",
+       "      <td>-3.625877</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_num_kids_between_5_and_15_including_years_old</th>\n",
-       "      <td>0.089718</td>\n",
+       "      <th>coef_alternative_specific_constant_for_outbound_stops_3out_0in</th>\n",
+       "      <td>-3.914672</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_number_of_adults_16_years_old_</th>\n",
-       "      <td>0.074203</td>\n",
+       "      <th>coef_alternative_specific_constant_for_outbound_stops_3out_0in_atwork</th>\n",
+       "      <td>-7.451244</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_number_of_cars_number_of_workers</th>\n",
-       "      <td>-0.065713</td>\n",
+       "      <th>coef_alternative_specific_constant_for_outbound_stops_3out_0in_eatout</th>\n",
+       "      <td>-5.213504</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_number_of_escort_tours_tours_undertaken_by_the_person</th>\n",
-       "      <td>0.097792</td>\n",
+       "      <th>coef_alternative_specific_constant_for_outbound_stops_3out_0in_escort</th>\n",
+       "      <td>-4.713943</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_number_of_hh_persons</th>\n",
-       "      <td>-0.328159</td>\n",
+       "      <th>coef_alternative_specific_constant_for_outbound_stops_3out_0in_othdiscr</th>\n",
+       "      <td>-4.262005</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_number_of_school_tours_tours_undertaken_by_the_person</th>\n",
-       "      <td>0.130473</td>\n",
+       "      <th>coef_alternative_specific_constant_for_outbound_stops_3out_0in_othmaint</th>\n",
+       "      <td>-5.370287</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_number_of_shop_tours_undertaken_by_the_houshold</th>\n",
-       "      <td>-0.328294</td>\n",
+       "      <th>coef_alternative_specific_constant_for_outbound_stops_3out_0in_school</th>\n",
+       "      <td>-5.865306</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_number_of_students_in_hh</th>\n",
-       "      <td>0.315297</td>\n",
+       "      <th>coef_alternative_specific_constant_for_outbound_stops_3out_0in_shopping</th>\n",
+       "      <td>-4.443339</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_number_of_subtours_in_the_tour</th>\n",
-       "      <td>0.337091</td>\n",
+       "      <th>coef_alternative_specific_constant_for_outbound_stops_3out_0in_social</th>\n",
+       "      <td>-4.476231</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_number_of_university_tours_tours_undertaken_by_the_person</th>\n",
-       "      <td>-0.480000</td>\n",
+       "      <th>coef_alternative_specific_constant_for_outbound_stops_3out_0in_univ</th>\n",
+       "      <td>-5.123628</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_number_of_work_tours_undertaken_by_the_person</th>\n",
-       "      <td>-0.174762</td>\n",
+       "      <th>coef_alternative_specific_constant_for_outbound_stops_on_joint_tours_1out_0in</th>\n",
+       "      <td>-1.861054</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_presence_of_kids_between_0_and_4_including_years_old</th>\n",
-       "      <td>0.557476</td>\n",
+       "      <th>coef_alternative_specific_constant_for_outbound_stops_on_joint_tours_2out_0in</th>\n",
+       "      <td>-4.027317</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_presence_of_kids_between_5_and_15_including_years_old</th>\n",
-       "      <td>0.117544</td>\n",
+       "      <th>coef_alternative_specific_constant_for_outbound_stops_on_joint_tours_3out_0in</th>\n",
+       "      <td>-5.079709</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>-2.672</th>\n",
-       "      <td>-2.672000</td>\n",
+       "      <th>coef_alternative_specific_constant_for_return_stops_0out_1in</th>\n",
+       "      <td>-0.422070</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_outbound_stops_1out_0in_school</th>\n",
-       "      <td>-1.768772</td>\n",
+       "      <th>coef_alternative_specific_constant_for_return_stops_0out_1in_atwork</th>\n",
+       "      <td>-3.667812</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_outbound_stops_2out_0in_school</th>\n",
-       "      <td>-4.305875</td>\n",
+       "      <th>coef_alternative_specific_constant_for_return_stops_0out_1in_eatout</th>\n",
+       "      <td>-1.667177</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_outbound_stops_3out_0in_school</th>\n",
-       "      <td>-6.209404</td>\n",
+       "      <th>coef_alternative_specific_constant_for_return_stops_0out_1in_escort</th>\n",
+       "      <td>-0.883632</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_return_stops_0out_1in_school</th>\n",
-       "      <td>-1.229114</td>\n",
+       "      <th>coef_alternative_specific_constant_for_return_stops_0out_1in_othdiscr</th>\n",
+       "      <td>-0.944455</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_return_stops_0out_3in_school</th>\n",
-       "      <td>-3.185728</td>\n",
+       "      <th>coef_alternative_specific_constant_for_return_stops_0out_1in_othmaint</th>\n",
+       "      <td>-0.606891</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_the_total_number_of_stops_1out_3in</th>\n",
-       "      <td>1.573277</td>\n",
+       "      <th>coef_alternative_specific_constant_for_return_stops_0out_1in_school</th>\n",
+       "      <td>-1.203184</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_the_total_number_of_stops_2out_3in_school</th>\n",
-       "      <td>2.178796</td>\n",
+       "      <th>coef_alternative_specific_constant_for_return_stops_0out_1in_shopping</th>\n",
+       "      <td>-1.155398</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_arrival_later_than_17_00_</th>\n",
-       "      <td>1.373657</td>\n",
+       "      <th>coef_alternative_specific_constant_for_return_stops_0out_1in_social</th>\n",
+       "      <td>-1.262568</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_dummy_for_distance_in_miles_school</th>\n",
-       "      <td>0.092023</td>\n",
+       "      <th>coef_alternative_specific_constant_for_return_stops_0out_1in_univ</th>\n",
+       "      <td>-1.892703</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_dummy_for_female_school</th>\n",
-       "      <td>0.687687</td>\n",
+       "      <th>coef_alternative_specific_constant_for_return_stops_0out_2in</th>\n",
+       "      <td>-1.737740</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_dummy_for_the_duration_of_the_tour_being_equal_or_greater_than_or_equal_to_9_hours_</th>\n",
-       "      <td>1.904120</td>\n",
+       "      <th>coef_alternative_specific_constant_for_return_stops_0out_2in_atwork</th>\n",
+       "      <td>-5.352597</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_dummy_for_walking_to_all_stops_school</th>\n",
-       "      <td>-1.525112</td>\n",
+       "      <th>coef_alternative_specific_constant_for_return_stops_0out_2in_eatout</th>\n",
+       "      <td>-3.384664</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_number_of_cars_number_of_workers_school</th>\n",
-       "      <td>0.282408</td>\n",
+       "      <th>coef_alternative_specific_constant_for_return_stops_0out_2in_escort</th>\n",
+       "      <td>-2.356788</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_number_of_escort_tours_tours_undertaken_by_the_person_school</th>\n",
-       "      <td>2.320226</td>\n",
+       "      <th>coef_alternative_specific_constant_for_return_stops_0out_2in_othdiscr</th>\n",
+       "      <td>-2.247941</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_number_of_hh_persons_school</th>\n",
-       "      <td>-0.602730</td>\n",
+       "      <th>coef_alternative_specific_constant_for_return_stops_0out_2in_othmaint</th>\n",
+       "      <td>-1.549591</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_presence_of_kids_between_5_and_15_including_years_old_school</th>\n",
-       "      <td>0.021083</td>\n",
+       "      <th>coef_alternative_specific_constant_for_return_stops_0out_2in_school</th>\n",
+       "      <td>-2.618009</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_outbound_stops_1out_0in_univ</th>\n",
-       "      <td>-2.211722</td>\n",
+       "      <th>coef_alternative_specific_constant_for_return_stops_0out_2in_shopping</th>\n",
+       "      <td>-2.252362</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_outbound_stops_2out_0in_univ</th>\n",
-       "      <td>-4.042853</td>\n",
+       "      <th>coef_alternative_specific_constant_for_return_stops_0out_2in_social</th>\n",
+       "      <td>-2.751879</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_outbound_stops_3out_0in_univ</th>\n",
-       "      <td>-4.641257</td>\n",
+       "      <th>coef_alternative_specific_constant_for_return_stops_0out_2in_univ</th>\n",
+       "      <td>-3.564173</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_return_stops_0out_1in_univ</th>\n",
-       "      <td>-1.574239</td>\n",
+       "      <th>coef_alternative_specific_constant_for_return_stops_0out_3in</th>\n",
+       "      <td>-2.056255</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_return_stops_0out_2in_univ</th>\n",
-       "      <td>-3.434788</td>\n",
+       "      <th>coef_alternative_specific_constant_for_return_stops_0out_3in_atwork</th>\n",
+       "      <td>-6.484627</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_return_stops_0out_3in_univ</th>\n",
-       "      <td>-3.860338</td>\n",
+       "      <th>coef_alternative_specific_constant_for_return_stops_0out_3in_eatout</th>\n",
+       "      <td>-4.733147</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_the_total_number_of_stops_1out_3in_univ</th>\n",
-       "      <td>2.019764</td>\n",
+       "      <th>coef_alternative_specific_constant_for_return_stops_0out_3in_othdiscr</th>\n",
+       "      <td>-2.820768</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_the_total_number_of_stops_2out_3in_univ</th>\n",
-       "      <td>2.117237</td>\n",
+       "      <th>coef_alternative_specific_constant_for_return_stops_0out_3in_othmaint</th>\n",
+       "      <td>-2.348697</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_arrival_later_than_17_00__univ</th>\n",
-       "      <td>0.397767</td>\n",
+       "      <th>coef_alternative_specific_constant_for_return_stops_0out_3in_school</th>\n",
+       "      <td>-3.360598</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_dummy_for_female_univ</th>\n",
-       "      <td>0.527348</td>\n",
+       "      <th>coef_alternative_specific_constant_for_return_stops_0out_3in_shopping</th>\n",
+       "      <td>-3.086157</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_dummy_for_the_duration_of_the_tour_being_equal_or_greater_than_or_equal_to_9_hours__univ</th>\n",
-       "      <td>1.086324</td>\n",
+       "      <th>coef_alternative_specific_constant_for_return_stops_0out_3in_social</th>\n",
+       "      <td>-3.617917</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_hh_accesibility_for_inbound_tours_interaction</th>\n",
-       "      <td>0.243672</td>\n",
+       "      <th>coef_alternative_specific_constant_for_return_stops_0out_3in_univ</th>\n",
+       "      <td>-3.549561</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_number_of_escort_tours_tours_undertaken_by_the_person_univ</th>\n",
-       "      <td>1.858956</td>\n",
+       "      <th>coef_alternative_specific_constant_for_return_stops_on_joint_tours_0out_1in</th>\n",
+       "      <td>-1.349229</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_number_of_hh_persons_univ</th>\n",
-       "      <td>-0.326432</td>\n",
+       "      <th>coef_alternative_specific_constant_for_return_stops_on_joint_tours_0out_2in</th>\n",
+       "      <td>-3.006175</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_number_of_vehicles</th>\n",
-       "      <td>0.265859</td>\n",
+       "      <th>coef_alternative_specific_constant_for_return_stops_on_joint_tours_0out_3in</th>\n",
+       "      <td>-3.092591</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_presence_of_kids_between_5_and_15_including_years_old_univ</th>\n",
-       "      <td>-0.061482</td>\n",
+       "      <th>coef_alternative_specific_constant_for_the_total_number_of_stops_0out_2in</th>\n",
+       "      <td>-0.033904</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>-1.783</th>\n",
-       "      <td>-1.783000</td>\n",
+       "      <th>coef_alternative_specific_constant_for_the_total_number_of_stops_1out_3in</th>\n",
+       "      <td>0.619994</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>-2.874</th>\n",
-       "      <td>-2.874000</td>\n",
+       "      <th>coef_alternative_specific_constant_for_the_total_number_of_stops_1out_3in_atwork</th>\n",
+       "      <td>2.196478</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>-3.379</th>\n",
-       "      <td>-3.379000</td>\n",
+       "      <th>coef_alternative_specific_constant_for_the_total_number_of_stops_1out_3in_eatout</th>\n",
+       "      <td>0.956558</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1.497</th>\n",
-       "      <td>1.497000</td>\n",
+       "      <th>coef_alternative_specific_constant_for_the_total_number_of_stops_1out_3in_othdiscr</th>\n",
+       "      <td>0.779563</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_outbound_stops_1out_0in_social</th>\n",
-       "      <td>-1.292414</td>\n",
+       "      <th>coef_alternative_specific_constant_for_the_total_number_of_stops_1out_3in_othmaint</th>\n",
+       "      <td>0.525190</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_outbound_stops_3out_0in_social</th>\n",
-       "      <td>-42.649173</td>\n",
+       "      <th>coef_alternative_specific_constant_for_the_total_number_of_stops_1out_3in_shopping</th>\n",
+       "      <td>0.518875</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_outbound_stops_on_joint_tours_2out_0in</th>\n",
-       "      <td>-4.158467</td>\n",
+       "      <th>coef_alternative_specific_constant_for_the_total_number_of_stops_1out_3in_social</th>\n",
+       "      <td>0.620383</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_outbound_stops_on_joint_tours_3out_0in</th>\n",
-       "      <td>-28.920114</td>\n",
+       "      <th>coef_alternative_specific_constant_for_the_total_number_of_stops_1out_3in_univ</th>\n",
+       "      <td>1.218010</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_return_stops_0out_1in_social</th>\n",
-       "      <td>0.474303</td>\n",
+       "      <th>coef_alternative_specific_constant_for_the_total_number_of_stops_2out_3in</th>\n",
+       "      <td>0.555526</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_return_stops_0out_2in_social</th>\n",
-       "      <td>-2.400345</td>\n",
+       "      <th>coef_alternative_specific_constant_for_the_total_number_of_stops_2out_3in_eatout</th>\n",
+       "      <td>1.979106</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_return_stops_0out_3in_social</th>\n",
-       "      <td>-3.106704</td>\n",
+       "      <th>coef_alternative_specific_constant_for_the_total_number_of_stops_2out_3in_escort</th>\n",
+       "      <td>-1.796251</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_return_stops_on_joint_tours_0out_1in</th>\n",
-       "      <td>-1.489538</td>\n",
+       "      <th>coef_alternative_specific_constant_for_the_total_number_of_stops_2out_3in_othdiscr</th>\n",
+       "      <td>1.148950</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_return_stops_on_joint_tours_0out_2in</th>\n",
-       "      <td>-3.529456</td>\n",
+       "      <th>coef_alternative_specific_constant_for_the_total_number_of_stops_2out_3in_othmaint</th>\n",
+       "      <td>0.489201</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_the_total_number_of_stops_1out_3in_social</th>\n",
-       "      <td>2.605627</td>\n",
+       "      <th>coef_alternative_specific_constant_for_the_total_number_of_stops_2out_3in_school</th>\n",
+       "      <td>1.203689</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_alternative_specific_constant_for_the_total_number_of_stops_2out_3in_shopping</th>\n",
+       "      <td>0.411626</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_alternative_specific_constant_for_the_total_number_of_stops_2out_3in_social</th>\n",
-       "      <td>-9.808088</td>\n",
+       "      <td>0.866347</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_the_total_number_of_stops_on_joint_tours_0out_2in</th>\n",
-       "      <td>-0.168353</td>\n",
+       "      <th>coef_alternative_specific_constant_for_the_total_number_of_stops_2out_3in_univ</th>\n",
+       "      <td>1.958267</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_the_total_number_of_stops_on_joint_tours_1out_3in</th>\n",
-       "      <td>-26.078121</td>\n",
+       "      <th>coef_alternative_specific_constant_for_the_total_number_of_stops_on_joint_tours_0out_2in</th>\n",
+       "      <td>-0.057283</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_arrival_later_than_17_00__social</th>\n",
-       "      <td>-0.470057</td>\n",
+       "      <th>coef_alternative_specific_constant_for_the_total_number_of_stops_on_joint_tours_1out_3in</th>\n",
+       "      <td>0.608179</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_at_least_one_kid_and_one_adult_participate_in_the_tour</th>\n",
-       "      <td>2.116069</td>\n",
+       "      <th>coef_alternative_specific_constant_for_the_total_number_of_stops_on_joint_tours_2out_3in</th>\n",
+       "      <td>1.429603</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_dummy_for_a_return_visiting_tour</th>\n",
-       "      <td>-1.746712</td>\n",
+       "      <th>coef_am_peak_departure_between_6am_and_7_am_including_interacted_with_outbound_tours</th>\n",
+       "      <td>-1.913742</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_dummy_for_a_visiting_tour_with_both_outbound_and_return_leg</th>\n",
-       "      <td>0.344025</td>\n",
+       "      <th>coef_arrival_later_than_17_00_</th>\n",
+       "      <td>1.839504</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_dummy_for_an_outbound_visiting_tour</th>\n",
-       "      <td>-0.742278</td>\n",
+       "      <th>coef_arrival_later_than_17_00__othdiscr</th>\n",
+       "      <td>-0.637546</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_dummy_for_distance_in_miles_social</th>\n",
-       "      <td>-0.078778</td>\n",
+       "      <th>coef_arrival_later_than_17_00__social</th>\n",
+       "      <td>-0.708359</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_dummy_for_the_duration_of_the_tour_being_equal_or_greater_than_or_equal_to_3_hours_</th>\n",
-       "      <td>1.141918</td>\n",
+       "      <th>coef_arrival_later_than_17_00__univ</th>\n",
+       "      <td>0.352924</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_dummy_for_walking_to_all_stops_social</th>\n",
-       "      <td>-2.087075</td>\n",
+       "      <th>coef_at_least_one_kid_and_one_adult_participate_in_the_tour</th>\n",
+       "      <td>0.598380</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_number_of_persons_participating_in_the_tour_outgoing_stops_interaction</th>\n",
-       "      <td>-0.027490</td>\n",
+       "      <th>coef_dummy_for_a_return_visiting_tour</th>\n",
+       "      <td>-0.542418</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_number_of_shop_tours_undertaken_by_the_person</th>\n",
-       "      <td>-0.177893</td>\n",
+       "      <th>coef_dummy_for_a_visiting_tour_with_both_outbound_and_return_leg</th>\n",
+       "      <td>0.637918</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_number_of_vehicles_social</th>\n",
-       "      <td>-0.154123</td>\n",
+       "      <th>coef_dummy_for_all_stops_made_by_transit</th>\n",
+       "      <td>-0.698140</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_number_of_work_tours_undertaken_by_the_person_social</th>\n",
-       "      <td>-0.010226</td>\n",
+       "      <th>coef_dummy_for_an_outbound_visiting_tour</th>\n",
+       "      <td>-0.547383</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>-3.024</th>\n",
-       "      <td>-3.024000</td>\n",
+       "      <th>coef_dummy_for_distance_in_miles</th>\n",
+       "      <td>0.008199</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_outbound_stops_1out_0in_shopping</th>\n",
-       "      <td>-1.491871</td>\n",
+       "      <th>coef_dummy_for_distance_in_miles_othdiscr</th>\n",
+       "      <td>-0.016398</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_outbound_stops_2out_0in_shopping</th>\n",
-       "      <td>-3.340709</td>\n",
+       "      <th>coef_dummy_for_distance_in_miles_othmaint</th>\n",
+       "      <td>0.024622</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_outbound_stops_3out_0in_shopping</th>\n",
-       "      <td>-4.537979</td>\n",
+       "      <th>coef_dummy_for_distance_in_miles_school</th>\n",
+       "      <td>0.048727</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_return_stops_0out_1in_shopping</th>\n",
-       "      <td>-1.234250</td>\n",
+       "      <th>coef_dummy_for_distance_in_miles_shopping</th>\n",
+       "      <td>0.042050</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_return_stops_0out_2in_shopping</th>\n",
-       "      <td>-2.580404</td>\n",
+       "      <th>coef_dummy_for_distance_in_miles_social</th>\n",
+       "      <td>-0.011161</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_the_total_number_of_stops_1out_3in_shopping</th>\n",
-       "      <td>0.585255</td>\n",
+       "      <th>coef_dummy_for_distance_less_than_10_miles_</th>\n",
+       "      <td>0.311571</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_the_total_number_of_stops_2out_3in_shopping</th>\n",
-       "      <td>-0.015580</td>\n",
+       "      <th>coef_dummy_for_distance_less_than_20_miles</th>\n",
+       "      <td>-0.209813</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_dummy_for_distance_in_miles_shopping</th>\n",
-       "      <td>0.021405</td>\n",
+       "      <th>coef_dummy_for_distance_less_than_20_miles_</th>\n",
+       "      <td>-0.403250</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_dummy_for_distance_less_than_5_miles</th>\n",
-       "      <td>0.152609</td>\n",
+       "      <td>0.391002</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_dummy_for_female_shopping</th>\n",
-       "      <td>0.339336</td>\n",
+       "      <th>coef_dummy_for_distance_less_than_5_miles_escort</th>\n",
+       "      <td>0.287884</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_dummy_for_only_adults_participate_in_the_tour</th>\n",
-       "      <td>1.542207</td>\n",
+       "      <th>coef_dummy_for_female</th>\n",
+       "      <td>0.231116</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_dummy_for_the_duration_of_the_tour_being_equal_or_greater_than_or_equal_to_9_hours__shopping</th>\n",
-       "      <td>3.102092</td>\n",
+       "      <th>coef_dummy_for_female_othmaint</th>\n",
+       "      <td>0.298798</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_dummy_for_walking_to_all_stops_shopping</th>\n",
-       "      <td>-1.883904</td>\n",
+       "      <th>coef_dummy_for_female_school</th>\n",
+       "      <td>0.518603</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_num_kids_between_5_and_15_including_years_old_shopping</th>\n",
-       "      <td>-0.047846</td>\n",
+       "      <th>coef_dummy_for_female_shopping</th>\n",
+       "      <td>0.199726</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_number_of_hh_persons_shopping</th>\n",
-       "      <td>-0.086986</td>\n",
+       "      <th>coef_dummy_for_female_univ</th>\n",
+       "      <td>0.539334</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_number_of_maintenace_tours_tours_undertaken_by_the_person</th>\n",
-       "      <td>-0.325799</td>\n",
+       "      <th>coef_dummy_for_only_adults_participate_in_the_tour</th>\n",
+       "      <td>0.241206</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_number_of_shop_tours_undertaken_by_the_houshold_shopping</th>\n",
-       "      <td>0.147901</td>\n",
+       "      <th>coef_dummy_for_subtour_origin_tour_destination_at_exurban_or_rual_areatypes_6_or_7_</th>\n",
+       "      <td>0.270000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_number_of_university_tours_tours_undertaken_by_the_person_shopping</th>\n",
-       "      <td>-0.670900</td>\n",
+       "      <th>coef_dummy_for_the_duration_of_the_tour_being_equal_or_greater_than_or_equal_to_11_hours</th>\n",
+       "      <td>0.629566</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_number_of_work_tours_undertaken_by_the_person_shopping</th>\n",
-       "      <td>-0.437195</td>\n",
+       "      <th>coef_dummy_for_the_duration_of_the_tour_being_equal_or_greater_than_or_equal_to_3_hours_</th>\n",
+       "      <td>1.296845</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_outbound_stops_1out_0in_eatout</th>\n",
-       "      <td>-1.879526</td>\n",
+       "      <th>coef_dummy_for_the_duration_of_the_tour_being_equal_or_greater_than_or_equal_to_9_hours_</th>\n",
+       "      <td>0.935859</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_outbound_stops_2out_0in_eatout</th>\n",
-       "      <td>-32.613372</td>\n",
+       "      <th>coef_dummy_for_the_duration_of_the_tour_being_equal_or_greater_than_or_equal_to_9_hours__escort</th>\n",
+       "      <td>0.468894</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_outbound_stops_3out_0in_eatout</th>\n",
-       "      <td>-3.738703</td>\n",
+       "      <th>coef_dummy_for_the_duration_of_the_tour_being_equal_or_greater_than_or_equal_to_9_hours__othdiscr</th>\n",
+       "      <td>0.843539</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_return_stops_0out_1in_eatout</th>\n",
-       "      <td>-1.687121</td>\n",
+       "      <th>coef_dummy_for_the_duration_of_the_tour_being_equal_or_greater_than_or_equal_to_9_hours__othmaint</th>\n",
+       "      <td>0.103716</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_return_stops_0out_2in_eatout</th>\n",
-       "      <td>-3.033355</td>\n",
+       "      <th>coef_dummy_for_the_duration_of_the_tour_being_equal_or_greater_than_or_equal_to_9_hours__shopping</th>\n",
+       "      <td>1.035541</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_return_stops_0out_3in_eatout</th>\n",
-       "      <td>-4.837278</td>\n",
+       "      <th>coef_dummy_for_the_duration_of_the_tour_being_equal_or_greater_than_or_equal_to_9_hours__univ</th>\n",
+       "      <td>0.771998</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_the_total_number_of_stops_1out_3in_eatout</th>\n",
-       "      <td>-31.986519</td>\n",
+       "      <th>coef_dummy_for_walking_to_all_stops</th>\n",
+       "      <td>-1.590379</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_the_total_number_of_stops_2out_3in_eatout</th>\n",
-       "      <td>-30.916248</td>\n",
+       "      <th>coef_dummy_for_walking_to_all_stops_escort</th>\n",
+       "      <td>-2.041910</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_outbound_stops_1out_0in_escort</th>\n",
-       "      <td>-2.225477</td>\n",
+       "      <th>coef_dummy_for_walking_to_all_stops_othdiscr</th>\n",
+       "      <td>-2.338073</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_outbound_stops_2out_0in_escort</th>\n",
-       "      <td>-4.857476</td>\n",
+       "      <th>coef_dummy_for_walking_to_all_stops_othmaint</th>\n",
+       "      <td>-1.321421</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_outbound_stops_3out_0in_escort</th>\n",
-       "      <td>-4.792453</td>\n",
+       "      <th>coef_dummy_for_walking_to_all_stops_school</th>\n",
+       "      <td>-2.074837</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_return_stops_0out_1in_escort</th>\n",
-       "      <td>-1.279087</td>\n",
+       "      <th>coef_dummy_for_walking_to_all_stops_shopping</th>\n",
+       "      <td>-1.462311</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_return_stops_0out_2in_escort</th>\n",
-       "      <td>-2.459341</td>\n",
+       "      <th>coef_dummy_for_walking_to_all_stops_social</th>\n",
+       "      <td>-1.649814</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_the_total_number_of_stops_2out_3in_escort</th>\n",
-       "      <td>-12.346112</td>\n",
+       "      <th>coef_evening_arrival_19_00_interacted_with_return_tours</th>\n",
+       "      <td>0.297829</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_dummy_for_distance_less_than_5_miles_escort</th>\n",
-       "      <td>0.269808</td>\n",
+       "      <th>coef_hh_accesibility_for_inbound_tours_interaction</th>\n",
+       "      <td>0.258426</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_dummy_for_the_duration_of_the_tour_being_equal_or_greater_than_or_equal_to_9_hours__escort</th>\n",
-       "      <td>1.398712</td>\n",
+       "      <th>coef_high_income_hh</th>\n",
+       "      <td>0.240000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_dummy_for_walking_to_all_stops_escort</th>\n",
-       "      <td>-0.340611</td>\n",
+       "      <th>coef_mid_to_high_income_hh</th>\n",
+       "      <td>0.230000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_number_of_escort_tours_tours_undertaken_by_the_person_escort</th>\n",
-       "      <td>-0.260209</td>\n",
+       "      <th>coef_middle_to_low_income_hh</th>\n",
+       "      <td>0.170000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_number_of_hh_persons_escort</th>\n",
-       "      <td>-0.178510</td>\n",
+       "      <th>coef_middle_to_low_income_hh_</th>\n",
+       "      <td>0.170000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_number_of_students_in_hh_escort</th>\n",
-       "      <td>0.160886</td>\n",
+       "      <th>coef_middle_to_low_income_hh__atwork</th>\n",
+       "      <td>0.369298</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_number_of_work_tours_undertaken_by_the_person_escort</th>\n",
-       "      <td>-0.157913</td>\n",
+       "      <th>coef_no_stops_if_tour_mode_is_drivetransit</th>\n",
+       "      <td>-999.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>-2.462</th>\n",
-       "      <td>-2.462000</td>\n",
+       "      <th>coef_num_kids_between_5_and_15_including_years_old</th>\n",
+       "      <td>0.083356</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_outbound_stops_1out_0in_othmaint</th>\n",
-       "      <td>-2.122249</td>\n",
+       "      <th>coef_num_kids_between_5_and_15_including_years_old_shopping</th>\n",
+       "      <td>0.033141</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_outbound_stops_2out_0in_othmaint</th>\n",
-       "      <td>-3.470020</td>\n",
+       "      <th>coef_number_of_adults_16_years_old_</th>\n",
+       "      <td>0.006177</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_outbound_stops_3out_0in_othmaint</th>\n",
-       "      <td>-4.230867</td>\n",
+       "      <th>coef_number_of_cars_number_of_workers</th>\n",
+       "      <td>0.195317</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_return_stops_0out_1in_othmaint</th>\n",
-       "      <td>-0.833758</td>\n",
+       "      <th>coef_number_of_cars_number_of_workers_school</th>\n",
+       "      <td>0.630311</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_return_stops_0out_2in_othmaint</th>\n",
-       "      <td>-1.186628</td>\n",
+       "      <th>coef_number_of_eating_tours_tours_undertaken_by_the_person</th>\n",
+       "      <td>-0.424859</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_the_total_number_of_stops_1out_3in_othmaint</th>\n",
-       "      <td>0.315206</td>\n",
+       "      <th>coef_number_of_escort_tours_tours_undertaken_by_the_person</th>\n",
+       "      <td>0.285502</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_the_total_number_of_stops_2out_3in_othmaint</th>\n",
-       "      <td>-31.005508</td>\n",
+       "      <th>coef_number_of_escort_tours_tours_undertaken_by_the_person_escort</th>\n",
+       "      <td>-0.077934</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_dummy_for_distance_in_miles_othmaint</th>\n",
-       "      <td>0.102023</td>\n",
+       "      <th>coef_number_of_escort_tours_tours_undertaken_by_the_person_school</th>\n",
+       "      <td>1.290196</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_dummy_for_distance_less_than_20_miles_</th>\n",
-       "      <td>-0.621770</td>\n",
+       "      <th>coef_number_of_escort_tours_tours_undertaken_by_the_person_univ</th>\n",
+       "      <td>0.984566</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_dummy_for_female_othmaint</th>\n",
-       "      <td>0.281419</td>\n",
+       "      <th>coef_number_of_hh_persons</th>\n",
+       "      <td>-0.291501</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_dummy_for_the_duration_of_the_tour_being_equal_or_greater_than_or_equal_to_9_hours__othmaint</th>\n",
-       "      <td>0.168631</td>\n",
+       "      <th>coef_number_of_hh_persons_escort</th>\n",
+       "      <td>-0.289093</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_dummy_for_walking_to_all_stops_othmaint</th>\n",
-       "      <td>-2.298979</td>\n",
+       "      <th>coef_number_of_hh_persons_school</th>\n",
+       "      <td>-0.521641</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_middle_to_low_income_hh_</th>\n",
-       "      <td>0.170000</td>\n",
+       "      <th>coef_number_of_hh_persons_shopping</th>\n",
+       "      <td>-0.164111</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_number_of_maintenace_tours_undertaken_by_the_houshold</th>\n",
-       "      <td>-0.264644</td>\n",
+       "      <th>coef_number_of_hh_persons_univ</th>\n",
+       "      <td>-0.296528</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_number_of_persons_participating_in_the_tour_return_stops_interaction</th>\n",
-       "      <td>0.626322</td>\n",
+       "      <th>coef_number_of_maintenace_tours_tours_undertaken_by_the_person</th>\n",
+       "      <td>-0.281780</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_number_of_shool_tours_tours_undertaken_by_the_person</th>\n",
-       "      <td>-29.423035</td>\n",
+       "      <th>coef_number_of_maintenace_tours_tours_undertaken_by_the_person_othdiscr</th>\n",
+       "      <td>-0.273666</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_number_of_shop_tours_undertaken_by_the_person_othmaint</th>\n",
-       "      <td>-0.200312</td>\n",
+       "      <th>coef_number_of_maintenace_tours_undertaken_by_the_houshold</th>\n",
+       "      <td>0.280144</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_number_of_university_tours_tours_undertaken_by_the_person_othmaint</th>\n",
-       "      <td>-0.625200</td>\n",
+       "      <th>coef_number_of_persons_participating_in_the_tour_outgoing_stops_interaction</th>\n",
+       "      <td>-0.531150</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_number_of_work_tours_undertaken_by_the_person_othmaint</th>\n",
-       "      <td>-0.357607</td>\n",
+       "      <th>coef_number_of_persons_participating_in_the_tour_return_stops_interaction</th>\n",
+       "      <td>0.488298</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>-0.921</th>\n",
-       "      <td>-0.921000</td>\n",
+       "      <th>coef_number_of_school_tours_tours_undertaken_by_the_person</th>\n",
+       "      <td>-1.539830</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>0.939</th>\n",
-       "      <td>0.939000</td>\n",
+       "      <th>coef_number_of_shool_tours_tours_undertaken_by_the_person</th>\n",
+       "      <td>-1.560529</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_outbound_stops_1out_0in_othdiscr</th>\n",
-       "      <td>-1.388654</td>\n",
+       "      <th>coef_number_of_shool_tours_tours_undertaken_by_the_person_othdiscr</th>\n",
+       "      <td>-0.844016</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_outbound_stops_2out_0in_othdiscr</th>\n",
-       "      <td>-2.956642</td>\n",
+       "      <th>coef_number_of_shop_tours_undertaken_by_the_houshold</th>\n",
+       "      <td>0.194165</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_outbound_stops_3out_0in_othdiscr</th>\n",
-       "      <td>-4.394706</td>\n",
+       "      <th>coef_number_of_shop_tours_undertaken_by_the_houshold_shopping</th>\n",
+       "      <td>-0.142075</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_return_stops_0out_2in_othdiscr</th>\n",
-       "      <td>-2.518386</td>\n",
+       "      <th>coef_number_of_shop_tours_undertaken_by_the_person</th>\n",
+       "      <td>-0.303706</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_return_stops_0out_3in_othdiscr</th>\n",
-       "      <td>-3.024368</td>\n",
+       "      <th>coef_number_of_shop_tours_undertaken_by_the_person_othdiscr</th>\n",
+       "      <td>-0.641366</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_the_total_number_of_stops_1out_3in_othdiscr</th>\n",
-       "      <td>1.088281</td>\n",
+       "      <th>coef_number_of_shop_tours_undertaken_by_the_person_othmaint</th>\n",
+       "      <td>-0.175208</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_arrival_later_than_17_00__othdiscr</th>\n",
-       "      <td>-0.366870</td>\n",
+       "      <th>coef_number_of_students_in_hh</th>\n",
+       "      <td>0.206028</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_dummy_for_distance_in_miles_othdiscr</th>\n",
-       "      <td>0.049345</td>\n",
+       "      <th>coef_number_of_students_in_hh_escort</th>\n",
+       "      <td>0.216672</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_dummy_for_distance_less_than_10_miles_</th>\n",
-       "      <td>-0.134693</td>\n",
+       "      <th>coef_number_of_subtours_in_the_tour</th>\n",
+       "      <td>0.184545</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_dummy_for_the_duration_of_the_tour_being_equal_or_greater_than_or_equal_to_9_hours__othdiscr</th>\n",
-       "      <td>0.254085</td>\n",
+       "      <th>coef_number_of_university_tours_tours_undertaken_by_the_person</th>\n",
+       "      <td>-0.480000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_dummy_for_walking_to_all_stops_othdiscr</th>\n",
-       "      <td>-2.063119</td>\n",
+       "      <th>coef_number_of_university_tours_tours_undertaken_by_the_person_othmaint</th>\n",
+       "      <td>-0.625200</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_number_of_maintenace_tours_tours_undertaken_by_the_person_othdiscr</th>\n",
-       "      <td>-0.620680</td>\n",
+       "      <th>coef_number_of_university_tours_tours_undertaken_by_the_person_shopping</th>\n",
+       "      <td>-0.670900</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_number_of_shool_tours_tours_undertaken_by_the_person_othdiscr</th>\n",
-       "      <td>-0.594832</td>\n",
+       "      <th>coef_number_of_vehicles</th>\n",
+       "      <td>0.190381</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_number_of_shop_tours_undertaken_by_the_person_othdiscr</th>\n",
-       "      <td>-0.606953</td>\n",
+       "      <th>coef_number_of_vehicles_social</th>\n",
+       "      <td>-0.158415</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_number_of_work_tours_undertaken_by_the_person_othdiscr</th>\n",
-       "      <td>-0.475039</td>\n",
+       "      <th>coef_number_of_work_tours_undertaken_by_the_person</th>\n",
+       "      <td>-0.182288</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>-3.671</th>\n",
-       "      <td>-3.671000</td>\n",
+       "      <th>coef_number_of_work_tours_undertaken_by_the_person_escort</th>\n",
+       "      <td>-0.222404</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>-3.896</th>\n",
-       "      <td>-3.896000</td>\n",
+       "      <th>coef_number_of_work_tours_undertaken_by_the_person_othdiscr</th>\n",
+       "      <td>-0.546619</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>-7.3610000000000015</th>\n",
-       "      <td>-7.361000</td>\n",
+       "      <th>coef_number_of_work_tours_undertaken_by_the_person_othmaint</th>\n",
+       "      <td>-0.425997</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_outbound_stops_2out_0in_atwork</th>\n",
-       "      <td>-5.610476</td>\n",
+       "      <th>coef_number_of_work_tours_undertaken_by_the_person_shopping</th>\n",
+       "      <td>-0.598738</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_return_stops_0out_2in_atwork</th>\n",
-       "      <td>-6.029237</td>\n",
+       "      <th>coef_number_of_work_tours_undertaken_by_the_person_social</th>\n",
+       "      <td>-0.198089</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_return_stops_0out_3in_atwork</th>\n",
-       "      <td>-8.017201</td>\n",
+       "      <th>coef_presence_of_kids_between_0_and_4_including_years_old</th>\n",
+       "      <td>0.738257</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_the_total_number_of_stops_1out_3in_atwork</th>\n",
-       "      <td>2.560150</td>\n",
+       "      <th>coef_presence_of_kids_between_5_and_15_including_years_old</th>\n",
+       "      <td>0.174006</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_dummy_for_subtour_origin_tour_destination_at_exurban_or_rual_areatypes_6_or_7_</th>\n",
-       "      <td>0.270000</td>\n",
+       "      <th>coef_presence_of_kids_between_5_and_15_including_years_old_school</th>\n",
+       "      <td>0.258141</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_middle_to_low_income_hh__atwork</th>\n",
-       "      <td>0.938847</td>\n",
+       "      <th>coef_presence_of_kids_between_5_and_15_including_years_old_univ</th>\n",
+       "      <td>0.754853</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_number_of_eating_tours_tours_undertaken_by_the_person</th>\n",
-       "      <td>-0.250258</td>\n",
+       "      <th>coef_primary_destination_accessibility_log_of_it_</th>\n",
+       "      <td>0.191205</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_subtour_departure_less_than_or_equal_to_11am</th>\n",
+       "      <td>0.352247</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_subtour_distance_in_miles_from_tour_destination_to_subtour_primary_destination_one_way_</th>\n",
+       "      <td>0.023141</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_subtour_duration_in_hours_integer_</th>\n",
+       "      <td>0.555413</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_subtour_return_time_greater_or_equal_to_2pm</th>\n",
+       "      <td>0.206446</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table></td></tr><tr><td>logloss</td><td style=\"text-align:left;\">1.1174393743806623</td></tr><tr><td>d_logloss</td><td style=\"text-align:left;\"><table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>0</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>coef_alternative_specific_constant_for_outbound_stops_1out_0in</th>\n",
+       "      <td>1.318164e-07</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_alternative_specific_constant_for_outbound_stops_1out_0in_atwork</th>\n",
+       "      <td>-3.450424e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_alternative_specific_constant_for_outbound_stops_1out_0in_eatout</th>\n",
+       "      <td>-2.357602e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_alternative_specific_constant_for_outbound_stops_1out_0in_escort</th>\n",
+       "      <td>7.327103e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_alternative_specific_constant_for_outbound_stops_1out_0in_othdiscr</th>\n",
+       "      <td>5.830160e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_alternative_specific_constant_for_outbound_stops_1out_0in_othmaint</th>\n",
+       "      <td>-1.687364e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_alternative_specific_constant_for_outbound_stops_1out_0in_school</th>\n",
+       "      <td>-1.669586e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_alternative_specific_constant_for_outbound_stops_1out_0in_shopping</th>\n",
+       "      <td>-1.179775e-08</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_alternative_specific_constant_for_outbound_stops_1out_0in_social</th>\n",
+       "      <td>1.831328e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_alternative_specific_constant_for_outbound_stops_1out_0in_univ</th>\n",
+       "      <td>1.659316e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_alternative_specific_constant_for_outbound_stops_2out_0in</th>\n",
+       "      <td>3.044727e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_alternative_specific_constant_for_outbound_stops_2out_0in_atwork</th>\n",
+       "      <td>1.175946e-08</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_alternative_specific_constant_for_outbound_stops_2out_0in_eatout</th>\n",
+       "      <td>1.022786e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_alternative_specific_constant_for_outbound_stops_2out_0in_escort</th>\n",
+       "      <td>1.105196e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_alternative_specific_constant_for_outbound_stops_2out_0in_othdiscr</th>\n",
+       "      <td>3.555996e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_alternative_specific_constant_for_outbound_stops_2out_0in_othmaint</th>\n",
+       "      <td>-1.893055e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_alternative_specific_constant_for_outbound_stops_2out_0in_school</th>\n",
+       "      <td>3.445422e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_alternative_specific_constant_for_outbound_stops_2out_0in_shopping</th>\n",
+       "      <td>3.263881e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_alternative_specific_constant_for_outbound_stops_2out_0in_social</th>\n",
+       "      <td>-2.496547e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_alternative_specific_constant_for_outbound_stops_2out_0in_univ</th>\n",
+       "      <td>1.438293e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_alternative_specific_constant_for_outbound_stops_3out_0in</th>\n",
+       "      <td>-1.071751e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_alternative_specific_constant_for_outbound_stops_3out_0in_atwork</th>\n",
+       "      <td>-1.888854e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_alternative_specific_constant_for_outbound_stops_3out_0in_eatout</th>\n",
+       "      <td>1.167128e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_alternative_specific_constant_for_outbound_stops_3out_0in_escort</th>\n",
+       "      <td>1.356432e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_alternative_specific_constant_for_outbound_stops_3out_0in_othdiscr</th>\n",
+       "      <td>-3.000084e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_alternative_specific_constant_for_outbound_stops_3out_0in_othmaint</th>\n",
+       "      <td>1.163413e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_alternative_specific_constant_for_outbound_stops_3out_0in_school</th>\n",
+       "      <td>-2.151305e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_alternative_specific_constant_for_outbound_stops_3out_0in_shopping</th>\n",
+       "      <td>-1.610268e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_alternative_specific_constant_for_outbound_stops_3out_0in_social</th>\n",
+       "      <td>1.204101e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_alternative_specific_constant_for_outbound_stops_3out_0in_univ</th>\n",
+       "      <td>-2.399461e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_alternative_specific_constant_for_outbound_stops_on_joint_tours_1out_0in</th>\n",
+       "      <td>1.866585e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_alternative_specific_constant_for_outbound_stops_on_joint_tours_2out_0in</th>\n",
+       "      <td>9.984701e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_alternative_specific_constant_for_outbound_stops_on_joint_tours_3out_0in</th>\n",
+       "      <td>-2.645255e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_alternative_specific_constant_for_return_stops_0out_1in</th>\n",
+       "      <td>-4.708365e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_alternative_specific_constant_for_return_stops_0out_1in_atwork</th>\n",
+       "      <td>5.651507e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_alternative_specific_constant_for_return_stops_0out_1in_eatout</th>\n",
+       "      <td>1.418406e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_alternative_specific_constant_for_return_stops_0out_1in_escort</th>\n",
+       "      <td>-1.108521e-04</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_alternative_specific_constant_for_return_stops_0out_1in_othdiscr</th>\n",
+       "      <td>3.754350e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_alternative_specific_constant_for_return_stops_0out_1in_othmaint</th>\n",
+       "      <td>-5.058401e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_alternative_specific_constant_for_return_stops_0out_1in_school</th>\n",
+       "      <td>-1.317771e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_alternative_specific_constant_for_return_stops_0out_1in_shopping</th>\n",
+       "      <td>-1.353818e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_alternative_specific_constant_for_return_stops_0out_1in_social</th>\n",
+       "      <td>9.274282e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_alternative_specific_constant_for_return_stops_0out_1in_univ</th>\n",
+       "      <td>1.265812e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_alternative_specific_constant_for_return_stops_0out_2in</th>\n",
+       "      <td>-1.013444e-04</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_alternative_specific_constant_for_return_stops_0out_2in_atwork</th>\n",
+       "      <td>-5.726811e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_alternative_specific_constant_for_return_stops_0out_2in_eatout</th>\n",
+       "      <td>2.119117e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_alternative_specific_constant_for_return_stops_0out_2in_escort</th>\n",
+       "      <td>7.074619e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_alternative_specific_constant_for_return_stops_0out_2in_othdiscr</th>\n",
+       "      <td>6.714927e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_alternative_specific_constant_for_return_stops_0out_2in_othmaint</th>\n",
+       "      <td>6.821290e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_alternative_specific_constant_for_return_stops_0out_2in_school</th>\n",
+       "      <td>2.925330e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_alternative_specific_constant_for_return_stops_0out_2in_shopping</th>\n",
+       "      <td>-4.080487e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_alternative_specific_constant_for_return_stops_0out_2in_social</th>\n",
+       "      <td>-4.285482e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_alternative_specific_constant_for_return_stops_0out_2in_univ</th>\n",
+       "      <td>3.661192e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_alternative_specific_constant_for_return_stops_0out_3in</th>\n",
+       "      <td>1.133758e-04</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_alternative_specific_constant_for_return_stops_0out_3in_atwork</th>\n",
+       "      <td>9.086276e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_alternative_specific_constant_for_return_stops_0out_3in_eatout</th>\n",
+       "      <td>4.586623e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_alternative_specific_constant_for_return_stops_0out_3in_othdiscr</th>\n",
+       "      <td>2.426809e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_alternative_specific_constant_for_return_stops_0out_3in_othmaint</th>\n",
+       "      <td>-2.486703e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_alternative_specific_constant_for_return_stops_0out_3in_school</th>\n",
+       "      <td>-2.227797e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_alternative_specific_constant_for_return_stops_0out_3in_shopping</th>\n",
+       "      <td>2.495105e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_alternative_specific_constant_for_return_stops_0out_3in_social</th>\n",
+       "      <td>-6.029497e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_alternative_specific_constant_for_return_stops_0out_3in_univ</th>\n",
+       "      <td>1.155529e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_alternative_specific_constant_for_return_stops_on_joint_tours_0out_1in</th>\n",
+       "      <td>-3.870571e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_alternative_specific_constant_for_return_stops_on_joint_tours_0out_2in</th>\n",
+       "      <td>7.661858e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_alternative_specific_constant_for_return_stops_on_joint_tours_0out_3in</th>\n",
+       "      <td>-4.833521e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_alternative_specific_constant_for_the_total_number_of_stops_0out_2in</th>\n",
+       "      <td>6.276561e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_alternative_specific_constant_for_the_total_number_of_stops_1out_3in</th>\n",
+       "      <td>-3.395874e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_alternative_specific_constant_for_the_total_number_of_stops_1out_3in_atwork</th>\n",
+       "      <td>3.600197e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_alternative_specific_constant_for_the_total_number_of_stops_1out_3in_eatout</th>\n",
+       "      <td>4.455986e-07</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_alternative_specific_constant_for_the_total_number_of_stops_1out_3in_othdiscr</th>\n",
+       "      <td>-2.367744e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_alternative_specific_constant_for_the_total_number_of_stops_1out_3in_othmaint</th>\n",
+       "      <td>-1.442248e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_alternative_specific_constant_for_the_total_number_of_stops_1out_3in_shopping</th>\n",
+       "      <td>-8.406942e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_alternative_specific_constant_for_the_total_number_of_stops_1out_3in_social</th>\n",
+       "      <td>1.283479e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_alternative_specific_constant_for_the_total_number_of_stops_1out_3in_univ</th>\n",
+       "      <td>-1.771563e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_alternative_specific_constant_for_the_total_number_of_stops_2out_3in</th>\n",
+       "      <td>1.798862e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_alternative_specific_constant_for_the_total_number_of_stops_2out_3in_eatout</th>\n",
+       "      <td>-2.174096e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_alternative_specific_constant_for_the_total_number_of_stops_2out_3in_escort</th>\n",
+       "      <td>4.005556e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_alternative_specific_constant_for_the_total_number_of_stops_2out_3in_othdiscr</th>\n",
+       "      <td>-8.102586e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_alternative_specific_constant_for_the_total_number_of_stops_2out_3in_othmaint</th>\n",
+       "      <td>-7.835219e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_alternative_specific_constant_for_the_total_number_of_stops_2out_3in_school</th>\n",
+       "      <td>1.969169e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_alternative_specific_constant_for_the_total_number_of_stops_2out_3in_shopping</th>\n",
+       "      <td>-1.891110e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_alternative_specific_constant_for_the_total_number_of_stops_2out_3in_social</th>\n",
+       "      <td>-1.234210e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_alternative_specific_constant_for_the_total_number_of_stops_2out_3in_univ</th>\n",
+       "      <td>1.908165e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_alternative_specific_constant_for_the_total_number_of_stops_on_joint_tours_0out_2in</th>\n",
+       "      <td>-1.399555e-07</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_alternative_specific_constant_for_the_total_number_of_stops_on_joint_tours_1out_3in</th>\n",
+       "      <td>1.065266e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_alternative_specific_constant_for_the_total_number_of_stops_on_joint_tours_2out_3in</th>\n",
+       "      <td>-2.973298e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_am_peak_departure_between_6am_and_7_am_including_interacted_with_outbound_tours</th>\n",
+       "      <td>4.011337e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_arrival_later_than_17_00_</th>\n",
+       "      <td>9.509009e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_arrival_later_than_17_00__othdiscr</th>\n",
+       "      <td>5.323204e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_arrival_later_than_17_00__social</th>\n",
+       "      <td>-3.236359e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_arrival_later_than_17_00__univ</th>\n",
+       "      <td>6.463924e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_at_least_one_kid_and_one_adult_participate_in_the_tour</th>\n",
+       "      <td>5.107909e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_dummy_for_a_return_visiting_tour</th>\n",
+       "      <td>3.250338e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_dummy_for_a_visiting_tour_with_both_outbound_and_return_leg</th>\n",
+       "      <td>-2.201652e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_dummy_for_all_stops_made_by_transit</th>\n",
+       "      <td>2.881609e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_dummy_for_an_outbound_visiting_tour</th>\n",
+       "      <td>6.196096e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_dummy_for_distance_in_miles</th>\n",
+       "      <td>9.385043e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_dummy_for_distance_in_miles_othdiscr</th>\n",
+       "      <td>-7.834462e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_dummy_for_distance_in_miles_othmaint</th>\n",
+       "      <td>4.302748e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_dummy_for_distance_in_miles_school</th>\n",
+       "      <td>2.634834e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_dummy_for_distance_in_miles_shopping</th>\n",
+       "      <td>-3.883054e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_dummy_for_distance_in_miles_social</th>\n",
+       "      <td>-2.876791e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_dummy_for_distance_less_than_10_miles_</th>\n",
+       "      <td>8.995802e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_dummy_for_distance_less_than_20_miles</th>\n",
+       "      <td>-2.204602e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_dummy_for_distance_less_than_20_miles_</th>\n",
+       "      <td>-1.281965e-04</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_dummy_for_distance_less_than_5_miles</th>\n",
+       "      <td>-1.119062e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_dummy_for_distance_less_than_5_miles_escort</th>\n",
+       "      <td>-1.207377e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_dummy_for_female</th>\n",
+       "      <td>-8.480269e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_dummy_for_female_othmaint</th>\n",
+       "      <td>-4.926674e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_dummy_for_female_school</th>\n",
+       "      <td>1.424463e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_dummy_for_female_shopping</th>\n",
+       "      <td>-4.273230e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_dummy_for_female_univ</th>\n",
+       "      <td>3.630606e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_dummy_for_only_adults_participate_in_the_tour</th>\n",
+       "      <td>1.089846e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_dummy_for_subtour_origin_tour_destination_at_exurban_or_rual_areatypes_6_or_7_</th>\n",
+       "      <td>0.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_dummy_for_the_duration_of_the_tour_being_equal_or_greater_than_or_equal_to_11_hours</th>\n",
+       "      <td>-4.743285e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_dummy_for_the_duration_of_the_tour_being_equal_or_greater_than_or_equal_to_3_hours_</th>\n",
+       "      <td>-9.652111e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_dummy_for_the_duration_of_the_tour_being_equal_or_greater_than_or_equal_to_9_hours_</th>\n",
+       "      <td>1.664266e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_dummy_for_the_duration_of_the_tour_being_equal_or_greater_than_or_equal_to_9_hours__escort</th>\n",
+       "      <td>-5.502657e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_dummy_for_the_duration_of_the_tour_being_equal_or_greater_than_or_equal_to_9_hours__othdiscr</th>\n",
+       "      <td>-3.421032e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_dummy_for_the_duration_of_the_tour_being_equal_or_greater_than_or_equal_to_9_hours__othmaint</th>\n",
+       "      <td>-2.300422e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_dummy_for_the_duration_of_the_tour_being_equal_or_greater_than_or_equal_to_9_hours__shopping</th>\n",
+       "      <td>3.276266e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_dummy_for_the_duration_of_the_tour_being_equal_or_greater_than_or_equal_to_9_hours__univ</th>\n",
+       "      <td>-1.959322e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_dummy_for_walking_to_all_stops</th>\n",
+       "      <td>6.006629e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_dummy_for_walking_to_all_stops_escort</th>\n",
+       "      <td>-3.338229e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_dummy_for_walking_to_all_stops_othdiscr</th>\n",
+       "      <td>3.003054e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_dummy_for_walking_to_all_stops_othmaint</th>\n",
+       "      <td>5.544972e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_dummy_for_walking_to_all_stops_school</th>\n",
+       "      <td>5.590612e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_dummy_for_walking_to_all_stops_shopping</th>\n",
+       "      <td>-6.986420e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_dummy_for_walking_to_all_stops_social</th>\n",
+       "      <td>-1.812323e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_evening_arrival_19_00_interacted_with_return_tours</th>\n",
+       "      <td>-1.075717e-04</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_hh_accesibility_for_inbound_tours_interaction</th>\n",
+       "      <td>1.545214e-04</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_high_income_hh</th>\n",
+       "      <td>0.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_mid_to_high_income_hh</th>\n",
+       "      <td>0.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_middle_to_low_income_hh</th>\n",
+       "      <td>0.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_middle_to_low_income_hh_</th>\n",
+       "      <td>0.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_middle_to_low_income_hh__atwork</th>\n",
+       "      <td>1.591693e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_no_stops_if_tour_mode_is_drivetransit</th>\n",
+       "      <td>0.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_num_kids_between_5_and_15_including_years_old</th>\n",
+       "      <td>1.811798e-04</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_num_kids_between_5_and_15_including_years_old_shopping</th>\n",
+       "      <td>-2.177398e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_number_of_adults_16_years_old_</th>\n",
+       "      <td>1.607333e-04</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_number_of_cars_number_of_workers</th>\n",
+       "      <td>-5.548331e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_number_of_cars_number_of_workers_school</th>\n",
+       "      <td>-4.595882e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_number_of_eating_tours_tours_undertaken_by_the_person</th>\n",
+       "      <td>-1.221656e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_number_of_escort_tours_tours_undertaken_by_the_person</th>\n",
+       "      <td>3.915582e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_number_of_escort_tours_tours_undertaken_by_the_person_escort</th>\n",
+       "      <td>-4.632281e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_number_of_escort_tours_tours_undertaken_by_the_person_school</th>\n",
+       "      <td>-1.496317e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_number_of_escort_tours_tours_undertaken_by_the_person_univ</th>\n",
+       "      <td>5.820883e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_number_of_hh_persons</th>\n",
+       "      <td>-9.384152e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_number_of_hh_persons_escort</th>\n",
+       "      <td>4.408343e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_number_of_hh_persons_school</th>\n",
+       "      <td>-4.397796e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_number_of_hh_persons_shopping</th>\n",
+       "      <td>3.401635e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_number_of_hh_persons_univ</th>\n",
+       "      <td>-6.991701e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_number_of_maintenace_tours_tours_undertaken_by_the_person</th>\n",
+       "      <td>-1.812134e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_number_of_maintenace_tours_tours_undertaken_by_the_person_othdiscr</th>\n",
+       "      <td>-2.534184e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_number_of_maintenace_tours_undertaken_by_the_houshold</th>\n",
+       "      <td>2.050003e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_number_of_persons_participating_in_the_tour_outgoing_stops_interaction</th>\n",
+       "      <td>6.755108e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_number_of_persons_participating_in_the_tour_return_stops_interaction</th>\n",
+       "      <td>-5.553747e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_number_of_school_tours_tours_undertaken_by_the_person</th>\n",
+       "      <td>3.616606e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_number_of_shool_tours_tours_undertaken_by_the_person</th>\n",
+       "      <td>-4.217392e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_number_of_shool_tours_tours_undertaken_by_the_person_othdiscr</th>\n",
+       "      <td>7.289526e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_number_of_shop_tours_undertaken_by_the_houshold</th>\n",
+       "      <td>5.577565e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_number_of_shop_tours_undertaken_by_the_houshold_shopping</th>\n",
+       "      <td>1.055865e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_number_of_shop_tours_undertaken_by_the_person</th>\n",
+       "      <td>2.191567e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_number_of_shop_tours_undertaken_by_the_person_othdiscr</th>\n",
+       "      <td>1.735752e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_number_of_shop_tours_undertaken_by_the_person_othmaint</th>\n",
+       "      <td>-1.989246e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_number_of_students_in_hh</th>\n",
+       "      <td>-3.900317e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_number_of_students_in_hh_escort</th>\n",
+       "      <td>-8.924947e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_number_of_subtours_in_the_tour</th>\n",
+       "      <td>-1.634519e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_number_of_university_tours_tours_undertaken_by_the_person</th>\n",
+       "      <td>0.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_number_of_university_tours_tours_undertaken_by_the_person_othmaint</th>\n",
+       "      <td>0.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_number_of_university_tours_tours_undertaken_by_the_person_shopping</th>\n",
+       "      <td>0.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_number_of_vehicles</th>\n",
+       "      <td>-6.107892e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_number_of_vehicles_social</th>\n",
+       "      <td>4.943979e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_number_of_work_tours_undertaken_by_the_person</th>\n",
+       "      <td>-4.194501e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_number_of_work_tours_undertaken_by_the_person_escort</th>\n",
+       "      <td>-9.605595e-07</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_number_of_work_tours_undertaken_by_the_person_othdiscr</th>\n",
+       "      <td>3.079891e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_number_of_work_tours_undertaken_by_the_person_othmaint</th>\n",
+       "      <td>-2.034031e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_number_of_work_tours_undertaken_by_the_person_shopping</th>\n",
+       "      <td>-2.318647e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_number_of_work_tours_undertaken_by_the_person_social</th>\n",
+       "      <td>-4.019493e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_presence_of_kids_between_0_and_4_including_years_old</th>\n",
+       "      <td>-9.532148e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_presence_of_kids_between_5_and_15_including_years_old</th>\n",
+       "      <td>1.004783e-04</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_presence_of_kids_between_5_and_15_including_years_old_school</th>\n",
+       "      <td>-1.763120e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_presence_of_kids_between_5_and_15_including_years_old_univ</th>\n",
+       "      <td>-4.857618e-06</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_primary_destination_accessibility_log_of_it_</th>\n",
-       "      <td>0.170704</td>\n",
+       "      <td>-4.708946e-06</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_subtour_departure_less_than_or_equal_to_11am</th>\n",
-       "      <td>0.266339</td>\n",
+       "      <td>-3.435878e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_subtour_distance_in_miles_from_tour_destination_to_subtour_primary_destination_one_way_</th>\n",
-       "      <td>-0.152384</td>\n",
+       "      <td>9.929553e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_subtour_duration_in_hours_integer_</th>\n",
+       "      <td>-1.478819e-04</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_subtour_return_time_greater_or_equal_to_2pm</th>\n",
+       "      <td>-2.289188e-05</td>\n",
        "    </tr>\n",
+       "  </tbody>\n",
+       "</table></td></tr><tr><td>nit</td><td style=\"text-align:left;\">81</td></tr><tr><td>nfev</td><td style=\"text-align:left;\">82</td></tr><tr><td>njev</td><td style=\"text-align:left;\">81</td></tr><tr><td>status</td><td style=\"text-align:left;\">0</td></tr><tr><td>message</td><td style=\"text-align:left;\">'Optimization terminated successfully'</td></tr><tr><td>success</td><td style=\"text-align:left;\">True</td></tr><tr><td>elapsed_time</td><td style=\"text-align:left;\">0:00:17.187577</td></tr><tr><td>method</td><td style=\"text-align:left;\">'SLSQP'</td></tr><tr><td>n_cases</td><td style=\"text-align:left;\">69971</td></tr><tr><td>iteration_number</td><td style=\"text-align:left;\">81</td></tr><tr><td>loglike</td><td style=\"text-align:left;\">-78188.35046478933</td></tr></table></div>"
+      ],
+      "text/plain": [
+       "┣                x: coef_alternative_specific_constant_for_outbound_stops_1out_0in                                 -0.817659\n",
+       "┃                   coef_alternative_specific_constant_for_outbound_stops_1out_0in_atwork                          -3.857785\n",
+       "┃                   coef_alternative_specific_constant_for_outbound_stops_1out_0in_eatout                          -2.243908\n",
+       "┃                   coef_alternative_specific_constant_for_outbound_stops_1out_0in_escort                          -2.254734\n",
+       "┃                   coef_alternative_specific_constant_for_outbound_stops_1out_0in_othdiscr                        -1.509245\n",
+       "┃                                                                                                                     ...   \n",
+       "┃                   coef_primary_destination_accessibility_log_of_it_                                               0.191205\n",
+       "┃                   coef_subtour_departure_less_than_or_equal_to_11am                                               0.352247\n",
+       "┃                   coef_subtour_distance_in_miles_from_tour_destination_to_subtour_primary_destination_one_way_    0.023141\n",
+       "┃                   coef_subtour_duration_in_hours_integer_                                                         0.555413\n",
+       "┃                   coef_subtour_return_time_greater_or_equal_to_2pm                                                0.206446\n",
+       "┃                   Length: 188, dtype: float64\n",
+       "┣          logloss: 1.1174393743806623\n",
+       "┣        d_logloss: coef_alternative_specific_constant_for_outbound_stops_1out_0in                                  1.318164e-07\n",
+       "┃                   coef_alternative_specific_constant_for_outbound_stops_1out_0in_atwork                          -3.450424e-05\n",
+       "┃                   coef_alternative_specific_constant_for_outbound_stops_1out_0in_eatout                          -2.357602e-05\n",
+       "┃                   coef_alternative_specific_constant_for_outbound_stops_1out_0in_escort                           7.327103e-06\n",
+       "┃                   coef_alternative_specific_constant_for_outbound_stops_1out_0in_othdiscr                         5.830160e-05\n",
+       "┃                                                                                                                       ...     \n",
+       "┃                   coef_primary_destination_accessibility_log_of_it_                                              -4.708946e-06\n",
+       "┃                   coef_subtour_departure_less_than_or_equal_to_11am                                              -3.435878e-05\n",
+       "┃                   coef_subtour_distance_in_miles_from_tour_destination_to_subtour_primary_destination_one_way_    9.929553e-05\n",
+       "┃                   coef_subtour_duration_in_hours_integer_                                                        -1.478819e-04\n",
+       "┃                   coef_subtour_return_time_greater_or_equal_to_2pm                                               -2.289188e-05\n",
+       "┃                   Length: 188, dtype: float64\n",
+       "┣              nit: 81\n",
+       "┣             nfev: 82\n",
+       "┣             njev: 81\n",
+       "┣           status: 0\n",
+       "┣          message: 'Optimization terminated successfully'\n",
+       "┣          success: True\n",
+       "┣     elapsed_time: datetime.timedelta(seconds=17, microseconds=187577)\n",
+       "┣           method: 'SLSQP'\n",
+       "┣          n_cases: 69971\n",
+       "┣ iteration_number: 81\n",
+       "┣          loglike: -78188.35046478933"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "model.estimate(method='SLSQP', options={\"maxiter\": 1000})"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Estimated coefficients"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
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#T_1c994_row130_col3, #T_1c994_row130_col4, #T_1c994_row131_col0, #T_1c994_row131_col1, #T_1c994_row131_col2, #T_1c994_row131_col3, #T_1c994_row131_col4, #T_1c994_row132_col0, #T_1c994_row132_col1, #T_1c994_row132_col2, #T_1c994_row132_col3, #T_1c994_row132_col4, #T_1c994_row133_col0, #T_1c994_row133_col1, #T_1c994_row133_col2, #T_1c994_row133_col3, #T_1c994_row133_col4, #T_1c994_row134_col0, #T_1c994_row134_col1, #T_1c994_row134_col2, #T_1c994_row134_col3, #T_1c994_row134_col4, #T_1c994_row135_col0, #T_1c994_row135_col1, #T_1c994_row135_col2, #T_1c994_row135_col3, #T_1c994_row135_col4, #T_1c994_row136_col0, #T_1c994_row136_col1, #T_1c994_row136_col2, #T_1c994_row136_col3, #T_1c994_row136_col4, #T_1c994_row137_col0, #T_1c994_row137_col1, #T_1c994_row137_col2, #T_1c994_row137_col3, #T_1c994_row137_col4, #T_1c994_row138_col0, #T_1c994_row138_col1, #T_1c994_row138_col2, #T_1c994_row138_col3, #T_1c994_row138_col4, #T_1c994_row139_col0, #T_1c994_row139_col1, #T_1c994_row139_col2, #T_1c994_row139_col3, #T_1c994_row139_col4, #T_1c994_row140_col0, #T_1c994_row140_col1, #T_1c994_row140_col2, #T_1c994_row140_col3, #T_1c994_row140_col4, #T_1c994_row141_col0, #T_1c994_row141_col1, #T_1c994_row141_col2, #T_1c994_row141_col3, #T_1c994_row141_col4, #T_1c994_row142_col0, #T_1c994_row142_col1, #T_1c994_row142_col2, #T_1c994_row142_col3, #T_1c994_row142_col4, #T_1c994_row143_col0, #T_1c994_row143_col1, #T_1c994_row143_col2, #T_1c994_row143_col3, #T_1c994_row143_col4, #T_1c994_row144_col0, #T_1c994_row144_col1, #T_1c994_row144_col2, #T_1c994_row144_col3, #T_1c994_row144_col4, #T_1c994_row145_col0, #T_1c994_row145_col1, #T_1c994_row145_col2, #T_1c994_row145_col3, #T_1c994_row145_col4, #T_1c994_row146_col0, #T_1c994_row146_col1, #T_1c994_row146_col2, #T_1c994_row146_col3, #T_1c994_row146_col4, #T_1c994_row147_col0, #T_1c994_row147_col1, #T_1c994_row147_col2, #T_1c994_row147_col3, #T_1c994_row147_col4, #T_1c994_row148_col0, #T_1c994_row148_col1, #T_1c994_row148_col2, #T_1c994_row148_col3, #T_1c994_row148_col4, #T_1c994_row149_col0, #T_1c994_row149_col1, #T_1c994_row149_col2, #T_1c994_row149_col3, #T_1c994_row149_col4, #T_1c994_row150_col0, #T_1c994_row150_col1, #T_1c994_row150_col2, #T_1c994_row150_col3, #T_1c994_row150_col4, #T_1c994_row151_col0, #T_1c994_row151_col1, #T_1c994_row151_col2, #T_1c994_row151_col3, #T_1c994_row151_col4, #T_1c994_row152_col0, #T_1c994_row152_col1, #T_1c994_row152_col2, #T_1c994_row152_col3, #T_1c994_row152_col4, #T_1c994_row153_col0, #T_1c994_row153_col1, #T_1c994_row153_col2, #T_1c994_row153_col3, #T_1c994_row153_col4, #T_1c994_row154_col0, #T_1c994_row154_col1, #T_1c994_row154_col2, #T_1c994_row154_col3, #T_1c994_row154_col4, #T_1c994_row155_col0, #T_1c994_row155_col1, #T_1c994_row155_col2, #T_1c994_row155_col3, #T_1c994_row155_col4, #T_1c994_row156_col0, #T_1c994_row156_col1, #T_1c994_row156_col2, #T_1c994_row156_col3, #T_1c994_row156_col4, #T_1c994_row157_col0, #T_1c994_row157_col1, #T_1c994_row157_col2, #T_1c994_row157_col3, #T_1c994_row157_col4, #T_1c994_row158_col0, #T_1c994_row158_col1, #T_1c994_row158_col2, #T_1c994_row158_col3, #T_1c994_row158_col4, #T_1c994_row159_col0, #T_1c994_row159_col1, #T_1c994_row159_col2, #T_1c994_row159_col3, #T_1c994_row159_col4, #T_1c994_row160_col0, #T_1c994_row160_col1, #T_1c994_row160_col2, #T_1c994_row160_col3, #T_1c994_row160_col4, #T_1c994_row161_col0, #T_1c994_row161_col1, #T_1c994_row161_col2, #T_1c994_row161_col3, #T_1c994_row161_col4, #T_1c994_row162_col0, #T_1c994_row162_col1, #T_1c994_row162_col2, #T_1c994_row162_col3, #T_1c994_row162_col4, #T_1c994_row163_col0, #T_1c994_row163_col1, #T_1c994_row163_col2, #T_1c994_row163_col3, #T_1c994_row163_col4, #T_1c994_row164_col0, #T_1c994_row164_col1, #T_1c994_row164_col2, #T_1c994_row164_col3, #T_1c994_row164_col4, #T_1c994_row165_col0, #T_1c994_row165_col1, #T_1c994_row165_col2, #T_1c994_row165_col3, #T_1c994_row165_col4, #T_1c994_row166_col0, #T_1c994_row166_col1, #T_1c994_row166_col2, #T_1c994_row166_col3, #T_1c994_row166_col4, #T_1c994_row167_col0, #T_1c994_row167_col1, #T_1c994_row167_col2, #T_1c994_row167_col3, #T_1c994_row167_col4, #T_1c994_row168_col0, #T_1c994_row168_col1, #T_1c994_row168_col2, #T_1c994_row168_col3, #T_1c994_row168_col4, #T_1c994_row169_col0, #T_1c994_row169_col1, #T_1c994_row169_col2, #T_1c994_row169_col3, #T_1c994_row169_col4, #T_1c994_row170_col0, #T_1c994_row170_col1, #T_1c994_row170_col2, #T_1c994_row170_col3, #T_1c994_row170_col4, #T_1c994_row171_col0, #T_1c994_row171_col1, #T_1c994_row171_col2, #T_1c994_row171_col3, #T_1c994_row171_col4, #T_1c994_row172_col0, #T_1c994_row172_col1, #T_1c994_row172_col2, #T_1c994_row172_col3, #T_1c994_row172_col4, #T_1c994_row173_col0, #T_1c994_row173_col1, #T_1c994_row173_col2, #T_1c994_row173_col3, #T_1c994_row173_col4, #T_1c994_row174_col0, #T_1c994_row174_col1, #T_1c994_row174_col2, #T_1c994_row174_col3, #T_1c994_row174_col4, #T_1c994_row175_col0, #T_1c994_row175_col1, #T_1c994_row175_col2, #T_1c994_row175_col3, #T_1c994_row175_col4, #T_1c994_row176_col0, #T_1c994_row176_col1, #T_1c994_row176_col2, #T_1c994_row176_col3, #T_1c994_row176_col4, #T_1c994_row177_col0, #T_1c994_row177_col1, #T_1c994_row177_col2, #T_1c994_row177_col3, #T_1c994_row177_col4, #T_1c994_row178_col0, #T_1c994_row178_col1, #T_1c994_row178_col2, #T_1c994_row178_col3, #T_1c994_row178_col4, #T_1c994_row179_col0, #T_1c994_row179_col1, #T_1c994_row179_col2, #T_1c994_row179_col3, #T_1c994_row179_col4, #T_1c994_row180_col0, #T_1c994_row180_col1, #T_1c994_row180_col2, #T_1c994_row180_col3, #T_1c994_row180_col4, #T_1c994_row181_col0, #T_1c994_row181_col1, #T_1c994_row181_col2, #T_1c994_row181_col3, #T_1c994_row181_col4, #T_1c994_row182_col0, #T_1c994_row182_col1, #T_1c994_row182_col2, #T_1c994_row182_col3, #T_1c994_row182_col4, #T_1c994_row183_col0, #T_1c994_row183_col1, #T_1c994_row183_col2, #T_1c994_row183_col3, #T_1c994_row183_col4, #T_1c994_row184_col0, #T_1c994_row184_col1, #T_1c994_row184_col2, #T_1c994_row184_col3, #T_1c994_row184_col4, #T_1c994_row185_col0, #T_1c994_row185_col1, #T_1c994_row185_col2, #T_1c994_row185_col3, #T_1c994_row185_col4, #T_1c994_row186_col0, #T_1c994_row186_col1, #T_1c994_row186_col2, #T_1c994_row186_col3, #T_1c994_row186_col4, #T_1c994_row187_col0, #T_1c994_row187_col1, #T_1c994_row187_col2, #T_1c994_row187_col3, #T_1c994_row187_col4 {\n",
+       "  font-family: monospace;\n",
+       "}\n",
+       "</style>\n",
+       "<table id=\"T_1c994\">\n",
+       "  <thead>\n",
        "    <tr>\n",
-       "      <th>coef_subtour_duration_in_hours_integer_</th>\n",
-       "      <td>0.681811</td>\n",
+       "      <th class=\"blank level0\" >&nbsp;</th>\n",
+       "      <th id=\"T_1c994_level0_col0\" class=\"col_heading level0 col0\" >Value</th>\n",
+       "      <th id=\"T_1c994_level0_col1\" class=\"col_heading level0 col1\" >Std Err</th>\n",
+       "      <th id=\"T_1c994_level0_col2\" class=\"col_heading level0 col2\" >t Stat</th>\n",
+       "      <th id=\"T_1c994_level0_col3\" class=\"col_heading level0 col3\" >Signif</th>\n",
+       "      <th id=\"T_1c994_level0_col4\" class=\"col_heading level0 col4\" >Null Value</th>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_subtour_return_time_greater_or_equal_to_2pm</th>\n",
-       "      <td>1.549569</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table></td></tr><tr><td>loglike</td><td style=\"text-align:left;\">-6094.555918549999</td></tr><tr><td>d_loglike</td><td style=\"text-align:left;\"><table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>0</th>\n",
+       "      <th class=\"index_name level0\" >Parameter</th>\n",
+       "      <th class=\"blank col0\" >&nbsp;</th>\n",
+       "      <th class=\"blank col1\" >&nbsp;</th>\n",
+       "      <th class=\"blank col2\" >&nbsp;</th>\n",
+       "      <th class=\"blank col3\" >&nbsp;</th>\n",
+       "      <th class=\"blank col4\" >&nbsp;</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>-2.139</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_1c994_level0_row0\" class=\"row_heading level0 row0\" >coef_alternative_specific_constant_for_outbound_stops_1out_0in</th>\n",
+       "      <td id=\"T_1c994_row0_col0\" class=\"data row0 col0\" >-0.818</td>\n",
+       "      <td id=\"T_1c994_row0_col1\" class=\"data row0 col1\" > 0.0344</td>\n",
+       "      <td id=\"T_1c994_row0_col2\" class=\"data row0 col2\" >-23.78</td>\n",
+       "      <td id=\"T_1c994_row0_col3\" class=\"data row0 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row0_col4\" class=\"data row0 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>-3.934</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_1c994_level0_row1\" class=\"row_heading level0 row1\" >coef_alternative_specific_constant_for_outbound_stops_1out_0in_atwork</th>\n",
+       "      <td id=\"T_1c994_row1_col0\" class=\"data row1 col0\" >-3.86</td>\n",
+       "      <td id=\"T_1c994_row1_col1\" class=\"data row1 col1\" > 0.249</td>\n",
+       "      <td id=\"T_1c994_row1_col2\" class=\"data row1 col2\" >-15.49</td>\n",
+       "      <td id=\"T_1c994_row1_col3\" class=\"data row1 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row1_col4\" class=\"data row1 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_outbound_stops_1out_0in</th>\n",
-       "      <td>-7.969702e-05</td>\n",
+       "      <th id=\"T_1c994_level0_row2\" class=\"row_heading level0 row2\" >coef_alternative_specific_constant_for_outbound_stops_1out_0in_eatout</th>\n",
+       "      <td id=\"T_1c994_row2_col0\" class=\"data row2 col0\" >-2.24</td>\n",
+       "      <td id=\"T_1c994_row2_col1\" class=\"data row2 col1\" > 0.102</td>\n",
+       "      <td id=\"T_1c994_row2_col2\" class=\"data row2 col2\" >-22.05</td>\n",
+       "      <td id=\"T_1c994_row2_col3\" class=\"data row2 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row2_col4\" class=\"data row2 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_outbound_stops_2out_0in</th>\n",
-       "      <td>-7.162521e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row3\" class=\"row_heading level0 row3\" >coef_alternative_specific_constant_for_outbound_stops_1out_0in_escort</th>\n",
+       "      <td id=\"T_1c994_row3_col0\" class=\"data row3 col0\" >-2.25</td>\n",
+       "      <td id=\"T_1c994_row3_col1\" class=\"data row3 col1\" > 0.0741</td>\n",
+       "      <td id=\"T_1c994_row3_col2\" class=\"data row3 col2\" >-30.45</td>\n",
+       "      <td id=\"T_1c994_row3_col3\" class=\"data row3 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row3_col4\" class=\"data row3 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_return_stops_0out_1in</th>\n",
-       "      <td>-6.335846e-05</td>\n",
+       "      <th id=\"T_1c994_level0_row4\" class=\"row_heading level0 row4\" >coef_alternative_specific_constant_for_outbound_stops_1out_0in_othdiscr</th>\n",
+       "      <td id=\"T_1c994_row4_col0\" class=\"data row4 col0\" >-1.51</td>\n",
+       "      <td id=\"T_1c994_row4_col1\" class=\"data row4 col1\" > 0.0658</td>\n",
+       "      <td id=\"T_1c994_row4_col2\" class=\"data row4 col2\" >-22.93</td>\n",
+       "      <td id=\"T_1c994_row4_col3\" class=\"data row4 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row4_col4\" class=\"data row4 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_return_stops_0out_2in</th>\n",
-       "      <td>9.540429e-05</td>\n",
+       "      <th id=\"T_1c994_level0_row5\" class=\"row_heading level0 row5\" >coef_alternative_specific_constant_for_outbound_stops_1out_0in_othmaint</th>\n",
+       "      <td id=\"T_1c994_row5_col0\" class=\"data row5 col0\" >-1.85</td>\n",
+       "      <td id=\"T_1c994_row5_col1\" class=\"data row5 col1\" > 0.0875</td>\n",
+       "      <td id=\"T_1c994_row5_col2\" class=\"data row5 col2\" >-21.14</td>\n",
+       "      <td id=\"T_1c994_row5_col3\" class=\"data row5 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row5_col4\" class=\"data row5 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_the_total_number_of_stops_0out_2in</th>\n",
-       "      <td>-5.140413e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row6\" class=\"row_heading level0 row6\" >coef_alternative_specific_constant_for_outbound_stops_1out_0in_school</th>\n",
+       "      <td id=\"T_1c994_row6_col0\" class=\"data row6 col0\" >-2.10</td>\n",
+       "      <td id=\"T_1c994_row6_col1\" class=\"data row6 col1\" > 0.0714</td>\n",
+       "      <td id=\"T_1c994_row6_col2\" class=\"data row6 col2\" >-29.46</td>\n",
+       "      <td id=\"T_1c994_row6_col3\" class=\"data row6 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row6_col4\" class=\"data row6 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_the_total_number_of_stops_2out_3in</th>\n",
-       "      <td>-8.954661e-05</td>\n",
+       "      <th id=\"T_1c994_level0_row7\" class=\"row_heading level0 row7\" >coef_alternative_specific_constant_for_outbound_stops_1out_0in_shopping</th>\n",
+       "      <td id=\"T_1c994_row7_col0\" class=\"data row7 col0\" >-1.37</td>\n",
+       "      <td id=\"T_1c994_row7_col1\" class=\"data row7 col1\" > 0.0511</td>\n",
+       "      <td id=\"T_1c994_row7_col2\" class=\"data row7 col2\" >-26.89</td>\n",
+       "      <td id=\"T_1c994_row7_col3\" class=\"data row7 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row7_col4\" class=\"data row7 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_am_peak_departure_between_6am_and_7_am_including_interacted_with_outbound_tours</th>\n",
-       "      <td>-2.097418e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row8\" class=\"row_heading level0 row8\" >coef_alternative_specific_constant_for_outbound_stops_1out_0in_social</th>\n",
+       "      <td id=\"T_1c994_row8_col0\" class=\"data row8 col0\" >-1.10</td>\n",
+       "      <td id=\"T_1c994_row8_col1\" class=\"data row8 col1\" > 0.565</td>\n",
+       "      <td id=\"T_1c994_row8_col2\" class=\"data row8 col2\" >-1.95</td>\n",
+       "      <td id=\"T_1c994_row8_col3\" class=\"data row8 col3\" ></td>\n",
+       "      <td id=\"T_1c994_row8_col4\" class=\"data row8 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_dummy_for_all_stops_made_by_transit</th>\n",
-       "      <td>5.963845e-05</td>\n",
+       "      <th id=\"T_1c994_level0_row9\" class=\"row_heading level0 row9\" >coef_alternative_specific_constant_for_outbound_stops_1out_0in_univ</th>\n",
+       "      <td id=\"T_1c994_row9_col0\" class=\"data row9 col0\" >-2.58</td>\n",
+       "      <td id=\"T_1c994_row9_col1\" class=\"data row9 col1\" > 0.148</td>\n",
+       "      <td id=\"T_1c994_row9_col2\" class=\"data row9 col2\" >-17.51</td>\n",
+       "      <td id=\"T_1c994_row9_col3\" class=\"data row9 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row9_col4\" class=\"data row9 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_dummy_for_distance_in_miles</th>\n",
-       "      <td>-2.339326e-03</td>\n",
+       "      <th id=\"T_1c994_level0_row10\" class=\"row_heading level0 row10\" >coef_alternative_specific_constant_for_outbound_stops_2out_0in</th>\n",
+       "      <td id=\"T_1c994_row10_col0\" class=\"data row10 col0\" >-2.55</td>\n",
+       "      <td id=\"T_1c994_row10_col1\" class=\"data row10 col1\" > 0.0622</td>\n",
+       "      <td id=\"T_1c994_row10_col2\" class=\"data row10 col2\" >-41.08</td>\n",
+       "      <td id=\"T_1c994_row10_col3\" class=\"data row10 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row10_col4\" class=\"data row10 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_dummy_for_distance_less_than_20_miles</th>\n",
-       "      <td>-4.727787e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row11\" class=\"row_heading level0 row11\" >coef_alternative_specific_constant_for_outbound_stops_2out_0in_atwork</th>\n",
+       "      <td id=\"T_1c994_row11_col0\" class=\"data row11 col0\" >-5.67</td>\n",
+       "      <td id=\"T_1c994_row11_col1\" class=\"data row11 col1\" > 0.275</td>\n",
+       "      <td id=\"T_1c994_row11_col2\" class=\"data row11 col2\" >-20.66</td>\n",
+       "      <td id=\"T_1c994_row11_col3\" class=\"data row11 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row11_col4\" class=\"data row11 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_dummy_for_female</th>\n",
-       "      <td>2.329415e-05</td>\n",
+       "      <th id=\"T_1c994_level0_row12\" class=\"row_heading level0 row12\" >coef_alternative_specific_constant_for_outbound_stops_2out_0in_eatout</th>\n",
+       "      <td id=\"T_1c994_row12_col0\" class=\"data row12 col0\" >-4.50</td>\n",
+       "      <td id=\"T_1c994_row12_col1\" class=\"data row12 col1\" > 0.236</td>\n",
+       "      <td id=\"T_1c994_row12_col2\" class=\"data row12 col2\" >-19.10</td>\n",
+       "      <td id=\"T_1c994_row12_col3\" class=\"data row12 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row12_col4\" class=\"data row12 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_dummy_for_the_duration_of_the_tour_being_equal_or_greater_than_or_equal_to_11_hours</th>\n",
-       "      <td>-2.446071e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row13\" class=\"row_heading level0 row13\" >coef_alternative_specific_constant_for_outbound_stops_2out_0in_escort</th>\n",
+       "      <td id=\"T_1c994_row13_col0\" class=\"data row13 col0\" >-4.23</td>\n",
+       "      <td id=\"T_1c994_row13_col1\" class=\"data row13 col1\" > 0.158</td>\n",
+       "      <td id=\"T_1c994_row13_col2\" class=\"data row13 col2\" >-26.72</td>\n",
+       "      <td id=\"T_1c994_row13_col3\" class=\"data row13 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row13_col4\" class=\"data row13 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_dummy_for_walking_to_all_stops</th>\n",
-       "      <td>-2.009061e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row14\" class=\"row_heading level0 row14\" >coef_alternative_specific_constant_for_outbound_stops_2out_0in_othdiscr</th>\n",
+       "      <td id=\"T_1c994_row14_col0\" class=\"data row14 col0\" >-3.36</td>\n",
+       "      <td id=\"T_1c994_row14_col1\" class=\"data row14 col1\" > 0.116</td>\n",
+       "      <td id=\"T_1c994_row14_col2\" class=\"data row14 col2\" >-28.93</td>\n",
+       "      <td id=\"T_1c994_row14_col3\" class=\"data row14 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row14_col4\" class=\"data row14 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_evening_arrival_19_00_interacted_with_return_tours</th>\n",
-       "      <td>-2.608074e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row15\" class=\"row_heading level0 row15\" >coef_alternative_specific_constant_for_outbound_stops_2out_0in_othmaint</th>\n",
+       "      <td id=\"T_1c994_row15_col0\" class=\"data row15 col0\" >-3.53</td>\n",
+       "      <td id=\"T_1c994_row15_col1\" class=\"data row15 col1\" > 0.157</td>\n",
+       "      <td id=\"T_1c994_row15_col2\" class=\"data row15 col2\" >-22.55</td>\n",
+       "      <td id=\"T_1c994_row15_col3\" class=\"data row15 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row15_col4\" class=\"data row15 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_high_income_hh</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_1c994_level0_row16\" class=\"row_heading level0 row16\" >coef_alternative_specific_constant_for_outbound_stops_2out_0in_school</th>\n",
+       "      <td id=\"T_1c994_row16_col0\" class=\"data row16 col0\" >-3.93</td>\n",
+       "      <td id=\"T_1c994_row16_col1\" class=\"data row16 col1\" > 0.122</td>\n",
+       "      <td id=\"T_1c994_row16_col2\" class=\"data row16 col2\" >-32.36</td>\n",
+       "      <td id=\"T_1c994_row16_col3\" class=\"data row16 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row16_col4\" class=\"data row16 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_mid_to_high_income_hh</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_1c994_level0_row17\" class=\"row_heading level0 row17\" >coef_alternative_specific_constant_for_outbound_stops_2out_0in_shopping</th>\n",
+       "      <td id=\"T_1c994_row17_col0\" class=\"data row17 col0\" >-3.00</td>\n",
+       "      <td id=\"T_1c994_row17_col1\" class=\"data row17 col1\" > 0.0869</td>\n",
+       "      <td id=\"T_1c994_row17_col2\" class=\"data row17 col2\" >-34.53</td>\n",
+       "      <td id=\"T_1c994_row17_col3\" class=\"data row17 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row17_col4\" class=\"data row17 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_middle_to_low_income_hh</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_1c994_level0_row18\" class=\"row_heading level0 row18\" >coef_alternative_specific_constant_for_outbound_stops_2out_0in_social</th>\n",
+       "      <td id=\"T_1c994_row18_col0\" class=\"data row18 col0\" >-2.79</td>\n",
+       "      <td id=\"T_1c994_row18_col1\" class=\"data row18 col1\" > 0.582</td>\n",
+       "      <td id=\"T_1c994_row18_col2\" class=\"data row18 col2\" >-4.79</td>\n",
+       "      <td id=\"T_1c994_row18_col3\" class=\"data row18 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row18_col4\" class=\"data row18 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_no_stops_if_tour_mode_is_drivetransit</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_1c994_level0_row19\" class=\"row_heading level0 row19\" >coef_alternative_specific_constant_for_outbound_stops_2out_0in_univ</th>\n",
+       "      <td id=\"T_1c994_row19_col0\" class=\"data row19 col0\" >-3.63</td>\n",
+       "      <td id=\"T_1c994_row19_col1\" class=\"data row19 col1\" > 0.193</td>\n",
+       "      <td id=\"T_1c994_row19_col2\" class=\"data row19 col2\" >-18.79</td>\n",
+       "      <td id=\"T_1c994_row19_col3\" class=\"data row19 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row19_col4\" class=\"data row19 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_num_kids_between_5_and_15_including_years_old</th>\n",
-       "      <td>1.941456e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row20\" class=\"row_heading level0 row20\" >coef_alternative_specific_constant_for_outbound_stops_3out_0in</th>\n",
+       "      <td id=\"T_1c994_row20_col0\" class=\"data row20 col0\" >-3.91</td>\n",
+       "      <td id=\"T_1c994_row20_col1\" class=\"data row20 col1\" > 0.0934</td>\n",
+       "      <td id=\"T_1c994_row20_col2\" class=\"data row20 col2\" >-41.93</td>\n",
+       "      <td id=\"T_1c994_row20_col3\" class=\"data row20 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row20_col4\" class=\"data row20 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_number_of_adults_16_years_old_</th>\n",
-       "      <td>2.205314e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row21\" class=\"row_heading level0 row21\" >coef_alternative_specific_constant_for_outbound_stops_3out_0in_atwork</th>\n",
+       "      <td id=\"T_1c994_row21_col0\" class=\"data row21 col0\" >-7.45</td>\n",
+       "      <td id=\"T_1c994_row21_col1\" class=\"data row21 col1\" > 0.358</td>\n",
+       "      <td id=\"T_1c994_row21_col2\" class=\"data row21 col2\" >-20.80</td>\n",
+       "      <td id=\"T_1c994_row21_col3\" class=\"data row21 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row21_col4\" class=\"data row21 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_number_of_cars_number_of_workers</th>\n",
-       "      <td>5.994133e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row22\" class=\"row_heading level0 row22\" >coef_alternative_specific_constant_for_outbound_stops_3out_0in_eatout</th>\n",
+       "      <td id=\"T_1c994_row22_col0\" class=\"data row22 col0\" >-5.21</td>\n",
+       "      <td id=\"T_1c994_row22_col1\" class=\"data row22 col1\" > 0.325</td>\n",
+       "      <td id=\"T_1c994_row22_col2\" class=\"data row22 col2\" >-16.02</td>\n",
+       "      <td id=\"T_1c994_row22_col3\" class=\"data row22 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row22_col4\" class=\"data row22 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_number_of_escort_tours_tours_undertaken_by_the_person</th>\n",
-       "      <td>-5.224365e-05</td>\n",
+       "      <th id=\"T_1c994_level0_row23\" class=\"row_heading level0 row23\" >coef_alternative_specific_constant_for_outbound_stops_3out_0in_escort</th>\n",
+       "      <td id=\"T_1c994_row23_col0\" class=\"data row23 col0\" >-4.71</td>\n",
+       "      <td id=\"T_1c994_row23_col1\" class=\"data row23 col1\" > 0.202</td>\n",
+       "      <td id=\"T_1c994_row23_col2\" class=\"data row23 col2\" >-23.35</td>\n",
+       "      <td id=\"T_1c994_row23_col3\" class=\"data row23 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row23_col4\" class=\"data row23 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_number_of_hh_persons</th>\n",
-       "      <td>1.586957e-03</td>\n",
+       "      <th id=\"T_1c994_level0_row24\" class=\"row_heading level0 row24\" >coef_alternative_specific_constant_for_outbound_stops_3out_0in_othdiscr</th>\n",
+       "      <td id=\"T_1c994_row24_col0\" class=\"data row24 col0\" >-4.26</td>\n",
+       "      <td id=\"T_1c994_row24_col1\" class=\"data row24 col1\" > 0.163</td>\n",
+       "      <td id=\"T_1c994_row24_col2\" class=\"data row24 col2\" >-26.11</td>\n",
+       "      <td id=\"T_1c994_row24_col3\" class=\"data row24 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row24_col4\" class=\"data row24 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_number_of_school_tours_tours_undertaken_by_the_person</th>\n",
-       "      <td>-3.034153e-05</td>\n",
+       "      <th id=\"T_1c994_level0_row25\" class=\"row_heading level0 row25\" >coef_alternative_specific_constant_for_outbound_stops_3out_0in_othmaint</th>\n",
+       "      <td id=\"T_1c994_row25_col0\" class=\"data row25 col0\" >-5.37</td>\n",
+       "      <td id=\"T_1c994_row25_col1\" class=\"data row25 col1\" > 0.326</td>\n",
+       "      <td id=\"T_1c994_row25_col2\" class=\"data row25 col2\" >-16.47</td>\n",
+       "      <td id=\"T_1c994_row25_col3\" class=\"data row25 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row25_col4\" class=\"data row25 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_number_of_shop_tours_undertaken_by_the_houshold</th>\n",
-       "      <td>1.116601e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row26\" class=\"row_heading level0 row26\" >coef_alternative_specific_constant_for_outbound_stops_3out_0in_school</th>\n",
+       "      <td id=\"T_1c994_row26_col0\" class=\"data row26 col0\" >-5.87</td>\n",
+       "      <td id=\"T_1c994_row26_col1\" class=\"data row26 col1\" > 0.244</td>\n",
+       "      <td id=\"T_1c994_row26_col2\" class=\"data row26 col2\" >-24.09</td>\n",
+       "      <td id=\"T_1c994_row26_col3\" class=\"data row26 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row26_col4\" class=\"data row26 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_number_of_students_in_hh</th>\n",
-       "      <td>1.126486e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row27\" class=\"row_heading level0 row27\" >coef_alternative_specific_constant_for_outbound_stops_3out_0in_shopping</th>\n",
+       "      <td id=\"T_1c994_row27_col0\" class=\"data row27 col0\" >-4.44</td>\n",
+       "      <td id=\"T_1c994_row27_col1\" class=\"data row27 col1\" > 0.143</td>\n",
+       "      <td id=\"T_1c994_row27_col2\" class=\"data row27 col2\" >-30.98</td>\n",
+       "      <td id=\"T_1c994_row27_col3\" class=\"data row27 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row27_col4\" class=\"data row27 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_number_of_subtours_in_the_tour</th>\n",
-       "      <td>-4.322246e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row28\" class=\"row_heading level0 row28\" >coef_alternative_specific_constant_for_outbound_stops_3out_0in_social</th>\n",
+       "      <td id=\"T_1c994_row28_col0\" class=\"data row28 col0\" >-4.48</td>\n",
+       "      <td id=\"T_1c994_row28_col1\" class=\"data row28 col1\" > 0.653</td>\n",
+       "      <td id=\"T_1c994_row28_col2\" class=\"data row28 col2\" >-6.86</td>\n",
+       "      <td id=\"T_1c994_row28_col3\" class=\"data row28 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row28_col4\" class=\"data row28 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_number_of_university_tours_tours_undertaken_by_the_person</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_1c994_level0_row29\" class=\"row_heading level0 row29\" >coef_alternative_specific_constant_for_outbound_stops_3out_0in_univ</th>\n",
+       "      <td id=\"T_1c994_row29_col0\" class=\"data row29 col0\" >-5.12</td>\n",
+       "      <td id=\"T_1c994_row29_col1\" class=\"data row29 col1\" > 0.304</td>\n",
+       "      <td id=\"T_1c994_row29_col2\" class=\"data row29 col2\" >-16.88</td>\n",
+       "      <td id=\"T_1c994_row29_col3\" class=\"data row29 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row29_col4\" class=\"data row29 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_number_of_work_tours_undertaken_by_the_person</th>\n",
-       "      <td>-3.832504e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row30\" class=\"row_heading level0 row30\" >coef_alternative_specific_constant_for_outbound_stops_on_joint_tours_1out_0in</th>\n",
+       "      <td id=\"T_1c994_row30_col0\" class=\"data row30 col0\" >-1.86</td>\n",
+       "      <td id=\"T_1c994_row30_col1\" class=\"data row30 col1\" > 0.132</td>\n",
+       "      <td id=\"T_1c994_row30_col2\" class=\"data row30 col2\" >-14.07</td>\n",
+       "      <td id=\"T_1c994_row30_col3\" class=\"data row30 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row30_col4\" class=\"data row30 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_presence_of_kids_between_0_and_4_including_years_old</th>\n",
-       "      <td>-2.811261e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row31\" class=\"row_heading level0 row31\" >coef_alternative_specific_constant_for_outbound_stops_on_joint_tours_2out_0in</th>\n",
+       "      <td id=\"T_1c994_row31_col0\" class=\"data row31 col0\" >-4.03</td>\n",
+       "      <td id=\"T_1c994_row31_col1\" class=\"data row31 col1\" > 0.366</td>\n",
+       "      <td id=\"T_1c994_row31_col2\" class=\"data row31 col2\" >-11.00</td>\n",
+       "      <td id=\"T_1c994_row31_col3\" class=\"data row31 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row31_col4\" class=\"data row31 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_presence_of_kids_between_5_and_15_including_years_old</th>\n",
-       "      <td>1.838518e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row32\" class=\"row_heading level0 row32\" >coef_alternative_specific_constant_for_outbound_stops_on_joint_tours_3out_0in</th>\n",
+       "      <td id=\"T_1c994_row32_col0\" class=\"data row32 col0\" >-5.08</td>\n",
+       "      <td id=\"T_1c994_row32_col1\" class=\"data row32 col1\" > 0.509</td>\n",
+       "      <td id=\"T_1c994_row32_col2\" class=\"data row32 col2\" >-9.97</td>\n",
+       "      <td id=\"T_1c994_row32_col3\" class=\"data row32 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row32_col4\" class=\"data row32 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>-2.672</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_1c994_level0_row33\" class=\"row_heading level0 row33\" >coef_alternative_specific_constant_for_return_stops_0out_1in</th>\n",
+       "      <td id=\"T_1c994_row33_col0\" class=\"data row33 col0\" >-0.422</td>\n",
+       "      <td id=\"T_1c994_row33_col1\" class=\"data row33 col1\" > 0.0376</td>\n",
+       "      <td id=\"T_1c994_row33_col2\" class=\"data row33 col2\" >-11.23</td>\n",
+       "      <td id=\"T_1c994_row33_col3\" class=\"data row33 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row33_col4\" class=\"data row33 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_outbound_stops_1out_0in_school</th>\n",
-       "      <td>3.622369e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row34\" class=\"row_heading level0 row34\" >coef_alternative_specific_constant_for_return_stops_0out_1in_atwork</th>\n",
+       "      <td id=\"T_1c994_row34_col0\" class=\"data row34 col0\" >-3.67</td>\n",
+       "      <td id=\"T_1c994_row34_col1\" class=\"data row34 col1\" > 0.250</td>\n",
+       "      <td id=\"T_1c994_row34_col2\" class=\"data row34 col2\" >-14.69</td>\n",
+       "      <td id=\"T_1c994_row34_col3\" class=\"data row34 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row34_col4\" class=\"data row34 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_outbound_stops_2out_0in_school</th>\n",
-       "      <td>-1.073515e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row35\" class=\"row_heading level0 row35\" >coef_alternative_specific_constant_for_return_stops_0out_1in_eatout</th>\n",
+       "      <td id=\"T_1c994_row35_col0\" class=\"data row35 col0\" >-1.67</td>\n",
+       "      <td id=\"T_1c994_row35_col1\" class=\"data row35 col1\" > 0.0960</td>\n",
+       "      <td id=\"T_1c994_row35_col2\" class=\"data row35 col2\" >-17.36</td>\n",
+       "      <td id=\"T_1c994_row35_col3\" class=\"data row35 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row35_col4\" class=\"data row35 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_outbound_stops_3out_0in_school</th>\n",
-       "      <td>5.591613e-07</td>\n",
+       "      <th id=\"T_1c994_level0_row36\" class=\"row_heading level0 row36\" >coef_alternative_specific_constant_for_return_stops_0out_1in_escort</th>\n",
+       "      <td id=\"T_1c994_row36_col0\" class=\"data row36 col0\" >-0.884</td>\n",
+       "      <td id=\"T_1c994_row36_col1\" class=\"data row36 col1\" > 0.0729</td>\n",
+       "      <td id=\"T_1c994_row36_col2\" class=\"data row36 col2\" >-12.12</td>\n",
+       "      <td id=\"T_1c994_row36_col3\" class=\"data row36 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row36_col4\" class=\"data row36 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_return_stops_0out_1in_school</th>\n",
-       "      <td>-4.218724e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row37\" class=\"row_heading level0 row37\" >coef_alternative_specific_constant_for_return_stops_0out_1in_othdiscr</th>\n",
+       "      <td id=\"T_1c994_row37_col0\" class=\"data row37 col0\" >-0.944</td>\n",
+       "      <td id=\"T_1c994_row37_col1\" class=\"data row37 col1\" > 0.0691</td>\n",
+       "      <td id=\"T_1c994_row37_col2\" class=\"data row37 col2\" >-13.68</td>\n",
+       "      <td id=\"T_1c994_row37_col3\" class=\"data row37 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row37_col4\" class=\"data row37 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_return_stops_0out_3in_school</th>\n",
-       "      <td>-1.172540e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row38\" class=\"row_heading level0 row38\" >coef_alternative_specific_constant_for_return_stops_0out_1in_othmaint</th>\n",
+       "      <td id=\"T_1c994_row38_col0\" class=\"data row38 col0\" >-0.607</td>\n",
+       "      <td id=\"T_1c994_row38_col1\" class=\"data row38 col1\" > 0.0995</td>\n",
+       "      <td id=\"T_1c994_row38_col2\" class=\"data row38 col2\" >-6.10</td>\n",
+       "      <td id=\"T_1c994_row38_col3\" class=\"data row38 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row38_col4\" class=\"data row38 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_the_total_number_of_stops_1out_3in</th>\n",
-       "      <td>6.638463e-05</td>\n",
+       "      <th id=\"T_1c994_level0_row39\" class=\"row_heading level0 row39\" >coef_alternative_specific_constant_for_return_stops_0out_1in_school</th>\n",
+       "      <td id=\"T_1c994_row39_col0\" class=\"data row39 col0\" >-1.20</td>\n",
+       "      <td id=\"T_1c994_row39_col1\" class=\"data row39 col1\" > 0.0752</td>\n",
+       "      <td id=\"T_1c994_row39_col2\" class=\"data row39 col2\" >-16.01</td>\n",
+       "      <td id=\"T_1c994_row39_col3\" class=\"data row39 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row39_col4\" class=\"data row39 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_the_total_number_of_stops_2out_3in_school</th>\n",
-       "      <td>-4.148872e-05</td>\n",
+       "      <th id=\"T_1c994_level0_row40\" class=\"row_heading level0 row40\" >coef_alternative_specific_constant_for_return_stops_0out_1in_shopping</th>\n",
+       "      <td id=\"T_1c994_row40_col0\" class=\"data row40 col0\" >-1.16</td>\n",
+       "      <td id=\"T_1c994_row40_col1\" class=\"data row40 col1\" > 0.0523</td>\n",
+       "      <td id=\"T_1c994_row40_col2\" class=\"data row40 col2\" >-22.10</td>\n",
+       "      <td id=\"T_1c994_row40_col3\" class=\"data row40 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row40_col4\" class=\"data row40 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_arrival_later_than_17_00_</th>\n",
-       "      <td>3.242621e-05</td>\n",
+       "      <th id=\"T_1c994_level0_row41\" class=\"row_heading level0 row41\" >coef_alternative_specific_constant_for_return_stops_0out_1in_social</th>\n",
+       "      <td id=\"T_1c994_row41_col0\" class=\"data row41 col0\" >-1.26</td>\n",
+       "      <td id=\"T_1c994_row41_col1\" class=\"data row41 col1\" > 0.260</td>\n",
+       "      <td id=\"T_1c994_row41_col2\" class=\"data row41 col2\" >-4.86</td>\n",
+       "      <td id=\"T_1c994_row41_col3\" class=\"data row41 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row41_col4\" class=\"data row41 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_dummy_for_distance_in_miles_school</th>\n",
-       "      <td>1.257368e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row42\" class=\"row_heading level0 row42\" >coef_alternative_specific_constant_for_return_stops_0out_1in_univ</th>\n",
+       "      <td id=\"T_1c994_row42_col0\" class=\"data row42 col0\" >-1.89</td>\n",
+       "      <td id=\"T_1c994_row42_col1\" class=\"data row42 col1\" > 0.143</td>\n",
+       "      <td id=\"T_1c994_row42_col2\" class=\"data row42 col2\" >-13.28</td>\n",
+       "      <td id=\"T_1c994_row42_col3\" class=\"data row42 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row42_col4\" class=\"data row42 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_dummy_for_female_school</th>\n",
-       "      <td>1.151809e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row43\" class=\"row_heading level0 row43\" >coef_alternative_specific_constant_for_return_stops_0out_2in</th>\n",
+       "      <td id=\"T_1c994_row43_col0\" class=\"data row43 col0\" >-1.74</td>\n",
+       "      <td id=\"T_1c994_row43_col1\" class=\"data row43 col1\" > 0.0605</td>\n",
+       "      <td id=\"T_1c994_row43_col2\" class=\"data row43 col2\" >-28.73</td>\n",
+       "      <td id=\"T_1c994_row43_col3\" class=\"data row43 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row43_col4\" class=\"data row43 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_dummy_for_the_duration_of_the_tour_being_equal_or_greater_than_or_equal_to_9_hours_</th>\n",
-       "      <td>1.609739e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row44\" class=\"row_heading level0 row44\" >coef_alternative_specific_constant_for_return_stops_0out_2in_atwork</th>\n",
+       "      <td id=\"T_1c994_row44_col0\" class=\"data row44 col0\" >-5.35</td>\n",
+       "      <td id=\"T_1c994_row44_col1\" class=\"data row44 col1\" > 0.270</td>\n",
+       "      <td id=\"T_1c994_row44_col2\" class=\"data row44 col2\" >-19.83</td>\n",
+       "      <td id=\"T_1c994_row44_col3\" class=\"data row44 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row44_col4\" class=\"data row44 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_dummy_for_walking_to_all_stops_school</th>\n",
-       "      <td>-2.948826e-05</td>\n",
+       "      <th id=\"T_1c994_level0_row45\" class=\"row_heading level0 row45\" >coef_alternative_specific_constant_for_return_stops_0out_2in_eatout</th>\n",
+       "      <td id=\"T_1c994_row45_col0\" class=\"data row45 col0\" >-3.38</td>\n",
+       "      <td id=\"T_1c994_row45_col1\" class=\"data row45 col1\" > 0.161</td>\n",
+       "      <td id=\"T_1c994_row45_col2\" class=\"data row45 col2\" >-21.08</td>\n",
+       "      <td id=\"T_1c994_row45_col3\" class=\"data row45 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row45_col4\" class=\"data row45 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_number_of_cars_number_of_workers_school</th>\n",
-       "      <td>-1.267875e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row46\" class=\"row_heading level0 row46\" >coef_alternative_specific_constant_for_return_stops_0out_2in_escort</th>\n",
+       "      <td id=\"T_1c994_row46_col0\" class=\"data row46 col0\" >-2.36</td>\n",
+       "      <td id=\"T_1c994_row46_col1\" class=\"data row46 col1\" > 0.104</td>\n",
+       "      <td id=\"T_1c994_row46_col2\" class=\"data row46 col2\" >-22.69</td>\n",
+       "      <td id=\"T_1c994_row46_col3\" class=\"data row46 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row46_col4\" class=\"data row46 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_number_of_escort_tours_tours_undertaken_by_the_person_school</th>\n",
-       "      <td>-1.086302e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row47\" class=\"row_heading level0 row47\" >coef_alternative_specific_constant_for_return_stops_0out_2in_othdiscr</th>\n",
+       "      <td id=\"T_1c994_row47_col0\" class=\"data row47 col0\" >-2.25</td>\n",
+       "      <td id=\"T_1c994_row47_col1\" class=\"data row47 col1\" > 0.0973</td>\n",
+       "      <td id=\"T_1c994_row47_col2\" class=\"data row47 col2\" >-23.10</td>\n",
+       "      <td id=\"T_1c994_row47_col3\" class=\"data row47 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row47_col4\" class=\"data row47 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_number_of_hh_persons_school</th>\n",
-       "      <td>-8.934922e-05</td>\n",
+       "      <th id=\"T_1c994_level0_row48\" class=\"row_heading level0 row48\" >coef_alternative_specific_constant_for_return_stops_0out_2in_othmaint</th>\n",
+       "      <td id=\"T_1c994_row48_col0\" class=\"data row48 col0\" >-1.55</td>\n",
+       "      <td id=\"T_1c994_row48_col1\" class=\"data row48 col1\" > 0.121</td>\n",
+       "      <td id=\"T_1c994_row48_col2\" class=\"data row48 col2\" >-12.84</td>\n",
+       "      <td id=\"T_1c994_row48_col3\" class=\"data row48 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row48_col4\" class=\"data row48 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_presence_of_kids_between_5_and_15_including_years_old_school</th>\n",
-       "      <td>2.925349e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row49\" class=\"row_heading level0 row49\" >coef_alternative_specific_constant_for_return_stops_0out_2in_school</th>\n",
+       "      <td id=\"T_1c994_row49_col0\" class=\"data row49 col0\" >-2.62</td>\n",
+       "      <td id=\"T_1c994_row49_col1\" class=\"data row49 col1\" > 0.101</td>\n",
+       "      <td id=\"T_1c994_row49_col2\" class=\"data row49 col2\" >-25.83</td>\n",
+       "      <td id=\"T_1c994_row49_col3\" class=\"data row49 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row49_col4\" class=\"data row49 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_outbound_stops_1out_0in_univ</th>\n",
-       "      <td>2.297287e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row50\" class=\"row_heading level0 row50\" >coef_alternative_specific_constant_for_return_stops_0out_2in_shopping</th>\n",
+       "      <td id=\"T_1c994_row50_col0\" class=\"data row50 col0\" >-2.25</td>\n",
+       "      <td id=\"T_1c994_row50_col1\" class=\"data row50 col1\" > 0.0774</td>\n",
+       "      <td id=\"T_1c994_row50_col2\" class=\"data row50 col2\" >-29.09</td>\n",
+       "      <td id=\"T_1c994_row50_col3\" class=\"data row50 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row50_col4\" class=\"data row50 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_outbound_stops_2out_0in_univ</th>\n",
-       "      <td>-7.201840e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row51\" class=\"row_heading level0 row51\" >coef_alternative_specific_constant_for_return_stops_0out_2in_social</th>\n",
+       "      <td id=\"T_1c994_row51_col0\" class=\"data row51 col0\" >-2.75</td>\n",
+       "      <td id=\"T_1c994_row51_col1\" class=\"data row51 col1\" > 0.290</td>\n",
+       "      <td id=\"T_1c994_row51_col2\" class=\"data row51 col2\" >-9.48</td>\n",
+       "      <td id=\"T_1c994_row51_col3\" class=\"data row51 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row51_col4\" class=\"data row51 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_outbound_stops_3out_0in_univ</th>\n",
-       "      <td>3.180905e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row52\" class=\"row_heading level0 row52\" >coef_alternative_specific_constant_for_return_stops_0out_2in_univ</th>\n",
+       "      <td id=\"T_1c994_row52_col0\" class=\"data row52 col0\" >-3.56</td>\n",
+       "      <td id=\"T_1c994_row52_col1\" class=\"data row52 col1\" > 0.199</td>\n",
+       "      <td id=\"T_1c994_row52_col2\" class=\"data row52 col2\" >-17.95</td>\n",
+       "      <td id=\"T_1c994_row52_col3\" class=\"data row52 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row52_col4\" class=\"data row52 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_return_stops_0out_1in_univ</th>\n",
-       "      <td>-6.094370e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row53\" class=\"row_heading level0 row53\" >coef_alternative_specific_constant_for_return_stops_0out_3in</th>\n",
+       "      <td id=\"T_1c994_row53_col0\" class=\"data row53 col0\" >-2.06</td>\n",
+       "      <td id=\"T_1c994_row53_col1\" class=\"data row53 col1\" > 0.0653</td>\n",
+       "      <td id=\"T_1c994_row53_col2\" class=\"data row53 col2\" >-31.50</td>\n",
+       "      <td id=\"T_1c994_row53_col3\" class=\"data row53 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row53_col4\" class=\"data row53 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_return_stops_0out_2in_univ</th>\n",
-       "      <td>2.159121e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row54\" class=\"row_heading level0 row54\" >coef_alternative_specific_constant_for_return_stops_0out_3in_atwork</th>\n",
+       "      <td id=\"T_1c994_row54_col0\" class=\"data row54 col0\" >-6.48</td>\n",
+       "      <td id=\"T_1c994_row54_col1\" class=\"data row54 col1\" > 0.304</td>\n",
+       "      <td id=\"T_1c994_row54_col2\" class=\"data row54 col2\" >-21.31</td>\n",
+       "      <td id=\"T_1c994_row54_col3\" class=\"data row54 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row54_col4\" class=\"data row54 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_return_stops_0out_3in_univ</th>\n",
-       "      <td>-2.067752e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row55\" class=\"row_heading level0 row55\" >coef_alternative_specific_constant_for_return_stops_0out_3in_eatout</th>\n",
+       "      <td id=\"T_1c994_row55_col0\" class=\"data row55 col0\" >-4.73</td>\n",
+       "      <td id=\"T_1c994_row55_col1\" class=\"data row55 col1\" > 0.275</td>\n",
+       "      <td id=\"T_1c994_row55_col2\" class=\"data row55 col2\" >-17.24</td>\n",
+       "      <td id=\"T_1c994_row55_col3\" class=\"data row55 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row55_col4\" class=\"data row55 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_the_total_number_of_stops_1out_3in_univ</th>\n",
-       "      <td>-1.224656e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row56\" class=\"row_heading level0 row56\" >coef_alternative_specific_constant_for_return_stops_0out_3in_othdiscr</th>\n",
+       "      <td id=\"T_1c994_row56_col0\" class=\"data row56 col0\" >-2.82</td>\n",
+       "      <td id=\"T_1c994_row56_col1\" class=\"data row56 col1\" > 0.121</td>\n",
+       "      <td id=\"T_1c994_row56_col2\" class=\"data row56 col2\" >-23.37</td>\n",
+       "      <td id=\"T_1c994_row56_col3\" class=\"data row56 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row56_col4\" class=\"data row56 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_the_total_number_of_stops_2out_3in_univ</th>\n",
-       "      <td>1.115042e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row57\" class=\"row_heading level0 row57\" >coef_alternative_specific_constant_for_return_stops_0out_3in_othmaint</th>\n",
+       "      <td id=\"T_1c994_row57_col0\" class=\"data row57 col0\" >-2.35</td>\n",
+       "      <td id=\"T_1c994_row57_col1\" class=\"data row57 col1\" > 0.149</td>\n",
+       "      <td id=\"T_1c994_row57_col2\" class=\"data row57 col2\" >-15.81</td>\n",
+       "      <td id=\"T_1c994_row57_col3\" class=\"data row57 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row57_col4\" class=\"data row57 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_arrival_later_than_17_00__univ</th>\n",
-       "      <td>3.883451e-05</td>\n",
+       "      <th id=\"T_1c994_level0_row58\" class=\"row_heading level0 row58\" >coef_alternative_specific_constant_for_return_stops_0out_3in_school</th>\n",
+       "      <td id=\"T_1c994_row58_col0\" class=\"data row58 col0\" >-3.36</td>\n",
+       "      <td id=\"T_1c994_row58_col1\" class=\"data row58 col1\" > 0.124</td>\n",
+       "      <td id=\"T_1c994_row58_col2\" class=\"data row58 col2\" >-27.19</td>\n",
+       "      <td id=\"T_1c994_row58_col3\" class=\"data row58 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row58_col4\" class=\"data row58 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_dummy_for_female_univ</th>\n",
-       "      <td>-2.006300e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row59\" class=\"row_heading level0 row59\" >coef_alternative_specific_constant_for_return_stops_0out_3in_shopping</th>\n",
+       "      <td id=\"T_1c994_row59_col0\" class=\"data row59 col0\" >-3.09</td>\n",
+       "      <td id=\"T_1c994_row59_col1\" class=\"data row59 col1\" > 0.0889</td>\n",
+       "      <td id=\"T_1c994_row59_col2\" class=\"data row59 col2\" >-34.71</td>\n",
+       "      <td id=\"T_1c994_row59_col3\" class=\"data row59 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row59_col4\" class=\"data row59 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_dummy_for_the_duration_of_the_tour_being_equal_or_greater_than_or_equal_to_9_hours__univ</th>\n",
-       "      <td>1.801912e-05</td>\n",
+       "      <th id=\"T_1c994_level0_row60\" class=\"row_heading level0 row60\" >coef_alternative_specific_constant_for_return_stops_0out_3in_social</th>\n",
+       "      <td id=\"T_1c994_row60_col0\" class=\"data row60 col0\" >-3.62</td>\n",
+       "      <td id=\"T_1c994_row60_col1\" class=\"data row60 col1\" > 0.345</td>\n",
+       "      <td id=\"T_1c994_row60_col2\" class=\"data row60 col2\" >-10.49</td>\n",
+       "      <td id=\"T_1c994_row60_col3\" class=\"data row60 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row60_col4\" class=\"data row60 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_hh_accesibility_for_inbound_tours_interaction</th>\n",
-       "      <td>1.451782e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row61\" class=\"row_heading level0 row61\" >coef_alternative_specific_constant_for_return_stops_0out_3in_univ</th>\n",
+       "      <td id=\"T_1c994_row61_col0\" class=\"data row61 col0\" >-3.55</td>\n",
+       "      <td id=\"T_1c994_row61_col1\" class=\"data row61 col1\" > 0.207</td>\n",
+       "      <td id=\"T_1c994_row61_col2\" class=\"data row61 col2\" >-17.16</td>\n",
+       "      <td id=\"T_1c994_row61_col3\" class=\"data row61 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row61_col4\" class=\"data row61 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_number_of_escort_tours_tours_undertaken_by_the_person_univ</th>\n",
-       "      <td>4.571784e-05</td>\n",
+       "      <th id=\"T_1c994_level0_row62\" class=\"row_heading level0 row62\" >coef_alternative_specific_constant_for_return_stops_on_joint_tours_0out_1in</th>\n",
+       "      <td id=\"T_1c994_row62_col0\" class=\"data row62 col0\" >-1.35</td>\n",
+       "      <td id=\"T_1c994_row62_col1\" class=\"data row62 col1\" > 0.109</td>\n",
+       "      <td id=\"T_1c994_row62_col2\" class=\"data row62 col2\" >-12.40</td>\n",
+       "      <td id=\"T_1c994_row62_col3\" class=\"data row62 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row62_col4\" class=\"data row62 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_number_of_hh_persons_univ</th>\n",
-       "      <td>-9.257971e-05</td>\n",
+       "      <th id=\"T_1c994_level0_row63\" class=\"row_heading level0 row63\" >coef_alternative_specific_constant_for_return_stops_on_joint_tours_0out_2in</th>\n",
+       "      <td id=\"T_1c994_row63_col0\" class=\"data row63 col0\" >-3.01</td>\n",
+       "      <td id=\"T_1c994_row63_col1\" class=\"data row63 col1\" > 0.298</td>\n",
+       "      <td id=\"T_1c994_row63_col2\" class=\"data row63 col2\" >-10.08</td>\n",
+       "      <td id=\"T_1c994_row63_col3\" class=\"data row63 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row63_col4\" class=\"data row63 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_number_of_vehicles</th>\n",
-       "      <td>-3.492440e-05</td>\n",
+       "      <th id=\"T_1c994_level0_row64\" class=\"row_heading level0 row64\" >coef_alternative_specific_constant_for_return_stops_on_joint_tours_0out_3in</th>\n",
+       "      <td id=\"T_1c994_row64_col0\" class=\"data row64 col0\" >-3.09</td>\n",
+       "      <td id=\"T_1c994_row64_col1\" class=\"data row64 col1\" > 0.319</td>\n",
+       "      <td id=\"T_1c994_row64_col2\" class=\"data row64 col2\" >-9.71</td>\n",
+       "      <td id=\"T_1c994_row64_col3\" class=\"data row64 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row64_col4\" class=\"data row64 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_presence_of_kids_between_5_and_15_including_years_old_univ</th>\n",
-       "      <td>-1.005346e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row65\" class=\"row_heading level0 row65\" >coef_alternative_specific_constant_for_the_total_number_of_stops_0out_2in</th>\n",
+       "      <td id=\"T_1c994_row65_col0\" class=\"data row65 col0\" >-0.0339</td>\n",
+       "      <td id=\"T_1c994_row65_col1\" class=\"data row65 col1\" > 0.0356</td>\n",
+       "      <td id=\"T_1c994_row65_col2\" class=\"data row65 col2\" >-0.95</td>\n",
+       "      <td id=\"T_1c994_row65_col3\" class=\"data row65 col3\" ></td>\n",
+       "      <td id=\"T_1c994_row65_col4\" class=\"data row65 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>-1.783</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_1c994_level0_row66\" class=\"row_heading level0 row66\" >coef_alternative_specific_constant_for_the_total_number_of_stops_1out_3in</th>\n",
+       "      <td id=\"T_1c994_row66_col0\" class=\"data row66 col0\" > 0.620</td>\n",
+       "      <td id=\"T_1c994_row66_col1\" class=\"data row66 col1\" > 0.180</td>\n",
+       "      <td id=\"T_1c994_row66_col2\" class=\"data row66 col2\" > 3.44</td>\n",
+       "      <td id=\"T_1c994_row66_col3\" class=\"data row66 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row66_col4\" class=\"data row66 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>-2.874</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_1c994_level0_row67\" class=\"row_heading level0 row67\" >coef_alternative_specific_constant_for_the_total_number_of_stops_1out_3in_atwork</th>\n",
+       "      <td id=\"T_1c994_row67_col0\" class=\"data row67 col0\" > 2.20</td>\n",
+       "      <td id=\"T_1c994_row67_col1\" class=\"data row67 col1\" > 0.379</td>\n",
+       "      <td id=\"T_1c994_row67_col2\" class=\"data row67 col2\" > 5.79</td>\n",
+       "      <td id=\"T_1c994_row67_col3\" class=\"data row67 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row67_col4\" class=\"data row67 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>-3.379</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_1c994_level0_row68\" class=\"row_heading level0 row68\" >coef_alternative_specific_constant_for_the_total_number_of_stops_1out_3in_eatout</th>\n",
+       "      <td id=\"T_1c994_row68_col0\" class=\"data row68 col0\" > 0.957</td>\n",
+       "      <td id=\"T_1c994_row68_col1\" class=\"data row68 col1\" > 0.397</td>\n",
+       "      <td id=\"T_1c994_row68_col2\" class=\"data row68 col2\" > 2.41</td>\n",
+       "      <td id=\"T_1c994_row68_col3\" class=\"data row68 col3\" >*</td>\n",
+       "      <td id=\"T_1c994_row68_col4\" class=\"data row68 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1.497</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_1c994_level0_row69\" class=\"row_heading level0 row69\" >coef_alternative_specific_constant_for_the_total_number_of_stops_1out_3in_othdiscr</th>\n",
+       "      <td id=\"T_1c994_row69_col0\" class=\"data row69 col0\" > 0.780</td>\n",
+       "      <td id=\"T_1c994_row69_col1\" class=\"data row69 col1\" > 0.146</td>\n",
+       "      <td id=\"T_1c994_row69_col2\" class=\"data row69 col2\" > 5.35</td>\n",
+       "      <td id=\"T_1c994_row69_col3\" class=\"data row69 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row69_col4\" class=\"data row69 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_outbound_stops_1out_0in_social</th>\n",
-       "      <td>-1.680088e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row70\" class=\"row_heading level0 row70\" >coef_alternative_specific_constant_for_the_total_number_of_stops_1out_3in_othmaint</th>\n",
+       "      <td id=\"T_1c994_row70_col0\" class=\"data row70 col0\" > 0.525</td>\n",
+       "      <td id=\"T_1c994_row70_col1\" class=\"data row70 col1\" > 0.198</td>\n",
+       "      <td id=\"T_1c994_row70_col2\" class=\"data row70 col2\" > 2.65</td>\n",
+       "      <td id=\"T_1c994_row70_col3\" class=\"data row70 col3\" >**</td>\n",
+       "      <td id=\"T_1c994_row70_col4\" class=\"data row70 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_outbound_stops_3out_0in_social</th>\n",
-       "      <td>-1.534541e-16</td>\n",
+       "      <th id=\"T_1c994_level0_row71\" class=\"row_heading level0 row71\" >coef_alternative_specific_constant_for_the_total_number_of_stops_1out_3in_shopping</th>\n",
+       "      <td id=\"T_1c994_row71_col0\" class=\"data row71 col0\" > 0.519</td>\n",
+       "      <td id=\"T_1c994_row71_col1\" class=\"data row71 col1\" > 0.123</td>\n",
+       "      <td id=\"T_1c994_row71_col2\" class=\"data row71 col2\" > 4.22</td>\n",
+       "      <td id=\"T_1c994_row71_col3\" class=\"data row71 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row71_col4\" class=\"data row71 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_outbound_stops_on_joint_tours_2out_0in</th>\n",
-       "      <td>-1.142652e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row72\" class=\"row_heading level0 row72\" >coef_alternative_specific_constant_for_the_total_number_of_stops_1out_3in_social</th>\n",
+       "      <td id=\"T_1c994_row72_col0\" class=\"data row72 col0\" > 0.620</td>\n",
+       "      <td id=\"T_1c994_row72_col1\" class=\"data row72 col1\" > 0.318</td>\n",
+       "      <td id=\"T_1c994_row72_col2\" class=\"data row72 col2\" > 1.95</td>\n",
+       "      <td id=\"T_1c994_row72_col3\" class=\"data row72 col3\" ></td>\n",
+       "      <td id=\"T_1c994_row72_col4\" class=\"data row72 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_outbound_stops_on_joint_tours_3out_0in</th>\n",
-       "      <td>-2.817966e-11</td>\n",
+       "      <th id=\"T_1c994_level0_row73\" class=\"row_heading level0 row73\" >coef_alternative_specific_constant_for_the_total_number_of_stops_1out_3in_univ</th>\n",
+       "      <td id=\"T_1c994_row73_col0\" class=\"data row73 col0\" > 1.22</td>\n",
+       "      <td id=\"T_1c994_row73_col1\" class=\"data row73 col1\" > 0.294</td>\n",
+       "      <td id=\"T_1c994_row73_col2\" class=\"data row73 col2\" > 4.14</td>\n",
+       "      <td id=\"T_1c994_row73_col3\" class=\"data row73 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row73_col4\" class=\"data row73 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_return_stops_0out_1in_social</th>\n",
-       "      <td>2.375526e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row74\" class=\"row_heading level0 row74\" >coef_alternative_specific_constant_for_the_total_number_of_stops_2out_3in</th>\n",
+       "      <td id=\"T_1c994_row74_col0\" class=\"data row74 col0\" > 0.556</td>\n",
+       "      <td id=\"T_1c994_row74_col1\" class=\"data row74 col1\" > 0.128</td>\n",
+       "      <td id=\"T_1c994_row74_col2\" class=\"data row74 col2\" > 4.35</td>\n",
+       "      <td id=\"T_1c994_row74_col3\" class=\"data row74 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row74_col4\" class=\"data row74 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_return_stops_0out_2in_social</th>\n",
-       "      <td>-2.745402e-08</td>\n",
+       "      <th id=\"T_1c994_level0_row75\" class=\"row_heading level0 row75\" >coef_alternative_specific_constant_for_the_total_number_of_stops_2out_3in_eatout</th>\n",
+       "      <td id=\"T_1c994_row75_col0\" class=\"data row75 col0\" > 1.98</td>\n",
+       "      <td id=\"T_1c994_row75_col1\" class=\"data row75 col1\" > 0.616</td>\n",
+       "      <td id=\"T_1c994_row75_col2\" class=\"data row75 col2\" > 3.21</td>\n",
+       "      <td id=\"T_1c994_row75_col3\" class=\"data row75 col3\" >**</td>\n",
+       "      <td id=\"T_1c994_row75_col4\" class=\"data row75 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_return_stops_0out_3in_social</th>\n",
-       "      <td>-8.463137e-05</td>\n",
+       "      <th id=\"T_1c994_level0_row76\" class=\"row_heading level0 row76\" >coef_alternative_specific_constant_for_the_total_number_of_stops_2out_3in_escort</th>\n",
+       "      <td id=\"T_1c994_row76_col0\" class=\"data row76 col0\" >-1.80</td>\n",
+       "      <td id=\"T_1c994_row76_col1\" class=\"data row76 col1\" > 1.19</td>\n",
+       "      <td id=\"T_1c994_row76_col2\" class=\"data row76 col2\" >-1.51</td>\n",
+       "      <td id=\"T_1c994_row76_col3\" class=\"data row76 col3\" ></td>\n",
+       "      <td id=\"T_1c994_row76_col4\" class=\"data row76 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_return_stops_on_joint_tours_0out_1in</th>\n",
-       "      <td>6.231017e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row77\" class=\"row_heading level0 row77\" >coef_alternative_specific_constant_for_the_total_number_of_stops_2out_3in_othdiscr</th>\n",
+       "      <td id=\"T_1c994_row77_col0\" class=\"data row77 col0\" > 1.15</td>\n",
+       "      <td id=\"T_1c994_row77_col1\" class=\"data row77 col1\" > 0.241</td>\n",
+       "      <td id=\"T_1c994_row77_col2\" class=\"data row77 col2\" > 4.76</td>\n",
+       "      <td id=\"T_1c994_row77_col3\" class=\"data row77 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row77_col4\" class=\"data row77 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_return_stops_on_joint_tours_0out_2in</th>\n",
-       "      <td>8.245417e-05</td>\n",
+       "      <th id=\"T_1c994_level0_row78\" class=\"row_heading level0 row78\" >coef_alternative_specific_constant_for_the_total_number_of_stops_2out_3in_othmaint</th>\n",
+       "      <td id=\"T_1c994_row78_col0\" class=\"data row78 col0\" > 0.489</td>\n",
+       "      <td id=\"T_1c994_row78_col1\" class=\"data row78 col1\" > 0.418</td>\n",
+       "      <td id=\"T_1c994_row78_col2\" class=\"data row78 col2\" > 1.17</td>\n",
+       "      <td id=\"T_1c994_row78_col3\" class=\"data row78 col3\" ></td>\n",
+       "      <td id=\"T_1c994_row78_col4\" class=\"data row78 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_the_total_number_of_stops_1out_3in_social</th>\n",
-       "      <td>-1.206021e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row79\" class=\"row_heading level0 row79\" >coef_alternative_specific_constant_for_the_total_number_of_stops_2out_3in_school</th>\n",
+       "      <td id=\"T_1c994_row79_col0\" class=\"data row79 col0\" > 1.20</td>\n",
+       "      <td id=\"T_1c994_row79_col1\" class=\"data row79 col1\" > 0.317</td>\n",
+       "      <td id=\"T_1c994_row79_col2\" class=\"data row79 col2\" > 3.80</td>\n",
+       "      <td id=\"T_1c994_row79_col3\" class=\"data row79 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row79_col4\" class=\"data row79 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_the_total_number_of_stops_2out_3in_social</th>\n",
-       "      <td>-1.513475e-06</td>\n",
+       "      <th id=\"T_1c994_level0_row80\" class=\"row_heading level0 row80\" >coef_alternative_specific_constant_for_the_total_number_of_stops_2out_3in_shopping</th>\n",
+       "      <td id=\"T_1c994_row80_col0\" class=\"data row80 col0\" > 0.412</td>\n",
+       "      <td id=\"T_1c994_row80_col1\" class=\"data row80 col1\" > 0.245</td>\n",
+       "      <td id=\"T_1c994_row80_col2\" class=\"data row80 col2\" > 1.68</td>\n",
+       "      <td id=\"T_1c994_row80_col3\" class=\"data row80 col3\" ></td>\n",
+       "      <td id=\"T_1c994_row80_col4\" class=\"data row80 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_the_total_number_of_stops_on_joint_tours_0out_2in</th>\n",
-       "      <td>-2.522694e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row81\" class=\"row_heading level0 row81\" >coef_alternative_specific_constant_for_the_total_number_of_stops_2out_3in_social</th>\n",
+       "      <td id=\"T_1c994_row81_col0\" class=\"data row81 col0\" > 0.866</td>\n",
+       "      <td id=\"T_1c994_row81_col1\" class=\"data row81 col1\" > 0.592</td>\n",
+       "      <td id=\"T_1c994_row81_col2\" class=\"data row81 col2\" > 1.46</td>\n",
+       "      <td id=\"T_1c994_row81_col3\" class=\"data row81 col3\" ></td>\n",
+       "      <td id=\"T_1c994_row81_col4\" class=\"data row81 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_the_total_number_of_stops_on_joint_tours_1out_3in</th>\n",
-       "      <td>-3.539804e-12</td>\n",
+       "      <th id=\"T_1c994_level0_row82\" class=\"row_heading level0 row82\" >coef_alternative_specific_constant_for_the_total_number_of_stops_2out_3in_univ</th>\n",
+       "      <td id=\"T_1c994_row82_col0\" class=\"data row82 col0\" > 1.96</td>\n",
+       "      <td id=\"T_1c994_row82_col1\" class=\"data row82 col1\" > 0.383</td>\n",
+       "      <td id=\"T_1c994_row82_col2\" class=\"data row82 col2\" > 5.12</td>\n",
+       "      <td id=\"T_1c994_row82_col3\" class=\"data row82 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row82_col4\" class=\"data row82 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_arrival_later_than_17_00__social</th>\n",
-       "      <td>4.029635e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row83\" class=\"row_heading level0 row83\" >coef_alternative_specific_constant_for_the_total_number_of_stops_on_joint_tours_0out_2in</th>\n",
+       "      <td id=\"T_1c994_row83_col0\" class=\"data row83 col0\" >-0.0573</td>\n",
+       "      <td id=\"T_1c994_row83_col1\" class=\"data row83 col1\" > 0.238</td>\n",
+       "      <td id=\"T_1c994_row83_col2\" class=\"data row83 col2\" >-0.24</td>\n",
+       "      <td id=\"T_1c994_row83_col3\" class=\"data row83 col3\" ></td>\n",
+       "      <td id=\"T_1c994_row83_col4\" class=\"data row83 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_at_least_one_kid_and_one_adult_participate_in_the_tour</th>\n",
-       "      <td>3.720282e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row84\" class=\"row_heading level0 row84\" >coef_alternative_specific_constant_for_the_total_number_of_stops_on_joint_tours_1out_3in</th>\n",
+       "      <td id=\"T_1c994_row84_col0\" class=\"data row84 col0\" > 0.608</td>\n",
+       "      <td id=\"T_1c994_row84_col1\" class=\"data row84 col1\" > 0.463</td>\n",
+       "      <td id=\"T_1c994_row84_col2\" class=\"data row84 col2\" > 1.31</td>\n",
+       "      <td id=\"T_1c994_row84_col3\" class=\"data row84 col3\" ></td>\n",
+       "      <td id=\"T_1c994_row84_col4\" class=\"data row84 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_dummy_for_a_return_visiting_tour</th>\n",
-       "      <td>3.077125e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row85\" class=\"row_heading level0 row85\" >coef_alternative_specific_constant_for_the_total_number_of_stops_on_joint_tours_2out_3in</th>\n",
+       "      <td id=\"T_1c994_row85_col0\" class=\"data row85 col0\" > 1.43</td>\n",
+       "      <td id=\"T_1c994_row85_col1\" class=\"data row85 col1\" > 0.759</td>\n",
+       "      <td id=\"T_1c994_row85_col2\" class=\"data row85 col2\" > 1.88</td>\n",
+       "      <td id=\"T_1c994_row85_col3\" class=\"data row85 col3\" ></td>\n",
+       "      <td id=\"T_1c994_row85_col4\" class=\"data row85 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_dummy_for_a_visiting_tour_with_both_outbound_and_return_leg</th>\n",
-       "      <td>1.591081e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row86\" class=\"row_heading level0 row86\" >coef_am_peak_departure_between_6am_and_7_am_including_interacted_with_outbound_tours</th>\n",
+       "      <td id=\"T_1c994_row86_col0\" class=\"data row86 col0\" >-1.91</td>\n",
+       "      <td id=\"T_1c994_row86_col1\" class=\"data row86 col1\" > 0.0370</td>\n",
+       "      <td id=\"T_1c994_row86_col2\" class=\"data row86 col2\" >-51.75</td>\n",
+       "      <td id=\"T_1c994_row86_col3\" class=\"data row86 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row86_col4\" class=\"data row86 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_dummy_for_an_outbound_visiting_tour</th>\n",
-       "      <td>9.181048e-05</td>\n",
+       "      <th id=\"T_1c994_level0_row87\" class=\"row_heading level0 row87\" >coef_arrival_later_than_17_00_</th>\n",
+       "      <td id=\"T_1c994_row87_col0\" class=\"data row87 col0\" > 1.84</td>\n",
+       "      <td id=\"T_1c994_row87_col1\" class=\"data row87 col1\" > 0.0758</td>\n",
+       "      <td id=\"T_1c994_row87_col2\" class=\"data row87 col2\" > 24.27</td>\n",
+       "      <td id=\"T_1c994_row87_col3\" class=\"data row87 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row87_col4\" class=\"data row87 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_dummy_for_distance_in_miles_social</th>\n",
-       "      <td>6.278670e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row88\" class=\"row_heading level0 row88\" >coef_arrival_later_than_17_00__othdiscr</th>\n",
+       "      <td id=\"T_1c994_row88_col0\" class=\"data row88 col0\" >-0.638</td>\n",
+       "      <td id=\"T_1c994_row88_col1\" class=\"data row88 col1\" > 0.0589</td>\n",
+       "      <td id=\"T_1c994_row88_col2\" class=\"data row88 col2\" >-10.83</td>\n",
+       "      <td id=\"T_1c994_row88_col3\" class=\"data row88 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row88_col4\" class=\"data row88 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_dummy_for_the_duration_of_the_tour_being_equal_or_greater_than_or_equal_to_3_hours_</th>\n",
-       "      <td>5.519594e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row89\" class=\"row_heading level0 row89\" >coef_arrival_later_than_17_00__social</th>\n",
+       "      <td id=\"T_1c994_row89_col0\" class=\"data row89 col0\" >-0.708</td>\n",
+       "      <td id=\"T_1c994_row89_col1\" class=\"data row89 col1\" > 0.0742</td>\n",
+       "      <td id=\"T_1c994_row89_col2\" class=\"data row89 col2\" >-9.55</td>\n",
+       "      <td id=\"T_1c994_row89_col3\" class=\"data row89 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row89_col4\" class=\"data row89 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_dummy_for_walking_to_all_stops_social</th>\n",
-       "      <td>4.496402e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row90\" class=\"row_heading level0 row90\" >coef_arrival_later_than_17_00__univ</th>\n",
+       "      <td id=\"T_1c994_row90_col0\" class=\"data row90 col0\" > 0.353</td>\n",
+       "      <td id=\"T_1c994_row90_col1\" class=\"data row90 col1\" > 0.112</td>\n",
+       "      <td id=\"T_1c994_row90_col2\" class=\"data row90 col2\" > 3.14</td>\n",
+       "      <td id=\"T_1c994_row90_col3\" class=\"data row90 col3\" >**</td>\n",
+       "      <td id=\"T_1c994_row90_col4\" class=\"data row90 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_number_of_persons_participating_in_the_tour_outgoing_stops_interaction</th>\n",
-       "      <td>5.942079e-07</td>\n",
+       "      <th id=\"T_1c994_level0_row91\" class=\"row_heading level0 row91\" >coef_at_least_one_kid_and_one_adult_participate_in_the_tour</th>\n",
+       "      <td id=\"T_1c994_row91_col0\" class=\"data row91 col0\" > 0.598</td>\n",
+       "      <td id=\"T_1c994_row91_col1\" class=\"data row91 col1\" > 0.257</td>\n",
+       "      <td id=\"T_1c994_row91_col2\" class=\"data row91 col2\" > 2.33</td>\n",
+       "      <td id=\"T_1c994_row91_col3\" class=\"data row91 col3\" >*</td>\n",
+       "      <td id=\"T_1c994_row91_col4\" class=\"data row91 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_number_of_shop_tours_undertaken_by_the_person</th>\n",
-       "      <td>1.577034e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row92\" class=\"row_heading level0 row92\" >coef_dummy_for_a_return_visiting_tour</th>\n",
+       "      <td id=\"T_1c994_row92_col0\" class=\"data row92 col0\" >-0.542</td>\n",
+       "      <td id=\"T_1c994_row92_col1\" class=\"data row92 col1\" > 0.250</td>\n",
+       "      <td id=\"T_1c994_row92_col2\" class=\"data row92 col2\" >-2.17</td>\n",
+       "      <td id=\"T_1c994_row92_col3\" class=\"data row92 col3\" >*</td>\n",
+       "      <td id=\"T_1c994_row92_col4\" class=\"data row92 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_number_of_vehicles_social</th>\n",
-       "      <td>1.013531e-03</td>\n",
+       "      <th id=\"T_1c994_level0_row93\" class=\"row_heading level0 row93\" >coef_dummy_for_a_visiting_tour_with_both_outbound_and_return_leg</th>\n",
+       "      <td id=\"T_1c994_row93_col0\" class=\"data row93 col0\" > 0.638</td>\n",
+       "      <td id=\"T_1c994_row93_col1\" class=\"data row93 col1\" > 0.173</td>\n",
+       "      <td id=\"T_1c994_row93_col2\" class=\"data row93 col2\" > 3.69</td>\n",
+       "      <td id=\"T_1c994_row93_col3\" class=\"data row93 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row93_col4\" class=\"data row93 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_number_of_work_tours_undertaken_by_the_person_social</th>\n",
-       "      <td>7.685343e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row94\" class=\"row_heading level0 row94\" >coef_dummy_for_all_stops_made_by_transit</th>\n",
+       "      <td id=\"T_1c994_row94_col0\" class=\"data row94 col0\" >-0.698</td>\n",
+       "      <td id=\"T_1c994_row94_col1\" class=\"data row94 col1\" > 0.0392</td>\n",
+       "      <td id=\"T_1c994_row94_col2\" class=\"data row94 col2\" >-17.80</td>\n",
+       "      <td id=\"T_1c994_row94_col3\" class=\"data row94 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row94_col4\" class=\"data row94 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>-3.024</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_1c994_level0_row95\" class=\"row_heading level0 row95\" >coef_dummy_for_an_outbound_visiting_tour</th>\n",
+       "      <td id=\"T_1c994_row95_col0\" class=\"data row95 col0\" >-0.547</td>\n",
+       "      <td id=\"T_1c994_row95_col1\" class=\"data row95 col1\" > 0.560</td>\n",
+       "      <td id=\"T_1c994_row95_col2\" class=\"data row95 col2\" >-0.98</td>\n",
+       "      <td id=\"T_1c994_row95_col3\" class=\"data row95 col3\" ></td>\n",
+       "      <td id=\"T_1c994_row95_col4\" class=\"data row95 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_outbound_stops_1out_0in_shopping</th>\n",
-       "      <td>2.666344e-05</td>\n",
+       "      <th id=\"T_1c994_level0_row96\" class=\"row_heading level0 row96\" >coef_dummy_for_distance_in_miles</th>\n",
+       "      <td id=\"T_1c994_row96_col0\" class=\"data row96 col0\" > 0.00820</td>\n",
+       "      <td id=\"T_1c994_row96_col1\" class=\"data row96 col1\" > 0.00214</td>\n",
+       "      <td id=\"T_1c994_row96_col2\" class=\"data row96 col2\" > 3.83</td>\n",
+       "      <td id=\"T_1c994_row96_col3\" class=\"data row96 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row96_col4\" class=\"data row96 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_outbound_stops_2out_0in_shopping</th>\n",
-       "      <td>6.780320e-05</td>\n",
+       "      <th id=\"T_1c994_level0_row97\" class=\"row_heading level0 row97\" >coef_dummy_for_distance_in_miles_othdiscr</th>\n",
+       "      <td id=\"T_1c994_row97_col0\" class=\"data row97 col0\" >-0.0164</td>\n",
+       "      <td id=\"T_1c994_row97_col1\" class=\"data row97 col1\" > 0.00521</td>\n",
+       "      <td id=\"T_1c994_row97_col2\" class=\"data row97 col2\" >-3.15</td>\n",
+       "      <td id=\"T_1c994_row97_col3\" class=\"data row97 col3\" >**</td>\n",
+       "      <td id=\"T_1c994_row97_col4\" class=\"data row97 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_outbound_stops_3out_0in_shopping</th>\n",
-       "      <td>-7.271615e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row98\" class=\"row_heading level0 row98\" >coef_dummy_for_distance_in_miles_othmaint</th>\n",
+       "      <td id=\"T_1c994_row98_col0\" class=\"data row98 col0\" > 0.0246</td>\n",
+       "      <td id=\"T_1c994_row98_col1\" class=\"data row98 col1\" > 0.00536</td>\n",
+       "      <td id=\"T_1c994_row98_col2\" class=\"data row98 col2\" > 4.59</td>\n",
+       "      <td id=\"T_1c994_row98_col3\" class=\"data row98 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row98_col4\" class=\"data row98 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_return_stops_0out_1in_shopping</th>\n",
-       "      <td>-9.635243e-06</td>\n",
+       "      <th id=\"T_1c994_level0_row99\" class=\"row_heading level0 row99\" >coef_dummy_for_distance_in_miles_school</th>\n",
+       "      <td id=\"T_1c994_row99_col0\" class=\"data row99 col0\" > 0.0487</td>\n",
+       "      <td id=\"T_1c994_row99_col1\" class=\"data row99 col1\" > 0.00546</td>\n",
+       "      <td id=\"T_1c994_row99_col2\" class=\"data row99 col2\" > 8.92</td>\n",
+       "      <td id=\"T_1c994_row99_col3\" class=\"data row99 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row99_col4\" class=\"data row99 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_return_stops_0out_2in_shopping</th>\n",
-       "      <td>5.507170e-05</td>\n",
+       "      <th id=\"T_1c994_level0_row100\" class=\"row_heading level0 row100\" >coef_dummy_for_distance_in_miles_shopping</th>\n",
+       "      <td id=\"T_1c994_row100_col0\" class=\"data row100 col0\" > 0.0421</td>\n",
+       "      <td id=\"T_1c994_row100_col1\" class=\"data row100 col1\" > 0.00629</td>\n",
+       "      <td id=\"T_1c994_row100_col2\" class=\"data row100 col2\" > 6.68</td>\n",
+       "      <td id=\"T_1c994_row100_col3\" class=\"data row100 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row100_col4\" class=\"data row100 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_the_total_number_of_stops_1out_3in_shopping</th>\n",
-       "      <td>-5.236271e-05</td>\n",
+       "      <th id=\"T_1c994_level0_row101\" class=\"row_heading level0 row101\" >coef_dummy_for_distance_in_miles_social</th>\n",
+       "      <td id=\"T_1c994_row101_col0\" class=\"data row101 col0\" >-0.0112</td>\n",
+       "      <td id=\"T_1c994_row101_col1\" class=\"data row101 col1\" > 0.00621</td>\n",
+       "      <td id=\"T_1c994_row101_col2\" class=\"data row101 col2\" >-1.80</td>\n",
+       "      <td id=\"T_1c994_row101_col3\" class=\"data row101 col3\" ></td>\n",
+       "      <td id=\"T_1c994_row101_col4\" class=\"data row101 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_the_total_number_of_stops_2out_3in_shopping</th>\n",
-       "      <td>-7.154384e-05</td>\n",
+       "      <th id=\"T_1c994_level0_row102\" class=\"row_heading level0 row102\" >coef_dummy_for_distance_less_than_10_miles_</th>\n",
+       "      <td id=\"T_1c994_row102_col0\" class=\"data row102 col0\" > 0.312</td>\n",
+       "      <td id=\"T_1c994_row102_col1\" class=\"data row102 col1\" > 0.0676</td>\n",
+       "      <td id=\"T_1c994_row102_col2\" class=\"data row102 col2\" > 4.61</td>\n",
+       "      <td id=\"T_1c994_row102_col3\" class=\"data row102 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row102_col4\" class=\"data row102 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_dummy_for_distance_in_miles_shopping</th>\n",
-       "      <td>2.523396e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row103\" class=\"row_heading level0 row103\" >coef_dummy_for_distance_less_than_20_miles</th>\n",
+       "      <td id=\"T_1c994_row103_col0\" class=\"data row103 col0\" >-0.210</td>\n",
+       "      <td id=\"T_1c994_row103_col1\" class=\"data row103 col1\" > 0.0571</td>\n",
+       "      <td id=\"T_1c994_row103_col2\" class=\"data row103 col2\" >-3.67</td>\n",
+       "      <td id=\"T_1c994_row103_col3\" class=\"data row103 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row103_col4\" class=\"data row103 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_dummy_for_distance_less_than_5_miles</th>\n",
-       "      <td>-2.476980e-05</td>\n",
+       "      <th id=\"T_1c994_level0_row104\" class=\"row_heading level0 row104\" >coef_dummy_for_distance_less_than_20_miles_</th>\n",
+       "      <td id=\"T_1c994_row104_col0\" class=\"data row104 col0\" >-0.403</td>\n",
+       "      <td id=\"T_1c994_row104_col1\" class=\"data row104 col1\" > 0.109</td>\n",
+       "      <td id=\"T_1c994_row104_col2\" class=\"data row104 col2\" >-3.71</td>\n",
+       "      <td id=\"T_1c994_row104_col3\" class=\"data row104 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row104_col4\" class=\"data row104 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_dummy_for_female_shopping</th>\n",
-       "      <td>4.740709e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row105\" class=\"row_heading level0 row105\" >coef_dummy_for_distance_less_than_5_miles</th>\n",
+       "      <td id=\"T_1c994_row105_col0\" class=\"data row105 col0\" > 0.391</td>\n",
+       "      <td id=\"T_1c994_row105_col1\" class=\"data row105 col1\" > 0.0569</td>\n",
+       "      <td id=\"T_1c994_row105_col2\" class=\"data row105 col2\" > 6.87</td>\n",
+       "      <td id=\"T_1c994_row105_col3\" class=\"data row105 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row105_col4\" class=\"data row105 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_dummy_for_only_adults_participate_in_the_tour</th>\n",
-       "      <td>4.017317e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row106\" class=\"row_heading level0 row106\" >coef_dummy_for_distance_less_than_5_miles_escort</th>\n",
+       "      <td id=\"T_1c994_row106_col0\" class=\"data row106 col0\" > 0.288</td>\n",
+       "      <td id=\"T_1c994_row106_col1\" class=\"data row106 col1\" > 0.0736</td>\n",
+       "      <td id=\"T_1c994_row106_col2\" class=\"data row106 col2\" > 3.91</td>\n",
+       "      <td id=\"T_1c994_row106_col3\" class=\"data row106 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row106_col4\" class=\"data row106 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_dummy_for_the_duration_of_the_tour_being_equal_or_greater_than_or_equal_to_9_hours__shopping</th>\n",
-       "      <td>-4.228203e-05</td>\n",
+       "      <th id=\"T_1c994_level0_row107\" class=\"row_heading level0 row107\" >coef_dummy_for_female</th>\n",
+       "      <td id=\"T_1c994_row107_col0\" class=\"data row107 col0\" > 0.231</td>\n",
+       "      <td id=\"T_1c994_row107_col1\" class=\"data row107 col1\" > 0.0317</td>\n",
+       "      <td id=\"T_1c994_row107_col2\" class=\"data row107 col2\" > 7.29</td>\n",
+       "      <td id=\"T_1c994_row107_col3\" class=\"data row107 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row107_col4\" class=\"data row107 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_dummy_for_walking_to_all_stops_shopping</th>\n",
-       "      <td>-3.690879e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row108\" class=\"row_heading level0 row108\" >coef_dummy_for_female_othmaint</th>\n",
+       "      <td id=\"T_1c994_row108_col0\" class=\"data row108 col0\" > 0.299</td>\n",
+       "      <td id=\"T_1c994_row108_col1\" class=\"data row108 col1\" > 0.0693</td>\n",
+       "      <td id=\"T_1c994_row108_col2\" class=\"data row108 col2\" > 4.31</td>\n",
+       "      <td id=\"T_1c994_row108_col3\" class=\"data row108 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row108_col4\" class=\"data row108 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_num_kids_between_5_and_15_including_years_old_shopping</th>\n",
-       "      <td>-1.102340e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row109\" class=\"row_heading level0 row109\" >coef_dummy_for_female_school</th>\n",
+       "      <td id=\"T_1c994_row109_col0\" class=\"data row109 col0\" > 0.519</td>\n",
+       "      <td id=\"T_1c994_row109_col1\" class=\"data row109 col1\" > 0.0577</td>\n",
+       "      <td id=\"T_1c994_row109_col2\" class=\"data row109 col2\" > 9.00</td>\n",
+       "      <td id=\"T_1c994_row109_col3\" class=\"data row109 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row109_col4\" class=\"data row109 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_number_of_hh_persons_shopping</th>\n",
-       "      <td>2.463465e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row110\" class=\"row_heading level0 row110\" >coef_dummy_for_female_shopping</th>\n",
+       "      <td id=\"T_1c994_row110_col0\" class=\"data row110 col0\" > 0.200</td>\n",
+       "      <td id=\"T_1c994_row110_col1\" class=\"data row110 col1\" > 0.0467</td>\n",
+       "      <td id=\"T_1c994_row110_col2\" class=\"data row110 col2\" > 4.28</td>\n",
+       "      <td id=\"T_1c994_row110_col3\" class=\"data row110 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row110_col4\" class=\"data row110 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_number_of_maintenace_tours_tours_undertaken_by_the_person</th>\n",
-       "      <td>7.302562e-05</td>\n",
+       "      <th id=\"T_1c994_level0_row111\" class=\"row_heading level0 row111\" >coef_dummy_for_female_univ</th>\n",
+       "      <td id=\"T_1c994_row111_col0\" class=\"data row111 col0\" > 0.539</td>\n",
+       "      <td id=\"T_1c994_row111_col1\" class=\"data row111 col1\" > 0.111</td>\n",
+       "      <td id=\"T_1c994_row111_col2\" class=\"data row111 col2\" > 4.84</td>\n",
+       "      <td id=\"T_1c994_row111_col3\" class=\"data row111 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row111_col4\" class=\"data row111 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_number_of_shop_tours_undertaken_by_the_houshold_shopping</th>\n",
-       "      <td>-2.407855e-05</td>\n",
+       "      <th id=\"T_1c994_level0_row112\" class=\"row_heading level0 row112\" >coef_dummy_for_only_adults_participate_in_the_tour</th>\n",
+       "      <td id=\"T_1c994_row112_col0\" class=\"data row112 col0\" > 0.241</td>\n",
+       "      <td id=\"T_1c994_row112_col1\" class=\"data row112 col1\" > 0.194</td>\n",
+       "      <td id=\"T_1c994_row112_col2\" class=\"data row112 col2\" > 1.25</td>\n",
+       "      <td id=\"T_1c994_row112_col3\" class=\"data row112 col3\" ></td>\n",
+       "      <td id=\"T_1c994_row112_col4\" class=\"data row112 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_number_of_university_tours_tours_undertaken_by_the_person_shopping</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_1c994_level0_row113\" class=\"row_heading level0 row113\" >coef_dummy_for_subtour_origin_tour_destination_at_exurban_or_rual_areatypes_6_or_7_</th>\n",
+       "      <td id=\"T_1c994_row113_col0\" class=\"data row113 col0\" > 0.270</td>\n",
+       "      <td id=\"T_1c994_row113_col1\" class=\"data row113 col1\" > NA</td>\n",
+       "      <td id=\"T_1c994_row113_col2\" class=\"data row113 col2\" > NA</td>\n",
+       "      <td id=\"T_1c994_row113_col3\" class=\"data row113 col3\" ></td>\n",
+       "      <td id=\"T_1c994_row113_col4\" class=\"data row113 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_number_of_work_tours_undertaken_by_the_person_shopping</th>\n",
-       "      <td>8.243323e-05</td>\n",
+       "      <th id=\"T_1c994_level0_row114\" class=\"row_heading level0 row114\" >coef_dummy_for_the_duration_of_the_tour_being_equal_or_greater_than_or_equal_to_11_hours</th>\n",
+       "      <td id=\"T_1c994_row114_col0\" class=\"data row114 col0\" > 0.630</td>\n",
+       "      <td id=\"T_1c994_row114_col1\" class=\"data row114 col1\" > 0.0404</td>\n",
+       "      <td id=\"T_1c994_row114_col2\" class=\"data row114 col2\" > 15.57</td>\n",
+       "      <td id=\"T_1c994_row114_col3\" class=\"data row114 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row114_col4\" class=\"data row114 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_outbound_stops_1out_0in_eatout</th>\n",
-       "      <td>-3.755981e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row115\" class=\"row_heading level0 row115\" >coef_dummy_for_the_duration_of_the_tour_being_equal_or_greater_than_or_equal_to_3_hours_</th>\n",
+       "      <td id=\"T_1c994_row115_col0\" class=\"data row115 col0\" > 1.30</td>\n",
+       "      <td id=\"T_1c994_row115_col1\" class=\"data row115 col1\" > 0.0744</td>\n",
+       "      <td id=\"T_1c994_row115_col2\" class=\"data row115 col2\" > 17.43</td>\n",
+       "      <td id=\"T_1c994_row115_col3\" class=\"data row115 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row115_col4\" class=\"data row115 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_outbound_stops_2out_0in_eatout</th>\n",
-       "      <td>-1.868019e-12</td>\n",
+       "      <th id=\"T_1c994_level0_row116\" class=\"row_heading level0 row116\" >coef_dummy_for_the_duration_of_the_tour_being_equal_or_greater_than_or_equal_to_9_hours_</th>\n",
+       "      <td id=\"T_1c994_row116_col0\" class=\"data row116 col0\" > 0.936</td>\n",
+       "      <td id=\"T_1c994_row116_col1\" class=\"data row116 col1\" > 0.0765</td>\n",
+       "      <td id=\"T_1c994_row116_col2\" class=\"data row116 col2\" > 12.24</td>\n",
+       "      <td id=\"T_1c994_row116_col3\" class=\"data row116 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row116_col4\" class=\"data row116 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_outbound_stops_3out_0in_eatout</th>\n",
-       "      <td>4.022851e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row117\" class=\"row_heading level0 row117\" >coef_dummy_for_the_duration_of_the_tour_being_equal_or_greater_than_or_equal_to_9_hours__escort</th>\n",
+       "      <td id=\"T_1c994_row117_col0\" class=\"data row117 col0\" > 0.469</td>\n",
+       "      <td id=\"T_1c994_row117_col1\" class=\"data row117 col1\" > 0.163</td>\n",
+       "      <td id=\"T_1c994_row117_col2\" class=\"data row117 col2\" > 2.88</td>\n",
+       "      <td id=\"T_1c994_row117_col3\" class=\"data row117 col3\" >**</td>\n",
+       "      <td id=\"T_1c994_row117_col4\" class=\"data row117 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_return_stops_0out_1in_eatout</th>\n",
-       "      <td>-1.344298e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row118\" class=\"row_heading level0 row118\" >coef_dummy_for_the_duration_of_the_tour_being_equal_or_greater_than_or_equal_to_9_hours__othdiscr</th>\n",
+       "      <td id=\"T_1c994_row118_col0\" class=\"data row118 col0\" > 0.844</td>\n",
+       "      <td id=\"T_1c994_row118_col1\" class=\"data row118 col1\" > 0.118</td>\n",
+       "      <td id=\"T_1c994_row118_col2\" class=\"data row118 col2\" > 7.13</td>\n",
+       "      <td id=\"T_1c994_row118_col3\" class=\"data row118 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row118_col4\" class=\"data row118 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_return_stops_0out_2in_eatout</th>\n",
-       "      <td>-1.392861e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row119\" class=\"row_heading level0 row119\" >coef_dummy_for_the_duration_of_the_tour_being_equal_or_greater_than_or_equal_to_9_hours__othmaint</th>\n",
+       "      <td id=\"T_1c994_row119_col0\" class=\"data row119 col0\" > 0.104</td>\n",
+       "      <td id=\"T_1c994_row119_col1\" class=\"data row119 col1\" > 0.161</td>\n",
+       "      <td id=\"T_1c994_row119_col2\" class=\"data row119 col2\" > 0.65</td>\n",
+       "      <td id=\"T_1c994_row119_col3\" class=\"data row119 col3\" ></td>\n",
+       "      <td id=\"T_1c994_row119_col4\" class=\"data row119 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_return_stops_0out_3in_eatout</th>\n",
-       "      <td>1.106246e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row120\" class=\"row_heading level0 row120\" >coef_dummy_for_the_duration_of_the_tour_being_equal_or_greater_than_or_equal_to_9_hours__shopping</th>\n",
+       "      <td id=\"T_1c994_row120_col0\" class=\"data row120 col0\" > 1.04</td>\n",
+       "      <td id=\"T_1c994_row120_col1\" class=\"data row120 col1\" > 0.156</td>\n",
+       "      <td id=\"T_1c994_row120_col2\" class=\"data row120 col2\" > 6.66</td>\n",
+       "      <td id=\"T_1c994_row120_col3\" class=\"data row120 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row120_col4\" class=\"data row120 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_the_total_number_of_stops_1out_3in_eatout</th>\n",
-       "      <td>-1.796611e-14</td>\n",
+       "      <th id=\"T_1c994_level0_row121\" class=\"row_heading level0 row121\" >coef_dummy_for_the_duration_of_the_tour_being_equal_or_greater_than_or_equal_to_9_hours__univ</th>\n",
+       "      <td id=\"T_1c994_row121_col0\" class=\"data row121 col0\" > 0.772</td>\n",
+       "      <td id=\"T_1c994_row121_col1\" class=\"data row121 col1\" > 0.320</td>\n",
+       "      <td id=\"T_1c994_row121_col2\" class=\"data row121 col2\" > 2.41</td>\n",
+       "      <td id=\"T_1c994_row121_col3\" class=\"data row121 col3\" >*</td>\n",
+       "      <td id=\"T_1c994_row121_col4\" class=\"data row121 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_the_total_number_of_stops_2out_3in_eatout</th>\n",
-       "      <td>-1.259540e-14</td>\n",
+       "      <th id=\"T_1c994_level0_row122\" class=\"row_heading level0 row122\" >coef_dummy_for_walking_to_all_stops</th>\n",
+       "      <td id=\"T_1c994_row122_col0\" class=\"data row122 col0\" >-1.59</td>\n",
+       "      <td id=\"T_1c994_row122_col1\" class=\"data row122 col1\" > 0.0898</td>\n",
+       "      <td id=\"T_1c994_row122_col2\" class=\"data row122 col2\" >-17.72</td>\n",
+       "      <td id=\"T_1c994_row122_col3\" class=\"data row122 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row122_col4\" class=\"data row122 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_outbound_stops_1out_0in_escort</th>\n",
-       "      <td>-4.940134e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row123\" class=\"row_heading level0 row123\" >coef_dummy_for_walking_to_all_stops_escort</th>\n",
+       "      <td id=\"T_1c994_row123_col0\" class=\"data row123 col0\" >-2.04</td>\n",
+       "      <td id=\"T_1c994_row123_col1\" class=\"data row123 col1\" > 0.265</td>\n",
+       "      <td id=\"T_1c994_row123_col2\" class=\"data row123 col2\" >-7.71</td>\n",
+       "      <td id=\"T_1c994_row123_col3\" class=\"data row123 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row123_col4\" class=\"data row123 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_outbound_stops_2out_0in_escort</th>\n",
-       "      <td>1.495955e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row124\" class=\"row_heading level0 row124\" >coef_dummy_for_walking_to_all_stops_othdiscr</th>\n",
+       "      <td id=\"T_1c994_row124_col0\" class=\"data row124 col0\" >-2.34</td>\n",
+       "      <td id=\"T_1c994_row124_col1\" class=\"data row124 col1\" > 0.153</td>\n",
+       "      <td id=\"T_1c994_row124_col2\" class=\"data row124 col2\" >-15.29</td>\n",
+       "      <td id=\"T_1c994_row124_col3\" class=\"data row124 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row124_col4\" class=\"data row124 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_outbound_stops_3out_0in_escort</th>\n",
-       "      <td>-3.241983e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row125\" class=\"row_heading level0 row125\" >coef_dummy_for_walking_to_all_stops_othmaint</th>\n",
+       "      <td id=\"T_1c994_row125_col0\" class=\"data row125 col0\" >-1.32</td>\n",
+       "      <td id=\"T_1c994_row125_col1\" class=\"data row125 col1\" > 0.170</td>\n",
+       "      <td id=\"T_1c994_row125_col2\" class=\"data row125 col2\" >-7.79</td>\n",
+       "      <td id=\"T_1c994_row125_col3\" class=\"data row125 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row125_col4\" class=\"data row125 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_return_stops_0out_1in_escort</th>\n",
-       "      <td>9.510081e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row126\" class=\"row_heading level0 row126\" >coef_dummy_for_walking_to_all_stops_school</th>\n",
+       "      <td id=\"T_1c994_row126_col0\" class=\"data row126 col0\" >-2.07</td>\n",
+       "      <td id=\"T_1c994_row126_col1\" class=\"data row126 col1\" > 0.112</td>\n",
+       "      <td id=\"T_1c994_row126_col2\" class=\"data row126 col2\" >-18.53</td>\n",
+       "      <td id=\"T_1c994_row126_col3\" class=\"data row126 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row126_col4\" class=\"data row126 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_return_stops_0out_2in_escort</th>\n",
-       "      <td>-2.900724e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row127\" class=\"row_heading level0 row127\" >coef_dummy_for_walking_to_all_stops_shopping</th>\n",
+       "      <td id=\"T_1c994_row127_col0\" class=\"data row127 col0\" >-1.46</td>\n",
+       "      <td id=\"T_1c994_row127_col1\" class=\"data row127 col1\" > 0.109</td>\n",
+       "      <td id=\"T_1c994_row127_col2\" class=\"data row127 col2\" >-13.36</td>\n",
+       "      <td id=\"T_1c994_row127_col3\" class=\"data row127 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row127_col4\" class=\"data row127 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_the_total_number_of_stops_2out_3in_escort</th>\n",
-       "      <td>-1.512127e-06</td>\n",
+       "      <th id=\"T_1c994_level0_row128\" class=\"row_heading level0 row128\" >coef_dummy_for_walking_to_all_stops_social</th>\n",
+       "      <td id=\"T_1c994_row128_col0\" class=\"data row128 col0\" >-1.65</td>\n",
+       "      <td id=\"T_1c994_row128_col1\" class=\"data row128 col1\" > 0.150</td>\n",
+       "      <td id=\"T_1c994_row128_col2\" class=\"data row128 col2\" >-10.97</td>\n",
+       "      <td id=\"T_1c994_row128_col3\" class=\"data row128 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row128_col4\" class=\"data row128 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_dummy_for_distance_less_than_5_miles_escort</th>\n",
-       "      <td>2.673121e-05</td>\n",
+       "      <th id=\"T_1c994_level0_row129\" class=\"row_heading level0 row129\" >coef_evening_arrival_19_00_interacted_with_return_tours</th>\n",
+       "      <td id=\"T_1c994_row129_col0\" class=\"data row129 col0\" > 0.298</td>\n",
+       "      <td id=\"T_1c994_row129_col1\" class=\"data row129 col1\" > 0.0385</td>\n",
+       "      <td id=\"T_1c994_row129_col2\" class=\"data row129 col2\" > 7.73</td>\n",
+       "      <td id=\"T_1c994_row129_col3\" class=\"data row129 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row129_col4\" class=\"data row129 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_dummy_for_the_duration_of_the_tour_being_equal_or_greater_than_or_equal_to_9_hours__escort</th>\n",
-       "      <td>-3.600725e-05</td>\n",
+       "      <th id=\"T_1c994_level0_row130\" class=\"row_heading level0 row130\" >coef_hh_accesibility_for_inbound_tours_interaction</th>\n",
+       "      <td id=\"T_1c994_row130_col0\" class=\"data row130 col0\" > 0.258</td>\n",
+       "      <td id=\"T_1c994_row130_col1\" class=\"data row130 col1\" > 0.0256</td>\n",
+       "      <td id=\"T_1c994_row130_col2\" class=\"data row130 col2\" > 10.09</td>\n",
+       "      <td id=\"T_1c994_row130_col3\" class=\"data row130 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row130_col4\" class=\"data row130 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_dummy_for_walking_to_all_stops_escort</th>\n",
-       "      <td>1.191655e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row131\" class=\"row_heading level0 row131\" >coef_high_income_hh</th>\n",
+       "      <td id=\"T_1c994_row131_col0\" class=\"data row131 col0\" > 0.240</td>\n",
+       "      <td id=\"T_1c994_row131_col1\" class=\"data row131 col1\" > NA</td>\n",
+       "      <td id=\"T_1c994_row131_col2\" class=\"data row131 col2\" > NA</td>\n",
+       "      <td id=\"T_1c994_row131_col3\" class=\"data row131 col3\" ></td>\n",
+       "      <td id=\"T_1c994_row131_col4\" class=\"data row131 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_number_of_escort_tours_tours_undertaken_by_the_person_escort</th>\n",
-       "      <td>-7.410121e-05</td>\n",
+       "      <th id=\"T_1c994_level0_row132\" class=\"row_heading level0 row132\" >coef_mid_to_high_income_hh</th>\n",
+       "      <td id=\"T_1c994_row132_col0\" class=\"data row132 col0\" > 0.230</td>\n",
+       "      <td id=\"T_1c994_row132_col1\" class=\"data row132 col1\" > NA</td>\n",
+       "      <td id=\"T_1c994_row132_col2\" class=\"data row132 col2\" > NA</td>\n",
+       "      <td id=\"T_1c994_row132_col3\" class=\"data row132 col3\" ></td>\n",
+       "      <td id=\"T_1c994_row132_col4\" class=\"data row132 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_number_of_hh_persons_escort</th>\n",
-       "      <td>-3.140191e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row133\" class=\"row_heading level0 row133\" >coef_middle_to_low_income_hh</th>\n",
+       "      <td id=\"T_1c994_row133_col0\" class=\"data row133 col0\" > 0.170</td>\n",
+       "      <td id=\"T_1c994_row133_col1\" class=\"data row133 col1\" > 2.03e-14</td>\n",
+       "      <td id=\"T_1c994_row133_col2\" class=\"data row133 col2\" > BIG</td>\n",
+       "      <td id=\"T_1c994_row133_col3\" class=\"data row133 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row133_col4\" class=\"data row133 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_number_of_students_in_hh_escort</th>\n",
-       "      <td>1.269734e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row134\" class=\"row_heading level0 row134\" >coef_middle_to_low_income_hh_</th>\n",
+       "      <td id=\"T_1c994_row134_col0\" class=\"data row134 col0\" > 0.170</td>\n",
+       "      <td id=\"T_1c994_row134_col1\" class=\"data row134 col1\" > 1.42e-14</td>\n",
+       "      <td id=\"T_1c994_row134_col2\" class=\"data row134 col2\" > BIG</td>\n",
+       "      <td id=\"T_1c994_row134_col3\" class=\"data row134 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row134_col4\" class=\"data row134 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_number_of_work_tours_undertaken_by_the_person_escort</th>\n",
-       "      <td>-2.773780e-05</td>\n",
+       "      <th id=\"T_1c994_level0_row135\" class=\"row_heading level0 row135\" >coef_middle_to_low_income_hh__atwork</th>\n",
+       "      <td id=\"T_1c994_row135_col0\" class=\"data row135 col0\" > 0.369</td>\n",
+       "      <td id=\"T_1c994_row135_col1\" class=\"data row135 col1\" > 0.262</td>\n",
+       "      <td id=\"T_1c994_row135_col2\" class=\"data row135 col2\" > 1.41</td>\n",
+       "      <td id=\"T_1c994_row135_col3\" class=\"data row135 col3\" ></td>\n",
+       "      <td id=\"T_1c994_row135_col4\" class=\"data row135 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>-2.462</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_1c994_level0_row136\" class=\"row_heading level0 row136\" >coef_no_stops_if_tour_mode_is_drivetransit</th>\n",
+       "      <td id=\"T_1c994_row136_col0\" class=\"data row136 col0\" >-999.</td>\n",
+       "      <td id=\"T_1c994_row136_col1\" class=\"data row136 col1\" > NA</td>\n",
+       "      <td id=\"T_1c994_row136_col2\" class=\"data row136 col2\" > NA</td>\n",
+       "      <td id=\"T_1c994_row136_col3\" class=\"data row136 col3\" ></td>\n",
+       "      <td id=\"T_1c994_row136_col4\" class=\"data row136 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_outbound_stops_1out_0in_othmaint</th>\n",
-       "      <td>1.221742e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row137\" class=\"row_heading level0 row137\" >coef_num_kids_between_5_and_15_including_years_old</th>\n",
+       "      <td id=\"T_1c994_row137_col0\" class=\"data row137 col0\" > 0.0834</td>\n",
+       "      <td id=\"T_1c994_row137_col1\" class=\"data row137 col1\" > 0.0434</td>\n",
+       "      <td id=\"T_1c994_row137_col2\" class=\"data row137 col2\" > 1.92</td>\n",
+       "      <td id=\"T_1c994_row137_col3\" class=\"data row137 col3\" ></td>\n",
+       "      <td id=\"T_1c994_row137_col4\" class=\"data row137 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_outbound_stops_2out_0in_othmaint</th>\n",
-       "      <td>3.550288e-05</td>\n",
+       "      <th id=\"T_1c994_level0_row138\" class=\"row_heading level0 row138\" >coef_num_kids_between_5_and_15_including_years_old_shopping</th>\n",
+       "      <td id=\"T_1c994_row138_col0\" class=\"data row138 col0\" > 0.0331</td>\n",
+       "      <td id=\"T_1c994_row138_col1\" class=\"data row138 col1\" > 0.0347</td>\n",
+       "      <td id=\"T_1c994_row138_col2\" class=\"data row138 col2\" > 0.95</td>\n",
+       "      <td id=\"T_1c994_row138_col3\" class=\"data row138 col3\" ></td>\n",
+       "      <td id=\"T_1c994_row138_col4\" class=\"data row138 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_outbound_stops_3out_0in_othmaint</th>\n",
-       "      <td>-3.087708e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row139\" class=\"row_heading level0 row139\" >coef_number_of_adults_16_years_old_</th>\n",
+       "      <td id=\"T_1c994_row139_col0\" class=\"data row139 col0\" > 0.00618</td>\n",
+       "      <td id=\"T_1c994_row139_col1\" class=\"data row139 col1\" > 0.0229</td>\n",
+       "      <td id=\"T_1c994_row139_col2\" class=\"data row139 col2\" > 0.27</td>\n",
+       "      <td id=\"T_1c994_row139_col3\" class=\"data row139 col3\" ></td>\n",
+       "      <td id=\"T_1c994_row139_col4\" class=\"data row139 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_return_stops_0out_1in_othmaint</th>\n",
-       "      <td>4.516106e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row140\" class=\"row_heading level0 row140\" >coef_number_of_cars_number_of_workers</th>\n",
+       "      <td id=\"T_1c994_row140_col0\" class=\"data row140 col0\" > 0.195</td>\n",
+       "      <td id=\"T_1c994_row140_col1\" class=\"data row140 col1\" > 0.0414</td>\n",
+       "      <td id=\"T_1c994_row140_col2\" class=\"data row140 col2\" > 4.72</td>\n",
+       "      <td id=\"T_1c994_row140_col3\" class=\"data row140 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row140_col4\" class=\"data row140 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_return_stops_0out_2in_othmaint</th>\n",
-       "      <td>3.975618e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row141\" class=\"row_heading level0 row141\" >coef_number_of_cars_number_of_workers_school</th>\n",
+       "      <td id=\"T_1c994_row141_col0\" class=\"data row141 col0\" > 0.630</td>\n",
+       "      <td id=\"T_1c994_row141_col1\" class=\"data row141 col1\" > 0.0881</td>\n",
+       "      <td id=\"T_1c994_row141_col2\" class=\"data row141 col2\" > 7.16</td>\n",
+       "      <td id=\"T_1c994_row141_col3\" class=\"data row141 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row141_col4\" class=\"data row141 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_the_total_number_of_stops_1out_3in_othmaint</th>\n",
-       "      <td>-6.769433e-05</td>\n",
+       "      <th id=\"T_1c994_level0_row142\" class=\"row_heading level0 row142\" >coef_number_of_eating_tours_tours_undertaken_by_the_person</th>\n",
+       "      <td id=\"T_1c994_row142_col0\" class=\"data row142 col0\" >-0.425</td>\n",
+       "      <td id=\"T_1c994_row142_col1\" class=\"data row142 col1\" > 0.178</td>\n",
+       "      <td id=\"T_1c994_row142_col2\" class=\"data row142 col2\" >-2.39</td>\n",
+       "      <td id=\"T_1c994_row142_col3\" class=\"data row142 col3\" >*</td>\n",
+       "      <td id=\"T_1c994_row142_col4\" class=\"data row142 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_the_total_number_of_stops_2out_3in_othmaint</th>\n",
-       "      <td>-4.805955e-14</td>\n",
+       "      <th id=\"T_1c994_level0_row143\" class=\"row_heading level0 row143\" >coef_number_of_escort_tours_tours_undertaken_by_the_person</th>\n",
+       "      <td id=\"T_1c994_row143_col0\" class=\"data row143 col0\" > 0.286</td>\n",
+       "      <td id=\"T_1c994_row143_col1\" class=\"data row143 col1\" > 0.0527</td>\n",
+       "      <td id=\"T_1c994_row143_col2\" class=\"data row143 col2\" > 5.42</td>\n",
+       "      <td id=\"T_1c994_row143_col3\" class=\"data row143 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row143_col4\" class=\"data row143 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_dummy_for_distance_in_miles_othmaint</th>\n",
-       "      <td>-1.679261e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row144\" class=\"row_heading level0 row144\" >coef_number_of_escort_tours_tours_undertaken_by_the_person_escort</th>\n",
+       "      <td id=\"T_1c994_row144_col0\" class=\"data row144 col0\" >-0.0779</td>\n",
+       "      <td id=\"T_1c994_row144_col1\" class=\"data row144 col1\" > 0.0376</td>\n",
+       "      <td id=\"T_1c994_row144_col2\" class=\"data row144 col2\" >-2.07</td>\n",
+       "      <td id=\"T_1c994_row144_col3\" class=\"data row144 col3\" >*</td>\n",
+       "      <td id=\"T_1c994_row144_col4\" class=\"data row144 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_dummy_for_distance_less_than_20_miles_</th>\n",
-       "      <td>3.465085e-05</td>\n",
+       "      <th id=\"T_1c994_level0_row145\" class=\"row_heading level0 row145\" >coef_number_of_escort_tours_tours_undertaken_by_the_person_school</th>\n",
+       "      <td id=\"T_1c994_row145_col0\" class=\"data row145 col0\" > 1.29</td>\n",
+       "      <td id=\"T_1c994_row145_col1\" class=\"data row145 col1\" > 0.133</td>\n",
+       "      <td id=\"T_1c994_row145_col2\" class=\"data row145 col2\" > 9.72</td>\n",
+       "      <td id=\"T_1c994_row145_col3\" class=\"data row145 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row145_col4\" class=\"data row145 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_dummy_for_female_othmaint</th>\n",
-       "      <td>1.685909e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row146\" class=\"row_heading level0 row146\" >coef_number_of_escort_tours_tours_undertaken_by_the_person_univ</th>\n",
+       "      <td id=\"T_1c994_row146_col0\" class=\"data row146 col0\" > 0.985</td>\n",
+       "      <td id=\"T_1c994_row146_col1\" class=\"data row146 col1\" > 0.191</td>\n",
+       "      <td id=\"T_1c994_row146_col2\" class=\"data row146 col2\" > 5.15</td>\n",
+       "      <td id=\"T_1c994_row146_col3\" class=\"data row146 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row146_col4\" class=\"data row146 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_dummy_for_the_duration_of_the_tour_being_equal_or_greater_than_or_equal_to_9_hours__othmaint</th>\n",
-       "      <td>-1.142635e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row147\" class=\"row_heading level0 row147\" >coef_number_of_hh_persons</th>\n",
+       "      <td id=\"T_1c994_row147_col0\" class=\"data row147 col0\" >-0.292</td>\n",
+       "      <td id=\"T_1c994_row147_col1\" class=\"data row147 col1\" > 0.0225</td>\n",
+       "      <td id=\"T_1c994_row147_col2\" class=\"data row147 col2\" >-12.98</td>\n",
+       "      <td id=\"T_1c994_row147_col3\" class=\"data row147 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row147_col4\" class=\"data row147 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_dummy_for_walking_to_all_stops_othmaint</th>\n",
-       "      <td>-3.369012e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row148\" class=\"row_heading level0 row148\" >coef_number_of_hh_persons_escort</th>\n",
+       "      <td id=\"T_1c994_row148_col0\" class=\"data row148 col0\" >-0.289</td>\n",
+       "      <td id=\"T_1c994_row148_col1\" class=\"data row148 col1\" > 0.0247</td>\n",
+       "      <td id=\"T_1c994_row148_col2\" class=\"data row148 col2\" >-11.72</td>\n",
+       "      <td id=\"T_1c994_row148_col3\" class=\"data row148 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row148_col4\" class=\"data row148 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_middle_to_low_income_hh_</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_1c994_level0_row149\" class=\"row_heading level0 row149\" >coef_number_of_hh_persons_school</th>\n",
+       "      <td id=\"T_1c994_row149_col0\" class=\"data row149 col0\" >-0.522</td>\n",
+       "      <td id=\"T_1c994_row149_col1\" class=\"data row149 col1\" > 0.0197</td>\n",
+       "      <td id=\"T_1c994_row149_col2\" class=\"data row149 col2\" >-26.42</td>\n",
+       "      <td id=\"T_1c994_row149_col3\" class=\"data row149 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row149_col4\" class=\"data row149 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_number_of_maintenace_tours_undertaken_by_the_houshold</th>\n",
-       "      <td>1.869470e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row150\" class=\"row_heading level0 row150\" >coef_number_of_hh_persons_shopping</th>\n",
+       "      <td id=\"T_1c994_row150_col0\" class=\"data row150 col0\" >-0.164</td>\n",
+       "      <td id=\"T_1c994_row150_col1\" class=\"data row150 col1\" > 0.0143</td>\n",
+       "      <td id=\"T_1c994_row150_col2\" class=\"data row150 col2\" >-11.47</td>\n",
+       "      <td id=\"T_1c994_row150_col3\" class=\"data row150 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row150_col4\" class=\"data row150 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_number_of_persons_participating_in_the_tour_return_stops_interaction</th>\n",
-       "      <td>1.532520e-05</td>\n",
+       "      <th id=\"T_1c994_level0_row151\" class=\"row_heading level0 row151\" >coef_number_of_hh_persons_univ</th>\n",
+       "      <td id=\"T_1c994_row151_col0\" class=\"data row151 col0\" >-0.297</td>\n",
+       "      <td id=\"T_1c994_row151_col1\" class=\"data row151 col1\" > 0.0417</td>\n",
+       "      <td id=\"T_1c994_row151_col2\" class=\"data row151 col2\" >-7.12</td>\n",
+       "      <td id=\"T_1c994_row151_col3\" class=\"data row151 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row151_col4\" class=\"data row151 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_number_of_shool_tours_tours_undertaken_by_the_person</th>\n",
-       "      <td>-9.850134e-13</td>\n",
+       "      <th id=\"T_1c994_level0_row152\" class=\"row_heading level0 row152\" >coef_number_of_maintenace_tours_tours_undertaken_by_the_person</th>\n",
+       "      <td id=\"T_1c994_row152_col0\" class=\"data row152 col0\" >-0.282</td>\n",
+       "      <td id=\"T_1c994_row152_col1\" class=\"data row152 col1\" > 0.0682</td>\n",
+       "      <td id=\"T_1c994_row152_col2\" class=\"data row152 col2\" >-4.13</td>\n",
+       "      <td id=\"T_1c994_row152_col3\" class=\"data row152 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row152_col4\" class=\"data row152 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_number_of_shop_tours_undertaken_by_the_person_othmaint</th>\n",
-       "      <td>1.727916e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row153\" class=\"row_heading level0 row153\" >coef_number_of_maintenace_tours_tours_undertaken_by_the_person_othdiscr</th>\n",
+       "      <td id=\"T_1c994_row153_col0\" class=\"data row153 col0\" >-0.274</td>\n",
+       "      <td id=\"T_1c994_row153_col1\" class=\"data row153 col1\" > 0.0896</td>\n",
+       "      <td id=\"T_1c994_row153_col2\" class=\"data row153 col2\" >-3.05</td>\n",
+       "      <td id=\"T_1c994_row153_col3\" class=\"data row153 col3\" >**</td>\n",
+       "      <td id=\"T_1c994_row153_col4\" class=\"data row153 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_number_of_university_tours_tours_undertaken_by_the_person_othmaint</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_1c994_level0_row154\" class=\"row_heading level0 row154\" >coef_number_of_maintenace_tours_undertaken_by_the_houshold</th>\n",
+       "      <td id=\"T_1c994_row154_col0\" class=\"data row154 col0\" > 0.280</td>\n",
+       "      <td id=\"T_1c994_row154_col1\" class=\"data row154 col1\" > 0.157</td>\n",
+       "      <td id=\"T_1c994_row154_col2\" class=\"data row154 col2\" > 1.78</td>\n",
+       "      <td id=\"T_1c994_row154_col3\" class=\"data row154 col3\" ></td>\n",
+       "      <td id=\"T_1c994_row154_col4\" class=\"data row154 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_number_of_work_tours_undertaken_by_the_person_othmaint</th>\n",
-       "      <td>-1.965224e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row155\" class=\"row_heading level0 row155\" >coef_number_of_persons_participating_in_the_tour_outgoing_stops_interaction</th>\n",
+       "      <td id=\"T_1c994_row155_col0\" class=\"data row155 col0\" >-0.531</td>\n",
+       "      <td id=\"T_1c994_row155_col1\" class=\"data row155 col1\" > 0.165</td>\n",
+       "      <td id=\"T_1c994_row155_col2\" class=\"data row155 col2\" >-3.22</td>\n",
+       "      <td id=\"T_1c994_row155_col3\" class=\"data row155 col3\" >**</td>\n",
+       "      <td id=\"T_1c994_row155_col4\" class=\"data row155 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>-0.921</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_1c994_level0_row156\" class=\"row_heading level0 row156\" >coef_number_of_persons_participating_in_the_tour_return_stops_interaction</th>\n",
+       "      <td id=\"T_1c994_row156_col0\" class=\"data row156 col0\" > 0.488</td>\n",
+       "      <td id=\"T_1c994_row156_col1\" class=\"data row156 col1\" > 0.0633</td>\n",
+       "      <td id=\"T_1c994_row156_col2\" class=\"data row156 col2\" > 7.72</td>\n",
+       "      <td id=\"T_1c994_row156_col3\" class=\"data row156 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row156_col4\" class=\"data row156 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>0.939</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_1c994_level0_row157\" class=\"row_heading level0 row157\" >coef_number_of_school_tours_tours_undertaken_by_the_person</th>\n",
+       "      <td id=\"T_1c994_row157_col0\" class=\"data row157 col0\" >-1.54</td>\n",
+       "      <td id=\"T_1c994_row157_col1\" class=\"data row157 col1\" > 0.467</td>\n",
+       "      <td id=\"T_1c994_row157_col2\" class=\"data row157 col2\" >-3.30</td>\n",
+       "      <td id=\"T_1c994_row157_col3\" class=\"data row157 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row157_col4\" class=\"data row157 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_outbound_stops_1out_0in_othdiscr</th>\n",
-       "      <td>-3.506169e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row158\" class=\"row_heading level0 row158\" >coef_number_of_shool_tours_tours_undertaken_by_the_person</th>\n",
+       "      <td id=\"T_1c994_row158_col0\" class=\"data row158 col0\" >-1.56</td>\n",
+       "      <td id=\"T_1c994_row158_col1\" class=\"data row158 col1\" > 0.258</td>\n",
+       "      <td id=\"T_1c994_row158_col2\" class=\"data row158 col2\" >-6.05</td>\n",
+       "      <td id=\"T_1c994_row158_col3\" class=\"data row158 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row158_col4\" class=\"data row158 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_outbound_stops_2out_0in_othdiscr</th>\n",
-       "      <td>1.907176e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row159\" class=\"row_heading level0 row159\" >coef_number_of_shool_tours_tours_undertaken_by_the_person_othdiscr</th>\n",
+       "      <td id=\"T_1c994_row159_col0\" class=\"data row159 col0\" >-0.844</td>\n",
+       "      <td id=\"T_1c994_row159_col1\" class=\"data row159 col1\" > 0.100</td>\n",
+       "      <td id=\"T_1c994_row159_col2\" class=\"data row159 col2\" >-8.43</td>\n",
+       "      <td id=\"T_1c994_row159_col3\" class=\"data row159 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row159_col4\" class=\"data row159 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_outbound_stops_3out_0in_othdiscr</th>\n",
-       "      <td>3.189979e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row160\" class=\"row_heading level0 row160\" >coef_number_of_shop_tours_undertaken_by_the_houshold</th>\n",
+       "      <td id=\"T_1c994_row160_col0\" class=\"data row160 col0\" > 0.194</td>\n",
+       "      <td id=\"T_1c994_row160_col1\" class=\"data row160 col1\" > 0.245</td>\n",
+       "      <td id=\"T_1c994_row160_col2\" class=\"data row160 col2\" > 0.79</td>\n",
+       "      <td id=\"T_1c994_row160_col3\" class=\"data row160 col3\" ></td>\n",
+       "      <td id=\"T_1c994_row160_col4\" class=\"data row160 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_return_stops_0out_2in_othdiscr</th>\n",
-       "      <td>2.028679e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row161\" class=\"row_heading level0 row161\" >coef_number_of_shop_tours_undertaken_by_the_houshold_shopping</th>\n",
+       "      <td id=\"T_1c994_row161_col0\" class=\"data row161 col0\" >-0.142</td>\n",
+       "      <td id=\"T_1c994_row161_col1\" class=\"data row161 col1\" > 0.117</td>\n",
+       "      <td id=\"T_1c994_row161_col2\" class=\"data row161 col2\" >-1.21</td>\n",
+       "      <td id=\"T_1c994_row161_col3\" class=\"data row161 col3\" ></td>\n",
+       "      <td id=\"T_1c994_row161_col4\" class=\"data row161 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_return_stops_0out_3in_othdiscr</th>\n",
-       "      <td>1.562541e-05</td>\n",
+       "      <th id=\"T_1c994_level0_row162\" class=\"row_heading level0 row162\" >coef_number_of_shop_tours_undertaken_by_the_person</th>\n",
+       "      <td id=\"T_1c994_row162_col0\" class=\"data row162 col0\" >-0.304</td>\n",
+       "      <td id=\"T_1c994_row162_col1\" class=\"data row162 col1\" > 0.0956</td>\n",
+       "      <td id=\"T_1c994_row162_col2\" class=\"data row162 col2\" >-3.18</td>\n",
+       "      <td id=\"T_1c994_row162_col3\" class=\"data row162 col3\" >**</td>\n",
+       "      <td id=\"T_1c994_row162_col4\" class=\"data row162 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_the_total_number_of_stops_1out_3in_othdiscr</th>\n",
-       "      <td>2.583440e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row163\" class=\"row_heading level0 row163\" >coef_number_of_shop_tours_undertaken_by_the_person_othdiscr</th>\n",
+       "      <td id=\"T_1c994_row163_col0\" class=\"data row163 col0\" >-0.641</td>\n",
+       "      <td id=\"T_1c994_row163_col1\" class=\"data row163 col1\" > 0.0747</td>\n",
+       "      <td id=\"T_1c994_row163_col2\" class=\"data row163 col2\" >-8.59</td>\n",
+       "      <td id=\"T_1c994_row163_col3\" class=\"data row163 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row163_col4\" class=\"data row163 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_arrival_later_than_17_00__othdiscr</th>\n",
-       "      <td>1.080590e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row164\" class=\"row_heading level0 row164\" >coef_number_of_shop_tours_undertaken_by_the_person_othmaint</th>\n",
+       "      <td id=\"T_1c994_row164_col0\" class=\"data row164 col0\" >-0.175</td>\n",
+       "      <td id=\"T_1c994_row164_col1\" class=\"data row164 col1\" > 0.0767</td>\n",
+       "      <td id=\"T_1c994_row164_col2\" class=\"data row164 col2\" >-2.28</td>\n",
+       "      <td id=\"T_1c994_row164_col3\" class=\"data row164 col3\" >*</td>\n",
+       "      <td id=\"T_1c994_row164_col4\" class=\"data row164 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_dummy_for_distance_in_miles_othdiscr</th>\n",
-       "      <td>9.492548e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row165\" class=\"row_heading level0 row165\" >coef_number_of_students_in_hh</th>\n",
+       "      <td id=\"T_1c994_row165_col0\" class=\"data row165 col0\" > 0.206</td>\n",
+       "      <td id=\"T_1c994_row165_col1\" class=\"data row165 col1\" > 0.0209</td>\n",
+       "      <td id=\"T_1c994_row165_col2\" class=\"data row165 col2\" > 9.85</td>\n",
+       "      <td id=\"T_1c994_row165_col3\" class=\"data row165 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row165_col4\" class=\"data row165 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_dummy_for_distance_less_than_10_miles_</th>\n",
-       "      <td>1.588828e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row166\" class=\"row_heading level0 row166\" >coef_number_of_students_in_hh_escort</th>\n",
+       "      <td id=\"T_1c994_row166_col0\" class=\"data row166 col0\" > 0.217</td>\n",
+       "      <td id=\"T_1c994_row166_col1\" class=\"data row166 col1\" > 0.0357</td>\n",
+       "      <td id=\"T_1c994_row166_col2\" class=\"data row166 col2\" > 6.07</td>\n",
+       "      <td id=\"T_1c994_row166_col3\" class=\"data row166 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row166_col4\" class=\"data row166 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_dummy_for_the_duration_of_the_tour_being_equal_or_greater_than_or_equal_to_9_hours__othdiscr</th>\n",
-       "      <td>1.826016e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row167\" class=\"row_heading level0 row167\" >coef_number_of_subtours_in_the_tour</th>\n",
+       "      <td id=\"T_1c994_row167_col0\" class=\"data row167 col0\" > 0.185</td>\n",
+       "      <td id=\"T_1c994_row167_col1\" class=\"data row167 col1\" > 0.0354</td>\n",
+       "      <td id=\"T_1c994_row167_col2\" class=\"data row167 col2\" > 5.21</td>\n",
+       "      <td id=\"T_1c994_row167_col3\" class=\"data row167 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row167_col4\" class=\"data row167 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_dummy_for_walking_to_all_stops_othdiscr</th>\n",
-       "      <td>1.223109e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row168\" class=\"row_heading level0 row168\" >coef_number_of_university_tours_tours_undertaken_by_the_person</th>\n",
+       "      <td id=\"T_1c994_row168_col0\" class=\"data row168 col0\" >-0.480</td>\n",
+       "      <td id=\"T_1c994_row168_col1\" class=\"data row168 col1\" > NA</td>\n",
+       "      <td id=\"T_1c994_row168_col2\" class=\"data row168 col2\" > NA</td>\n",
+       "      <td id=\"T_1c994_row168_col3\" class=\"data row168 col3\" ></td>\n",
+       "      <td id=\"T_1c994_row168_col4\" class=\"data row168 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_number_of_maintenace_tours_tours_undertaken_by_the_person_othdiscr</th>\n",
-       "      <td>-7.663028e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row169\" class=\"row_heading level0 row169\" >coef_number_of_university_tours_tours_undertaken_by_the_person_othmaint</th>\n",
+       "      <td id=\"T_1c994_row169_col0\" class=\"data row169 col0\" >-0.625</td>\n",
+       "      <td id=\"T_1c994_row169_col1\" class=\"data row169 col1\" > 4.04e-15</td>\n",
+       "      <td id=\"T_1c994_row169_col2\" class=\"data row169 col2\" >-BIG</td>\n",
+       "      <td id=\"T_1c994_row169_col3\" class=\"data row169 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row169_col4\" class=\"data row169 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_number_of_shool_tours_tours_undertaken_by_the_person_othdiscr</th>\n",
-       "      <td>4.152763e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row170\" class=\"row_heading level0 row170\" >coef_number_of_university_tours_tours_undertaken_by_the_person_shopping</th>\n",
+       "      <td id=\"T_1c994_row170_col0\" class=\"data row170 col0\" >-0.671</td>\n",
+       "      <td id=\"T_1c994_row170_col1\" class=\"data row170 col1\" > 7.34e-15</td>\n",
+       "      <td id=\"T_1c994_row170_col2\" class=\"data row170 col2\" >-BIG</td>\n",
+       "      <td id=\"T_1c994_row170_col3\" class=\"data row170 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row170_col4\" class=\"data row170 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_number_of_shop_tours_undertaken_by_the_person_othdiscr</th>\n",
-       "      <td>3.120237e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row171\" class=\"row_heading level0 row171\" >coef_number_of_vehicles</th>\n",
+       "      <td id=\"T_1c994_row171_col0\" class=\"data row171 col0\" > 0.190</td>\n",
+       "      <td id=\"T_1c994_row171_col1\" class=\"data row171 col1\" > 0.0605</td>\n",
+       "      <td id=\"T_1c994_row171_col2\" class=\"data row171 col2\" > 3.14</td>\n",
+       "      <td id=\"T_1c994_row171_col3\" class=\"data row171 col3\" >**</td>\n",
+       "      <td id=\"T_1c994_row171_col4\" class=\"data row171 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_number_of_work_tours_undertaken_by_the_person_othdiscr</th>\n",
-       "      <td>3.092441e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row172\" class=\"row_heading level0 row172\" >coef_number_of_vehicles_social</th>\n",
+       "      <td id=\"T_1c994_row172_col0\" class=\"data row172 col0\" >-0.158</td>\n",
+       "      <td id=\"T_1c994_row172_col1\" class=\"data row172 col1\" > 0.0333</td>\n",
+       "      <td id=\"T_1c994_row172_col2\" class=\"data row172 col2\" >-4.76</td>\n",
+       "      <td id=\"T_1c994_row172_col3\" class=\"data row172 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row172_col4\" class=\"data row172 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>-3.671</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_1c994_level0_row173\" class=\"row_heading level0 row173\" >coef_number_of_work_tours_undertaken_by_the_person</th>\n",
+       "      <td id=\"T_1c994_row173_col0\" class=\"data row173 col0\" >-0.182</td>\n",
+       "      <td id=\"T_1c994_row173_col1\" class=\"data row173 col1\" > 0.0552</td>\n",
+       "      <td id=\"T_1c994_row173_col2\" class=\"data row173 col2\" >-3.30</td>\n",
+       "      <td id=\"T_1c994_row173_col3\" class=\"data row173 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row173_col4\" class=\"data row173 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>-3.896</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_1c994_level0_row174\" class=\"row_heading level0 row174\" >coef_number_of_work_tours_undertaken_by_the_person_escort</th>\n",
+       "      <td id=\"T_1c994_row174_col0\" class=\"data row174 col0\" >-0.222</td>\n",
+       "      <td id=\"T_1c994_row174_col1\" class=\"data row174 col1\" > 0.0707</td>\n",
+       "      <td id=\"T_1c994_row174_col2\" class=\"data row174 col2\" >-3.15</td>\n",
+       "      <td id=\"T_1c994_row174_col3\" class=\"data row174 col3\" >**</td>\n",
+       "      <td id=\"T_1c994_row174_col4\" class=\"data row174 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>-7.3610000000000015</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_1c994_level0_row175\" class=\"row_heading level0 row175\" >coef_number_of_work_tours_undertaken_by_the_person_othdiscr</th>\n",
+       "      <td id=\"T_1c994_row175_col0\" class=\"data row175 col0\" >-0.547</td>\n",
+       "      <td id=\"T_1c994_row175_col1\" class=\"data row175 col1\" > 0.0742</td>\n",
+       "      <td id=\"T_1c994_row175_col2\" class=\"data row175 col2\" >-7.36</td>\n",
+       "      <td id=\"T_1c994_row175_col3\" class=\"data row175 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row175_col4\" class=\"data row175 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_outbound_stops_2out_0in_atwork</th>\n",
-       "      <td>-3.052719e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row176\" class=\"row_heading level0 row176\" >coef_number_of_work_tours_undertaken_by_the_person_othmaint</th>\n",
+       "      <td id=\"T_1c994_row176_col0\" class=\"data row176 col0\" >-0.426</td>\n",
+       "      <td id=\"T_1c994_row176_col1\" class=\"data row176 col1\" > 0.0859</td>\n",
+       "      <td id=\"T_1c994_row176_col2\" class=\"data row176 col2\" >-4.96</td>\n",
+       "      <td id=\"T_1c994_row176_col3\" class=\"data row176 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row176_col4\" class=\"data row176 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_return_stops_0out_2in_atwork</th>\n",
-       "      <td>-1.668958e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row177\" class=\"row_heading level0 row177\" >coef_number_of_work_tours_undertaken_by_the_person_shopping</th>\n",
+       "      <td id=\"T_1c994_row177_col0\" class=\"data row177 col0\" >-0.599</td>\n",
+       "      <td id=\"T_1c994_row177_col1\" class=\"data row177 col1\" > 0.0588</td>\n",
+       "      <td id=\"T_1c994_row177_col2\" class=\"data row177 col2\" >-10.19</td>\n",
+       "      <td id=\"T_1c994_row177_col3\" class=\"data row177 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row177_col4\" class=\"data row177 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_return_stops_0out_3in_atwork</th>\n",
-       "      <td>2.048973e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row178\" class=\"row_heading level0 row178\" >coef_number_of_work_tours_undertaken_by_the_person_social</th>\n",
+       "      <td id=\"T_1c994_row178_col0\" class=\"data row178 col0\" >-0.198</td>\n",
+       "      <td id=\"T_1c994_row178_col1\" class=\"data row178 col1\" > 0.0971</td>\n",
+       "      <td id=\"T_1c994_row178_col2\" class=\"data row178 col2\" >-2.04</td>\n",
+       "      <td id=\"T_1c994_row178_col3\" class=\"data row178 col3\" >*</td>\n",
+       "      <td id=\"T_1c994_row178_col4\" class=\"data row178 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_alternative_specific_constant_for_the_total_number_of_stops_1out_3in_atwork</th>\n",
-       "      <td>1.185991e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row179\" class=\"row_heading level0 row179\" >coef_presence_of_kids_between_0_and_4_including_years_old</th>\n",
+       "      <td id=\"T_1c994_row179_col0\" class=\"data row179 col0\" > 0.738</td>\n",
+       "      <td id=\"T_1c994_row179_col1\" class=\"data row179 col1\" > 0.0493</td>\n",
+       "      <td id=\"T_1c994_row179_col2\" class=\"data row179 col2\" > 14.98</td>\n",
+       "      <td id=\"T_1c994_row179_col3\" class=\"data row179 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row179_col4\" class=\"data row179 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_dummy_for_subtour_origin_tour_destination_at_exurban_or_rual_areatypes_6_or_7_</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_1c994_level0_row180\" class=\"row_heading level0 row180\" >coef_presence_of_kids_between_5_and_15_including_years_old</th>\n",
+       "      <td id=\"T_1c994_row180_col0\" class=\"data row180 col0\" > 0.174</td>\n",
+       "      <td id=\"T_1c994_row180_col1\" class=\"data row180 col1\" > 0.0692</td>\n",
+       "      <td id=\"T_1c994_row180_col2\" class=\"data row180 col2\" > 2.52</td>\n",
+       "      <td id=\"T_1c994_row180_col3\" class=\"data row180 col3\" >*</td>\n",
+       "      <td id=\"T_1c994_row180_col4\" class=\"data row180 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_middle_to_low_income_hh__atwork</th>\n",
-       "      <td>-1.187817e-03</td>\n",
+       "      <th id=\"T_1c994_level0_row181\" class=\"row_heading level0 row181\" >coef_presence_of_kids_between_5_and_15_including_years_old_school</th>\n",
+       "      <td id=\"T_1c994_row181_col0\" class=\"data row181 col0\" > 0.258</td>\n",
+       "      <td id=\"T_1c994_row181_col1\" class=\"data row181 col1\" > 0.0737</td>\n",
+       "      <td id=\"T_1c994_row181_col2\" class=\"data row181 col2\" > 3.50</td>\n",
+       "      <td id=\"T_1c994_row181_col3\" class=\"data row181 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row181_col4\" class=\"data row181 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_number_of_eating_tours_tours_undertaken_by_the_person</th>\n",
-       "      <td>4.166759e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row182\" class=\"row_heading level0 row182\" >coef_presence_of_kids_between_5_and_15_including_years_old_univ</th>\n",
+       "      <td id=\"T_1c994_row182_col0\" class=\"data row182 col0\" > 0.755</td>\n",
+       "      <td id=\"T_1c994_row182_col1\" class=\"data row182 col1\" > 0.165</td>\n",
+       "      <td id=\"T_1c994_row182_col2\" class=\"data row182 col2\" > 4.58</td>\n",
+       "      <td id=\"T_1c994_row182_col3\" class=\"data row182 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row182_col4\" class=\"data row182 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_primary_destination_accessibility_log_of_it_</th>\n",
-       "      <td>-3.977574e-03</td>\n",
+       "      <th id=\"T_1c994_level0_row183\" class=\"row_heading level0 row183\" >coef_primary_destination_accessibility_log_of_it_</th>\n",
+       "      <td id=\"T_1c994_row183_col0\" class=\"data row183 col0\" > 0.191</td>\n",
+       "      <td id=\"T_1c994_row183_col1\" class=\"data row183 col1\" > 0.0120</td>\n",
+       "      <td id=\"T_1c994_row183_col2\" class=\"data row183 col2\" > 15.92</td>\n",
+       "      <td id=\"T_1c994_row183_col3\" class=\"data row183 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row183_col4\" class=\"data row183 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_subtour_departure_less_than_or_equal_to_11am</th>\n",
-       "      <td>-7.903092e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row184\" class=\"row_heading level0 row184\" >coef_subtour_departure_less_than_or_equal_to_11am</th>\n",
+       "      <td id=\"T_1c994_row184_col0\" class=\"data row184 col0\" > 0.352</td>\n",
+       "      <td id=\"T_1c994_row184_col1\" class=\"data row184 col1\" > 0.0707</td>\n",
+       "      <td id=\"T_1c994_row184_col2\" class=\"data row184 col2\" > 4.98</td>\n",
+       "      <td id=\"T_1c994_row184_col3\" class=\"data row184 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row184_col4\" class=\"data row184 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_subtour_distance_in_miles_from_tour_destination_to_subtour_primary_destination_one_way_</th>\n",
-       "      <td>-4.153043e-03</td>\n",
+       "      <th id=\"T_1c994_level0_row185\" class=\"row_heading level0 row185\" >coef_subtour_distance_in_miles_from_tour_destination_to_subtour_primary_destination_one_way_</th>\n",
+       "      <td id=\"T_1c994_row185_col0\" class=\"data row185 col0\" > 0.0231</td>\n",
+       "      <td id=\"T_1c994_row185_col1\" class=\"data row185 col1\" > 0.0171</td>\n",
+       "      <td id=\"T_1c994_row185_col2\" class=\"data row185 col2\" > 1.35</td>\n",
+       "      <td id=\"T_1c994_row185_col3\" class=\"data row185 col3\" ></td>\n",
+       "      <td id=\"T_1c994_row185_col4\" class=\"data row185 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_subtour_duration_in_hours_integer_</th>\n",
-       "      <td>-2.149064e-03</td>\n",
+       "      <th id=\"T_1c994_level0_row186\" class=\"row_heading level0 row186\" >coef_subtour_duration_in_hours_integer_</th>\n",
+       "      <td id=\"T_1c994_row186_col0\" class=\"data row186 col0\" > 0.555</td>\n",
+       "      <td id=\"T_1c994_row186_col1\" class=\"data row186 col1\" > 0.0253</td>\n",
+       "      <td id=\"T_1c994_row186_col2\" class=\"data row186 col2\" > 21.94</td>\n",
+       "      <td id=\"T_1c994_row186_col3\" class=\"data row186 col3\" >***</td>\n",
+       "      <td id=\"T_1c994_row186_col4\" class=\"data row186 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_subtour_return_time_greater_or_equal_to_2pm</th>\n",
-       "      <td>1.538038e-04</td>\n",
+       "      <th id=\"T_1c994_level0_row187\" class=\"row_heading level0 row187\" >coef_subtour_return_time_greater_or_equal_to_2pm</th>\n",
+       "      <td id=\"T_1c994_row187_col0\" class=\"data row187 col0\" > 0.206</td>\n",
+       "      <td id=\"T_1c994_row187_col1\" class=\"data row187 col1\" > 0.209</td>\n",
+       "      <td id=\"T_1c994_row187_col2\" class=\"data row187 col2\" > 0.99</td>\n",
+       "      <td id=\"T_1c994_row187_col3\" class=\"data row187 col3\" ></td>\n",
+       "      <td id=\"T_1c994_row187_col4\" class=\"data row187 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
-       "</table></td></tr><tr><td>nit</td><td style=\"text-align:left;\">130</td></tr><tr><td>nfev</td><td style=\"text-align:left;\">327</td></tr><tr><td>njev</td><td style=\"text-align:left;\">130</td></tr><tr><td>status</td><td style=\"text-align:left;\">0</td></tr><tr><td>message</td><td style=\"text-align:left;\">'Optimization terminated successfully'</td></tr><tr><td>success</td><td style=\"text-align:left;\">True</td></tr><tr><td>elapsed_time</td><td style=\"text-align:left;\">0:01:25.611724</td></tr><tr><td>method</td><td style=\"text-align:left;\">'SLSQP'</td></tr><tr><td>n_cases</td><td style=\"text-align:left;\">5778</td></tr><tr><td>iteration_number</td><td style=\"text-align:left;\">130</td></tr><tr><td>logloss</td><td style=\"text-align:left;\">1.0547864171945307</td></tr></table></div>"
-      ],
-      "text/plain": [
-       "┣                x: -2.139                                                                                         -2.139000\n",
-       "┃                   -3.934                                                                                         -3.934000\n",
-       "┃                   coef_alternative_specific_constant_for_outbound_stops_1out_0in                                 -0.741225\n",
-       "┃                   coef_alternative_specific_constant_for_outbound_stops_2out_0in                                 -2.594489\n",
-       "┃                   coef_alternative_specific_constant_for_return_stops_0out_1in                                   -0.447476\n",
-       "┃                                                                                                                     ...   \n",
-       "┃                   coef_primary_destination_accessibility_log_of_it_                                               0.170704\n",
-       "┃                   coef_subtour_departure_less_than_or_equal_to_11am                                               0.266339\n",
-       "┃                   coef_subtour_distance_in_miles_from_tour_destination_to_subtour_primary_destination_one_way_   -0.152384\n",
-       "┃                   coef_subtour_duration_in_hours_integer_                                                         0.681811\n",
-       "┃                   coef_subtour_return_time_greater_or_equal_to_2pm                                                1.549569\n",
-       "┃                   Length: 188, dtype: float64\n",
-       "┣          loglike: -6094.555918549999\n",
-       "┣        d_loglike: -2.139                                                                                          0.000000\n",
-       "┃                   -3.934                                                                                          0.000000\n",
-       "┃                   coef_alternative_specific_constant_for_outbound_stops_1out_0in                                 -0.000080\n",
-       "┃                   coef_alternative_specific_constant_for_outbound_stops_2out_0in                                 -0.000716\n",
-       "┃                   coef_alternative_specific_constant_for_return_stops_0out_1in                                   -0.000063\n",
-       "┃                                                                                                                     ...   \n",
-       "┃                   coef_primary_destination_accessibility_log_of_it_                                              -0.003978\n",
-       "┃                   coef_subtour_departure_less_than_or_equal_to_11am                                              -0.000790\n",
-       "┃                   coef_subtour_distance_in_miles_from_tour_destination_to_subtour_primary_destination_one_way_   -0.004153\n",
-       "┃                   coef_subtour_duration_in_hours_integer_                                                        -0.002149\n",
-       "┃                   coef_subtour_return_time_greater_or_equal_to_2pm                                                0.000154\n",
-       "┃                   Length: 188, dtype: float64\n",
-       "┣              nit: 130\n",
-       "┣             nfev: 327\n",
-       "┣             njev: 130\n",
-       "┣           status: 0\n",
-       "┣          message: 'Optimization terminated successfully'\n",
-       "┣          success: True\n",
-       "┣     elapsed_time: datetime.timedelta(seconds=85, microseconds=611724)\n",
-       "┣           method: 'SLSQP'\n",
-       "┣          n_cases: 5778\n",
-       "┣ iteration_number: 130\n",
-       "┣          logloss: 1.0547864171945307"
-      ]
-     },
-     "execution_count": 8,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "model.estimate(method='SLSQP', options={\"maxiter\": 1000})"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Estimated coefficients"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
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-       "            font-family: monospace;\n",
-       "        }</style><table id=\"T_609fe_\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >Value</th>        <th class=\"col_heading level0 col1\" >Std Err</th>        <th class=\"col_heading level0 col2\" >t Stat</th>        <th class=\"col_heading level0 col3\" >Signif</th>        <th class=\"col_heading level0 col4\" >Like Ratio</th>        <th class=\"col_heading level0 col5\" >Null Value</th>    </tr></thead><tbody>\n",
-       "                <tr>\n",
-       "                        <th id=\"T_609fe_level0_row0\" class=\"row_heading level0 row0\" >-2.139</th>\n",
-       "                        <td id=\"T_609fe_row0_col0\" class=\"data row0 col0\" >-2.14</td>\n",
-       "                        <td id=\"T_609fe_row0_col1\" class=\"data row0 col1\" > 0.00</td>\n",
-       "                        <td id=\"T_609fe_row0_col2\" class=\"data row0 col2\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row0_col3\" class=\"data row0 col3\" ></td>\n",
-       "                        <td id=\"T_609fe_row0_col4\" class=\"data row0 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row0_col5\" class=\"data row0 col5\" >-2.14</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row1\" class=\"row_heading level0 row1\" >-3.934</th>\n",
-       "                        <td id=\"T_609fe_row1_col0\" class=\"data row1 col0\" >-3.93</td>\n",
-       "                        <td id=\"T_609fe_row1_col1\" class=\"data row1 col1\" > 0.00</td>\n",
-       "                        <td id=\"T_609fe_row1_col2\" class=\"data row1 col2\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row1_col3\" class=\"data row1 col3\" ></td>\n",
-       "                        <td id=\"T_609fe_row1_col4\" class=\"data row1 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row1_col5\" class=\"data row1 col5\" >-3.93</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row2\" class=\"row_heading level0 row2\" >coef_alternative_specific_constant_for_outbound_stops_1out_0in</th>\n",
-       "                        <td id=\"T_609fe_row2_col0\" class=\"data row2 col0\" >-0.741</td>\n",
-       "                        <td id=\"T_609fe_row2_col1\" class=\"data row2 col1\" > 0.0909</td>\n",
-       "                        <td id=\"T_609fe_row2_col2\" class=\"data row2 col2\" >-8.16</td>\n",
-       "                        <td id=\"T_609fe_row2_col3\" class=\"data row2 col3\" >***</td>\n",
-       "                        <td id=\"T_609fe_row2_col4\" class=\"data row2 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row2_col5\" class=\"data row2 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row3\" class=\"row_heading level0 row3\" >coef_alternative_specific_constant_for_outbound_stops_2out_0in</th>\n",
-       "                        <td id=\"T_609fe_row3_col0\" class=\"data row3 col0\" >-2.59</td>\n",
-       "                        <td id=\"T_609fe_row3_col1\" class=\"data row3 col1\" > 0.167</td>\n",
-       "                        <td id=\"T_609fe_row3_col2\" class=\"data row3 col2\" >-15.51</td>\n",
-       "                        <td id=\"T_609fe_row3_col3\" class=\"data row3 col3\" >***</td>\n",
-       "                        <td id=\"T_609fe_row3_col4\" class=\"data row3 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row3_col5\" class=\"data row3 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row4\" class=\"row_heading level0 row4\" >coef_alternative_specific_constant_for_return_stops_0out_1in</th>\n",
-       "                        <td id=\"T_609fe_row4_col0\" class=\"data row4 col0\" >-0.447</td>\n",
-       "                        <td id=\"T_609fe_row4_col1\" class=\"data row4 col1\" > 0.0942</td>\n",
-       "                        <td id=\"T_609fe_row4_col2\" class=\"data row4 col2\" >-4.75</td>\n",
-       "                        <td id=\"T_609fe_row4_col3\" class=\"data row4 col3\" >***</td>\n",
-       "                        <td id=\"T_609fe_row4_col4\" class=\"data row4 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row4_col5\" class=\"data row4 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row5\" class=\"row_heading level0 row5\" >coef_alternative_specific_constant_for_return_stops_0out_2in</th>\n",
-       "                        <td id=\"T_609fe_row5_col0\" class=\"data row5 col0\" >-1.66</td>\n",
-       "                        <td id=\"T_609fe_row5_col1\" class=\"data row5 col1\" > 0.136</td>\n",
-       "                        <td id=\"T_609fe_row5_col2\" class=\"data row5 col2\" >-12.17</td>\n",
-       "                        <td id=\"T_609fe_row5_col3\" class=\"data row5 col3\" >***</td>\n",
-       "                        <td id=\"T_609fe_row5_col4\" class=\"data row5 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row5_col5\" class=\"data row5 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row6\" class=\"row_heading level0 row6\" >coef_alternative_specific_constant_for_the_total_number_of_stops_0out_2in</th>\n",
-       "                        <td id=\"T_609fe_row6_col0\" class=\"data row6 col0\" > 0.0394</td>\n",
-       "                        <td id=\"T_609fe_row6_col1\" class=\"data row6 col1\" > 0.0697</td>\n",
-       "                        <td id=\"T_609fe_row6_col2\" class=\"data row6 col2\" > 0.57</td>\n",
-       "                        <td id=\"T_609fe_row6_col3\" class=\"data row6 col3\" ></td>\n",
-       "                        <td id=\"T_609fe_row6_col4\" class=\"data row6 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row6_col5\" class=\"data row6 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row7\" class=\"row_heading level0 row7\" >coef_alternative_specific_constant_for_the_total_number_of_stops_2out_3in</th>\n",
-       "                        <td id=\"T_609fe_row7_col0\" class=\"data row7 col0\" > 0.755</td>\n",
-       "                        <td id=\"T_609fe_row7_col1\" class=\"data row7 col1\" > 0.335</td>\n",
-       "                        <td id=\"T_609fe_row7_col2\" class=\"data row7 col2\" > 2.25</td>\n",
-       "                        <td id=\"T_609fe_row7_col3\" class=\"data row7 col3\" >*</td>\n",
-       "                        <td id=\"T_609fe_row7_col4\" class=\"data row7 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row7_col5\" class=\"data row7 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row8\" class=\"row_heading level0 row8\" >coef_am_peak_departure_between_6am_and_7_am_including_interacted_with_outbound_tours</th>\n",
-       "                        <td id=\"T_609fe_row8_col0\" class=\"data row8 col0\" >-2.00</td>\n",
-       "                        <td id=\"T_609fe_row8_col1\" class=\"data row8 col1\" > 0.132</td>\n",
-       "                        <td id=\"T_609fe_row8_col2\" class=\"data row8 col2\" >-15.17</td>\n",
-       "                        <td id=\"T_609fe_row8_col3\" class=\"data row8 col3\" >***</td>\n",
-       "                        <td id=\"T_609fe_row8_col4\" class=\"data row8 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row8_col5\" class=\"data row8 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row9\" class=\"row_heading level0 row9\" >coef_dummy_for_all_stops_made_by_transit</th>\n",
-       "                        <td id=\"T_609fe_row9_col0\" class=\"data row9 col0\" >-0.673</td>\n",
-       "                        <td id=\"T_609fe_row9_col1\" class=\"data row9 col1\" > 0.0870</td>\n",
-       "                        <td id=\"T_609fe_row9_col2\" class=\"data row9 col2\" >-7.73</td>\n",
-       "                        <td id=\"T_609fe_row9_col3\" class=\"data row9 col3\" >***</td>\n",
-       "                        <td id=\"T_609fe_row9_col4\" class=\"data row9 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row9_col5\" class=\"data row9 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row10\" class=\"row_heading level0 row10\" >coef_dummy_for_distance_in_miles</th>\n",
-       "                        <td id=\"T_609fe_row10_col0\" class=\"data row10 col0\" > 0.0440</td>\n",
-       "                        <td id=\"T_609fe_row10_col1\" class=\"data row10 col1\" > 0.0256</td>\n",
-       "                        <td id=\"T_609fe_row10_col2\" class=\"data row10 col2\" > 1.72</td>\n",
-       "                        <td id=\"T_609fe_row10_col3\" class=\"data row10 col3\" ></td>\n",
-       "                        <td id=\"T_609fe_row10_col4\" class=\"data row10 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row10_col5\" class=\"data row10 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row11\" class=\"row_heading level0 row11\" >coef_dummy_for_distance_less_than_20_miles</th>\n",
-       "                        <td id=\"T_609fe_row11_col0\" class=\"data row11 col0\" >-0.588</td>\n",
-       "                        <td id=\"T_609fe_row11_col1\" class=\"data row11 col1\" > 0.310</td>\n",
-       "                        <td id=\"T_609fe_row11_col2\" class=\"data row11 col2\" >-1.90</td>\n",
-       "                        <td id=\"T_609fe_row11_col3\" class=\"data row11 col3\" ></td>\n",
-       "                        <td id=\"T_609fe_row11_col4\" class=\"data row11 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row11_col5\" class=\"data row11 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row12\" class=\"row_heading level0 row12\" >coef_dummy_for_female</th>\n",
-       "                        <td id=\"T_609fe_row12_col0\" class=\"data row12 col0\" > 0.283</td>\n",
-       "                        <td id=\"T_609fe_row12_col1\" class=\"data row12 col1\" > 0.108</td>\n",
-       "                        <td id=\"T_609fe_row12_col2\" class=\"data row12 col2\" > 2.63</td>\n",
-       "                        <td id=\"T_609fe_row12_col3\" class=\"data row12 col3\" >**</td>\n",
-       "                        <td id=\"T_609fe_row12_col4\" class=\"data row12 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row12_col5\" class=\"data row12 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row13\" class=\"row_heading level0 row13\" >coef_dummy_for_the_duration_of_the_tour_being_equal_or_greater_than_or_equal_to_11_hours</th>\n",
-       "                        <td id=\"T_609fe_row13_col0\" class=\"data row13 col0\" > 0.713</td>\n",
-       "                        <td id=\"T_609fe_row13_col1\" class=\"data row13 col1\" > 0.139</td>\n",
-       "                        <td id=\"T_609fe_row13_col2\" class=\"data row13 col2\" > 5.13</td>\n",
-       "                        <td id=\"T_609fe_row13_col3\" class=\"data row13 col3\" >***</td>\n",
-       "                        <td id=\"T_609fe_row13_col4\" class=\"data row13 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row13_col5\" class=\"data row13 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row14\" class=\"row_heading level0 row14\" >coef_dummy_for_walking_to_all_stops</th>\n",
-       "                        <td id=\"T_609fe_row14_col0\" class=\"data row14 col0\" >-1.49</td>\n",
-       "                        <td id=\"T_609fe_row14_col1\" class=\"data row14 col1\" > 0.218</td>\n",
-       "                        <td id=\"T_609fe_row14_col2\" class=\"data row14 col2\" >-6.84</td>\n",
-       "                        <td id=\"T_609fe_row14_col3\" class=\"data row14 col3\" >***</td>\n",
-       "                        <td id=\"T_609fe_row14_col4\" class=\"data row14 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row14_col5\" class=\"data row14 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row15\" class=\"row_heading level0 row15\" >coef_evening_arrival_19_00_interacted_with_return_tours</th>\n",
-       "                        <td id=\"T_609fe_row15_col0\" class=\"data row15 col0\" > 0.606</td>\n",
-       "                        <td id=\"T_609fe_row15_col1\" class=\"data row15 col1\" > 0.127</td>\n",
-       "                        <td id=\"T_609fe_row15_col2\" class=\"data row15 col2\" > 4.78</td>\n",
-       "                        <td id=\"T_609fe_row15_col3\" class=\"data row15 col3\" >***</td>\n",
-       "                        <td id=\"T_609fe_row15_col4\" class=\"data row15 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row15_col5\" class=\"data row15 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row16\" class=\"row_heading level0 row16\" >coef_high_income_hh</th>\n",
-       "                        <td id=\"T_609fe_row16_col0\" class=\"data row16 col0\" > 0.240</td>\n",
-       "                        <td id=\"T_609fe_row16_col1\" class=\"data row16 col1\" > 1.15e-07</td>\n",
-       "                        <td id=\"T_609fe_row16_col2\" class=\"data row16 col2\" > BIG</td>\n",
-       "                        <td id=\"T_609fe_row16_col3\" class=\"data row16 col3\" >***</td>\n",
-       "                        <td id=\"T_609fe_row16_col4\" class=\"data row16 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row16_col5\" class=\"data row16 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row17\" class=\"row_heading level0 row17\" >coef_mid_to_high_income_hh</th>\n",
-       "                        <td id=\"T_609fe_row17_col0\" class=\"data row17 col0\" > 0.230</td>\n",
-       "                        <td id=\"T_609fe_row17_col1\" class=\"data row17 col1\" > 3.09e-07</td>\n",
-       "                        <td id=\"T_609fe_row17_col2\" class=\"data row17 col2\" > BIG</td>\n",
-       "                        <td id=\"T_609fe_row17_col3\" class=\"data row17 col3\" >***</td>\n",
-       "                        <td id=\"T_609fe_row17_col4\" class=\"data row17 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row17_col5\" class=\"data row17 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row18\" class=\"row_heading level0 row18\" >coef_middle_to_low_income_hh</th>\n",
-       "                        <td id=\"T_609fe_row18_col0\" class=\"data row18 col0\" > 0.170</td>\n",
-       "                        <td id=\"T_609fe_row18_col1\" class=\"data row18 col1\" > 1.05e-06</td>\n",
-       "                        <td id=\"T_609fe_row18_col2\" class=\"data row18 col2\" > BIG</td>\n",
-       "                        <td id=\"T_609fe_row18_col3\" class=\"data row18 col3\" >***</td>\n",
-       "                        <td id=\"T_609fe_row18_col4\" class=\"data row18 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row18_col5\" class=\"data row18 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row19\" class=\"row_heading level0 row19\" >coef_no_stops_if_tour_mode_is_drivetransit</th>\n",
-       "                        <td id=\"T_609fe_row19_col0\" class=\"data row19 col0\" >-999.</td>\n",
-       "                        <td id=\"T_609fe_row19_col1\" class=\"data row19 col1\" > 9.87e-07</td>\n",
-       "                        <td id=\"T_609fe_row19_col2\" class=\"data row19 col2\" >-BIG</td>\n",
-       "                        <td id=\"T_609fe_row19_col3\" class=\"data row19 col3\" >***</td>\n",
-       "                        <td id=\"T_609fe_row19_col4\" class=\"data row19 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row19_col5\" class=\"data row19 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row20\" class=\"row_heading level0 row20\" >coef_num_kids_between_5_and_15_including_years_old</th>\n",
-       "                        <td id=\"T_609fe_row20_col0\" class=\"data row20 col0\" > 0.0897</td>\n",
-       "                        <td id=\"T_609fe_row20_col1\" class=\"data row20 col1\" > 0.206</td>\n",
-       "                        <td id=\"T_609fe_row20_col2\" class=\"data row20 col2\" > 0.44</td>\n",
-       "                        <td id=\"T_609fe_row20_col3\" class=\"data row20 col3\" ></td>\n",
-       "                        <td id=\"T_609fe_row20_col4\" class=\"data row20 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row20_col5\" class=\"data row20 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row21\" class=\"row_heading level0 row21\" >coef_number_of_adults_16_years_old_</th>\n",
-       "                        <td id=\"T_609fe_row21_col0\" class=\"data row21 col0\" > 0.0742</td>\n",
-       "                        <td id=\"T_609fe_row21_col1\" class=\"data row21 col1\" > 0.0890</td>\n",
-       "                        <td id=\"T_609fe_row21_col2\" class=\"data row21 col2\" > 0.83</td>\n",
-       "                        <td id=\"T_609fe_row21_col3\" class=\"data row21 col3\" ></td>\n",
-       "                        <td id=\"T_609fe_row21_col4\" class=\"data row21 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row21_col5\" class=\"data row21 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row22\" class=\"row_heading level0 row22\" >coef_number_of_cars_number_of_workers</th>\n",
-       "                        <td id=\"T_609fe_row22_col0\" class=\"data row22 col0\" >-0.0657</td>\n",
-       "                        <td id=\"T_609fe_row22_col1\" class=\"data row22 col1\" > 0.116</td>\n",
-       "                        <td id=\"T_609fe_row22_col2\" class=\"data row22 col2\" >-0.57</td>\n",
-       "                        <td id=\"T_609fe_row22_col3\" class=\"data row22 col3\" ></td>\n",
-       "                        <td id=\"T_609fe_row22_col4\" class=\"data row22 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row22_col5\" class=\"data row22 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row23\" class=\"row_heading level0 row23\" >coef_number_of_escort_tours_tours_undertaken_by_the_person</th>\n",
-       "                        <td id=\"T_609fe_row23_col0\" class=\"data row23 col0\" > 0.0978</td>\n",
-       "                        <td id=\"T_609fe_row23_col1\" class=\"data row23 col1\" > 0.216</td>\n",
-       "                        <td id=\"T_609fe_row23_col2\" class=\"data row23 col2\" > 0.45</td>\n",
-       "                        <td id=\"T_609fe_row23_col3\" class=\"data row23 col3\" ></td>\n",
-       "                        <td id=\"T_609fe_row23_col4\" class=\"data row23 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row23_col5\" class=\"data row23 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row24\" class=\"row_heading level0 row24\" >coef_number_of_hh_persons</th>\n",
-       "                        <td id=\"T_609fe_row24_col0\" class=\"data row24 col0\" >-0.328</td>\n",
-       "                        <td id=\"T_609fe_row24_col1\" class=\"data row24 col1\" > 0.0857</td>\n",
-       "                        <td id=\"T_609fe_row24_col2\" class=\"data row24 col2\" >-3.83</td>\n",
-       "                        <td id=\"T_609fe_row24_col3\" class=\"data row24 col3\" >***</td>\n",
-       "                        <td id=\"T_609fe_row24_col4\" class=\"data row24 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row24_col5\" class=\"data row24 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row25\" class=\"row_heading level0 row25\" >coef_number_of_school_tours_tours_undertaken_by_the_person</th>\n",
-       "                        <td id=\"T_609fe_row25_col0\" class=\"data row25 col0\" > 0.130</td>\n",
-       "                        <td id=\"T_609fe_row25_col1\" class=\"data row25 col1\" > 1.43</td>\n",
-       "                        <td id=\"T_609fe_row25_col2\" class=\"data row25 col2\" > 0.09</td>\n",
-       "                        <td id=\"T_609fe_row25_col3\" class=\"data row25 col3\" ></td>\n",
-       "                        <td id=\"T_609fe_row25_col4\" class=\"data row25 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row25_col5\" class=\"data row25 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row26\" class=\"row_heading level0 row26\" >coef_number_of_shop_tours_undertaken_by_the_houshold</th>\n",
-       "                        <td id=\"T_609fe_row26_col0\" class=\"data row26 col0\" >-0.328</td>\n",
-       "                        <td id=\"T_609fe_row26_col1\" class=\"data row26 col1\" > 0.660</td>\n",
-       "                        <td id=\"T_609fe_row26_col2\" class=\"data row26 col2\" >-0.50</td>\n",
-       "                        <td id=\"T_609fe_row26_col3\" class=\"data row26 col3\" ></td>\n",
-       "                        <td id=\"T_609fe_row26_col4\" class=\"data row26 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row26_col5\" class=\"data row26 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row27\" class=\"row_heading level0 row27\" >coef_number_of_students_in_hh</th>\n",
-       "                        <td id=\"T_609fe_row27_col0\" class=\"data row27 col0\" > 0.315</td>\n",
-       "                        <td id=\"T_609fe_row27_col1\" class=\"data row27 col1\" > 0.0885</td>\n",
-       "                        <td id=\"T_609fe_row27_col2\" class=\"data row27 col2\" > 3.56</td>\n",
-       "                        <td id=\"T_609fe_row27_col3\" class=\"data row27 col3\" >***</td>\n",
-       "                        <td id=\"T_609fe_row27_col4\" class=\"data row27 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row27_col5\" class=\"data row27 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row28\" class=\"row_heading level0 row28\" >coef_number_of_subtours_in_the_tour</th>\n",
-       "                        <td id=\"T_609fe_row28_col0\" class=\"data row28 col0\" > 0.337</td>\n",
-       "                        <td id=\"T_609fe_row28_col1\" class=\"data row28 col1\" > 0.128</td>\n",
-       "                        <td id=\"T_609fe_row28_col2\" class=\"data row28 col2\" > 2.63</td>\n",
-       "                        <td id=\"T_609fe_row28_col3\" class=\"data row28 col3\" >**</td>\n",
-       "                        <td id=\"T_609fe_row28_col4\" class=\"data row28 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row28_col5\" class=\"data row28 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row29\" class=\"row_heading level0 row29\" >coef_number_of_university_tours_tours_undertaken_by_the_person</th>\n",
-       "                        <td id=\"T_609fe_row29_col0\" class=\"data row29 col0\" >-0.480</td>\n",
-       "                        <td id=\"T_609fe_row29_col1\" class=\"data row29 col1\" > 8.22e-07</td>\n",
-       "                        <td id=\"T_609fe_row29_col2\" class=\"data row29 col2\" >-BIG</td>\n",
-       "                        <td id=\"T_609fe_row29_col3\" class=\"data row29 col3\" >***</td>\n",
-       "                        <td id=\"T_609fe_row29_col4\" class=\"data row29 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row29_col5\" class=\"data row29 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row30\" class=\"row_heading level0 row30\" >coef_number_of_work_tours_undertaken_by_the_person</th>\n",
-       "                        <td id=\"T_609fe_row30_col0\" class=\"data row30 col0\" >-0.175</td>\n",
-       "                        <td id=\"T_609fe_row30_col1\" class=\"data row30 col1\" > 0.201</td>\n",
-       "                        <td id=\"T_609fe_row30_col2\" class=\"data row30 col2\" >-0.87</td>\n",
-       "                        <td id=\"T_609fe_row30_col3\" class=\"data row30 col3\" ></td>\n",
-       "                        <td id=\"T_609fe_row30_col4\" class=\"data row30 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row30_col5\" class=\"data row30 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row31\" class=\"row_heading level0 row31\" >coef_presence_of_kids_between_0_and_4_including_years_old</th>\n",
-       "                        <td id=\"T_609fe_row31_col0\" class=\"data row31 col0\" > 0.557</td>\n",
-       "                        <td id=\"T_609fe_row31_col1\" class=\"data row31 col1\" > 0.200</td>\n",
-       "                        <td id=\"T_609fe_row31_col2\" class=\"data row31 col2\" > 2.78</td>\n",
-       "                        <td id=\"T_609fe_row31_col3\" class=\"data row31 col3\" >**</td>\n",
-       "                        <td id=\"T_609fe_row31_col4\" class=\"data row31 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row31_col5\" class=\"data row31 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row32\" class=\"row_heading level0 row32\" >coef_presence_of_kids_between_5_and_15_including_years_old</th>\n",
-       "                        <td id=\"T_609fe_row32_col0\" class=\"data row32 col0\" > 0.118</td>\n",
-       "                        <td id=\"T_609fe_row32_col1\" class=\"data row32 col1\" > 0.306</td>\n",
-       "                        <td id=\"T_609fe_row32_col2\" class=\"data row32 col2\" > 0.38</td>\n",
-       "                        <td id=\"T_609fe_row32_col3\" class=\"data row32 col3\" ></td>\n",
-       "                        <td id=\"T_609fe_row32_col4\" class=\"data row32 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row32_col5\" class=\"data row32 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row33\" class=\"row_heading level0 row33\" >-2.672</th>\n",
-       "                        <td id=\"T_609fe_row33_col0\" class=\"data row33 col0\" >-2.67</td>\n",
-       "                        <td id=\"T_609fe_row33_col1\" class=\"data row33 col1\" > 0.00</td>\n",
-       "                        <td id=\"T_609fe_row33_col2\" class=\"data row33 col2\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row33_col3\" class=\"data row33 col3\" ></td>\n",
-       "                        <td id=\"T_609fe_row33_col4\" class=\"data row33 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row33_col5\" class=\"data row33 col5\" >-2.67</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row34\" class=\"row_heading level0 row34\" >coef_alternative_specific_constant_for_outbound_stops_1out_0in_school</th>\n",
-       "                        <td id=\"T_609fe_row34_col0\" class=\"data row34 col0\" >-1.77</td>\n",
-       "                        <td id=\"T_609fe_row34_col1\" class=\"data row34 col1\" > 0.250</td>\n",
-       "                        <td id=\"T_609fe_row34_col2\" class=\"data row34 col2\" >-7.07</td>\n",
-       "                        <td id=\"T_609fe_row34_col3\" class=\"data row34 col3\" >***</td>\n",
-       "                        <td id=\"T_609fe_row34_col4\" class=\"data row34 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row34_col5\" class=\"data row34 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row35\" class=\"row_heading level0 row35\" >coef_alternative_specific_constant_for_outbound_stops_2out_0in_school</th>\n",
-       "                        <td id=\"T_609fe_row35_col0\" class=\"data row35 col0\" >-4.31</td>\n",
-       "                        <td id=\"T_609fe_row35_col1\" class=\"data row35 col1\" > 0.594</td>\n",
-       "                        <td id=\"T_609fe_row35_col2\" class=\"data row35 col2\" >-7.26</td>\n",
-       "                        <td id=\"T_609fe_row35_col3\" class=\"data row35 col3\" >***</td>\n",
-       "                        <td id=\"T_609fe_row35_col4\" class=\"data row35 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row35_col5\" class=\"data row35 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row36\" class=\"row_heading level0 row36\" >coef_alternative_specific_constant_for_outbound_stops_3out_0in_school</th>\n",
-       "                        <td id=\"T_609fe_row36_col0\" class=\"data row36 col0\" >-6.21</td>\n",
-       "                        <td id=\"T_609fe_row36_col1\" class=\"data row36 col1\" > 1.12</td>\n",
-       "                        <td id=\"T_609fe_row36_col2\" class=\"data row36 col2\" >-5.53</td>\n",
-       "                        <td id=\"T_609fe_row36_col3\" class=\"data row36 col3\" >***</td>\n",
-       "                        <td id=\"T_609fe_row36_col4\" class=\"data row36 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row36_col5\" class=\"data row36 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row37\" class=\"row_heading level0 row37\" >coef_alternative_specific_constant_for_return_stops_0out_1in_school</th>\n",
-       "                        <td id=\"T_609fe_row37_col0\" class=\"data row37 col0\" >-1.23</td>\n",
-       "                        <td id=\"T_609fe_row37_col1\" class=\"data row37 col1\" > 0.243</td>\n",
-       "                        <td id=\"T_609fe_row37_col2\" class=\"data row37 col2\" >-5.05</td>\n",
-       "                        <td id=\"T_609fe_row37_col3\" class=\"data row37 col3\" >***</td>\n",
-       "                        <td id=\"T_609fe_row37_col4\" class=\"data row37 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row37_col5\" class=\"data row37 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row38\" class=\"row_heading level0 row38\" >coef_alternative_specific_constant_for_return_stops_0out_3in_school</th>\n",
-       "                        <td id=\"T_609fe_row38_col0\" class=\"data row38 col0\" >-3.19</td>\n",
-       "                        <td id=\"T_609fe_row38_col1\" class=\"data row38 col1\" > 0.436</td>\n",
-       "                        <td id=\"T_609fe_row38_col2\" class=\"data row38 col2\" >-7.30</td>\n",
-       "                        <td id=\"T_609fe_row38_col3\" class=\"data row38 col3\" >***</td>\n",
-       "                        <td id=\"T_609fe_row38_col4\" class=\"data row38 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row38_col5\" class=\"data row38 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row39\" class=\"row_heading level0 row39\" >coef_alternative_specific_constant_for_the_total_number_of_stops_1out_3in</th>\n",
-       "                        <td id=\"T_609fe_row39_col0\" class=\"data row39 col0\" > 1.57</td>\n",
-       "                        <td id=\"T_609fe_row39_col1\" class=\"data row39 col1\" > 0.577</td>\n",
-       "                        <td id=\"T_609fe_row39_col2\" class=\"data row39 col2\" > 2.72</td>\n",
-       "                        <td id=\"T_609fe_row39_col3\" class=\"data row39 col3\" >**</td>\n",
-       "                        <td id=\"T_609fe_row39_col4\" class=\"data row39 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row39_col5\" class=\"data row39 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row40\" class=\"row_heading level0 row40\" >coef_alternative_specific_constant_for_the_total_number_of_stops_2out_3in_school</th>\n",
-       "                        <td id=\"T_609fe_row40_col0\" class=\"data row40 col0\" > 2.18</td>\n",
-       "                        <td id=\"T_609fe_row40_col1\" class=\"data row40 col1\" > 1.22</td>\n",
-       "                        <td id=\"T_609fe_row40_col2\" class=\"data row40 col2\" > 1.78</td>\n",
-       "                        <td id=\"T_609fe_row40_col3\" class=\"data row40 col3\" ></td>\n",
-       "                        <td id=\"T_609fe_row40_col4\" class=\"data row40 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row40_col5\" class=\"data row40 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row41\" class=\"row_heading level0 row41\" >coef_arrival_later_than_17_00_</th>\n",
-       "                        <td id=\"T_609fe_row41_col0\" class=\"data row41 col0\" > 1.37</td>\n",
-       "                        <td id=\"T_609fe_row41_col1\" class=\"data row41 col1\" > 0.387</td>\n",
-       "                        <td id=\"T_609fe_row41_col2\" class=\"data row41 col2\" > 3.55</td>\n",
-       "                        <td id=\"T_609fe_row41_col3\" class=\"data row41 col3\" >***</td>\n",
-       "                        <td id=\"T_609fe_row41_col4\" class=\"data row41 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row41_col5\" class=\"data row41 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row42\" class=\"row_heading level0 row42\" >coef_dummy_for_distance_in_miles_school</th>\n",
-       "                        <td id=\"T_609fe_row42_col0\" class=\"data row42 col0\" > 0.0920</td>\n",
-       "                        <td id=\"T_609fe_row42_col1\" class=\"data row42 col1\" > 0.0697</td>\n",
-       "                        <td id=\"T_609fe_row42_col2\" class=\"data row42 col2\" > 1.32</td>\n",
-       "                        <td id=\"T_609fe_row42_col3\" class=\"data row42 col3\" ></td>\n",
-       "                        <td id=\"T_609fe_row42_col4\" class=\"data row42 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row42_col5\" class=\"data row42 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row43\" class=\"row_heading level0 row43\" >coef_dummy_for_female_school</th>\n",
-       "                        <td id=\"T_609fe_row43_col0\" class=\"data row43 col0\" > 0.688</td>\n",
-       "                        <td id=\"T_609fe_row43_col1\" class=\"data row43 col1\" > 0.282</td>\n",
-       "                        <td id=\"T_609fe_row43_col2\" class=\"data row43 col2\" > 2.44</td>\n",
-       "                        <td id=\"T_609fe_row43_col3\" class=\"data row43 col3\" >*</td>\n",
-       "                        <td id=\"T_609fe_row43_col4\" class=\"data row43 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row43_col5\" class=\"data row43 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row44\" class=\"row_heading level0 row44\" >coef_dummy_for_the_duration_of_the_tour_being_equal_or_greater_than_or_equal_to_9_hours_</th>\n",
-       "                        <td id=\"T_609fe_row44_col0\" class=\"data row44 col0\" > 1.90</td>\n",
-       "                        <td id=\"T_609fe_row44_col1\" class=\"data row44 col1\" > 0.388</td>\n",
-       "                        <td id=\"T_609fe_row44_col2\" class=\"data row44 col2\" > 4.91</td>\n",
-       "                        <td id=\"T_609fe_row44_col3\" class=\"data row44 col3\" >***</td>\n",
-       "                        <td id=\"T_609fe_row44_col4\" class=\"data row44 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row44_col5\" class=\"data row44 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row45\" class=\"row_heading level0 row45\" >coef_dummy_for_walking_to_all_stops_school</th>\n",
-       "                        <td id=\"T_609fe_row45_col0\" class=\"data row45 col0\" >-1.53</td>\n",
-       "                        <td id=\"T_609fe_row45_col1\" class=\"data row45 col1\" > 0.539</td>\n",
-       "                        <td id=\"T_609fe_row45_col2\" class=\"data row45 col2\" >-2.83</td>\n",
-       "                        <td id=\"T_609fe_row45_col3\" class=\"data row45 col3\" >**</td>\n",
-       "                        <td id=\"T_609fe_row45_col4\" class=\"data row45 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row45_col5\" class=\"data row45 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row46\" class=\"row_heading level0 row46\" >coef_number_of_cars_number_of_workers_school</th>\n",
-       "                        <td id=\"T_609fe_row46_col0\" class=\"data row46 col0\" > 0.282</td>\n",
-       "                        <td id=\"T_609fe_row46_col1\" class=\"data row46 col1\" > 0.300</td>\n",
-       "                        <td id=\"T_609fe_row46_col2\" class=\"data row46 col2\" > 0.94</td>\n",
-       "                        <td id=\"T_609fe_row46_col3\" class=\"data row46 col3\" ></td>\n",
-       "                        <td id=\"T_609fe_row46_col4\" class=\"data row46 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row46_col5\" class=\"data row46 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row47\" class=\"row_heading level0 row47\" >coef_number_of_escort_tours_tours_undertaken_by_the_person_school</th>\n",
-       "                        <td id=\"T_609fe_row47_col0\" class=\"data row47 col0\" > 2.32</td>\n",
-       "                        <td id=\"T_609fe_row47_col1\" class=\"data row47 col1\" > 0.591</td>\n",
-       "                        <td id=\"T_609fe_row47_col2\" class=\"data row47 col2\" > 3.93</td>\n",
-       "                        <td id=\"T_609fe_row47_col3\" class=\"data row47 col3\" >***</td>\n",
-       "                        <td id=\"T_609fe_row47_col4\" class=\"data row47 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row47_col5\" class=\"data row47 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row48\" class=\"row_heading level0 row48\" >coef_number_of_hh_persons_school</th>\n",
-       "                        <td id=\"T_609fe_row48_col0\" class=\"data row48 col0\" >-0.603</td>\n",
-       "                        <td id=\"T_609fe_row48_col1\" class=\"data row48 col1\" > 0.0890</td>\n",
-       "                        <td id=\"T_609fe_row48_col2\" class=\"data row48 col2\" >-6.78</td>\n",
-       "                        <td id=\"T_609fe_row48_col3\" class=\"data row48 col3\" >***</td>\n",
-       "                        <td id=\"T_609fe_row48_col4\" class=\"data row48 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row48_col5\" class=\"data row48 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row49\" class=\"row_heading level0 row49\" >coef_presence_of_kids_between_5_and_15_including_years_old_school</th>\n",
-       "                        <td id=\"T_609fe_row49_col0\" class=\"data row49 col0\" > 0.0211</td>\n",
-       "                        <td id=\"T_609fe_row49_col1\" class=\"data row49 col1\" > 0.346</td>\n",
-       "                        <td id=\"T_609fe_row49_col2\" class=\"data row49 col2\" > 0.06</td>\n",
-       "                        <td id=\"T_609fe_row49_col3\" class=\"data row49 col3\" ></td>\n",
-       "                        <td id=\"T_609fe_row49_col4\" class=\"data row49 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row49_col5\" class=\"data row49 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row50\" class=\"row_heading level0 row50\" >coef_alternative_specific_constant_for_outbound_stops_1out_0in_univ</th>\n",
-       "                        <td id=\"T_609fe_row50_col0\" class=\"data row50 col0\" >-2.21</td>\n",
-       "                        <td id=\"T_609fe_row50_col1\" class=\"data row50 col1\" > 0.395</td>\n",
-       "                        <td id=\"T_609fe_row50_col2\" class=\"data row50 col2\" >-5.59</td>\n",
-       "                        <td id=\"T_609fe_row50_col3\" class=\"data row50 col3\" >***</td>\n",
-       "                        <td id=\"T_609fe_row50_col4\" class=\"data row50 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row50_col5\" class=\"data row50 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row51\" class=\"row_heading level0 row51\" >coef_alternative_specific_constant_for_outbound_stops_2out_0in_univ</th>\n",
-       "                        <td id=\"T_609fe_row51_col0\" class=\"data row51 col0\" >-4.04</td>\n",
-       "                        <td id=\"T_609fe_row51_col1\" class=\"data row51 col1\" > 0.629</td>\n",
-       "                        <td id=\"T_609fe_row51_col2\" class=\"data row51 col2\" >-6.42</td>\n",
-       "                        <td id=\"T_609fe_row51_col3\" class=\"data row51 col3\" >***</td>\n",
-       "                        <td id=\"T_609fe_row51_col4\" class=\"data row51 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row51_col5\" class=\"data row51 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row52\" class=\"row_heading level0 row52\" >coef_alternative_specific_constant_for_outbound_stops_3out_0in_univ</th>\n",
-       "                        <td id=\"T_609fe_row52_col0\" class=\"data row52 col0\" >-4.64</td>\n",
-       "                        <td id=\"T_609fe_row52_col1\" class=\"data row52 col1\" > 0.752</td>\n",
-       "                        <td id=\"T_609fe_row52_col2\" class=\"data row52 col2\" >-6.17</td>\n",
-       "                        <td id=\"T_609fe_row52_col3\" class=\"data row52 col3\" >***</td>\n",
-       "                        <td id=\"T_609fe_row52_col4\" class=\"data row52 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row52_col5\" class=\"data row52 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row53\" class=\"row_heading level0 row53\" >coef_alternative_specific_constant_for_return_stops_0out_1in_univ</th>\n",
-       "                        <td id=\"T_609fe_row53_col0\" class=\"data row53 col0\" >-1.57</td>\n",
-       "                        <td id=\"T_609fe_row53_col1\" class=\"data row53 col1\" > 0.395</td>\n",
-       "                        <td id=\"T_609fe_row53_col2\" class=\"data row53 col2\" >-3.98</td>\n",
-       "                        <td id=\"T_609fe_row53_col3\" class=\"data row53 col3\" >***</td>\n",
-       "                        <td id=\"T_609fe_row53_col4\" class=\"data row53 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row53_col5\" class=\"data row53 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row54\" class=\"row_heading level0 row54\" >coef_alternative_specific_constant_for_return_stops_0out_2in_univ</th>\n",
-       "                        <td id=\"T_609fe_row54_col0\" class=\"data row54 col0\" >-3.43</td>\n",
-       "                        <td id=\"T_609fe_row54_col1\" class=\"data row54 col1\" > 0.560</td>\n",
-       "                        <td id=\"T_609fe_row54_col2\" class=\"data row54 col2\" >-6.13</td>\n",
-       "                        <td id=\"T_609fe_row54_col3\" class=\"data row54 col3\" >***</td>\n",
-       "                        <td id=\"T_609fe_row54_col4\" class=\"data row54 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row54_col5\" class=\"data row54 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row55\" class=\"row_heading level0 row55\" >coef_alternative_specific_constant_for_return_stops_0out_3in_univ</th>\n",
-       "                        <td id=\"T_609fe_row55_col0\" class=\"data row55 col0\" >-3.86</td>\n",
-       "                        <td id=\"T_609fe_row55_col1\" class=\"data row55 col1\" > 0.649</td>\n",
-       "                        <td id=\"T_609fe_row55_col2\" class=\"data row55 col2\" >-5.95</td>\n",
-       "                        <td id=\"T_609fe_row55_col3\" class=\"data row55 col3\" >***</td>\n",
-       "                        <td id=\"T_609fe_row55_col4\" class=\"data row55 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row55_col5\" class=\"data row55 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row56\" class=\"row_heading level0 row56\" >coef_alternative_specific_constant_for_the_total_number_of_stops_1out_3in_univ</th>\n",
-       "                        <td id=\"T_609fe_row56_col0\" class=\"data row56 col0\" > 2.02</td>\n",
-       "                        <td id=\"T_609fe_row56_col1\" class=\"data row56 col1\" > 0.718</td>\n",
-       "                        <td id=\"T_609fe_row56_col2\" class=\"data row56 col2\" > 2.81</td>\n",
-       "                        <td id=\"T_609fe_row56_col3\" class=\"data row56 col3\" >**</td>\n",
-       "                        <td id=\"T_609fe_row56_col4\" class=\"data row56 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row56_col5\" class=\"data row56 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row57\" class=\"row_heading level0 row57\" >coef_alternative_specific_constant_for_the_total_number_of_stops_2out_3in_univ</th>\n",
-       "                        <td id=\"T_609fe_row57_col0\" class=\"data row57 col0\" > 2.12</td>\n",
-       "                        <td id=\"T_609fe_row57_col1\" class=\"data row57 col1\" > 1.26</td>\n",
-       "                        <td id=\"T_609fe_row57_col2\" class=\"data row57 col2\" > 1.68</td>\n",
-       "                        <td id=\"T_609fe_row57_col3\" class=\"data row57 col3\" ></td>\n",
-       "                        <td id=\"T_609fe_row57_col4\" class=\"data row57 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row57_col5\" class=\"data row57 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row58\" class=\"row_heading level0 row58\" >coef_arrival_later_than_17_00__univ</th>\n",
-       "                        <td id=\"T_609fe_row58_col0\" class=\"data row58 col0\" > 0.398</td>\n",
-       "                        <td id=\"T_609fe_row58_col1\" class=\"data row58 col1\" > 0.350</td>\n",
-       "                        <td id=\"T_609fe_row58_col2\" class=\"data row58 col2\" > 1.14</td>\n",
-       "                        <td id=\"T_609fe_row58_col3\" class=\"data row58 col3\" ></td>\n",
-       "                        <td id=\"T_609fe_row58_col4\" class=\"data row58 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row58_col5\" class=\"data row58 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row59\" class=\"row_heading level0 row59\" >coef_dummy_for_female_univ</th>\n",
-       "                        <td id=\"T_609fe_row59_col0\" class=\"data row59 col0\" > 0.527</td>\n",
-       "                        <td id=\"T_609fe_row59_col1\" class=\"data row59 col1\" > 0.361</td>\n",
-       "                        <td id=\"T_609fe_row59_col2\" class=\"data row59 col2\" > 1.46</td>\n",
-       "                        <td id=\"T_609fe_row59_col3\" class=\"data row59 col3\" ></td>\n",
-       "                        <td id=\"T_609fe_row59_col4\" class=\"data row59 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row59_col5\" class=\"data row59 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row60\" class=\"row_heading level0 row60\" >coef_dummy_for_the_duration_of_the_tour_being_equal_or_greater_than_or_equal_to_9_hours__univ</th>\n",
-       "                        <td id=\"T_609fe_row60_col0\" class=\"data row60 col0\" > 1.09</td>\n",
-       "                        <td id=\"T_609fe_row60_col1\" class=\"data row60 col1\" > 0.968</td>\n",
-       "                        <td id=\"T_609fe_row60_col2\" class=\"data row60 col2\" > 1.12</td>\n",
-       "                        <td id=\"T_609fe_row60_col3\" class=\"data row60 col3\" ></td>\n",
-       "                        <td id=\"T_609fe_row60_col4\" class=\"data row60 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row60_col5\" class=\"data row60 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row61\" class=\"row_heading level0 row61\" >coef_hh_accesibility_for_inbound_tours_interaction</th>\n",
-       "                        <td id=\"T_609fe_row61_col0\" class=\"data row61 col0\" > 0.244</td>\n",
-       "                        <td id=\"T_609fe_row61_col1\" class=\"data row61 col1\" > 0.0583</td>\n",
-       "                        <td id=\"T_609fe_row61_col2\" class=\"data row61 col2\" > 4.18</td>\n",
-       "                        <td id=\"T_609fe_row61_col3\" class=\"data row61 col3\" >***</td>\n",
-       "                        <td id=\"T_609fe_row61_col4\" class=\"data row61 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row61_col5\" class=\"data row61 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row62\" class=\"row_heading level0 row62\" >coef_number_of_escort_tours_tours_undertaken_by_the_person_univ</th>\n",
-       "                        <td id=\"T_609fe_row62_col0\" class=\"data row62 col0\" > 1.86</td>\n",
-       "                        <td id=\"T_609fe_row62_col1\" class=\"data row62 col1\" > 1.35</td>\n",
-       "                        <td id=\"T_609fe_row62_col2\" class=\"data row62 col2\" > 1.37</td>\n",
-       "                        <td id=\"T_609fe_row62_col3\" class=\"data row62 col3\" ></td>\n",
-       "                        <td id=\"T_609fe_row62_col4\" class=\"data row62 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row62_col5\" class=\"data row62 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row63\" class=\"row_heading level0 row63\" >coef_number_of_hh_persons_univ</th>\n",
-       "                        <td id=\"T_609fe_row63_col0\" class=\"data row63 col0\" >-0.326</td>\n",
-       "                        <td id=\"T_609fe_row63_col1\" class=\"data row63 col1\" > 0.139</td>\n",
-       "                        <td id=\"T_609fe_row63_col2\" class=\"data row63 col2\" >-2.35</td>\n",
-       "                        <td id=\"T_609fe_row63_col3\" class=\"data row63 col3\" >*</td>\n",
-       "                        <td id=\"T_609fe_row63_col4\" class=\"data row63 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row63_col5\" class=\"data row63 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row64\" class=\"row_heading level0 row64\" >coef_number_of_vehicles</th>\n",
-       "                        <td id=\"T_609fe_row64_col0\" class=\"data row64 col0\" > 0.266</td>\n",
-       "                        <td id=\"T_609fe_row64_col1\" class=\"data row64 col1\" > 0.201</td>\n",
-       "                        <td id=\"T_609fe_row64_col2\" class=\"data row64 col2\" > 1.32</td>\n",
-       "                        <td id=\"T_609fe_row64_col3\" class=\"data row64 col3\" ></td>\n",
-       "                        <td id=\"T_609fe_row64_col4\" class=\"data row64 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row64_col5\" class=\"data row64 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row65\" class=\"row_heading level0 row65\" >coef_presence_of_kids_between_5_and_15_including_years_old_univ</th>\n",
-       "                        <td id=\"T_609fe_row65_col0\" class=\"data row65 col0\" >-0.0615</td>\n",
-       "                        <td id=\"T_609fe_row65_col1\" class=\"data row65 col1\" > 0.651</td>\n",
-       "                        <td id=\"T_609fe_row65_col2\" class=\"data row65 col2\" >-0.09</td>\n",
-       "                        <td id=\"T_609fe_row65_col3\" class=\"data row65 col3\" ></td>\n",
-       "                        <td id=\"T_609fe_row65_col4\" class=\"data row65 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row65_col5\" class=\"data row65 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row66\" class=\"row_heading level0 row66\" >-1.783</th>\n",
-       "                        <td id=\"T_609fe_row66_col0\" class=\"data row66 col0\" >-1.78</td>\n",
-       "                        <td id=\"T_609fe_row66_col1\" class=\"data row66 col1\" > 0.00</td>\n",
-       "                        <td id=\"T_609fe_row66_col2\" class=\"data row66 col2\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row66_col3\" class=\"data row66 col3\" ></td>\n",
-       "                        <td id=\"T_609fe_row66_col4\" class=\"data row66 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row66_col5\" class=\"data row66 col5\" >-1.78</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row67\" class=\"row_heading level0 row67\" >-2.874</th>\n",
-       "                        <td id=\"T_609fe_row67_col0\" class=\"data row67 col0\" >-2.87</td>\n",
-       "                        <td id=\"T_609fe_row67_col1\" class=\"data row67 col1\" > 0.00</td>\n",
-       "                        <td id=\"T_609fe_row67_col2\" class=\"data row67 col2\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row67_col3\" class=\"data row67 col3\" ></td>\n",
-       "                        <td id=\"T_609fe_row67_col4\" class=\"data row67 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row67_col5\" class=\"data row67 col5\" >-2.87</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row68\" class=\"row_heading level0 row68\" >-3.379</th>\n",
-       "                        <td id=\"T_609fe_row68_col0\" class=\"data row68 col0\" >-3.38</td>\n",
-       "                        <td id=\"T_609fe_row68_col1\" class=\"data row68 col1\" > 0.00</td>\n",
-       "                        <td id=\"T_609fe_row68_col2\" class=\"data row68 col2\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row68_col3\" class=\"data row68 col3\" ></td>\n",
-       "                        <td id=\"T_609fe_row68_col4\" class=\"data row68 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row68_col5\" class=\"data row68 col5\" >-3.38</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row69\" class=\"row_heading level0 row69\" >1.497</th>\n",
-       "                        <td id=\"T_609fe_row69_col0\" class=\"data row69 col0\" > 1.50</td>\n",
-       "                        <td id=\"T_609fe_row69_col1\" class=\"data row69 col1\" > 0.00</td>\n",
-       "                        <td id=\"T_609fe_row69_col2\" class=\"data row69 col2\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row69_col3\" class=\"data row69 col3\" ></td>\n",
-       "                        <td id=\"T_609fe_row69_col4\" class=\"data row69 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row69_col5\" class=\"data row69 col5\" > 1.50</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row70\" class=\"row_heading level0 row70\" >coef_alternative_specific_constant_for_outbound_stops_1out_0in_social</th>\n",
-       "                        <td id=\"T_609fe_row70_col0\" class=\"data row70 col0\" >-1.29</td>\n",
-       "                        <td id=\"T_609fe_row70_col1\" class=\"data row70 col1\" > 0.598</td>\n",
-       "                        <td id=\"T_609fe_row70_col2\" class=\"data row70 col2\" >-2.16</td>\n",
-       "                        <td id=\"T_609fe_row70_col3\" class=\"data row70 col3\" >*</td>\n",
-       "                        <td id=\"T_609fe_row70_col4\" class=\"data row70 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row70_col5\" class=\"data row70 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row71\" class=\"row_heading level0 row71\" >coef_alternative_specific_constant_for_outbound_stops_3out_0in_social</th>\n",
-       "                        <td id=\"T_609fe_row71_col0\" class=\"data row71 col0\" >-42.6</td>\n",
-       "                        <td id=\"T_609fe_row71_col1\" class=\"data row71 col1\" > 8.43e-07</td>\n",
-       "                        <td id=\"T_609fe_row71_col2\" class=\"data row71 col2\" >-BIG</td>\n",
-       "                        <td id=\"T_609fe_row71_col3\" class=\"data row71 col3\" >***</td>\n",
-       "                        <td id=\"T_609fe_row71_col4\" class=\"data row71 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row71_col5\" class=\"data row71 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row72\" class=\"row_heading level0 row72\" >coef_alternative_specific_constant_for_outbound_stops_on_joint_tours_2out_0in</th>\n",
-       "                        <td id=\"T_609fe_row72_col0\" class=\"data row72 col0\" >-4.16</td>\n",
-       "                        <td id=\"T_609fe_row72_col1\" class=\"data row72 col1\" > 1.09</td>\n",
-       "                        <td id=\"T_609fe_row72_col2\" class=\"data row72 col2\" >-3.82</td>\n",
-       "                        <td id=\"T_609fe_row72_col3\" class=\"data row72 col3\" >***</td>\n",
-       "                        <td id=\"T_609fe_row72_col4\" class=\"data row72 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row72_col5\" class=\"data row72 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row73\" class=\"row_heading level0 row73\" >coef_alternative_specific_constant_for_outbound_stops_on_joint_tours_3out_0in</th>\n",
-       "                        <td id=\"T_609fe_row73_col0\" class=\"data row73 col0\" >-28.9</td>\n",
-       "                        <td id=\"T_609fe_row73_col1\" class=\"data row73 col1\" > 4.10e-07</td>\n",
-       "                        <td id=\"T_609fe_row73_col2\" class=\"data row73 col2\" >-BIG</td>\n",
-       "                        <td id=\"T_609fe_row73_col3\" class=\"data row73 col3\" >***</td>\n",
-       "                        <td id=\"T_609fe_row73_col4\" class=\"data row73 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row73_col5\" class=\"data row73 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row74\" class=\"row_heading level0 row74\" >coef_alternative_specific_constant_for_return_stops_0out_1in_social</th>\n",
-       "                        <td id=\"T_609fe_row74_col0\" class=\"data row74 col0\" > 0.474</td>\n",
-       "                        <td id=\"T_609fe_row74_col1\" class=\"data row74 col1\" > 1.29</td>\n",
-       "                        <td id=\"T_609fe_row74_col2\" class=\"data row74 col2\" > 0.37</td>\n",
-       "                        <td id=\"T_609fe_row74_col3\" class=\"data row74 col3\" ></td>\n",
-       "                        <td id=\"T_609fe_row74_col4\" class=\"data row74 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row74_col5\" class=\"data row74 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row75\" class=\"row_heading level0 row75\" >coef_alternative_specific_constant_for_return_stops_0out_2in_social</th>\n",
-       "                        <td id=\"T_609fe_row75_col0\" class=\"data row75 col0\" >-2.40</td>\n",
-       "                        <td id=\"T_609fe_row75_col1\" class=\"data row75 col1\" > 1.50</td>\n",
-       "                        <td id=\"T_609fe_row75_col2\" class=\"data row75 col2\" >-1.61</td>\n",
-       "                        <td id=\"T_609fe_row75_col3\" class=\"data row75 col3\" ></td>\n",
-       "                        <td id=\"T_609fe_row75_col4\" class=\"data row75 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row75_col5\" class=\"data row75 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row76\" class=\"row_heading level0 row76\" >coef_alternative_specific_constant_for_return_stops_0out_3in_social</th>\n",
-       "                        <td id=\"T_609fe_row76_col0\" class=\"data row76 col0\" >-3.11</td>\n",
-       "                        <td id=\"T_609fe_row76_col1\" class=\"data row76 col1\" > 1.65</td>\n",
-       "                        <td id=\"T_609fe_row76_col2\" class=\"data row76 col2\" >-1.88</td>\n",
-       "                        <td id=\"T_609fe_row76_col3\" class=\"data row76 col3\" ></td>\n",
-       "                        <td id=\"T_609fe_row76_col4\" class=\"data row76 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row76_col5\" class=\"data row76 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row77\" class=\"row_heading level0 row77\" >coef_alternative_specific_constant_for_return_stops_on_joint_tours_0out_1in</th>\n",
-       "                        <td id=\"T_609fe_row77_col0\" class=\"data row77 col0\" >-1.49</td>\n",
-       "                        <td id=\"T_609fe_row77_col1\" class=\"data row77 col1\" > 0.366</td>\n",
-       "                        <td id=\"T_609fe_row77_col2\" class=\"data row77 col2\" >-4.07</td>\n",
-       "                        <td id=\"T_609fe_row77_col3\" class=\"data row77 col3\" >***</td>\n",
-       "                        <td id=\"T_609fe_row77_col4\" class=\"data row77 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row77_col5\" class=\"data row77 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row78\" class=\"row_heading level0 row78\" >coef_alternative_specific_constant_for_return_stops_on_joint_tours_0out_2in</th>\n",
-       "                        <td id=\"T_609fe_row78_col0\" class=\"data row78 col0\" >-3.53</td>\n",
-       "                        <td id=\"T_609fe_row78_col1\" class=\"data row78 col1\" > 0.880</td>\n",
-       "                        <td id=\"T_609fe_row78_col2\" class=\"data row78 col2\" >-4.01</td>\n",
-       "                        <td id=\"T_609fe_row78_col3\" class=\"data row78 col3\" >***</td>\n",
-       "                        <td id=\"T_609fe_row78_col4\" class=\"data row78 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row78_col5\" class=\"data row78 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row79\" class=\"row_heading level0 row79\" >coef_alternative_specific_constant_for_the_total_number_of_stops_1out_3in_social</th>\n",
-       "                        <td id=\"T_609fe_row79_col0\" class=\"data row79 col0\" > 2.61</td>\n",
-       "                        <td id=\"T_609fe_row79_col1\" class=\"data row79 col1\" > 1.22</td>\n",
-       "                        <td id=\"T_609fe_row79_col2\" class=\"data row79 col2\" > 2.14</td>\n",
-       "                        <td id=\"T_609fe_row79_col3\" class=\"data row79 col3\" >*</td>\n",
-       "                        <td id=\"T_609fe_row79_col4\" class=\"data row79 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row79_col5\" class=\"data row79 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row80\" class=\"row_heading level0 row80\" >coef_alternative_specific_constant_for_the_total_number_of_stops_2out_3in_social</th>\n",
-       "                        <td id=\"T_609fe_row80_col0\" class=\"data row80 col0\" >-9.81</td>\n",
-       "                        <td id=\"T_609fe_row80_col1\" class=\"data row80 col1\" > 921.</td>\n",
-       "                        <td id=\"T_609fe_row80_col2\" class=\"data row80 col2\" >-0.01</td>\n",
-       "                        <td id=\"T_609fe_row80_col3\" class=\"data row80 col3\" ></td>\n",
-       "                        <td id=\"T_609fe_row80_col4\" class=\"data row80 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row80_col5\" class=\"data row80 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row81\" class=\"row_heading level0 row81\" >coef_alternative_specific_constant_for_the_total_number_of_stops_on_joint_tours_0out_2in</th>\n",
-       "                        <td id=\"T_609fe_row81_col0\" class=\"data row81 col0\" >-0.168</td>\n",
-       "                        <td id=\"T_609fe_row81_col1\" class=\"data row81 col1\" > 0.519</td>\n",
-       "                        <td id=\"T_609fe_row81_col2\" class=\"data row81 col2\" >-0.32</td>\n",
-       "                        <td id=\"T_609fe_row81_col3\" class=\"data row81 col3\" ></td>\n",
-       "                        <td id=\"T_609fe_row81_col4\" class=\"data row81 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row81_col5\" class=\"data row81 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row82\" class=\"row_heading level0 row82\" >coef_alternative_specific_constant_for_the_total_number_of_stops_on_joint_tours_1out_3in</th>\n",
-       "                        <td id=\"T_609fe_row82_col0\" class=\"data row82 col0\" >-26.1</td>\n",
-       "                        <td id=\"T_609fe_row82_col1\" class=\"data row82 col1\" > 1.12e-07</td>\n",
-       "                        <td id=\"T_609fe_row82_col2\" class=\"data row82 col2\" >-BIG</td>\n",
-       "                        <td id=\"T_609fe_row82_col3\" class=\"data row82 col3\" >***</td>\n",
-       "                        <td id=\"T_609fe_row82_col4\" class=\"data row82 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row82_col5\" class=\"data row82 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row83\" class=\"row_heading level0 row83\" >coef_arrival_later_than_17_00__social</th>\n",
-       "                        <td id=\"T_609fe_row83_col0\" class=\"data row83 col0\" >-0.470</td>\n",
-       "                        <td id=\"T_609fe_row83_col1\" class=\"data row83 col1\" > 0.240</td>\n",
-       "                        <td id=\"T_609fe_row83_col2\" class=\"data row83 col2\" >-1.96</td>\n",
-       "                        <td id=\"T_609fe_row83_col3\" class=\"data row83 col3\" ></td>\n",
-       "                        <td id=\"T_609fe_row83_col4\" class=\"data row83 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row83_col5\" class=\"data row83 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row84\" class=\"row_heading level0 row84\" >coef_at_least_one_kid_and_one_adult_participate_in_the_tour</th>\n",
-       "                        <td id=\"T_609fe_row84_col0\" class=\"data row84 col0\" > 2.12</td>\n",
-       "                        <td id=\"T_609fe_row84_col1\" class=\"data row84 col1\" > 1.01</td>\n",
-       "                        <td id=\"T_609fe_row84_col2\" class=\"data row84 col2\" > 2.09</td>\n",
-       "                        <td id=\"T_609fe_row84_col3\" class=\"data row84 col3\" >*</td>\n",
-       "                        <td id=\"T_609fe_row84_col4\" class=\"data row84 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row84_col5\" class=\"data row84 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row85\" class=\"row_heading level0 row85\" >coef_dummy_for_a_return_visiting_tour</th>\n",
-       "                        <td id=\"T_609fe_row85_col0\" class=\"data row85 col0\" >-1.75</td>\n",
-       "                        <td id=\"T_609fe_row85_col1\" class=\"data row85 col1\" > 1.28</td>\n",
-       "                        <td id=\"T_609fe_row85_col2\" class=\"data row85 col2\" >-1.36</td>\n",
-       "                        <td id=\"T_609fe_row85_col3\" class=\"data row85 col3\" ></td>\n",
-       "                        <td id=\"T_609fe_row85_col4\" class=\"data row85 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row85_col5\" class=\"data row85 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row86\" class=\"row_heading level0 row86\" >coef_dummy_for_a_visiting_tour_with_both_outbound_and_return_leg</th>\n",
-       "                        <td id=\"T_609fe_row86_col0\" class=\"data row86 col0\" > 0.344</td>\n",
-       "                        <td id=\"T_609fe_row86_col1\" class=\"data row86 col1\" > 0.644</td>\n",
-       "                        <td id=\"T_609fe_row86_col2\" class=\"data row86 col2\" > 0.53</td>\n",
-       "                        <td id=\"T_609fe_row86_col3\" class=\"data row86 col3\" ></td>\n",
-       "                        <td id=\"T_609fe_row86_col4\" class=\"data row86 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row86_col5\" class=\"data row86 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row87\" class=\"row_heading level0 row87\" >coef_dummy_for_an_outbound_visiting_tour</th>\n",
-       "                        <td id=\"T_609fe_row87_col0\" class=\"data row87 col0\" >-0.742</td>\n",
-       "                        <td id=\"T_609fe_row87_col1\" class=\"data row87 col1\" > 0.617</td>\n",
-       "                        <td id=\"T_609fe_row87_col2\" class=\"data row87 col2\" >-1.20</td>\n",
-       "                        <td id=\"T_609fe_row87_col3\" class=\"data row87 col3\" ></td>\n",
-       "                        <td id=\"T_609fe_row87_col4\" class=\"data row87 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row87_col5\" class=\"data row87 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row88\" class=\"row_heading level0 row88\" >coef_dummy_for_distance_in_miles_social</th>\n",
-       "                        <td id=\"T_609fe_row88_col0\" class=\"data row88 col0\" >-0.0788</td>\n",
-       "                        <td id=\"T_609fe_row88_col1\" class=\"data row88 col1\" > 0.0646</td>\n",
-       "                        <td id=\"T_609fe_row88_col2\" class=\"data row88 col2\" >-1.22</td>\n",
-       "                        <td id=\"T_609fe_row88_col3\" class=\"data row88 col3\" ></td>\n",
-       "                        <td id=\"T_609fe_row88_col4\" class=\"data row88 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row88_col5\" class=\"data row88 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row89\" class=\"row_heading level0 row89\" >coef_dummy_for_the_duration_of_the_tour_being_equal_or_greater_than_or_equal_to_3_hours_</th>\n",
-       "                        <td id=\"T_609fe_row89_col0\" class=\"data row89 col0\" > 1.14</td>\n",
-       "                        <td id=\"T_609fe_row89_col1\" class=\"data row89 col1\" > 0.248</td>\n",
-       "                        <td id=\"T_609fe_row89_col2\" class=\"data row89 col2\" > 4.60</td>\n",
-       "                        <td id=\"T_609fe_row89_col3\" class=\"data row89 col3\" >***</td>\n",
-       "                        <td id=\"T_609fe_row89_col4\" class=\"data row89 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row89_col5\" class=\"data row89 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row90\" class=\"row_heading level0 row90\" >coef_dummy_for_walking_to_all_stops_social</th>\n",
-       "                        <td id=\"T_609fe_row90_col0\" class=\"data row90 col0\" >-2.09</td>\n",
-       "                        <td id=\"T_609fe_row90_col1\" class=\"data row90 col1\" > 0.423</td>\n",
-       "                        <td id=\"T_609fe_row90_col2\" class=\"data row90 col2\" >-4.94</td>\n",
-       "                        <td id=\"T_609fe_row90_col3\" class=\"data row90 col3\" >***</td>\n",
-       "                        <td id=\"T_609fe_row90_col4\" class=\"data row90 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row90_col5\" class=\"data row90 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row91\" class=\"row_heading level0 row91\" >coef_number_of_persons_participating_in_the_tour_outgoing_stops_interaction</th>\n",
-       "                        <td id=\"T_609fe_row91_col0\" class=\"data row91 col0\" >-0.0275</td>\n",
-       "                        <td id=\"T_609fe_row91_col1\" class=\"data row91 col1\" > 0.310</td>\n",
-       "                        <td id=\"T_609fe_row91_col2\" class=\"data row91 col2\" >-0.09</td>\n",
-       "                        <td id=\"T_609fe_row91_col3\" class=\"data row91 col3\" ></td>\n",
-       "                        <td id=\"T_609fe_row91_col4\" class=\"data row91 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row91_col5\" class=\"data row91 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row92\" class=\"row_heading level0 row92\" >coef_number_of_shop_tours_undertaken_by_the_person</th>\n",
-       "                        <td id=\"T_609fe_row92_col0\" class=\"data row92 col0\" >-0.178</td>\n",
-       "                        <td id=\"T_609fe_row92_col1\" class=\"data row92 col1\" > 0.302</td>\n",
-       "                        <td id=\"T_609fe_row92_col2\" class=\"data row92 col2\" >-0.59</td>\n",
-       "                        <td id=\"T_609fe_row92_col3\" class=\"data row92 col3\" ></td>\n",
-       "                        <td id=\"T_609fe_row92_col4\" class=\"data row92 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row92_col5\" class=\"data row92 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row93\" class=\"row_heading level0 row93\" >coef_number_of_vehicles_social</th>\n",
-       "                        <td id=\"T_609fe_row93_col0\" class=\"data row93 col0\" >-0.154</td>\n",
-       "                        <td id=\"T_609fe_row93_col1\" class=\"data row93 col1\" > 0.132</td>\n",
-       "                        <td id=\"T_609fe_row93_col2\" class=\"data row93 col2\" >-1.17</td>\n",
-       "                        <td id=\"T_609fe_row93_col3\" class=\"data row93 col3\" ></td>\n",
-       "                        <td id=\"T_609fe_row93_col4\" class=\"data row93 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row93_col5\" class=\"data row93 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row94\" class=\"row_heading level0 row94\" >coef_number_of_work_tours_undertaken_by_the_person_social</th>\n",
-       "                        <td id=\"T_609fe_row94_col0\" class=\"data row94 col0\" >-0.0102</td>\n",
-       "                        <td id=\"T_609fe_row94_col1\" class=\"data row94 col1\" > 0.288</td>\n",
-       "                        <td id=\"T_609fe_row94_col2\" class=\"data row94 col2\" >-0.04</td>\n",
-       "                        <td id=\"T_609fe_row94_col3\" class=\"data row94 col3\" ></td>\n",
-       "                        <td id=\"T_609fe_row94_col4\" class=\"data row94 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row94_col5\" class=\"data row94 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row95\" class=\"row_heading level0 row95\" >-3.024</th>\n",
-       "                        <td id=\"T_609fe_row95_col0\" class=\"data row95 col0\" >-3.02</td>\n",
-       "                        <td id=\"T_609fe_row95_col1\" class=\"data row95 col1\" > 0.00</td>\n",
-       "                        <td id=\"T_609fe_row95_col2\" class=\"data row95 col2\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row95_col3\" class=\"data row95 col3\" ></td>\n",
-       "                        <td id=\"T_609fe_row95_col4\" class=\"data row95 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row95_col5\" class=\"data row95 col5\" >-3.02</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row96\" class=\"row_heading level0 row96\" >coef_alternative_specific_constant_for_outbound_stops_1out_0in_shopping</th>\n",
-       "                        <td id=\"T_609fe_row96_col0\" class=\"data row96 col0\" >-1.49</td>\n",
-       "                        <td id=\"T_609fe_row96_col1\" class=\"data row96 col1\" > 0.156</td>\n",
-       "                        <td id=\"T_609fe_row96_col2\" class=\"data row96 col2\" >-9.57</td>\n",
-       "                        <td id=\"T_609fe_row96_col3\" class=\"data row96 col3\" >***</td>\n",
-       "                        <td id=\"T_609fe_row96_col4\" class=\"data row96 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row96_col5\" class=\"data row96 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row97\" class=\"row_heading level0 row97\" >coef_alternative_specific_constant_for_outbound_stops_2out_0in_shopping</th>\n",
-       "                        <td id=\"T_609fe_row97_col0\" class=\"data row97 col0\" >-3.34</td>\n",
-       "                        <td id=\"T_609fe_row97_col1\" class=\"data row97 col1\" > 0.273</td>\n",
-       "                        <td id=\"T_609fe_row97_col2\" class=\"data row97 col2\" >-12.24</td>\n",
-       "                        <td id=\"T_609fe_row97_col3\" class=\"data row97 col3\" >***</td>\n",
-       "                        <td id=\"T_609fe_row97_col4\" class=\"data row97 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row97_col5\" class=\"data row97 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row98\" class=\"row_heading level0 row98\" >coef_alternative_specific_constant_for_outbound_stops_3out_0in_shopping</th>\n",
-       "                        <td id=\"T_609fe_row98_col0\" class=\"data row98 col0\" >-4.54</td>\n",
-       "                        <td id=\"T_609fe_row98_col1\" class=\"data row98 col1\" > 0.447</td>\n",
-       "                        <td id=\"T_609fe_row98_col2\" class=\"data row98 col2\" >-10.16</td>\n",
-       "                        <td id=\"T_609fe_row98_col3\" class=\"data row98 col3\" >***</td>\n",
-       "                        <td id=\"T_609fe_row98_col4\" class=\"data row98 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row98_col5\" class=\"data row98 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row99\" class=\"row_heading level0 row99\" >coef_alternative_specific_constant_for_return_stops_0out_1in_shopping</th>\n",
-       "                        <td id=\"T_609fe_row99_col0\" class=\"data row99 col0\" >-1.23</td>\n",
-       "                        <td id=\"T_609fe_row99_col1\" class=\"data row99 col1\" > 0.155</td>\n",
-       "                        <td id=\"T_609fe_row99_col2\" class=\"data row99 col2\" >-7.95</td>\n",
-       "                        <td id=\"T_609fe_row99_col3\" class=\"data row99 col3\" >***</td>\n",
-       "                        <td id=\"T_609fe_row99_col4\" class=\"data row99 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row99_col5\" class=\"data row99 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row100\" class=\"row_heading level0 row100\" >coef_alternative_specific_constant_for_return_stops_0out_2in_shopping</th>\n",
-       "                        <td id=\"T_609fe_row100_col0\" class=\"data row100 col0\" >-2.58</td>\n",
-       "                        <td id=\"T_609fe_row100_col1\" class=\"data row100 col1\" > 0.221</td>\n",
-       "                        <td id=\"T_609fe_row100_col2\" class=\"data row100 col2\" >-11.70</td>\n",
-       "                        <td id=\"T_609fe_row100_col3\" class=\"data row100 col3\" >***</td>\n",
-       "                        <td id=\"T_609fe_row100_col4\" class=\"data row100 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row100_col5\" class=\"data row100 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row101\" class=\"row_heading level0 row101\" >coef_alternative_specific_constant_for_the_total_number_of_stops_1out_3in_shopping</th>\n",
-       "                        <td id=\"T_609fe_row101_col0\" class=\"data row101 col0\" > 0.585</td>\n",
-       "                        <td id=\"T_609fe_row101_col1\" class=\"data row101 col1\" > 0.339</td>\n",
-       "                        <td id=\"T_609fe_row101_col2\" class=\"data row101 col2\" > 1.72</td>\n",
-       "                        <td id=\"T_609fe_row101_col3\" class=\"data row101 col3\" ></td>\n",
-       "                        <td id=\"T_609fe_row101_col4\" class=\"data row101 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row101_col5\" class=\"data row101 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row102\" class=\"row_heading level0 row102\" >coef_alternative_specific_constant_for_the_total_number_of_stops_2out_3in_shopping</th>\n",
-       "                        <td id=\"T_609fe_row102_col0\" class=\"data row102 col0\" >-0.0156</td>\n",
-       "                        <td id=\"T_609fe_row102_col1\" class=\"data row102 col1\" > 1.03</td>\n",
-       "                        <td id=\"T_609fe_row102_col2\" class=\"data row102 col2\" >-0.02</td>\n",
-       "                        <td id=\"T_609fe_row102_col3\" class=\"data row102 col3\" ></td>\n",
-       "                        <td id=\"T_609fe_row102_col4\" class=\"data row102 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row102_col5\" class=\"data row102 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row103\" class=\"row_heading level0 row103\" >coef_dummy_for_distance_in_miles_shopping</th>\n",
-       "                        <td id=\"T_609fe_row103_col0\" class=\"data row103 col0\" > 0.0214</td>\n",
-       "                        <td id=\"T_609fe_row103_col1\" class=\"data row103 col1\" > 0.0384</td>\n",
-       "                        <td id=\"T_609fe_row103_col2\" class=\"data row103 col2\" > 0.56</td>\n",
-       "                        <td id=\"T_609fe_row103_col3\" class=\"data row103 col3\" ></td>\n",
-       "                        <td id=\"T_609fe_row103_col4\" class=\"data row103 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row103_col5\" class=\"data row103 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row104\" class=\"row_heading level0 row104\" >coef_dummy_for_distance_less_than_5_miles</th>\n",
-       "                        <td id=\"T_609fe_row104_col0\" class=\"data row104 col0\" > 0.153</td>\n",
-       "                        <td id=\"T_609fe_row104_col1\" class=\"data row104 col1\" > 0.172</td>\n",
-       "                        <td id=\"T_609fe_row104_col2\" class=\"data row104 col2\" > 0.89</td>\n",
-       "                        <td id=\"T_609fe_row104_col3\" class=\"data row104 col3\" ></td>\n",
-       "                        <td id=\"T_609fe_row104_col4\" class=\"data row104 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row104_col5\" class=\"data row104 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row105\" class=\"row_heading level0 row105\" >coef_dummy_for_female_shopping</th>\n",
-       "                        <td id=\"T_609fe_row105_col0\" class=\"data row105 col0\" > 0.339</td>\n",
-       "                        <td id=\"T_609fe_row105_col1\" class=\"data row105 col1\" > 0.162</td>\n",
-       "                        <td id=\"T_609fe_row105_col2\" class=\"data row105 col2\" > 2.09</td>\n",
-       "                        <td id=\"T_609fe_row105_col3\" class=\"data row105 col3\" >*</td>\n",
-       "                        <td id=\"T_609fe_row105_col4\" class=\"data row105 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row105_col5\" class=\"data row105 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row106\" class=\"row_heading level0 row106\" >coef_dummy_for_only_adults_participate_in_the_tour</th>\n",
-       "                        <td id=\"T_609fe_row106_col0\" class=\"data row106 col0\" > 1.54</td>\n",
-       "                        <td id=\"T_609fe_row106_col1\" class=\"data row106 col1\" > 0.764</td>\n",
-       "                        <td id=\"T_609fe_row106_col2\" class=\"data row106 col2\" > 2.02</td>\n",
-       "                        <td id=\"T_609fe_row106_col3\" class=\"data row106 col3\" >*</td>\n",
-       "                        <td id=\"T_609fe_row106_col4\" class=\"data row106 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row106_col5\" class=\"data row106 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row107\" class=\"row_heading level0 row107\" >coef_dummy_for_the_duration_of_the_tour_being_equal_or_greater_than_or_equal_to_9_hours__shopping</th>\n",
-       "                        <td id=\"T_609fe_row107_col0\" class=\"data row107 col0\" > 3.10</td>\n",
-       "                        <td id=\"T_609fe_row107_col1\" class=\"data row107 col1\" > 0.813</td>\n",
-       "                        <td id=\"T_609fe_row107_col2\" class=\"data row107 col2\" > 3.82</td>\n",
-       "                        <td id=\"T_609fe_row107_col3\" class=\"data row107 col3\" >***</td>\n",
-       "                        <td id=\"T_609fe_row107_col4\" class=\"data row107 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row107_col5\" class=\"data row107 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row108\" class=\"row_heading level0 row108\" >coef_dummy_for_walking_to_all_stops_shopping</th>\n",
-       "                        <td id=\"T_609fe_row108_col0\" class=\"data row108 col0\" >-1.88</td>\n",
-       "                        <td id=\"T_609fe_row108_col1\" class=\"data row108 col1\" > 0.331</td>\n",
-       "                        <td id=\"T_609fe_row108_col2\" class=\"data row108 col2\" >-5.69</td>\n",
-       "                        <td id=\"T_609fe_row108_col3\" class=\"data row108 col3\" >***</td>\n",
-       "                        <td id=\"T_609fe_row108_col4\" class=\"data row108 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row108_col5\" class=\"data row108 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row109\" class=\"row_heading level0 row109\" >coef_num_kids_between_5_and_15_including_years_old_shopping</th>\n",
-       "                        <td id=\"T_609fe_row109_col0\" class=\"data row109 col0\" >-0.0478</td>\n",
-       "                        <td id=\"T_609fe_row109_col1\" class=\"data row109 col1\" > 0.155</td>\n",
-       "                        <td id=\"T_609fe_row109_col2\" class=\"data row109 col2\" >-0.31</td>\n",
-       "                        <td id=\"T_609fe_row109_col3\" class=\"data row109 col3\" ></td>\n",
-       "                        <td id=\"T_609fe_row109_col4\" class=\"data row109 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row109_col5\" class=\"data row109 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row110\" class=\"row_heading level0 row110\" >coef_number_of_hh_persons_shopping</th>\n",
-       "                        <td id=\"T_609fe_row110_col0\" class=\"data row110 col0\" >-0.0870</td>\n",
-       "                        <td id=\"T_609fe_row110_col1\" class=\"data row110 col1\" > 0.0495</td>\n",
-       "                        <td id=\"T_609fe_row110_col2\" class=\"data row110 col2\" >-1.76</td>\n",
-       "                        <td id=\"T_609fe_row110_col3\" class=\"data row110 col3\" ></td>\n",
-       "                        <td id=\"T_609fe_row110_col4\" class=\"data row110 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row110_col5\" class=\"data row110 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row111\" class=\"row_heading level0 row111\" >coef_number_of_maintenace_tours_tours_undertaken_by_the_person</th>\n",
-       "                        <td id=\"T_609fe_row111_col0\" class=\"data row111 col0\" >-0.326</td>\n",
-       "                        <td id=\"T_609fe_row111_col1\" class=\"data row111 col1\" > 0.218</td>\n",
-       "                        <td id=\"T_609fe_row111_col2\" class=\"data row111 col2\" >-1.49</td>\n",
-       "                        <td id=\"T_609fe_row111_col3\" class=\"data row111 col3\" ></td>\n",
-       "                        <td id=\"T_609fe_row111_col4\" class=\"data row111 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row111_col5\" class=\"data row111 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row112\" class=\"row_heading level0 row112\" >coef_number_of_shop_tours_undertaken_by_the_houshold_shopping</th>\n",
-       "                        <td id=\"T_609fe_row112_col0\" class=\"data row112 col0\" > 0.148</td>\n",
-       "                        <td id=\"T_609fe_row112_col1\" class=\"data row112 col1\" > 0.276</td>\n",
-       "                        <td id=\"T_609fe_row112_col2\" class=\"data row112 col2\" > 0.54</td>\n",
-       "                        <td id=\"T_609fe_row112_col3\" class=\"data row112 col3\" ></td>\n",
-       "                        <td id=\"T_609fe_row112_col4\" class=\"data row112 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row112_col5\" class=\"data row112 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row113\" class=\"row_heading level0 row113\" >coef_number_of_university_tours_tours_undertaken_by_the_person_shopping</th>\n",
-       "                        <td id=\"T_609fe_row113_col0\" class=\"data row113 col0\" >-0.671</td>\n",
-       "                        <td id=\"T_609fe_row113_col1\" class=\"data row113 col1\" > 3.90e-07</td>\n",
-       "                        <td id=\"T_609fe_row113_col2\" class=\"data row113 col2\" >-BIG</td>\n",
-       "                        <td id=\"T_609fe_row113_col3\" class=\"data row113 col3\" >***</td>\n",
-       "                        <td id=\"T_609fe_row113_col4\" class=\"data row113 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row113_col5\" class=\"data row113 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row114\" class=\"row_heading level0 row114\" >coef_number_of_work_tours_undertaken_by_the_person_shopping</th>\n",
-       "                        <td id=\"T_609fe_row114_col0\" class=\"data row114 col0\" >-0.437</td>\n",
-       "                        <td id=\"T_609fe_row114_col1\" class=\"data row114 col1\" > 0.186</td>\n",
-       "                        <td id=\"T_609fe_row114_col2\" class=\"data row114 col2\" >-2.35</td>\n",
-       "                        <td id=\"T_609fe_row114_col3\" class=\"data row114 col3\" >*</td>\n",
-       "                        <td id=\"T_609fe_row114_col4\" class=\"data row114 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row114_col5\" class=\"data row114 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row115\" class=\"row_heading level0 row115\" >coef_alternative_specific_constant_for_outbound_stops_1out_0in_eatout</th>\n",
-       "                        <td id=\"T_609fe_row115_col0\" class=\"data row115 col0\" >-1.88</td>\n",
-       "                        <td id=\"T_609fe_row115_col1\" class=\"data row115 col1\" > 0.316</td>\n",
-       "                        <td id=\"T_609fe_row115_col2\" class=\"data row115 col2\" >-5.94</td>\n",
-       "                        <td id=\"T_609fe_row115_col3\" class=\"data row115 col3\" >***</td>\n",
-       "                        <td id=\"T_609fe_row115_col4\" class=\"data row115 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row115_col5\" class=\"data row115 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row116\" class=\"row_heading level0 row116\" >coef_alternative_specific_constant_for_outbound_stops_2out_0in_eatout</th>\n",
-       "                        <td id=\"T_609fe_row116_col0\" class=\"data row116 col0\" >-32.6</td>\n",
-       "                        <td id=\"T_609fe_row116_col1\" class=\"data row116 col1\" > 1.42e-07</td>\n",
-       "                        <td id=\"T_609fe_row116_col2\" class=\"data row116 col2\" >-BIG</td>\n",
-       "                        <td id=\"T_609fe_row116_col3\" class=\"data row116 col3\" >***</td>\n",
-       "                        <td id=\"T_609fe_row116_col4\" class=\"data row116 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row116_col5\" class=\"data row116 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row117\" class=\"row_heading level0 row117\" >coef_alternative_specific_constant_for_outbound_stops_3out_0in_eatout</th>\n",
-       "                        <td id=\"T_609fe_row117_col0\" class=\"data row117 col0\" >-3.74</td>\n",
-       "                        <td id=\"T_609fe_row117_col1\" class=\"data row117 col1\" > 0.648</td>\n",
-       "                        <td id=\"T_609fe_row117_col2\" class=\"data row117 col2\" >-5.77</td>\n",
-       "                        <td id=\"T_609fe_row117_col3\" class=\"data row117 col3\" >***</td>\n",
-       "                        <td id=\"T_609fe_row117_col4\" class=\"data row117 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row117_col5\" class=\"data row117 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row118\" class=\"row_heading level0 row118\" >coef_alternative_specific_constant_for_return_stops_0out_1in_eatout</th>\n",
-       "                        <td id=\"T_609fe_row118_col0\" class=\"data row118 col0\" >-1.69</td>\n",
-       "                        <td id=\"T_609fe_row118_col1\" class=\"data row118 col1\" > 0.321</td>\n",
-       "                        <td id=\"T_609fe_row118_col2\" class=\"data row118 col2\" >-5.26</td>\n",
-       "                        <td id=\"T_609fe_row118_col3\" class=\"data row118 col3\" >***</td>\n",
-       "                        <td id=\"T_609fe_row118_col4\" class=\"data row118 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row118_col5\" class=\"data row118 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row119\" class=\"row_heading level0 row119\" >coef_alternative_specific_constant_for_return_stops_0out_2in_eatout</th>\n",
-       "                        <td id=\"T_609fe_row119_col0\" class=\"data row119 col0\" >-3.03</td>\n",
-       "                        <td id=\"T_609fe_row119_col1\" class=\"data row119 col1\" > 0.462</td>\n",
-       "                        <td id=\"T_609fe_row119_col2\" class=\"data row119 col2\" >-6.56</td>\n",
-       "                        <td id=\"T_609fe_row119_col3\" class=\"data row119 col3\" >***</td>\n",
-       "                        <td id=\"T_609fe_row119_col4\" class=\"data row119 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row119_col5\" class=\"data row119 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row120\" class=\"row_heading level0 row120\" >coef_alternative_specific_constant_for_return_stops_0out_3in_eatout</th>\n",
-       "                        <td id=\"T_609fe_row120_col0\" class=\"data row120 col0\" >-4.84</td>\n",
-       "                        <td id=\"T_609fe_row120_col1\" class=\"data row120 col1\" > 1.04</td>\n",
-       "                        <td id=\"T_609fe_row120_col2\" class=\"data row120 col2\" >-4.64</td>\n",
-       "                        <td id=\"T_609fe_row120_col3\" class=\"data row120 col3\" >***</td>\n",
-       "                        <td id=\"T_609fe_row120_col4\" class=\"data row120 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row120_col5\" class=\"data row120 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row121\" class=\"row_heading level0 row121\" >coef_alternative_specific_constant_for_the_total_number_of_stops_1out_3in_eatout</th>\n",
-       "                        <td id=\"T_609fe_row121_col0\" class=\"data row121 col0\" >-32.0</td>\n",
-       "                        <td id=\"T_609fe_row121_col1\" class=\"data row121 col1\" > 2.36e-07</td>\n",
-       "                        <td id=\"T_609fe_row121_col2\" class=\"data row121 col2\" >-BIG</td>\n",
-       "                        <td id=\"T_609fe_row121_col3\" class=\"data row121 col3\" >***</td>\n",
-       "                        <td id=\"T_609fe_row121_col4\" class=\"data row121 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row121_col5\" class=\"data row121 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row122\" class=\"row_heading level0 row122\" >coef_alternative_specific_constant_for_the_total_number_of_stops_2out_3in_eatout</th>\n",
-       "                        <td id=\"T_609fe_row122_col0\" class=\"data row122 col0\" >-30.9</td>\n",
-       "                        <td id=\"T_609fe_row122_col1\" class=\"data row122 col1\" > 2.73e-07</td>\n",
-       "                        <td id=\"T_609fe_row122_col2\" class=\"data row122 col2\" >-BIG</td>\n",
-       "                        <td id=\"T_609fe_row122_col3\" class=\"data row122 col3\" >***</td>\n",
-       "                        <td id=\"T_609fe_row122_col4\" class=\"data row122 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row122_col5\" class=\"data row122 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row123\" class=\"row_heading level0 row123\" >coef_alternative_specific_constant_for_outbound_stops_1out_0in_escort</th>\n",
-       "                        <td id=\"T_609fe_row123_col0\" class=\"data row123 col0\" >-2.23</td>\n",
-       "                        <td id=\"T_609fe_row123_col1\" class=\"data row123 col1\" > 0.253</td>\n",
-       "                        <td id=\"T_609fe_row123_col2\" class=\"data row123 col2\" >-8.78</td>\n",
-       "                        <td id=\"T_609fe_row123_col3\" class=\"data row123 col3\" >***</td>\n",
-       "                        <td id=\"T_609fe_row123_col4\" class=\"data row123 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row123_col5\" class=\"data row123 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row124\" class=\"row_heading level0 row124\" >coef_alternative_specific_constant_for_outbound_stops_2out_0in_escort</th>\n",
-       "                        <td id=\"T_609fe_row124_col0\" class=\"data row124 col0\" >-4.86</td>\n",
-       "                        <td id=\"T_609fe_row124_col1\" class=\"data row124 col1\" > 0.729</td>\n",
-       "                        <td id=\"T_609fe_row124_col2\" class=\"data row124 col2\" >-6.67</td>\n",
-       "                        <td id=\"T_609fe_row124_col3\" class=\"data row124 col3\" >***</td>\n",
-       "                        <td id=\"T_609fe_row124_col4\" class=\"data row124 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row124_col5\" class=\"data row124 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row125\" class=\"row_heading level0 row125\" >coef_alternative_specific_constant_for_outbound_stops_3out_0in_escort</th>\n",
-       "                        <td id=\"T_609fe_row125_col0\" class=\"data row125 col0\" >-4.79</td>\n",
-       "                        <td id=\"T_609fe_row125_col1\" class=\"data row125 col1\" > 0.731</td>\n",
-       "                        <td id=\"T_609fe_row125_col2\" class=\"data row125 col2\" >-6.56</td>\n",
-       "                        <td id=\"T_609fe_row125_col3\" class=\"data row125 col3\" >***</td>\n",
-       "                        <td id=\"T_609fe_row125_col4\" class=\"data row125 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row125_col5\" class=\"data row125 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row126\" class=\"row_heading level0 row126\" >coef_alternative_specific_constant_for_return_stops_0out_1in_escort</th>\n",
-       "                        <td id=\"T_609fe_row126_col0\" class=\"data row126 col0\" >-1.28</td>\n",
-       "                        <td id=\"T_609fe_row126_col1\" class=\"data row126 col1\" > 0.241</td>\n",
-       "                        <td id=\"T_609fe_row126_col2\" class=\"data row126 col2\" >-5.31</td>\n",
-       "                        <td id=\"T_609fe_row126_col3\" class=\"data row126 col3\" >***</td>\n",
-       "                        <td id=\"T_609fe_row126_col4\" class=\"data row126 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row126_col5\" class=\"data row126 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row127\" class=\"row_heading level0 row127\" >coef_alternative_specific_constant_for_return_stops_0out_2in_escort</th>\n",
-       "                        <td id=\"T_609fe_row127_col0\" class=\"data row127 col0\" >-2.46</td>\n",
-       "                        <td id=\"T_609fe_row127_col1\" class=\"data row127 col1\" > 0.315</td>\n",
-       "                        <td id=\"T_609fe_row127_col2\" class=\"data row127 col2\" >-7.81</td>\n",
-       "                        <td id=\"T_609fe_row127_col3\" class=\"data row127 col3\" >***</td>\n",
-       "                        <td id=\"T_609fe_row127_col4\" class=\"data row127 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row127_col5\" class=\"data row127 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row128\" class=\"row_heading level0 row128\" >coef_alternative_specific_constant_for_the_total_number_of_stops_2out_3in_escort</th>\n",
-       "                        <td id=\"T_609fe_row128_col0\" class=\"data row128 col0\" >-12.3</td>\n",
-       "                        <td id=\"T_609fe_row128_col1\" class=\"data row128 col1\" > 923.</td>\n",
-       "                        <td id=\"T_609fe_row128_col2\" class=\"data row128 col2\" >-0.01</td>\n",
-       "                        <td id=\"T_609fe_row128_col3\" class=\"data row128 col3\" ></td>\n",
-       "                        <td id=\"T_609fe_row128_col4\" class=\"data row128 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row128_col5\" class=\"data row128 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row129\" class=\"row_heading level0 row129\" >coef_dummy_for_distance_less_than_5_miles_escort</th>\n",
-       "                        <td id=\"T_609fe_row129_col0\" class=\"data row129 col0\" > 0.270</td>\n",
-       "                        <td id=\"T_609fe_row129_col1\" class=\"data row129 col1\" > 0.240</td>\n",
-       "                        <td id=\"T_609fe_row129_col2\" class=\"data row129 col2\" > 1.12</td>\n",
-       "                        <td id=\"T_609fe_row129_col3\" class=\"data row129 col3\" ></td>\n",
-       "                        <td id=\"T_609fe_row129_col4\" class=\"data row129 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row129_col5\" class=\"data row129 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row130\" class=\"row_heading level0 row130\" >coef_dummy_for_the_duration_of_the_tour_being_equal_or_greater_than_or_equal_to_9_hours__escort</th>\n",
-       "                        <td id=\"T_609fe_row130_col0\" class=\"data row130 col0\" > 1.40</td>\n",
-       "                        <td id=\"T_609fe_row130_col1\" class=\"data row130 col1\" > 0.752</td>\n",
-       "                        <td id=\"T_609fe_row130_col2\" class=\"data row130 col2\" > 1.86</td>\n",
-       "                        <td id=\"T_609fe_row130_col3\" class=\"data row130 col3\" ></td>\n",
-       "                        <td id=\"T_609fe_row130_col4\" class=\"data row130 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row130_col5\" class=\"data row130 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row131\" class=\"row_heading level0 row131\" >coef_dummy_for_walking_to_all_stops_escort</th>\n",
-       "                        <td id=\"T_609fe_row131_col0\" class=\"data row131 col0\" >-0.341</td>\n",
-       "                        <td id=\"T_609fe_row131_col1\" class=\"data row131 col1\" > 0.889</td>\n",
-       "                        <td id=\"T_609fe_row131_col2\" class=\"data row131 col2\" >-0.38</td>\n",
-       "                        <td id=\"T_609fe_row131_col3\" class=\"data row131 col3\" ></td>\n",
-       "                        <td id=\"T_609fe_row131_col4\" class=\"data row131 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row131_col5\" class=\"data row131 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row132\" class=\"row_heading level0 row132\" >coef_number_of_escort_tours_tours_undertaken_by_the_person_escort</th>\n",
-       "                        <td id=\"T_609fe_row132_col0\" class=\"data row132 col0\" >-0.260</td>\n",
-       "                        <td id=\"T_609fe_row132_col1\" class=\"data row132 col1\" > 0.147</td>\n",
-       "                        <td id=\"T_609fe_row132_col2\" class=\"data row132 col2\" >-1.77</td>\n",
-       "                        <td id=\"T_609fe_row132_col3\" class=\"data row132 col3\" ></td>\n",
-       "                        <td id=\"T_609fe_row132_col4\" class=\"data row132 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row132_col5\" class=\"data row132 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row133\" class=\"row_heading level0 row133\" >coef_number_of_hh_persons_escort</th>\n",
-       "                        <td id=\"T_609fe_row133_col0\" class=\"data row133 col0\" >-0.179</td>\n",
-       "                        <td id=\"T_609fe_row133_col1\" class=\"data row133 col1\" > 0.0901</td>\n",
-       "                        <td id=\"T_609fe_row133_col2\" class=\"data row133 col2\" >-1.98</td>\n",
-       "                        <td id=\"T_609fe_row133_col3\" class=\"data row133 col3\" >*</td>\n",
-       "                        <td id=\"T_609fe_row133_col4\" class=\"data row133 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row133_col5\" class=\"data row133 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row134\" class=\"row_heading level0 row134\" >coef_number_of_students_in_hh_escort</th>\n",
-       "                        <td id=\"T_609fe_row134_col0\" class=\"data row134 col0\" > 0.161</td>\n",
-       "                        <td id=\"T_609fe_row134_col1\" class=\"data row134 col1\" > 0.159</td>\n",
-       "                        <td id=\"T_609fe_row134_col2\" class=\"data row134 col2\" > 1.01</td>\n",
-       "                        <td id=\"T_609fe_row134_col3\" class=\"data row134 col3\" ></td>\n",
-       "                        <td id=\"T_609fe_row134_col4\" class=\"data row134 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row134_col5\" class=\"data row134 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row135\" class=\"row_heading level0 row135\" >coef_number_of_work_tours_undertaken_by_the_person_escort</th>\n",
-       "                        <td id=\"T_609fe_row135_col0\" class=\"data row135 col0\" >-0.158</td>\n",
-       "                        <td id=\"T_609fe_row135_col1\" class=\"data row135 col1\" > 0.289</td>\n",
-       "                        <td id=\"T_609fe_row135_col2\" class=\"data row135 col2\" >-0.55</td>\n",
-       "                        <td id=\"T_609fe_row135_col3\" class=\"data row135 col3\" ></td>\n",
-       "                        <td id=\"T_609fe_row135_col4\" class=\"data row135 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row135_col5\" class=\"data row135 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row136\" class=\"row_heading level0 row136\" >-2.462</th>\n",
-       "                        <td id=\"T_609fe_row136_col0\" class=\"data row136 col0\" >-2.46</td>\n",
-       "                        <td id=\"T_609fe_row136_col1\" class=\"data row136 col1\" > 0.00</td>\n",
-       "                        <td id=\"T_609fe_row136_col2\" class=\"data row136 col2\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row136_col3\" class=\"data row136 col3\" ></td>\n",
-       "                        <td id=\"T_609fe_row136_col4\" class=\"data row136 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row136_col5\" class=\"data row136 col5\" >-2.46</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row137\" class=\"row_heading level0 row137\" >coef_alternative_specific_constant_for_outbound_stops_1out_0in_othmaint</th>\n",
-       "                        <td id=\"T_609fe_row137_col0\" class=\"data row137 col0\" >-2.12</td>\n",
-       "                        <td id=\"T_609fe_row137_col1\" class=\"data row137 col1\" > 0.292</td>\n",
-       "                        <td id=\"T_609fe_row137_col2\" class=\"data row137 col2\" >-7.26</td>\n",
-       "                        <td id=\"T_609fe_row137_col3\" class=\"data row137 col3\" >***</td>\n",
-       "                        <td id=\"T_609fe_row137_col4\" class=\"data row137 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row137_col5\" class=\"data row137 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row138\" class=\"row_heading level0 row138\" >coef_alternative_specific_constant_for_outbound_stops_2out_0in_othmaint</th>\n",
-       "                        <td id=\"T_609fe_row138_col0\" class=\"data row138 col0\" >-3.47</td>\n",
-       "                        <td id=\"T_609fe_row138_col1\" class=\"data row138 col1\" > 0.501</td>\n",
-       "                        <td id=\"T_609fe_row138_col2\" class=\"data row138 col2\" >-6.92</td>\n",
-       "                        <td id=\"T_609fe_row138_col3\" class=\"data row138 col3\" >***</td>\n",
-       "                        <td id=\"T_609fe_row138_col4\" class=\"data row138 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row138_col5\" class=\"data row138 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row139\" class=\"row_heading level0 row139\" >coef_alternative_specific_constant_for_outbound_stops_3out_0in_othmaint</th>\n",
-       "                        <td id=\"T_609fe_row139_col0\" class=\"data row139 col0\" >-4.23</td>\n",
-       "                        <td id=\"T_609fe_row139_col1\" class=\"data row139 col1\" > 0.775</td>\n",
-       "                        <td id=\"T_609fe_row139_col2\" class=\"data row139 col2\" >-5.46</td>\n",
-       "                        <td id=\"T_609fe_row139_col3\" class=\"data row139 col3\" >***</td>\n",
-       "                        <td id=\"T_609fe_row139_col4\" class=\"data row139 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row139_col5\" class=\"data row139 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row140\" class=\"row_heading level0 row140\" >coef_alternative_specific_constant_for_return_stops_0out_1in_othmaint</th>\n",
-       "                        <td id=\"T_609fe_row140_col0\" class=\"data row140 col0\" >-0.834</td>\n",
-       "                        <td id=\"T_609fe_row140_col1\" class=\"data row140 col1\" > 0.287</td>\n",
-       "                        <td id=\"T_609fe_row140_col2\" class=\"data row140 col2\" >-2.91</td>\n",
-       "                        <td id=\"T_609fe_row140_col3\" class=\"data row140 col3\" >**</td>\n",
-       "                        <td id=\"T_609fe_row140_col4\" class=\"data row140 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row140_col5\" class=\"data row140 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row141\" class=\"row_heading level0 row141\" >coef_alternative_specific_constant_for_return_stops_0out_2in_othmaint</th>\n",
-       "                        <td id=\"T_609fe_row141_col0\" class=\"data row141 col0\" >-1.19</td>\n",
-       "                        <td id=\"T_609fe_row141_col1\" class=\"data row141 col1\" > 0.307</td>\n",
-       "                        <td id=\"T_609fe_row141_col2\" class=\"data row141 col2\" >-3.87</td>\n",
-       "                        <td id=\"T_609fe_row141_col3\" class=\"data row141 col3\" >***</td>\n",
-       "                        <td id=\"T_609fe_row141_col4\" class=\"data row141 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row141_col5\" class=\"data row141 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row142\" class=\"row_heading level0 row142\" >coef_alternative_specific_constant_for_the_total_number_of_stops_1out_3in_othmaint</th>\n",
-       "                        <td id=\"T_609fe_row142_col0\" class=\"data row142 col0\" > 0.315</td>\n",
-       "                        <td id=\"T_609fe_row142_col1\" class=\"data row142 col1\" > 0.650</td>\n",
-       "                        <td id=\"T_609fe_row142_col2\" class=\"data row142 col2\" > 0.48</td>\n",
-       "                        <td id=\"T_609fe_row142_col3\" class=\"data row142 col3\" ></td>\n",
-       "                        <td id=\"T_609fe_row142_col4\" class=\"data row142 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row142_col5\" class=\"data row142 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row143\" class=\"row_heading level0 row143\" >coef_alternative_specific_constant_for_the_total_number_of_stops_2out_3in_othmaint</th>\n",
-       "                        <td id=\"T_609fe_row143_col0\" class=\"data row143 col0\" >-31.0</td>\n",
-       "                        <td id=\"T_609fe_row143_col1\" class=\"data row143 col1\" > 8.73e-08</td>\n",
-       "                        <td id=\"T_609fe_row143_col2\" class=\"data row143 col2\" >-BIG</td>\n",
-       "                        <td id=\"T_609fe_row143_col3\" class=\"data row143 col3\" >***</td>\n",
-       "                        <td id=\"T_609fe_row143_col4\" class=\"data row143 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row143_col5\" class=\"data row143 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row144\" class=\"row_heading level0 row144\" >coef_dummy_for_distance_in_miles_othmaint</th>\n",
-       "                        <td id=\"T_609fe_row144_col0\" class=\"data row144 col0\" > 0.102</td>\n",
-       "                        <td id=\"T_609fe_row144_col1\" class=\"data row144 col1\" > 0.0656</td>\n",
-       "                        <td id=\"T_609fe_row144_col2\" class=\"data row144 col2\" > 1.55</td>\n",
-       "                        <td id=\"T_609fe_row144_col3\" class=\"data row144 col3\" ></td>\n",
-       "                        <td id=\"T_609fe_row144_col4\" class=\"data row144 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row144_col5\" class=\"data row144 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row145\" class=\"row_heading level0 row145\" >coef_dummy_for_distance_less_than_20_miles_</th>\n",
-       "                        <td id=\"T_609fe_row145_col0\" class=\"data row145 col0\" >-0.622</td>\n",
-       "                        <td id=\"T_609fe_row145_col1\" class=\"data row145 col1\" > 0.451</td>\n",
-       "                        <td id=\"T_609fe_row145_col2\" class=\"data row145 col2\" >-1.38</td>\n",
-       "                        <td id=\"T_609fe_row145_col3\" class=\"data row145 col3\" ></td>\n",
-       "                        <td id=\"T_609fe_row145_col4\" class=\"data row145 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row145_col5\" class=\"data row145 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row146\" class=\"row_heading level0 row146\" >coef_dummy_for_female_othmaint</th>\n",
-       "                        <td id=\"T_609fe_row146_col0\" class=\"data row146 col0\" > 0.281</td>\n",
-       "                        <td id=\"T_609fe_row146_col1\" class=\"data row146 col1\" > 0.254</td>\n",
-       "                        <td id=\"T_609fe_row146_col2\" class=\"data row146 col2\" > 1.11</td>\n",
-       "                        <td id=\"T_609fe_row146_col3\" class=\"data row146 col3\" ></td>\n",
-       "                        <td id=\"T_609fe_row146_col4\" class=\"data row146 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row146_col5\" class=\"data row146 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row147\" class=\"row_heading level0 row147\" >coef_dummy_for_the_duration_of_the_tour_being_equal_or_greater_than_or_equal_to_9_hours__othmaint</th>\n",
-       "                        <td id=\"T_609fe_row147_col0\" class=\"data row147 col0\" > 0.169</td>\n",
-       "                        <td id=\"T_609fe_row147_col1\" class=\"data row147 col1\" > 0.746</td>\n",
-       "                        <td id=\"T_609fe_row147_col2\" class=\"data row147 col2\" > 0.23</td>\n",
-       "                        <td id=\"T_609fe_row147_col3\" class=\"data row147 col3\" ></td>\n",
-       "                        <td id=\"T_609fe_row147_col4\" class=\"data row147 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row147_col5\" class=\"data row147 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row148\" class=\"row_heading level0 row148\" >coef_dummy_for_walking_to_all_stops_othmaint</th>\n",
-       "                        <td id=\"T_609fe_row148_col0\" class=\"data row148 col0\" >-2.30</td>\n",
-       "                        <td id=\"T_609fe_row148_col1\" class=\"data row148 col1\" > 0.751</td>\n",
-       "                        <td id=\"T_609fe_row148_col2\" class=\"data row148 col2\" >-3.06</td>\n",
-       "                        <td id=\"T_609fe_row148_col3\" class=\"data row148 col3\" >**</td>\n",
-       "                        <td id=\"T_609fe_row148_col4\" class=\"data row148 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row148_col5\" class=\"data row148 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row149\" class=\"row_heading level0 row149\" >coef_middle_to_low_income_hh_</th>\n",
-       "                        <td id=\"T_609fe_row149_col0\" class=\"data row149 col0\" > 0.170</td>\n",
-       "                        <td id=\"T_609fe_row149_col1\" class=\"data row149 col1\" > 1.58e-08</td>\n",
-       "                        <td id=\"T_609fe_row149_col2\" class=\"data row149 col2\" > BIG</td>\n",
-       "                        <td id=\"T_609fe_row149_col3\" class=\"data row149 col3\" >***</td>\n",
-       "                        <td id=\"T_609fe_row149_col4\" class=\"data row149 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row149_col5\" class=\"data row149 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row150\" class=\"row_heading level0 row150\" >coef_number_of_maintenace_tours_undertaken_by_the_houshold</th>\n",
-       "                        <td id=\"T_609fe_row150_col0\" class=\"data row150 col0\" >-0.265</td>\n",
-       "                        <td id=\"T_609fe_row150_col1\" class=\"data row150 col1\" > 0.426</td>\n",
-       "                        <td id=\"T_609fe_row150_col2\" class=\"data row150 col2\" >-0.62</td>\n",
-       "                        <td id=\"T_609fe_row150_col3\" class=\"data row150 col3\" ></td>\n",
-       "                        <td id=\"T_609fe_row150_col4\" class=\"data row150 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row150_col5\" class=\"data row150 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row151\" class=\"row_heading level0 row151\" >coef_number_of_persons_participating_in_the_tour_return_stops_interaction</th>\n",
-       "                        <td id=\"T_609fe_row151_col0\" class=\"data row151 col0\" > 0.626</td>\n",
-       "                        <td id=\"T_609fe_row151_col1\" class=\"data row151 col1\" > 0.233</td>\n",
-       "                        <td id=\"T_609fe_row151_col2\" class=\"data row151 col2\" > 2.69</td>\n",
-       "                        <td id=\"T_609fe_row151_col3\" class=\"data row151 col3\" >**</td>\n",
-       "                        <td id=\"T_609fe_row151_col4\" class=\"data row151 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row151_col5\" class=\"data row151 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row152\" class=\"row_heading level0 row152\" >coef_number_of_shool_tours_tours_undertaken_by_the_person</th>\n",
-       "                        <td id=\"T_609fe_row152_col0\" class=\"data row152 col0\" >-29.4</td>\n",
-       "                        <td id=\"T_609fe_row152_col1\" class=\"data row152 col1\" > 3.81e-08</td>\n",
-       "                        <td id=\"T_609fe_row152_col2\" class=\"data row152 col2\" >-BIG</td>\n",
-       "                        <td id=\"T_609fe_row152_col3\" class=\"data row152 col3\" >***</td>\n",
-       "                        <td id=\"T_609fe_row152_col4\" class=\"data row152 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row152_col5\" class=\"data row152 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row153\" class=\"row_heading level0 row153\" >coef_number_of_shop_tours_undertaken_by_the_person_othmaint</th>\n",
-       "                        <td id=\"T_609fe_row153_col0\" class=\"data row153 col0\" >-0.200</td>\n",
-       "                        <td id=\"T_609fe_row153_col1\" class=\"data row153 col1\" > 0.253</td>\n",
-       "                        <td id=\"T_609fe_row153_col2\" class=\"data row153 col2\" >-0.79</td>\n",
-       "                        <td id=\"T_609fe_row153_col3\" class=\"data row153 col3\" ></td>\n",
-       "                        <td id=\"T_609fe_row153_col4\" class=\"data row153 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row153_col5\" class=\"data row153 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row154\" class=\"row_heading level0 row154\" >coef_number_of_university_tours_tours_undertaken_by_the_person_othmaint</th>\n",
-       "                        <td id=\"T_609fe_row154_col0\" class=\"data row154 col0\" >-0.625</td>\n",
-       "                        <td id=\"T_609fe_row154_col1\" class=\"data row154 col1\" > 3.47e-08</td>\n",
-       "                        <td id=\"T_609fe_row154_col2\" class=\"data row154 col2\" >-BIG</td>\n",
-       "                        <td id=\"T_609fe_row154_col3\" class=\"data row154 col3\" >***</td>\n",
-       "                        <td id=\"T_609fe_row154_col4\" class=\"data row154 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row154_col5\" class=\"data row154 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row155\" class=\"row_heading level0 row155\" >coef_number_of_work_tours_undertaken_by_the_person_othmaint</th>\n",
-       "                        <td id=\"T_609fe_row155_col0\" class=\"data row155 col0\" >-0.358</td>\n",
-       "                        <td id=\"T_609fe_row155_col1\" class=\"data row155 col1\" > 0.317</td>\n",
-       "                        <td id=\"T_609fe_row155_col2\" class=\"data row155 col2\" >-1.13</td>\n",
-       "                        <td id=\"T_609fe_row155_col3\" class=\"data row155 col3\" ></td>\n",
-       "                        <td id=\"T_609fe_row155_col4\" class=\"data row155 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row155_col5\" class=\"data row155 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row156\" class=\"row_heading level0 row156\" >-0.921</th>\n",
-       "                        <td id=\"T_609fe_row156_col0\" class=\"data row156 col0\" >-0.921</td>\n",
-       "                        <td id=\"T_609fe_row156_col1\" class=\"data row156 col1\" > 0.00</td>\n",
-       "                        <td id=\"T_609fe_row156_col2\" class=\"data row156 col2\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row156_col3\" class=\"data row156 col3\" ></td>\n",
-       "                        <td id=\"T_609fe_row156_col4\" class=\"data row156 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row156_col5\" class=\"data row156 col5\" >-0.92</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row157\" class=\"row_heading level0 row157\" >0.939</th>\n",
-       "                        <td id=\"T_609fe_row157_col0\" class=\"data row157 col0\" > 0.939</td>\n",
-       "                        <td id=\"T_609fe_row157_col1\" class=\"data row157 col1\" > 0.00</td>\n",
-       "                        <td id=\"T_609fe_row157_col2\" class=\"data row157 col2\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row157_col3\" class=\"data row157 col3\" ></td>\n",
-       "                        <td id=\"T_609fe_row157_col4\" class=\"data row157 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row157_col5\" class=\"data row157 col5\" > 0.94</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row158\" class=\"row_heading level0 row158\" >coef_alternative_specific_constant_for_outbound_stops_1out_0in_othdiscr</th>\n",
-       "                        <td id=\"T_609fe_row158_col0\" class=\"data row158 col0\" >-1.39</td>\n",
-       "                        <td id=\"T_609fe_row158_col1\" class=\"data row158 col1\" > 0.171</td>\n",
-       "                        <td id=\"T_609fe_row158_col2\" class=\"data row158 col2\" >-8.11</td>\n",
-       "                        <td id=\"T_609fe_row158_col3\" class=\"data row158 col3\" >***</td>\n",
-       "                        <td id=\"T_609fe_row158_col4\" class=\"data row158 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row158_col5\" class=\"data row158 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row159\" class=\"row_heading level0 row159\" >coef_alternative_specific_constant_for_outbound_stops_2out_0in_othdiscr</th>\n",
-       "                        <td id=\"T_609fe_row159_col0\" class=\"data row159 col0\" >-2.96</td>\n",
-       "                        <td id=\"T_609fe_row159_col1\" class=\"data row159 col1\" > 0.290</td>\n",
-       "                        <td id=\"T_609fe_row159_col2\" class=\"data row159 col2\" >-10.20</td>\n",
-       "                        <td id=\"T_609fe_row159_col3\" class=\"data row159 col3\" >***</td>\n",
-       "                        <td id=\"T_609fe_row159_col4\" class=\"data row159 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row159_col5\" class=\"data row159 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row160\" class=\"row_heading level0 row160\" >coef_alternative_specific_constant_for_outbound_stops_3out_0in_othdiscr</th>\n",
-       "                        <td id=\"T_609fe_row160_col0\" class=\"data row160 col0\" >-4.39</td>\n",
-       "                        <td id=\"T_609fe_row160_col1\" class=\"data row160 col1\" > 0.503</td>\n",
-       "                        <td id=\"T_609fe_row160_col2\" class=\"data row160 col2\" >-8.73</td>\n",
-       "                        <td id=\"T_609fe_row160_col3\" class=\"data row160 col3\" >***</td>\n",
-       "                        <td id=\"T_609fe_row160_col4\" class=\"data row160 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row160_col5\" class=\"data row160 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row161\" class=\"row_heading level0 row161\" >coef_alternative_specific_constant_for_return_stops_0out_2in_othdiscr</th>\n",
-       "                        <td id=\"T_609fe_row161_col0\" class=\"data row161 col0\" >-2.52</td>\n",
-       "                        <td id=\"T_609fe_row161_col1\" class=\"data row161 col1\" > 0.258</td>\n",
-       "                        <td id=\"T_609fe_row161_col2\" class=\"data row161 col2\" >-9.77</td>\n",
-       "                        <td id=\"T_609fe_row161_col3\" class=\"data row161 col3\" >***</td>\n",
-       "                        <td id=\"T_609fe_row161_col4\" class=\"data row161 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row161_col5\" class=\"data row161 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row162\" class=\"row_heading level0 row162\" >coef_alternative_specific_constant_for_return_stops_0out_3in_othdiscr</th>\n",
-       "                        <td id=\"T_609fe_row162_col0\" class=\"data row162 col0\" >-3.02</td>\n",
-       "                        <td id=\"T_609fe_row162_col1\" class=\"data row162 col1\" > 0.316</td>\n",
-       "                        <td id=\"T_609fe_row162_col2\" class=\"data row162 col2\" >-9.58</td>\n",
-       "                        <td id=\"T_609fe_row162_col3\" class=\"data row162 col3\" >***</td>\n",
-       "                        <td id=\"T_609fe_row162_col4\" class=\"data row162 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row162_col5\" class=\"data row162 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row163\" class=\"row_heading level0 row163\" >coef_alternative_specific_constant_for_the_total_number_of_stops_1out_3in_othdiscr</th>\n",
-       "                        <td id=\"T_609fe_row163_col0\" class=\"data row163 col0\" > 1.09</td>\n",
-       "                        <td id=\"T_609fe_row163_col1\" class=\"data row163 col1\" > 0.410</td>\n",
-       "                        <td id=\"T_609fe_row163_col2\" class=\"data row163 col2\" > 2.65</td>\n",
-       "                        <td id=\"T_609fe_row163_col3\" class=\"data row163 col3\" >**</td>\n",
-       "                        <td id=\"T_609fe_row163_col4\" class=\"data row163 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row163_col5\" class=\"data row163 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row164\" class=\"row_heading level0 row164\" >coef_arrival_later_than_17_00__othdiscr</th>\n",
-       "                        <td id=\"T_609fe_row164_col0\" class=\"data row164 col0\" >-0.367</td>\n",
-       "                        <td id=\"T_609fe_row164_col1\" class=\"data row164 col1\" > 0.208</td>\n",
-       "                        <td id=\"T_609fe_row164_col2\" class=\"data row164 col2\" >-1.76</td>\n",
-       "                        <td id=\"T_609fe_row164_col3\" class=\"data row164 col3\" ></td>\n",
-       "                        <td id=\"T_609fe_row164_col4\" class=\"data row164 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row164_col5\" class=\"data row164 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row165\" class=\"row_heading level0 row165\" >coef_dummy_for_distance_in_miles_othdiscr</th>\n",
-       "                        <td id=\"T_609fe_row165_col0\" class=\"data row165 col0\" > 0.0493</td>\n",
-       "                        <td id=\"T_609fe_row165_col1\" class=\"data row165 col1\" > 0.0477</td>\n",
-       "                        <td id=\"T_609fe_row165_col2\" class=\"data row165 col2\" > 1.03</td>\n",
-       "                        <td id=\"T_609fe_row165_col3\" class=\"data row165 col3\" ></td>\n",
-       "                        <td id=\"T_609fe_row165_col4\" class=\"data row165 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row165_col5\" class=\"data row165 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row166\" class=\"row_heading level0 row166\" >coef_dummy_for_distance_less_than_10_miles_</th>\n",
-       "                        <td id=\"T_609fe_row166_col0\" class=\"data row166 col0\" >-0.135</td>\n",
-       "                        <td id=\"T_609fe_row166_col1\" class=\"data row166 col1\" > 0.250</td>\n",
-       "                        <td id=\"T_609fe_row166_col2\" class=\"data row166 col2\" >-0.54</td>\n",
-       "                        <td id=\"T_609fe_row166_col3\" class=\"data row166 col3\" ></td>\n",
-       "                        <td id=\"T_609fe_row166_col4\" class=\"data row166 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row166_col5\" class=\"data row166 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row167\" class=\"row_heading level0 row167\" >coef_dummy_for_the_duration_of_the_tour_being_equal_or_greater_than_or_equal_to_9_hours__othdiscr</th>\n",
-       "                        <td id=\"T_609fe_row167_col0\" class=\"data row167 col0\" > 0.254</td>\n",
-       "                        <td id=\"T_609fe_row167_col1\" class=\"data row167 col1\" > 0.398</td>\n",
-       "                        <td id=\"T_609fe_row167_col2\" class=\"data row167 col2\" > 0.64</td>\n",
-       "                        <td id=\"T_609fe_row167_col3\" class=\"data row167 col3\" ></td>\n",
-       "                        <td id=\"T_609fe_row167_col4\" class=\"data row167 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row167_col5\" class=\"data row167 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row168\" class=\"row_heading level0 row168\" >coef_dummy_for_walking_to_all_stops_othdiscr</th>\n",
-       "                        <td id=\"T_609fe_row168_col0\" class=\"data row168 col0\" >-2.06</td>\n",
-       "                        <td id=\"T_609fe_row168_col1\" class=\"data row168 col1\" > 0.429</td>\n",
-       "                        <td id=\"T_609fe_row168_col2\" class=\"data row168 col2\" >-4.81</td>\n",
-       "                        <td id=\"T_609fe_row168_col3\" class=\"data row168 col3\" >***</td>\n",
-       "                        <td id=\"T_609fe_row168_col4\" class=\"data row168 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row168_col5\" class=\"data row168 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row169\" class=\"row_heading level0 row169\" >coef_number_of_maintenace_tours_tours_undertaken_by_the_person_othdiscr</th>\n",
-       "                        <td id=\"T_609fe_row169_col0\" class=\"data row169 col0\" >-0.621</td>\n",
-       "                        <td id=\"T_609fe_row169_col1\" class=\"data row169 col1\" > 0.322</td>\n",
-       "                        <td id=\"T_609fe_row169_col2\" class=\"data row169 col2\" >-1.92</td>\n",
-       "                        <td id=\"T_609fe_row169_col3\" class=\"data row169 col3\" ></td>\n",
-       "                        <td id=\"T_609fe_row169_col4\" class=\"data row169 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row169_col5\" class=\"data row169 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row170\" class=\"row_heading level0 row170\" >coef_number_of_shool_tours_tours_undertaken_by_the_person_othdiscr</th>\n",
-       "                        <td id=\"T_609fe_row170_col0\" class=\"data row170 col0\" >-0.595</td>\n",
-       "                        <td id=\"T_609fe_row170_col1\" class=\"data row170 col1\" > 0.410</td>\n",
-       "                        <td id=\"T_609fe_row170_col2\" class=\"data row170 col2\" >-1.45</td>\n",
-       "                        <td id=\"T_609fe_row170_col3\" class=\"data row170 col3\" ></td>\n",
-       "                        <td id=\"T_609fe_row170_col4\" class=\"data row170 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row170_col5\" class=\"data row170 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row171\" class=\"row_heading level0 row171\" >coef_number_of_shop_tours_undertaken_by_the_person_othdiscr</th>\n",
-       "                        <td id=\"T_609fe_row171_col0\" class=\"data row171 col0\" >-0.607</td>\n",
-       "                        <td id=\"T_609fe_row171_col1\" class=\"data row171 col1\" > 0.236</td>\n",
-       "                        <td id=\"T_609fe_row171_col2\" class=\"data row171 col2\" >-2.57</td>\n",
-       "                        <td id=\"T_609fe_row171_col3\" class=\"data row171 col3\" >*</td>\n",
-       "                        <td id=\"T_609fe_row171_col4\" class=\"data row171 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row171_col5\" class=\"data row171 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row172\" class=\"row_heading level0 row172\" >coef_number_of_work_tours_undertaken_by_the_person_othdiscr</th>\n",
-       "                        <td id=\"T_609fe_row172_col0\" class=\"data row172 col0\" >-0.475</td>\n",
-       "                        <td id=\"T_609fe_row172_col1\" class=\"data row172 col1\" > 0.243</td>\n",
-       "                        <td id=\"T_609fe_row172_col2\" class=\"data row172 col2\" >-1.96</td>\n",
-       "                        <td id=\"T_609fe_row172_col3\" class=\"data row172 col3\" ></td>\n",
-       "                        <td id=\"T_609fe_row172_col4\" class=\"data row172 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row172_col5\" class=\"data row172 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row173\" class=\"row_heading level0 row173\" >-3.671</th>\n",
-       "                        <td id=\"T_609fe_row173_col0\" class=\"data row173 col0\" >-3.67</td>\n",
-       "                        <td id=\"T_609fe_row173_col1\" class=\"data row173 col1\" > 0.00</td>\n",
-       "                        <td id=\"T_609fe_row173_col2\" class=\"data row173 col2\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row173_col3\" class=\"data row173 col3\" ></td>\n",
-       "                        <td id=\"T_609fe_row173_col4\" class=\"data row173 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row173_col5\" class=\"data row173 col5\" >-3.67</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row174\" class=\"row_heading level0 row174\" >-3.896</th>\n",
-       "                        <td id=\"T_609fe_row174_col0\" class=\"data row174 col0\" >-3.90</td>\n",
-       "                        <td id=\"T_609fe_row174_col1\" class=\"data row174 col1\" > 0.00</td>\n",
-       "                        <td id=\"T_609fe_row174_col2\" class=\"data row174 col2\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row174_col3\" class=\"data row174 col3\" ></td>\n",
-       "                        <td id=\"T_609fe_row174_col4\" class=\"data row174 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row174_col5\" class=\"data row174 col5\" >-3.90</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row175\" class=\"row_heading level0 row175\" >-7.3610000000000015</th>\n",
-       "                        <td id=\"T_609fe_row175_col0\" class=\"data row175 col0\" >-7.36</td>\n",
-       "                        <td id=\"T_609fe_row175_col1\" class=\"data row175 col1\" > 0.00</td>\n",
-       "                        <td id=\"T_609fe_row175_col2\" class=\"data row175 col2\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row175_col3\" class=\"data row175 col3\" ></td>\n",
-       "                        <td id=\"T_609fe_row175_col4\" class=\"data row175 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row175_col5\" class=\"data row175 col5\" >-7.36</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row176\" class=\"row_heading level0 row176\" >coef_alternative_specific_constant_for_outbound_stops_2out_0in_atwork</th>\n",
-       "                        <td id=\"T_609fe_row176_col0\" class=\"data row176 col0\" >-5.61</td>\n",
-       "                        <td id=\"T_609fe_row176_col1\" class=\"data row176 col1\" > 0.354</td>\n",
-       "                        <td id=\"T_609fe_row176_col2\" class=\"data row176 col2\" >-15.85</td>\n",
-       "                        <td id=\"T_609fe_row176_col3\" class=\"data row176 col3\" >***</td>\n",
-       "                        <td id=\"T_609fe_row176_col4\" class=\"data row176 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row176_col5\" class=\"data row176 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row177\" class=\"row_heading level0 row177\" >coef_alternative_specific_constant_for_return_stops_0out_2in_atwork</th>\n",
-       "                        <td id=\"T_609fe_row177_col0\" class=\"data row177 col0\" >-6.03</td>\n",
-       "                        <td id=\"T_609fe_row177_col1\" class=\"data row177 col1\" > 0.427</td>\n",
-       "                        <td id=\"T_609fe_row177_col2\" class=\"data row177 col2\" >-14.13</td>\n",
-       "                        <td id=\"T_609fe_row177_col3\" class=\"data row177 col3\" >***</td>\n",
-       "                        <td id=\"T_609fe_row177_col4\" class=\"data row177 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row177_col5\" class=\"data row177 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row178\" class=\"row_heading level0 row178\" >coef_alternative_specific_constant_for_return_stops_0out_3in_atwork</th>\n",
-       "                        <td id=\"T_609fe_row178_col0\" class=\"data row178 col0\" >-8.02</td>\n",
-       "                        <td id=\"T_609fe_row178_col1\" class=\"data row178 col1\" > 1.03</td>\n",
-       "                        <td id=\"T_609fe_row178_col2\" class=\"data row178 col2\" >-7.75</td>\n",
-       "                        <td id=\"T_609fe_row178_col3\" class=\"data row178 col3\" >***</td>\n",
-       "                        <td id=\"T_609fe_row178_col4\" class=\"data row178 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row178_col5\" class=\"data row178 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row179\" class=\"row_heading level0 row179\" >coef_alternative_specific_constant_for_the_total_number_of_stops_1out_3in_atwork</th>\n",
-       "                        <td id=\"T_609fe_row179_col0\" class=\"data row179 col0\" > 2.56</td>\n",
-       "                        <td id=\"T_609fe_row179_col1\" class=\"data row179 col1\" > 1.04</td>\n",
-       "                        <td id=\"T_609fe_row179_col2\" class=\"data row179 col2\" > 2.45</td>\n",
-       "                        <td id=\"T_609fe_row179_col3\" class=\"data row179 col3\" >*</td>\n",
-       "                        <td id=\"T_609fe_row179_col4\" class=\"data row179 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row179_col5\" class=\"data row179 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row180\" class=\"row_heading level0 row180\" >coef_dummy_for_subtour_origin_tour_destination_at_exurban_or_rual_areatypes_6_or_7_</th>\n",
-       "                        <td id=\"T_609fe_row180_col0\" class=\"data row180 col0\" > 0.270</td>\n",
-       "                        <td id=\"T_609fe_row180_col1\" class=\"data row180 col1\" > 0.00</td>\n",
-       "                        <td id=\"T_609fe_row180_col2\" class=\"data row180 col2\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row180_col3\" class=\"data row180 col3\" >[]</td>\n",
-       "                        <td id=\"T_609fe_row180_col4\" class=\"data row180 col4\" > 0.00</td>\n",
-       "                        <td id=\"T_609fe_row180_col5\" class=\"data row180 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row181\" class=\"row_heading level0 row181\" >coef_middle_to_low_income_hh__atwork</th>\n",
-       "                        <td id=\"T_609fe_row181_col0\" class=\"data row181 col0\" > 0.939</td>\n",
-       "                        <td id=\"T_609fe_row181_col1\" class=\"data row181 col1\" > 0.357</td>\n",
-       "                        <td id=\"T_609fe_row181_col2\" class=\"data row181 col2\" > 2.63</td>\n",
-       "                        <td id=\"T_609fe_row181_col3\" class=\"data row181 col3\" >**</td>\n",
-       "                        <td id=\"T_609fe_row181_col4\" class=\"data row181 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row181_col5\" class=\"data row181 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row182\" class=\"row_heading level0 row182\" >coef_number_of_eating_tours_tours_undertaken_by_the_person</th>\n",
-       "                        <td id=\"T_609fe_row182_col0\" class=\"data row182 col0\" >-0.250</td>\n",
-       "                        <td id=\"T_609fe_row182_col1\" class=\"data row182 col1\" > 0.553</td>\n",
-       "                        <td id=\"T_609fe_row182_col2\" class=\"data row182 col2\" >-0.45</td>\n",
-       "                        <td id=\"T_609fe_row182_col3\" class=\"data row182 col3\" ></td>\n",
-       "                        <td id=\"T_609fe_row182_col4\" class=\"data row182 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row182_col5\" class=\"data row182 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row183\" class=\"row_heading level0 row183\" >coef_primary_destination_accessibility_log_of_it_</th>\n",
-       "                        <td id=\"T_609fe_row183_col0\" class=\"data row183 col0\" > 0.171</td>\n",
-       "                        <td id=\"T_609fe_row183_col1\" class=\"data row183 col1\" > 0.0435</td>\n",
-       "                        <td id=\"T_609fe_row183_col2\" class=\"data row183 col2\" > 3.93</td>\n",
-       "                        <td id=\"T_609fe_row183_col3\" class=\"data row183 col3\" >***</td>\n",
-       "                        <td id=\"T_609fe_row183_col4\" class=\"data row183 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row183_col5\" class=\"data row183 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row184\" class=\"row_heading level0 row184\" >coef_subtour_departure_less_than_or_equal_to_11am</th>\n",
-       "                        <td id=\"T_609fe_row184_col0\" class=\"data row184 col0\" > 0.266</td>\n",
-       "                        <td id=\"T_609fe_row184_col1\" class=\"data row184 col1\" > 0.259</td>\n",
-       "                        <td id=\"T_609fe_row184_col2\" class=\"data row184 col2\" > 1.03</td>\n",
-       "                        <td id=\"T_609fe_row184_col3\" class=\"data row184 col3\" ></td>\n",
-       "                        <td id=\"T_609fe_row184_col4\" class=\"data row184 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row184_col5\" class=\"data row184 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row185\" class=\"row_heading level0 row185\" >coef_subtour_distance_in_miles_from_tour_destination_to_subtour_primary_destination_one_way_</th>\n",
-       "                        <td id=\"T_609fe_row185_col0\" class=\"data row185 col0\" >-0.152</td>\n",
-       "                        <td id=\"T_609fe_row185_col1\" class=\"data row185 col1\" > 0.0816</td>\n",
-       "                        <td id=\"T_609fe_row185_col2\" class=\"data row185 col2\" >-1.87</td>\n",
-       "                        <td id=\"T_609fe_row185_col3\" class=\"data row185 col3\" ></td>\n",
-       "                        <td id=\"T_609fe_row185_col4\" class=\"data row185 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row185_col5\" class=\"data row185 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row186\" class=\"row_heading level0 row186\" >coef_subtour_duration_in_hours_integer_</th>\n",
-       "                        <td id=\"T_609fe_row186_col0\" class=\"data row186 col0\" > 0.682</td>\n",
-       "                        <td id=\"T_609fe_row186_col1\" class=\"data row186 col1\" > 0.0974</td>\n",
-       "                        <td id=\"T_609fe_row186_col2\" class=\"data row186 col2\" > 7.00</td>\n",
-       "                        <td id=\"T_609fe_row186_col3\" class=\"data row186 col3\" >***</td>\n",
-       "                        <td id=\"T_609fe_row186_col4\" class=\"data row186 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row186_col5\" class=\"data row186 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_609fe_level0_row187\" class=\"row_heading level0 row187\" >coef_subtour_return_time_greater_or_equal_to_2pm</th>\n",
-       "                        <td id=\"T_609fe_row187_col0\" class=\"data row187 col0\" > 1.55</td>\n",
-       "                        <td id=\"T_609fe_row187_col1\" class=\"data row187 col1\" > 0.707</td>\n",
-       "                        <td id=\"T_609fe_row187_col2\" class=\"data row187 col2\" > 2.19</td>\n",
-       "                        <td id=\"T_609fe_row187_col3\" class=\"data row187 col3\" >*</td>\n",
-       "                        <td id=\"T_609fe_row187_col4\" class=\"data row187 col4\" > NA</td>\n",
-       "                        <td id=\"T_609fe_row187_col5\" class=\"data row187 col5\" > 0.00</td>\n",
-       "            </tr>\n",
-       "    </tbody></table>"
+       "</table>\n"
       ],
       "text/plain": [
-       "<pandas.io.formats.style.Styler at 0x7f96c8b1a5b0>"
+       "<pandas.io.formats.style.Styler at 0x14e770730>"
       ]
      },
      "execution_count": 9,
@@ -6295,67 +6168,67 @@
        "      <th>3</th>\n",
        "      <td>coef_number_of_hh_persons</td>\n",
        "      <td>Number of HH Persons</td>\n",
-       "      <td>-0.328159</td>\n",
+       "      <td>-0.291501</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
        "      <td>coef_number_of_students_in_hh</td>\n",
        "      <td>Number of Students in HH</td>\n",
-       "      <td>0.315297</td>\n",
+       "      <td>0.206028</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5</th>\n",
        "      <td>coef_presence_of_kids_between_0_and_4_includin...</td>\n",
        "      <td>Presence of Kids between 0 and 4 (including) y...</td>\n",
-       "      <td>0.557476</td>\n",
+       "      <td>0.738257</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6</th>\n",
        "      <td>coef_num_kids_between_5_and_15_including_years...</td>\n",
        "      <td>Num kids between 5 and 15 (including) years old</td>\n",
-       "      <td>0.089718</td>\n",
+       "      <td>0.083356</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>7</th>\n",
        "      <td>coef_presence_of_kids_between_5_and_15_includi...</td>\n",
        "      <td>Presence of kids between 5 and 15 (including) ...</td>\n",
-       "      <td>0.117544</td>\n",
+       "      <td>0.174006</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>8</th>\n",
        "      <td>coef_number_of_adults_16_years_old_</td>\n",
        "      <td>Number of Adults (&gt;= 16 years old)</td>\n",
-       "      <td>0.074203</td>\n",
+       "      <td>0.006177</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>9</th>\n",
        "      <td>coef_number_of_cars_number_of_workers</td>\n",
        "      <td>Number of Cars &gt; Number of Workers</td>\n",
-       "      <td>-0.065713</td>\n",
+       "      <td>0.195317</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>10</th>\n",
        "      <td>coef_dummy_for_female</td>\n",
        "      <td>Dummy for female</td>\n",
-       "      <td>0.282632</td>\n",
+       "      <td>0.231116</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>11</th>\n",
        "      <td>coef_dummy_for_all_stops_made_by_transit</td>\n",
        "      <td>Dummy for all stops made by transit</td>\n",
-       "      <td>-0.672704</td>\n",
+       "      <td>-0.698140</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>12</th>\n",
        "      <td>coef_dummy_for_walking_to_all_stops</td>\n",
        "      <td>Dummy for walking to all stops</td>\n",
-       "      <td>-1.491072</td>\n",
+       "      <td>-1.590379</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>13</th>\n",
        "      <td>coef_number_of_work_tours_undertaken_by_the_pe...</td>\n",
        "      <td>Number of work tours undertaken by the person</td>\n",
-       "      <td>-0.174762</td>\n",
+       "      <td>-0.182288</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>14</th>\n",
@@ -6367,49 +6240,49 @@
        "      <th>15</th>\n",
        "      <td>coef_number_of_school_tours_tours_undertaken_b...</td>\n",
        "      <td>Number of school tours tours undertaken by the...</td>\n",
-       "      <td>0.130473</td>\n",
+       "      <td>-1.539830</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>16</th>\n",
        "      <td>coef_number_of_escort_tours_tours_undertaken_b...</td>\n",
        "      <td>Number of escort tours tours undertaken by the...</td>\n",
-       "      <td>0.097792</td>\n",
+       "      <td>0.285502</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>17</th>\n",
        "      <td>coef_number_of_shop_tours_undertaken_by_the_ho...</td>\n",
        "      <td>Number of shop tours undertaken by the houshold</td>\n",
-       "      <td>-0.328294</td>\n",
+       "      <td>0.194165</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>18</th>\n",
        "      <td>coef_am_peak_departure_between_6am_and_7_am_in...</td>\n",
        "      <td>AM Peak departure between 6AM and 7 AM (includ...</td>\n",
-       "      <td>-1.998832</td>\n",
+       "      <td>-1.913742</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>19</th>\n",
        "      <td>coef_evening_arrival_19_00_interacted_with_ret...</td>\n",
        "      <td>Evening Arrival (&gt;=19:00) Interacted with retu...</td>\n",
-       "      <td>0.606441</td>\n",
+       "      <td>0.297829</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>20</th>\n",
        "      <td>coef_dummy_for_the_duration_of_the_tour_being_...</td>\n",
        "      <td>Dummy for the duration of the tour being equal...</td>\n",
-       "      <td>0.713048</td>\n",
+       "      <td>0.629566</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>21</th>\n",
        "      <td>coef_dummy_for_distance_less_than_20_miles</td>\n",
        "      <td>dummy for distance less than 20 Miles</td>\n",
-       "      <td>-0.588175</td>\n",
+       "      <td>-0.209813</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>22</th>\n",
        "      <td>coef_dummy_for_distance_in_miles</td>\n",
        "      <td>dummy for distance in miles</td>\n",
-       "      <td>0.043974</td>\n",
+       "      <td>0.008199</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>23</th>\n",
@@ -6421,55 +6294,55 @@
        "      <th>24</th>\n",
        "      <td>coef_alternative_specific_constant_for_return_...</td>\n",
        "      <td>Alternative specific constant for return  stops</td>\n",
-       "      <td>-0.447476</td>\n",
+       "      <td>-0.422070</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>25</th>\n",
        "      <td>coef_number_of_subtours_in_the_tour</td>\n",
        "      <td>Number of subtours in the tour</td>\n",
-       "      <td>0.337091</td>\n",
+       "      <td>0.184545</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>26</th>\n",
        "      <td>coef_alternative_specific_constant_for_return_...</td>\n",
        "      <td>Alternative specific constant for return  stops</td>\n",
-       "      <td>-1.657817</td>\n",
+       "      <td>-1.737740</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>27</th>\n",
        "      <td>coef_alternative_specific_constant_for_the_tot...</td>\n",
        "      <td>Alternative specific constant for the total nu...</td>\n",
-       "      <td>0.039441</td>\n",
+       "      <td>-0.033904</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>28</th>\n",
        "      <td>coef_alternative_specific_constant_for_return_...</td>\n",
        "      <td>Alternative specific constant for return  stops</td>\n",
-       "      <td>-2.139000</td>\n",
+       "      <td>-2.056255</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>29</th>\n",
        "      <td>coef_alternative_specific_constant_for_outboun...</td>\n",
        "      <td>Alternative specific constant for outbound stops</td>\n",
-       "      <td>-0.741225</td>\n",
+       "      <td>-0.817659</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>30</th>\n",
        "      <td>coef_alternative_specific_constant_for_outboun...</td>\n",
        "      <td>Alternative specific constant for outbound stops</td>\n",
-       "      <td>-2.594489</td>\n",
+       "      <td>-2.553493</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>31</th>\n",
        "      <td>coef_alternative_specific_constant_for_the_tot...</td>\n",
        "      <td>Alternative specific constant for the total nu...</td>\n",
-       "      <td>0.754748</td>\n",
+       "      <td>0.555526</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>32</th>\n",
        "      <td>coef_alternative_specific_constant_for_outboun...</td>\n",
        "      <td>Alternative specific constant for outbound stops</td>\n",
-       "      <td>-3.934000</td>\n",
+       "      <td>-3.914672</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -6515,36 +6388,36 @@
        "0                             Middle to Low Income HH    0.170000  \n",
        "1                               Mid to High Income HH    0.230000  \n",
        "2                                      High Income HH    0.240000  \n",
-       "3                                Number of HH Persons   -0.328159  \n",
-       "4                            Number of Students in HH    0.315297  \n",
-       "5   Presence of Kids between 0 and 4 (including) y...    0.557476  \n",
-       "6     Num kids between 5 and 15 (including) years old    0.089718  \n",
-       "7   Presence of kids between 5 and 15 (including) ...    0.117544  \n",
-       "8                  Number of Adults (>= 16 years old)    0.074203  \n",
-       "9                  Number of Cars > Number of Workers   -0.065713  \n",
-       "10                                   Dummy for female    0.282632  \n",
-       "11                Dummy for all stops made by transit   -0.672704  \n",
-       "12                     Dummy for walking to all stops   -1.491072  \n",
-       "13      Number of work tours undertaken by the person   -0.174762  \n",
+       "3                                Number of HH Persons   -0.291501  \n",
+       "4                            Number of Students in HH    0.206028  \n",
+       "5   Presence of Kids between 0 and 4 (including) y...    0.738257  \n",
+       "6     Num kids between 5 and 15 (including) years old    0.083356  \n",
+       "7   Presence of kids between 5 and 15 (including) ...    0.174006  \n",
+       "8                  Number of Adults (>= 16 years old)    0.006177  \n",
+       "9                  Number of Cars > Number of Workers    0.195317  \n",
+       "10                                   Dummy for female    0.231116  \n",
+       "11                Dummy for all stops made by transit   -0.698140  \n",
+       "12                     Dummy for walking to all stops   -1.590379  \n",
+       "13      Number of work tours undertaken by the person   -0.182288  \n",
        "14  Number of university tours tours undertaken by...   -0.480000  \n",
-       "15  Number of school tours tours undertaken by the...    0.130473  \n",
-       "16  Number of escort tours tours undertaken by the...    0.097792  \n",
-       "17    Number of shop tours undertaken by the houshold   -0.328294  \n",
-       "18  AM Peak departure between 6AM and 7 AM (includ...   -1.998832  \n",
-       "19  Evening Arrival (>=19:00) Interacted with retu...    0.606441  \n",
-       "20  Dummy for the duration of the tour being equal...    0.713048  \n",
-       "21              dummy for distance less than 20 Miles   -0.588175  \n",
-       "22                        dummy for distance in miles    0.043974  \n",
+       "15  Number of school tours tours undertaken by the...   -1.539830  \n",
+       "16  Number of escort tours tours undertaken by the...    0.285502  \n",
+       "17    Number of shop tours undertaken by the houshold    0.194165  \n",
+       "18  AM Peak departure between 6AM and 7 AM (includ...   -1.913742  \n",
+       "19  Evening Arrival (>=19:00) Interacted with retu...    0.297829  \n",
+       "20  Dummy for the duration of the tour being equal...    0.629566  \n",
+       "21              dummy for distance less than 20 Miles   -0.209813  \n",
+       "22                        dummy for distance in miles    0.008199  \n",
        "23              No stops if tour mode is driveTransit -999.000000  \n",
-       "24    Alternative specific constant for return  stops   -0.447476  \n",
-       "25                     Number of subtours in the tour    0.337091  \n",
-       "26    Alternative specific constant for return  stops   -1.657817  \n",
-       "27  Alternative specific constant for the total nu...    0.039441  \n",
-       "28    Alternative specific constant for return  stops   -2.139000  \n",
-       "29   Alternative specific constant for outbound stops   -0.741225  \n",
-       "30   Alternative specific constant for outbound stops   -2.594489  \n",
-       "31  Alternative specific constant for the total nu...    0.754748  \n",
-       "32   Alternative specific constant for outbound stops   -3.934000  "
+       "24    Alternative specific constant for return  stops   -0.422070  \n",
+       "25                     Number of subtours in the tour    0.184545  \n",
+       "26    Alternative specific constant for return  stops   -1.737740  \n",
+       "27  Alternative specific constant for the total nu...   -0.033904  \n",
+       "28    Alternative specific constant for return  stops   -2.056255  \n",
+       "29   Alternative specific constant for outbound stops   -0.817659  \n",
+       "30   Alternative specific constant for outbound stops   -2.553493  \n",
+       "31  Alternative specific constant for the total nu...    0.555526  \n",
+       "32   Alternative specific constant for outbound stops   -3.914672  "
       ]
      },
      "execution_count": 12,
@@ -6564,7 +6437,7 @@
    "toc_visible": true
   },
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "ESTER",
    "language": "python",
    "name": "python3"
   },
@@ -6578,7 +6451,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.8.6"
+   "version": "3.10.15"
   },
   "toc": {
    "base_numbering": 1,
diff --git a/activitysim/examples/example_estimation/notebooks/22_trip_dest.ipynb b/activitysim/examples/example_estimation/notebooks/22_trip_dest.ipynb
index 576e87bfe5..2965cb74f0 100644
--- a/activitysim/examples/example_estimation/notebooks/22_trip_dest.ipynb
+++ b/activitysim/examples/example_estimation/notebooks/22_trip_dest.ipynb
@@ -26,30 +26,74 @@
    "cell_type": "code",
    "execution_count": 1,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "JAX not found. Some functionality will be unavailable.\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "{'larch': '6.0.32',\n",
+       " 'sharrow': '2.13.0',\n",
+       " 'numpy': '1.26.4',\n",
+       " 'pandas': '1.5.3',\n",
+       " 'xarray': '2024.3.0',\n",
+       " 'numba': '0.60.0'}"
+      ]
+     },
+     "execution_count": 1,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "import larch  # !conda install larch #for estimation\n",
+    "import larch as lx\n",
     "import pandas as pd\n",
-    "import numpy as np\n",
-    "import yaml \n",
-    "import larch.util.excel\n",
-    "import os"
+    "\n",
+    "lx.versions()"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "We'll work in our `test` directory, where ActivitySim has saved the estimation data bundles."
+    "For this demo, we will assume that you have already run ActivitySim in estimation\n",
+    "mode, and saved the required estimation data bundles (EDB's) to disk.  See\n",
+    "the [first notebook](./01_estimation_mode.ipynb) for details.  The following module\n",
+    "will run a script to set everything up if the example data is not already available."
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 2,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "EDB directory already populated.\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "PosixPath('test-estimation-data/activitysim-prototype-mtc-extended')"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "os.chdir('test')"
+    "from est_mode_setup import prepare\n",
+    "\n",
+    "prepare()"
    ]
   },
   {
@@ -72,10 +116,35 @@
    "cell_type": "code",
    "execution_count": 4,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "loading from output-est-mode/estimation_data_bundle/trip_destination/trip_destination_coefficients.csv\n",
+      "loading from output-est-mode/estimation_data_bundle/trip_destination/trip_destination_SPEC.csv\n",
+      "loading from output-est-mode/estimation_data_bundle/trip_destination/trip_destination_alternatives_combined.parquet\n",
+      "loading from output-est-mode/estimation_data_bundle/trip_destination/trip_destination_choosers_combined.parquet\n",
+      "loading from output-est-mode/estimation_data_bundle/trip_destination/trip_destination_landuse.csv\n",
+      "loading from output-est-mode/estimation_data_bundle/trip_destination/trip_destination_size_terms.csv\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/jpn/Git/est-mode/activitysim/activitysim/estimation/larch/location_choice.py:548: UserWarning: Removed 5419 choosers with invalid (zero-sized) observed choice\n",
+      "  return location_choice_model(\n"
+     ]
+    }
+   ],
    "source": [
     "from activitysim.estimation.larch import component_model\n",
-    "model, data = component_model(modelname, return_data=True)"
+    "model, data = component_model(\n",
+    "    modelname,\n",
+    "    edb_directory=f\"output-est-mode/estimation_data_bundle/{modelname}/\",\n",
+    "    return_data=True,\n",
+    ")"
    ]
   },
   {
@@ -290,148 +359,118 @@
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>trip_id</th>\n",
-       "      <th>variable</th>\n",
-       "      <th>1</th>\n",
-       "      <th>2</th>\n",
-       "      <th>3</th>\n",
-       "      <th>4</th>\n",
-       "      <th>5</th>\n",
-       "      <th>6</th>\n",
-       "      <th>7</th>\n",
-       "      <th>8</th>\n",
-       "      <th>...</th>\n",
-       "      <th>181</th>\n",
-       "      <th>182</th>\n",
-       "      <th>183</th>\n",
-       "      <th>184</th>\n",
-       "      <th>185</th>\n",
-       "      <th>186</th>\n",
-       "      <th>187</th>\n",
-       "      <th>188</th>\n",
-       "      <th>189</th>\n",
-       "      <th>190</th>\n",
+       "      <th>dest_taz</th>\n",
+       "      <th>util_size_term</th>\n",
+       "      <th>util_no_attractions</th>\n",
+       "      <th>util_distance_inbound</th>\n",
+       "      <th>util_distance_outbound</th>\n",
+       "      <th>util_distance_joint</th>\n",
+       "      <th>util_prox_home_outbound</th>\n",
+       "      <th>util_prox_home_inbound</th>\n",
+       "      <th>util_prox_dest_outbound</th>\n",
+       "      <th>util_prox_dest_inbound</th>\n",
+       "      <th>util_sample_of_alternatives_correction_factor</th>\n",
+       "      <th>util_mode_choice_logsum_os</th>\n",
+       "      <th>util_stop_not_accessible_by_this_tour_mode</th>\n",
+       "      <th>util_mode_choice_logsum_sd</th>\n",
+       "      <th>util_dest_not_accessible_by_this_tour_mode</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>123229</td>\n",
-       "      <td>util_dest_not_accessible_by_this_tour_mode</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>...</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
+       "      <td>439241</td>\n",
+       "      <td>2</td>\n",
+       "      <td>6.117394</td>\n",
        "      <td>False</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>14.110000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>6.89</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>7.22</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>6.128602</td>\n",
+       "      <td>-0.847005</td>\n",
        "      <td>False</td>\n",
+       "      <td>-0.633253</td>\n",
        "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>123229</td>\n",
-       "      <td>util_distance_inbound</td>\n",
-       "      <td>6.390000343322754</td>\n",
-       "      <td>6.170000076293945</td>\n",
-       "      <td>5.920000076293945</td>\n",
-       "      <td>5.810000419616699</td>\n",
-       "      <td>5.299999713897705</td>\n",
-       "      <td>5.170000076293945</td>\n",
-       "      <td>4.840000152587891</td>\n",
-       "      <td>4.630000114440918</td>\n",
-       "      <td>...</td>\n",
-       "      <td>9.819999694824219</td>\n",
-       "      <td>11.25</td>\n",
-       "      <td>10.449999809265137</td>\n",
-       "      <td>8.970000267028809</td>\n",
-       "      <td>7.920000076293945</td>\n",
-       "      <td>9.600000381469727</td>\n",
-       "      <td>9.889999389648438</td>\n",
-       "      <td>10.079999923706055</td>\n",
-       "      <td>11.899999618530273</td>\n",
-       "      <td>12.170000076293945</td>\n",
+       "      <td>439241</td>\n",
+       "      <td>11</td>\n",
+       "      <td>7.726934</td>\n",
+       "      <td>False</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>12.280001</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>5.90</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>6.38</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>3.637608</td>\n",
+       "      <td>-0.558405</td>\n",
+       "      <td>False</td>\n",
+       "      <td>-0.497479</td>\n",
+       "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>123229</td>\n",
-       "      <td>util_distance_joint</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>439241</td>\n",
+       "      <td>16</td>\n",
+       "      <td>7.935721</td>\n",
+       "      <td>False</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>14.280000</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>6.81</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>7.47</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>3.634621</td>\n",
+       "      <td>-0.681632</td>\n",
+       "      <td>False</td>\n",
+       "      <td>-0.639591</td>\n",
+       "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>123229</td>\n",
-       "      <td>util_distance_outbound</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>439241</td>\n",
+       "      <td>21</td>\n",
+       "      <td>5.953480</td>\n",
+       "      <td>False</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>12.920000</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>6.13</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>6.79</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>5.476918</td>\n",
+       "      <td>-0.536647</td>\n",
+       "      <td>False</td>\n",
+       "      <td>-0.524008</td>\n",
+       "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>123229</td>\n",
-       "      <td>util_mode_choice_logsum_os</td>\n",
-       "      <td>-1.1826465123669618</td>\n",
-       "      <td>-1.1342039462845261</td>\n",
-       "      <td>-1.0045888362609303</td>\n",
-       "      <td>-0.9695035841251944</td>\n",
-       "      <td>-0.9086842324484546</td>\n",
-       "      <td>-0.7911335856893744</td>\n",
-       "      <td>-1.0394341719374236</td>\n",
-       "      <td>-0.735128183005223</td>\n",
-       "      <td>...</td>\n",
-       "      <td>-0.5685844758479193</td>\n",
-       "      <td>-0.7106540688185471</td>\n",
-       "      <td>-0.6324772374186627</td>\n",
-       "      <td>-0.5127860821542347</td>\n",
-       "      <td>-0.427736842041275</td>\n",
-       "      <td>-0.5989989879176718</td>\n",
-       "      <td>-0.6352947097849363</td>\n",
-       "      <td>-0.6732994275559964</td>\n",
-       "      <td>-0.8319610659002946</td>\n",
-       "      <td>-0.8302145411677482</td>\n",
+       "      <td>439241</td>\n",
+       "      <td>82</td>\n",
+       "      <td>5.890218</td>\n",
+       "      <td>False</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>9.790000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>4.83</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>4.96</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>5.218103</td>\n",
+       "      <td>-0.383122</td>\n",
+       "      <td>False</td>\n",
+       "      <td>-0.265333</td>\n",
+       "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>...</th>\n",
@@ -451,230 +490,213 @@
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>39139</th>\n",
-       "      <td>2478375757</td>\n",
-       "      <td>util_prox_home_inbound</td>\n",
-       "      <td>5.659999847412109</td>\n",
-       "      <td>5.570000171661377</td>\n",
-       "      <td>5.5</td>\n",
-       "      <td>5.329999923706055</td>\n",
-       "      <td>5.119999885559082</td>\n",
-       "      <td>5.190000057220459</td>\n",
-       "      <td>5.019999980926514</td>\n",
-       "      <td>4.809999942779541</td>\n",
-       "      <td>...</td>\n",
-       "      <td>6.260000228881836</td>\n",
-       "      <td>5.440000057220459</td>\n",
-       "      <td>5.110000133514404</td>\n",
-       "      <td>4.889999866485596</td>\n",
-       "      <td>4.329999923706055</td>\n",
-       "      <td>4.5</td>\n",
-       "      <td>3.990000009536743</td>\n",
-       "      <td>3.4200000762939453</td>\n",
-       "      <td>4.159999847412109</td>\n",
-       "      <td>4.650000095367432</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>39140</th>\n",
-       "      <td>2478375757</td>\n",
-       "      <td>util_prox_home_outbound</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>39141</th>\n",
-       "      <td>2478375757</td>\n",
-       "      <td>util_sample_of_alternatives_correction_factor</td>\n",
-       "      <td>5.969689780743902</td>\n",
-       "      <td>5.229744858144034</td>\n",
-       "      <td>6.651885938411212</td>\n",
-       "      <td>5.457984599784746</td>\n",
-       "      <td>4.557500241901908</td>\n",
-       "      <td>5.683456777589848</td>\n",
-       "      <td>4.880351408439651</td>\n",
-       "      <td>5.056172176409885</td>\n",
-       "      <td>...</td>\n",
-       "      <td>6.167159960103807</td>\n",
-       "      <td>5.635222918217218</td>\n",
-       "      <td>4.9055149705471015</td>\n",
-       "      <td>5.197733187456251</td>\n",
-       "      <td>4.545857557157909</td>\n",
-       "      <td>5.146011961990624</td>\n",
-       "      <td>5.677734711636542</td>\n",
-       "      <td>4.0921031600858315</td>\n",
-       "      <td>5.525577058677637</td>\n",
-       "      <td>6.765177014979627</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>39142</th>\n",
-       "      <td>2478375757</td>\n",
-       "      <td>util_size_term</td>\n",
-       "      <td>5.8928092787280315</td>\n",
-       "      <td>6.61382841501164</td>\n",
-       "      <td>5.174023179275996</td>\n",
-       "      <td>6.331334576117736</td>\n",
-       "      <td>7.181350090272405</td>\n",
-       "      <td>6.062963941307298</td>\n",
-       "      <td>6.824432363972737</td>\n",
-       "      <td>6.596881001099327</td>\n",
-       "      <td>...</td>\n",
-       "      <td>5.988058753973149</td>\n",
-       "      <td>6.313073295919817</td>\n",
-       "      <td>6.959507591274848</td>\n",
-       "      <td>6.611773525937498</td>\n",
-       "      <td>7.122336273469753</td>\n",
-       "      <td>6.565080445969589</td>\n",
-       "      <td>5.957654370567811</td>\n",
-       "      <td>7.481461558469711</td>\n",
-       "      <td>6.2347224418357365</td>\n",
-       "      <td>5.096060413644514</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>39143</th>\n",
-       "      <td>2478375757</td>\n",
-       "      <td>util_stop_not_accessible_by_this_tour_mode</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
+       "      <th>854498</th>\n",
+       "      <td>2481262477</td>\n",
+       "      <td>1314</td>\n",
+       "      <td>6.565007</td>\n",
        "      <td>False</td>\n",
+       "      <td>21.299999</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>10.650000</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>10.65</td>\n",
+       "      <td>3.869640</td>\n",
+       "      <td>-3.466365</td>\n",
        "      <td>False</td>\n",
+       "      <td>-3.466365</td>\n",
        "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>854499</th>\n",
+       "      <td>2481262477</td>\n",
+       "      <td>1315</td>\n",
+       "      <td>5.491167</td>\n",
        "      <td>False</td>\n",
+       "      <td>14.500000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>7.250000</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>7.25</td>\n",
+       "      <td>2.986897</td>\n",
+       "      <td>-2.475631</td>\n",
        "      <td>False</td>\n",
-       "      <td>...</td>\n",
+       "      <td>-2.476182</td>\n",
        "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>854500</th>\n",
+       "      <td>2481262477</td>\n",
+       "      <td>1318</td>\n",
+       "      <td>4.109496</td>\n",
        "      <td>False</td>\n",
+       "      <td>35.799999</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>17.900000</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>17.90</td>\n",
+       "      <td>7.056036</td>\n",
+       "      <td>-6.066198</td>\n",
        "      <td>False</td>\n",
+       "      <td>-6.054759</td>\n",
        "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>854501</th>\n",
+       "      <td>2481262477</td>\n",
+       "      <td>1324</td>\n",
+       "      <td>5.586113</td>\n",
        "      <td>False</td>\n",
+       "      <td>40.349998</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>19.950001</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>20.40</td>\n",
+       "      <td>6.153502</td>\n",
+       "      <td>-6.458255</td>\n",
        "      <td>False</td>\n",
+       "      <td>-6.443607</td>\n",
        "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>854502</th>\n",
+       "      <td>2481262477</td>\n",
+       "      <td>1361</td>\n",
+       "      <td>7.160701</td>\n",
        "      <td>False</td>\n",
+       "      <td>60.360001</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>30.180000</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>30.18</td>\n",
+       "      <td>7.103621</td>\n",
+       "      <td>-9.888594</td>\n",
        "      <td>False</td>\n",
+       "      <td>-9.902823</td>\n",
        "      <td>False</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>39144 rows × 192 columns</p>\n",
+       "<p>854503 rows × 16 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "          trip_id                                       variable  \\\n",
-       "0          123229     util_dest_not_accessible_by_this_tour_mode   \n",
-       "1          123229                          util_distance_inbound   \n",
-       "2          123229                            util_distance_joint   \n",
-       "3          123229                         util_distance_outbound   \n",
-       "4          123229                     util_mode_choice_logsum_os   \n",
-       "...           ...                                            ...   \n",
-       "39139  2478375757                         util_prox_home_inbound   \n",
-       "39140  2478375757                        util_prox_home_outbound   \n",
-       "39141  2478375757  util_sample_of_alternatives_correction_factor   \n",
-       "39142  2478375757                                 util_size_term   \n",
-       "39143  2478375757     util_stop_not_accessible_by_this_tour_mode   \n",
+       "           trip_id  dest_taz  util_size_term  util_no_attractions  \\\n",
+       "0           439241         2        6.117394                False   \n",
+       "1           439241        11        7.726934                False   \n",
+       "2           439241        16        7.935721                False   \n",
+       "3           439241        21        5.953480                False   \n",
+       "4           439241        82        5.890218                False   \n",
+       "...            ...       ...             ...                  ...   \n",
+       "854498  2481262477      1314        6.565007                False   \n",
+       "854499  2481262477      1315        5.491167                False   \n",
+       "854500  2481262477      1318        4.109496                False   \n",
+       "854501  2481262477      1324        5.586113                False   \n",
+       "854502  2481262477      1361        7.160701                False   \n",
+       "\n",
+       "        util_distance_inbound  util_distance_outbound  util_distance_joint  \\\n",
+       "0                    0.000000               14.110000                  0.0   \n",
+       "1                    0.000000               12.280001                  0.0   \n",
+       "2                    0.000000               14.280000                  0.0   \n",
+       "3                    0.000000               12.920000                  0.0   \n",
+       "4                    0.000000                9.790000                  0.0   \n",
+       "...                       ...                     ...                  ...   \n",
+       "854498              21.299999                0.000000                  0.0   \n",
+       "854499              14.500000                0.000000                  0.0   \n",
+       "854500              35.799999                0.000000                  0.0   \n",
+       "854501              40.349998                0.000000                  0.0   \n",
+       "854502              60.360001                0.000000                  0.0   \n",
        "\n",
-       "                         1                    2                    3  \\\n",
-       "0                    False                False                False   \n",
-       "1        6.390000343322754    6.170000076293945    5.920000076293945   \n",
-       "2                      0.0                  0.0                  0.0   \n",
-       "3                      0.0                  0.0                  0.0   \n",
-       "4      -1.1826465123669618  -1.1342039462845261  -1.0045888362609303   \n",
-       "...                    ...                  ...                  ...   \n",
-       "39139    5.659999847412109    5.570000171661377                  5.5   \n",
-       "39140                  0.0                  0.0                  0.0   \n",
-       "39141    5.969689780743902    5.229744858144034    6.651885938411212   \n",
-       "39142   5.8928092787280315     6.61382841501164    5.174023179275996   \n",
-       "39143                False                False                False   \n",
+       "        util_prox_home_outbound  util_prox_home_inbound  \\\n",
+       "0                          6.89                0.000000   \n",
+       "1                          5.90                0.000000   \n",
+       "2                          6.81                0.000000   \n",
+       "3                          6.13                0.000000   \n",
+       "4                          4.83                0.000000   \n",
+       "...                         ...                     ...   \n",
+       "854498                     0.00               10.650000   \n",
+       "854499                     0.00                7.250000   \n",
+       "854500                     0.00               17.900000   \n",
+       "854501                     0.00               19.950001   \n",
+       "854502                     0.00               30.180000   \n",
        "\n",
-       "                         4                    5                    6  \\\n",
-       "0                    False                False                False   \n",
-       "1        5.810000419616699    5.299999713897705    5.170000076293945   \n",
-       "2                      0.0                  0.0                  0.0   \n",
-       "3                      0.0                  0.0                  0.0   \n",
-       "4      -0.9695035841251944  -0.9086842324484546  -0.7911335856893744   \n",
-       "...                    ...                  ...                  ...   \n",
-       "39139    5.329999923706055    5.119999885559082    5.190000057220459   \n",
-       "39140                  0.0                  0.0                  0.0   \n",
-       "39141    5.457984599784746    4.557500241901908    5.683456777589848   \n",
-       "39142    6.331334576117736    7.181350090272405    6.062963941307298   \n",
-       "39143                False                False                False   \n",
+       "        util_prox_dest_outbound  util_prox_dest_inbound  \\\n",
+       "0                          7.22                    0.00   \n",
+       "1                          6.38                    0.00   \n",
+       "2                          7.47                    0.00   \n",
+       "3                          6.79                    0.00   \n",
+       "4                          4.96                    0.00   \n",
+       "...                         ...                     ...   \n",
+       "854498                     0.00                   10.65   \n",
+       "854499                     0.00                    7.25   \n",
+       "854500                     0.00                   17.90   \n",
+       "854501                     0.00                   20.40   \n",
+       "854502                     0.00                   30.18   \n",
        "\n",
-       "                         7                   8  ...                  181  \\\n",
-       "0                    False               False  ...                False   \n",
-       "1        4.840000152587891   4.630000114440918  ...    9.819999694824219   \n",
-       "2                      0.0                 0.0  ...                  0.0   \n",
-       "3                      0.0                 0.0  ...                  0.0   \n",
-       "4      -1.0394341719374236  -0.735128183005223  ...  -0.5685844758479193   \n",
-       "...                    ...                 ...  ...                  ...   \n",
-       "39139    5.019999980926514   4.809999942779541  ...    6.260000228881836   \n",
-       "39140                  0.0                 0.0  ...                  0.0   \n",
-       "39141    4.880351408439651   5.056172176409885  ...    6.167159960103807   \n",
-       "39142    6.824432363972737   6.596881001099327  ...    5.988058753973149   \n",
-       "39143                False               False  ...                False   \n",
+       "        util_sample_of_alternatives_correction_factor  \\\n",
+       "0                                            6.128602   \n",
+       "1                                            3.637608   \n",
+       "2                                            3.634621   \n",
+       "3                                            5.476918   \n",
+       "4                                            5.218103   \n",
+       "...                                               ...   \n",
+       "854498                                       3.869640   \n",
+       "854499                                       2.986897   \n",
+       "854500                                       7.056036   \n",
+       "854501                                       6.153502   \n",
+       "854502                                       7.103621   \n",
        "\n",
-       "                       182                  183                  184  \\\n",
-       "0                    False                False                False   \n",
-       "1                    11.25   10.449999809265137    8.970000267028809   \n",
-       "2                      0.0                  0.0                  0.0   \n",
-       "3                      0.0                  0.0                  0.0   \n",
-       "4      -0.7106540688185471  -0.6324772374186627  -0.5127860821542347   \n",
-       "...                    ...                  ...                  ...   \n",
-       "39139    5.440000057220459    5.110000133514404    4.889999866485596   \n",
-       "39140                  0.0                  0.0                  0.0   \n",
-       "39141    5.635222918217218   4.9055149705471015    5.197733187456251   \n",
-       "39142    6.313073295919817    6.959507591274848    6.611773525937498   \n",
-       "39143                False                False                False   \n",
+       "        util_mode_choice_logsum_os  \\\n",
+       "0                        -0.847005   \n",
+       "1                        -0.558405   \n",
+       "2                        -0.681632   \n",
+       "3                        -0.536647   \n",
+       "4                        -0.383122   \n",
+       "...                            ...   \n",
+       "854498                   -3.466365   \n",
+       "854499                   -2.475631   \n",
+       "854500                   -6.066198   \n",
+       "854501                   -6.458255   \n",
+       "854502                   -9.888594   \n",
        "\n",
-       "                      185                  186                  187  \\\n",
-       "0                   False                False                False   \n",
-       "1       7.920000076293945    9.600000381469727    9.889999389648438   \n",
-       "2                     0.0                  0.0                  0.0   \n",
-       "3                     0.0                  0.0                  0.0   \n",
-       "4      -0.427736842041275  -0.5989989879176718  -0.6352947097849363   \n",
-       "...                   ...                  ...                  ...   \n",
-       "39139   4.329999923706055                  4.5    3.990000009536743   \n",
-       "39140                 0.0                  0.0                  0.0   \n",
-       "39141   4.545857557157909    5.146011961990624    5.677734711636542   \n",
-       "39142   7.122336273469753    6.565080445969589    5.957654370567811   \n",
-       "39143               False                False                False   \n",
+       "        util_stop_not_accessible_by_this_tour_mode  \\\n",
+       "0                                            False   \n",
+       "1                                            False   \n",
+       "2                                            False   \n",
+       "3                                            False   \n",
+       "4                                            False   \n",
+       "...                                            ...   \n",
+       "854498                                       False   \n",
+       "854499                                       False   \n",
+       "854500                                       False   \n",
+       "854501                                       False   \n",
+       "854502                                       False   \n",
        "\n",
-       "                       188                  189                  190  \n",
-       "0                    False                False                False  \n",
-       "1       10.079999923706055   11.899999618530273   12.170000076293945  \n",
-       "2                      0.0                  0.0                  0.0  \n",
-       "3                      0.0                  0.0                  0.0  \n",
-       "4      -0.6732994275559964  -0.8319610659002946  -0.8302145411677482  \n",
-       "...                    ...                  ...                  ...  \n",
-       "39139   3.4200000762939453    4.159999847412109    4.650000095367432  \n",
-       "39140                  0.0                  0.0                  0.0  \n",
-       "39141   4.0921031600858315    5.525577058677637    6.765177014979627  \n",
-       "39142    7.481461558469711   6.2347224418357365    5.096060413644514  \n",
-       "39143                False                False                False  \n",
+       "        util_mode_choice_logsum_sd  util_dest_not_accessible_by_this_tour_mode  \n",
+       "0                        -0.633253                                       False  \n",
+       "1                        -0.497479                                       False  \n",
+       "2                        -0.639591                                       False  \n",
+       "3                        -0.524008                                       False  \n",
+       "4                        -0.265333                                       False  \n",
+       "...                            ...                                         ...  \n",
+       "854498                   -3.466365                                       False  \n",
+       "854499                   -2.476182                                       False  \n",
+       "854500                   -6.054759                                       False  \n",
+       "854501                   -6.443607                                       False  \n",
+       "854502                   -9.902823                                       False  \n",
        "\n",
-       "[39144 rows x 192 columns]"
+       "[854503 rows x 16 columns]"
       ]
      },
      "execution_count": 6,
@@ -724,130 +746,142 @@
        "      <th>override_choice</th>\n",
        "      <th>person_id</th>\n",
        "      <th>household_id</th>\n",
-       "      <th>tour_id</th>\n",
        "      <th>primary_purpose</th>\n",
        "      <th>trip_num</th>\n",
        "      <th>outbound</th>\n",
        "      <th>trip_count</th>\n",
+       "      <th>destination</th>\n",
+       "      <th>...</th>\n",
        "      <th>purpose</th>\n",
        "      <th>next_trip_id</th>\n",
-       "      <th>destination</th>\n",
-       "      <th>origin</th>\n",
-       "      <th>failed</th>\n",
        "      <th>tour_mode</th>\n",
        "      <th>trip_period</th>\n",
        "      <th>is_joint</th>\n",
+       "      <th>tour_leg_dest</th>\n",
+       "      <th>purpose_index_num</th>\n",
+       "      <th>tour_mode_is_walk</th>\n",
+       "      <th>tour_mode_is_bike</th>\n",
        "      <th>destination_logsum</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>123229</td>\n",
-       "      <td>7</td>\n",
-       "      <td>69</td>\n",
-       "      <td>375</td>\n",
-       "      <td>375</td>\n",
-       "      <td>15403</td>\n",
-       "      <td>othmaint</td>\n",
+       "      <td>439241</td>\n",
+       "      <td>93</td>\n",
+       "      <td>178</td>\n",
+       "      <td>1339</td>\n",
+       "      <td>1339</td>\n",
+       "      <td>eatout</td>\n",
        "      <td>1</td>\n",
-       "      <td>False</td>\n",
-       "      <td>3</td>\n",
+       "      <td>True</td>\n",
+       "      <td>2</td>\n",
+       "      <td>187</td>\n",
+       "      <td>...</td>\n",
        "      <td>shopping</td>\n",
-       "      <td>123230</td>\n",
-       "      <td>105</td>\n",
-       "      <td>67</td>\n",
-       "      <td>False</td>\n",
+       "      <td>439242</td>\n",
        "      <td>DRIVEALONEFREE</td>\n",
-       "      <td>MD</td>\n",
+       "      <td>PM</td>\n",
+       "      <td>False</td>\n",
+       "      <td>187.0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>False</td>\n",
        "      <td>False</td>\n",
        "      <td>NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>123230</td>\n",
-       "      <td>9</td>\n",
-       "      <td>106</td>\n",
-       "      <td>375</td>\n",
-       "      <td>375</td>\n",
-       "      <td>15403</td>\n",
-       "      <td>othmaint</td>\n",
+       "      <td>497189</td>\n",
+       "      <td>169</td>\n",
+       "      <td>99</td>\n",
+       "      <td>1515</td>\n",
+       "      <td>1515</td>\n",
+       "      <td>shopping</td>\n",
+       "      <td>1</td>\n",
+       "      <td>False</td>\n",
        "      <td>2</td>\n",
+       "      <td>170</td>\n",
+       "      <td>...</td>\n",
+       "      <td>othdiscr</td>\n",
+       "      <td>497190</td>\n",
+       "      <td>DRIVEALONEFREE</td>\n",
+       "      <td>EV</td>\n",
        "      <td>False</td>\n",
-       "      <td>3</td>\n",
-       "      <td>eatout</td>\n",
-       "      <td>123231</td>\n",
-       "      <td>105</td>\n",
-       "      <td>69</td>\n",
+       "      <td>170.0</td>\n",
+       "      <td>6</td>\n",
        "      <td>False</td>\n",
-       "      <td>DRIVEALONEFREE</td>\n",
-       "      <td>MD</td>\n",
        "      <td>False</td>\n",
        "      <td>NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>206561</td>\n",
-       "      <td>7</td>\n",
-       "      <td>9</td>\n",
-       "      <td>629</td>\n",
-       "      <td>629</td>\n",
-       "      <td>25820</td>\n",
-       "      <td>univ</td>\n",
+       "      <td>536181</td>\n",
+       "      <td>184</td>\n",
+       "      <td>177</td>\n",
+       "      <td>1634</td>\n",
+       "      <td>1634</td>\n",
+       "      <td>othmaint</td>\n",
        "      <td>1</td>\n",
-       "      <td>True</td>\n",
+       "      <td>False</td>\n",
        "      <td>2</td>\n",
-       "      <td>escort</td>\n",
-       "      <td>206562</td>\n",
-       "      <td>12</td>\n",
-       "      <td>131</td>\n",
+       "      <td>178</td>\n",
+       "      <td>...</td>\n",
+       "      <td>othmaint</td>\n",
+       "      <td>536182</td>\n",
+       "      <td>DRIVEALONEFREE</td>\n",
+       "      <td>PM</td>\n",
+       "      <td>False</td>\n",
+       "      <td>178.0</td>\n",
+       "      <td>4</td>\n",
        "      <td>False</td>\n",
-       "      <td>WALK_HVY</td>\n",
-       "      <td>MD</td>\n",
        "      <td>False</td>\n",
        "      <td>NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>265617</td>\n",
-       "      <td>141</td>\n",
-       "      <td>141</td>\n",
-       "      <td>809</td>\n",
-       "      <td>809</td>\n",
-       "      <td>33202</td>\n",
-       "      <td>shopping</td>\n",
+       "      <td>593909</td>\n",
+       "      <td>183</td>\n",
+       "      <td>136</td>\n",
+       "      <td>1810</td>\n",
+       "      <td>1810</td>\n",
+       "      <td>othmaint</td>\n",
+       "      <td>1</td>\n",
+       "      <td>False</td>\n",
+       "      <td>3</td>\n",
+       "      <td>183</td>\n",
+       "      <td>...</td>\n",
+       "      <td>escort</td>\n",
+       "      <td>593910</td>\n",
+       "      <td>SHARED2FREE</td>\n",
+       "      <td>AM</td>\n",
+       "      <td>False</td>\n",
+       "      <td>183.0</td>\n",
        "      <td>1</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2</td>\n",
-       "      <td>shopping</td>\n",
-       "      <td>265618</td>\n",
-       "      <td>117</td>\n",
-       "      <td>138</td>\n",
        "      <td>False</td>\n",
-       "      <td>DRIVEALONEFREE</td>\n",
-       "      <td>MD</td>\n",
        "      <td>False</td>\n",
        "      <td>NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>265621</td>\n",
-       "      <td>127</td>\n",
-       "      <td>127</td>\n",
-       "      <td>809</td>\n",
-       "      <td>809</td>\n",
-       "      <td>33202</td>\n",
-       "      <td>shopping</td>\n",
-       "      <td>1</td>\n",
-       "      <td>False</td>\n",
+       "      <td>593910</td>\n",
+       "      <td>89</td>\n",
+       "      <td>188</td>\n",
+       "      <td>1810</td>\n",
+       "      <td>1810</td>\n",
+       "      <td>othmaint</td>\n",
        "      <td>2</td>\n",
+       "      <td>False</td>\n",
+       "      <td>3</td>\n",
+       "      <td>183</td>\n",
+       "      <td>...</td>\n",
        "      <td>othmaint</td>\n",
-       "      <td>265622</td>\n",
-       "      <td>138</td>\n",
-       "      <td>117</td>\n",
+       "      <td>593911</td>\n",
+       "      <td>SHARED2FREE</td>\n",
+       "      <td>AM</td>\n",
+       "      <td>False</td>\n",
+       "      <td>183.0</td>\n",
+       "      <td>4</td>\n",
        "      <td>False</td>\n",
-       "      <td>DRIVEALONEFREE</td>\n",
-       "      <td>MD</td>\n",
        "      <td>False</td>\n",
        "      <td>NaN</td>\n",
        "    </tr>\n",
@@ -872,176 +906,201 @@
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2791</th>\n",
-       "      <td>2473349145</td>\n",
-       "      <td>7</td>\n",
-       "      <td>121</td>\n",
-       "      <td>7540698</td>\n",
-       "      <td>2849363</td>\n",
-       "      <td>309168643</td>\n",
+       "      <th>36442</th>\n",
+       "      <td>2480879045</td>\n",
+       "      <td>1304</td>\n",
+       "      <td>1306</td>\n",
+       "      <td>7563655</td>\n",
+       "      <td>2872320</td>\n",
        "      <td>othdiscr</td>\n",
        "      <td>1</td>\n",
-       "      <td>True</td>\n",
+       "      <td>False</td>\n",
        "      <td>2</td>\n",
-       "      <td>social</td>\n",
-       "      <td>2473349146</td>\n",
-       "      <td>56</td>\n",
-       "      <td>92</td>\n",
+       "      <td>1293</td>\n",
+       "      <td>...</td>\n",
+       "      <td>othdiscr</td>\n",
+       "      <td>2480879046</td>\n",
+       "      <td>DRIVEALONEFREE</td>\n",
+       "      <td>MD</td>\n",
+       "      <td>False</td>\n",
+       "      <td>1293.0</td>\n",
+       "      <td>6</td>\n",
        "      <td>False</td>\n",
-       "      <td>SHARED3FREE</td>\n",
-       "      <td>PM</td>\n",
        "      <td>False</td>\n",
        "      <td>NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2792</th>\n",
-       "      <td>2473471869</td>\n",
-       "      <td>25</td>\n",
-       "      <td>134</td>\n",
-       "      <td>7541072</td>\n",
-       "      <td>2849737</td>\n",
-       "      <td>309183983</td>\n",
-       "      <td>univ</td>\n",
+       "      <th>36443</th>\n",
+       "      <td>2480879069</td>\n",
+       "      <td>1298</td>\n",
+       "      <td>1299</td>\n",
+       "      <td>7563655</td>\n",
+       "      <td>2872320</td>\n",
+       "      <td>othmaint</td>\n",
        "      <td>1</td>\n",
        "      <td>False</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1293</td>\n",
+       "      <td>...</td>\n",
+       "      <td>shopping</td>\n",
+       "      <td>2480879070</td>\n",
+       "      <td>DRIVEALONEFREE</td>\n",
+       "      <td>PM</td>\n",
+       "      <td>False</td>\n",
+       "      <td>1293.0</td>\n",
        "      <td>2</td>\n",
-       "      <td>escort</td>\n",
-       "      <td>2473471870</td>\n",
-       "      <td>117</td>\n",
-       "      <td>107</td>\n",
        "      <td>False</td>\n",
-       "      <td>TAXI</td>\n",
-       "      <td>AM</td>\n",
        "      <td>False</td>\n",
        "      <td>NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2793</th>\n",
-       "      <td>2477980533</td>\n",
-       "      <td>7</td>\n",
-       "      <td>117</td>\n",
-       "      <td>7554818</td>\n",
-       "      <td>2863483</td>\n",
-       "      <td>309747566</td>\n",
+       "      <th>36444</th>\n",
+       "      <td>2480879070</td>\n",
+       "      <td>1291</td>\n",
+       "      <td>1293</td>\n",
+       "      <td>7563655</td>\n",
+       "      <td>2872320</td>\n",
        "      <td>othmaint</td>\n",
-       "      <td>1</td>\n",
-       "      <td>False</td>\n",
        "      <td>2</td>\n",
-       "      <td>shopping</td>\n",
-       "      <td>2477980534</td>\n",
-       "      <td>20</td>\n",
-       "      <td>177</td>\n",
        "      <td>False</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1293</td>\n",
+       "      <td>...</td>\n",
+       "      <td>eatout</td>\n",
+       "      <td>2480879071</td>\n",
        "      <td>DRIVEALONEFREE</td>\n",
        "      <td>PM</td>\n",
        "      <td>False</td>\n",
+       "      <td>1293.0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
        "      <td>NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2794</th>\n",
-       "      <td>2478086525</td>\n",
-       "      <td>7</td>\n",
-       "      <td>48</td>\n",
-       "      <td>7555141</td>\n",
-       "      <td>2863806</td>\n",
-       "      <td>309760815</td>\n",
-       "      <td>shopping</td>\n",
-       "      <td>1</td>\n",
+       "      <th>36445</th>\n",
+       "      <td>2480879071</td>\n",
+       "      <td>1293</td>\n",
+       "      <td>1293</td>\n",
+       "      <td>7563655</td>\n",
+       "      <td>2872320</td>\n",
+       "      <td>othmaint</td>\n",
+       "      <td>3</td>\n",
+       "      <td>False</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1293</td>\n",
+       "      <td>...</td>\n",
+       "      <td>othdiscr</td>\n",
+       "      <td>2480879072</td>\n",
+       "      <td>DRIVEALONEFREE</td>\n",
+       "      <td>PM</td>\n",
        "      <td>False</td>\n",
-       "      <td>2</td>\n",
-       "      <td>shopping</td>\n",
-       "      <td>2478086526</td>\n",
-       "      <td>85</td>\n",
-       "      <td>41</td>\n",
+       "      <td>1293.0</td>\n",
+       "      <td>6</td>\n",
        "      <td>False</td>\n",
-       "      <td>SHARED2FREE</td>\n",
-       "      <td>PM</td>\n",
        "      <td>False</td>\n",
        "      <td>NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2795</th>\n",
-       "      <td>2478375757</td>\n",
-       "      <td>126</td>\n",
-       "      <td>127</td>\n",
-       "      <td>7556023</td>\n",
-       "      <td>2864688</td>\n",
-       "      <td>309796969</td>\n",
+       "      <th>36446</th>\n",
+       "      <td>2481262477</td>\n",
+       "      <td>1309</td>\n",
+       "      <td>1302</td>\n",
+       "      <td>7564824</td>\n",
+       "      <td>2873489</td>\n",
        "      <td>othdiscr</td>\n",
        "      <td>1</td>\n",
        "      <td>False</td>\n",
        "      <td>2</td>\n",
-       "      <td>escort</td>\n",
-       "      <td>2478375758</td>\n",
-       "      <td>136</td>\n",
-       "      <td>128</td>\n",
-       "      <td>False</td>\n",
+       "      <td>1310</td>\n",
+       "      <td>...</td>\n",
+       "      <td>shopping</td>\n",
+       "      <td>2481262478</td>\n",
        "      <td>DRIVEALONEFREE</td>\n",
-       "      <td>EV</td>\n",
+       "      <td>PM</td>\n",
+       "      <td>False</td>\n",
+       "      <td>1310.0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>False</td>\n",
        "      <td>False</td>\n",
        "      <td>NaN</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>2796 rows × 19 columns</p>\n",
+       "<p>36447 rows × 23 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "         trip_id  model_choice  override_choice  person_id  household_id  \\\n",
-       "0         123229             7               69        375           375   \n",
-       "1         123230             9              106        375           375   \n",
-       "2         206561             7                9        629           629   \n",
-       "3         265617           141              141        809           809   \n",
-       "4         265621           127              127        809           809   \n",
-       "...          ...           ...              ...        ...           ...   \n",
-       "2791  2473349145             7              121    7540698       2849363   \n",
-       "2792  2473471869            25              134    7541072       2849737   \n",
-       "2793  2477980533             7              117    7554818       2863483   \n",
-       "2794  2478086525             7               48    7555141       2863806   \n",
-       "2795  2478375757           126              127    7556023       2864688   \n",
+       "          trip_id  model_choice  override_choice  person_id  household_id  \\\n",
+       "0          439241            93              178       1339          1339   \n",
+       "1          497189           169               99       1515          1515   \n",
+       "2          536181           184              177       1634          1634   \n",
+       "3          593909           183              136       1810          1810   \n",
+       "4          593910            89              188       1810          1810   \n",
+       "...           ...           ...              ...        ...           ...   \n",
+       "36442  2480879045          1304             1306    7563655       2872320   \n",
+       "36443  2480879069          1298             1299    7563655       2872320   \n",
+       "36444  2480879070          1291             1293    7563655       2872320   \n",
+       "36445  2480879071          1293             1293    7563655       2872320   \n",
+       "36446  2481262477          1309             1302    7564824       2873489   \n",
        "\n",
-       "        tour_id primary_purpose  trip_num  outbound  trip_count   purpose  \\\n",
-       "0         15403        othmaint         1     False           3  shopping   \n",
-       "1         15403        othmaint         2     False           3    eatout   \n",
-       "2         25820            univ         1      True           2    escort   \n",
-       "3         33202        shopping         1      True           2  shopping   \n",
-       "4         33202        shopping         1     False           2  othmaint   \n",
-       "...         ...             ...       ...       ...         ...       ...   \n",
-       "2791  309168643        othdiscr         1      True           2    social   \n",
-       "2792  309183983            univ         1     False           2    escort   \n",
-       "2793  309747566        othmaint         1     False           2  shopping   \n",
-       "2794  309760815        shopping         1     False           2  shopping   \n",
-       "2795  309796969        othdiscr         1     False           2    escort   \n",
+       "      primary_purpose  trip_num  outbound  trip_count  destination  ...  \\\n",
+       "0              eatout         1      True           2          187  ...   \n",
+       "1            shopping         1     False           2          170  ...   \n",
+       "2            othmaint         1     False           2          178  ...   \n",
+       "3            othmaint         1     False           3          183  ...   \n",
+       "4            othmaint         2     False           3          183  ...   \n",
+       "...               ...       ...       ...         ...          ...  ...   \n",
+       "36442        othdiscr         1     False           2         1293  ...   \n",
+       "36443        othmaint         1     False           4         1293  ...   \n",
+       "36444        othmaint         2     False           4         1293  ...   \n",
+       "36445        othmaint         3     False           4         1293  ...   \n",
+       "36446        othdiscr         1     False           2         1310  ...   \n",
        "\n",
-       "      next_trip_id  destination  origin  failed       tour_mode trip_period  \\\n",
-       "0           123230          105      67   False  DRIVEALONEFREE          MD   \n",
-       "1           123231          105      69   False  DRIVEALONEFREE          MD   \n",
-       "2           206562           12     131   False        WALK_HVY          MD   \n",
-       "3           265618          117     138   False  DRIVEALONEFREE          MD   \n",
-       "4           265622          138     117   False  DRIVEALONEFREE          MD   \n",
-       "...            ...          ...     ...     ...             ...         ...   \n",
-       "2791    2473349146           56      92   False     SHARED3FREE          PM   \n",
-       "2792    2473471870          117     107   False            TAXI          AM   \n",
-       "2793    2477980534           20     177   False  DRIVEALONEFREE          PM   \n",
-       "2794    2478086526           85      41   False     SHARED2FREE          PM   \n",
-       "2795    2478375758          136     128   False  DRIVEALONEFREE          EV   \n",
+       "        purpose  next_trip_id       tour_mode trip_period  is_joint  \\\n",
+       "0      shopping        439242  DRIVEALONEFREE          PM     False   \n",
+       "1      othdiscr        497190  DRIVEALONEFREE          EV     False   \n",
+       "2      othmaint        536182  DRIVEALONEFREE          PM     False   \n",
+       "3        escort        593910     SHARED2FREE          AM     False   \n",
+       "4      othmaint        593911     SHARED2FREE          AM     False   \n",
+       "...         ...           ...             ...         ...       ...   \n",
+       "36442  othdiscr    2480879046  DRIVEALONEFREE          MD     False   \n",
+       "36443  shopping    2480879070  DRIVEALONEFREE          PM     False   \n",
+       "36444    eatout    2480879071  DRIVEALONEFREE          PM     False   \n",
+       "36445  othdiscr    2480879072  DRIVEALONEFREE          PM     False   \n",
+       "36446  shopping    2481262478  DRIVEALONEFREE          PM     False   \n",
        "\n",
-       "      is_joint  destination_logsum  \n",
-       "0        False                 NaN  \n",
-       "1        False                 NaN  \n",
-       "2        False                 NaN  \n",
-       "3        False                 NaN  \n",
-       "4        False                 NaN  \n",
-       "...        ...                 ...  \n",
-       "2791     False                 NaN  \n",
-       "2792     False                 NaN  \n",
-       "2793     False                 NaN  \n",
-       "2794     False                 NaN  \n",
-       "2795     False                 NaN  \n",
+       "      tour_leg_dest purpose_index_num  tour_mode_is_walk  tour_mode_is_bike  \\\n",
+       "0             187.0                 2              False              False   \n",
+       "1             170.0                 6              False              False   \n",
+       "2             178.0                 4              False              False   \n",
+       "3             183.0                 1              False              False   \n",
+       "4             183.0                 4              False              False   \n",
+       "...             ...               ...                ...                ...   \n",
+       "36442        1293.0                 6              False              False   \n",
+       "36443        1293.0                 2              False              False   \n",
+       "36444        1293.0                 3              False              False   \n",
+       "36445        1293.0                 6              False              False   \n",
+       "36446        1310.0                 2              False              False   \n",
        "\n",
-       "[2796 rows x 19 columns]"
+       "       destination_logsum  \n",
+       "0                     NaN  \n",
+       "1                     NaN  \n",
+       "2                     NaN  \n",
+       "3                     NaN  \n",
+       "4                     NaN  \n",
+       "...                   ...  \n",
+       "36442                 NaN  \n",
+       "36443                 NaN  \n",
+       "36444                 NaN  \n",
+       "36445                 NaN  \n",
+       "36446                 NaN  \n",
+       "\n",
+       "[36447 rows x 23 columns]"
       ]
      },
      "execution_count": 7,
@@ -1148,9 +1207,9 @@
        "      <td>7</td>\n",
        "      <td>...</td>\n",
        "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>3</td>\n",
        "      <td>5.89564</td>\n",
        "      <td>2.875000</td>\n",
@@ -1172,9 +1231,9 @@
        "      <td>19</td>\n",
        "      <td>...</td>\n",
        "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>1</td>\n",
        "      <td>5.84871</td>\n",
        "      <td>5.195214</td>\n",
@@ -1196,9 +1255,9 @@
        "      <td>38</td>\n",
        "      <td>...</td>\n",
        "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>1</td>\n",
        "      <td>5.53231</td>\n",
        "      <td>80.470405</td>\n",
@@ -1220,9 +1279,9 @@
        "      <td>20</td>\n",
        "      <td>...</td>\n",
        "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>2</td>\n",
        "      <td>5.64330</td>\n",
        "      <td>7.947368</td>\n",
@@ -1244,9 +1303,9 @@
        "      <td>86</td>\n",
        "      <td>...</td>\n",
        "      <td>0</td>\n",
-       "      <td>0.00000</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>72.14684</td>\n",
-       "      <td>0.00000</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>1</td>\n",
        "      <td>5.52555</td>\n",
        "      <td>38.187500</td>\n",
@@ -1279,188 +1338,188 @@
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>186</th>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2779</td>\n",
-       "      <td>8062</td>\n",
-       "      <td>376.0</td>\n",
-       "      <td>172.0</td>\n",
-       "      <td>15.00000</td>\n",
-       "      <td>1760</td>\n",
-       "      <td>1178</td>\n",
+       "      <th>1450</th>\n",
+       "      <td>34</td>\n",
+       "      <td>34</td>\n",
+       "      <td>9</td>\n",
+       "      <td>2724</td>\n",
+       "      <td>6493</td>\n",
+       "      <td>1320.0</td>\n",
+       "      <td>630.0</td>\n",
+       "      <td>69.00000</td>\n",
+       "      <td>1046</td>\n",
+       "      <td>1013</td>\n",
        "      <td>...</td>\n",
-       "      <td>3</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0.00000</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>1</td>\n",
-       "      <td>2.04173</td>\n",
-       "      <td>14.860963</td>\n",
-       "      <td>9.411765</td>\n",
-       "      <td>5.762347</td>\n",
+       "      <td>1.12116</td>\n",
+       "      <td>3.896996</td>\n",
+       "      <td>1.496423</td>\n",
+       "      <td>1.081235</td>\n",
        "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>187</th>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1492</td>\n",
-       "      <td>4139</td>\n",
-       "      <td>214.0</td>\n",
-       "      <td>116.0</td>\n",
-       "      <td>10.00000</td>\n",
-       "      <td>808</td>\n",
-       "      <td>603</td>\n",
+       "      <th>1451</th>\n",
+       "      <td>34</td>\n",
+       "      <td>34</td>\n",
+       "      <td>9</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>4835</td>\n",
+       "      <td>664.0</td>\n",
+       "      <td>379.0</td>\n",
+       "      <td>43.00000</td>\n",
+       "      <td>757</td>\n",
+       "      <td>757</td>\n",
        "      <td>...</td>\n",
-       "      <td>3</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0.00000</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1.73676</td>\n",
-       "      <td>11.841270</td>\n",
-       "      <td>6.412698</td>\n",
-       "      <td>4.159890</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1.17116</td>\n",
+       "      <td>4.777251</td>\n",
+       "      <td>1.793839</td>\n",
+       "      <td>1.304140</td>\n",
        "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>188</th>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>1</td>\n",
-       "      <td>753</td>\n",
-       "      <td>4072</td>\n",
-       "      <td>232.0</td>\n",
-       "      <td>11.0</td>\n",
-       "      <td>178.00000</td>\n",
-       "      <td>4502</td>\n",
-       "      <td>1117</td>\n",
+       "      <th>1452</th>\n",
+       "      <td>34</td>\n",
+       "      <td>34</td>\n",
+       "      <td>9</td>\n",
+       "      <td>2178</td>\n",
+       "      <td>5055</td>\n",
+       "      <td>1068.0</td>\n",
+       "      <td>602.0</td>\n",
+       "      <td>35.00000</td>\n",
+       "      <td>2110</td>\n",
+       "      <td>789</td>\n",
        "      <td>...</td>\n",
-       "      <td>2</td>\n",
-       "      <td>3961.04761</td>\n",
-       "      <td>17397.79102</td>\n",
-       "      <td>11152.93652</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>1</td>\n",
-       "      <td>2.28992</td>\n",
-       "      <td>3.984127</td>\n",
-       "      <td>23.820106</td>\n",
-       "      <td>3.413233</td>\n",
+       "      <td>1.17587</td>\n",
+       "      <td>3.419152</td>\n",
+       "      <td>3.312402</td>\n",
+       "      <td>1.682465</td>\n",
        "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>189</th>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>1</td>\n",
-       "      <td>3546</td>\n",
-       "      <td>8476</td>\n",
-       "      <td>201.0</td>\n",
-       "      <td>72.0</td>\n",
-       "      <td>6.00000</td>\n",
-       "      <td>226</td>\n",
-       "      <td>1057</td>\n",
+       "      <th>1453</th>\n",
+       "      <td>34</td>\n",
+       "      <td>34</td>\n",
+       "      <td>9</td>\n",
+       "      <td>298</td>\n",
+       "      <td>779</td>\n",
+       "      <td>14195.0</td>\n",
+       "      <td>429.0</td>\n",
+       "      <td>4.00000</td>\n",
+       "      <td>922</td>\n",
+       "      <td>88</td>\n",
        "      <td>...</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0.00000</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>1</td>\n",
-       "      <td>2.88773</td>\n",
-       "      <td>45.461538</td>\n",
-       "      <td>2.897436</td>\n",
-       "      <td>2.723836</td>\n",
+       "      <td>1.01972</td>\n",
+       "      <td>0.688222</td>\n",
+       "      <td>2.129330</td>\n",
+       "      <td>0.520115</td>\n",
        "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>190</th>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>1</td>\n",
-       "      <td>968</td>\n",
-       "      <td>1647</td>\n",
-       "      <td>1381.0</td>\n",
-       "      <td>14.0</td>\n",
-       "      <td>28.00000</td>\n",
-       "      <td>1010</td>\n",
-       "      <td>114</td>\n",
+       "      <th>1454</th>\n",
+       "      <td>34</td>\n",
+       "      <td>34</td>\n",
+       "      <td>9</td>\n",
+       "      <td>1068</td>\n",
+       "      <td>2337</td>\n",
+       "      <td>10469.0</td>\n",
+       "      <td>1114.0</td>\n",
+       "      <td>27.00000</td>\n",
+       "      <td>607</td>\n",
+       "      <td>418</td>\n",
        "      <td>...</td>\n",
-       "      <td>3</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>0.00000</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0.00000</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>1</td>\n",
-       "      <td>2.60309</td>\n",
-       "      <td>23.047619</td>\n",
-       "      <td>24.047619</td>\n",
-       "      <td>11.768501</td>\n",
+       "      <td>0.95542</td>\n",
+       "      <td>0.936021</td>\n",
+       "      <td>0.531989</td>\n",
+       "      <td>0.339203</td>\n",
        "      <td>False</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>190 rows × 28 columns</p>\n",
+       "<p>1454 rows × 28 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "         DISTRICT  SD  county_id  TOTHH  TOTPOP  TOTACRE  RESACRE     CIACRE  \\\n",
-       "zone_id                                                                        \n",
-       "1               1   1          1     46      82     20.3      1.0   15.00000   \n",
-       "2               1   1          1    134     240     31.1      1.0   24.79297   \n",
-       "3               1   1          1    267     476     14.7      1.0    2.31799   \n",
-       "4               1   1          1    151     253     19.3      1.0   18.00000   \n",
-       "5               1   1          1    611    1069     52.7      1.0   15.00000   \n",
-       "...           ...  ..        ...    ...     ...      ...      ...        ...   \n",
-       "186             4   4          1   2779    8062    376.0    172.0   15.00000   \n",
-       "187             4   4          1   1492    4139    214.0    116.0   10.00000   \n",
-       "188             4   4          1    753    4072    232.0     11.0  178.00000   \n",
-       "189             4   4          1   3546    8476    201.0     72.0    6.00000   \n",
-       "190             4   4          1    968    1647   1381.0     14.0   28.00000   \n",
+       "         DISTRICT  SD  county_id  TOTHH  TOTPOP  TOTACRE  RESACRE    CIACRE  \\\n",
+       "zone_id                                                                       \n",
+       "1               1   1          1     46      82     20.3      1.0  15.00000   \n",
+       "2               1   1          1    134     240     31.1      1.0  24.79297   \n",
+       "3               1   1          1    267     476     14.7      1.0   2.31799   \n",
+       "4               1   1          1    151     253     19.3      1.0  18.00000   \n",
+       "5               1   1          1    611    1069     52.7      1.0  15.00000   \n",
+       "...           ...  ..        ...    ...     ...      ...      ...       ...   \n",
+       "1450           34  34          9   2724    6493   1320.0    630.0  69.00000   \n",
+       "1451           34  34          9   2016    4835    664.0    379.0  43.00000   \n",
+       "1452           34  34          9   2178    5055   1068.0    602.0  35.00000   \n",
+       "1453           34  34          9    298     779  14195.0    429.0   4.00000   \n",
+       "1454           34  34          9   1068    2337  10469.0   1114.0  27.00000   \n",
        "\n",
-       "         TOTEMP  AGE0519  ...  area_type    HSENROLL      COLLFTE  \\\n",
-       "zone_id                   ...                                       \n",
-       "1         27318        7  ...          0     0.00000      0.00000   \n",
-       "2         42078       19  ...          0     0.00000      0.00000   \n",
-       "3          2445       38  ...          0     0.00000      0.00000   \n",
-       "4         22434       20  ...          0     0.00000      0.00000   \n",
-       "5         15662       86  ...          0     0.00000     72.14684   \n",
-       "...         ...      ...  ...        ...         ...          ...   \n",
-       "186        1760     1178  ...          3     0.00000      0.00000   \n",
-       "187         808      603  ...          3     0.00000      0.00000   \n",
-       "188        4502     1117  ...          2  3961.04761  17397.79102   \n",
-       "189         226     1057  ...          2     0.00000      0.00000   \n",
-       "190        1010      114  ...          3     0.00000      0.00000   \n",
+       "         TOTEMP  AGE0519  ...  area_type  HSENROLL   COLLFTE  COLLPTE  \\\n",
+       "zone_id                   ...                                           \n",
+       "1         27318        7  ...          0       0.0   0.00000      0.0   \n",
+       "2         42078       19  ...          0       0.0   0.00000      0.0   \n",
+       "3          2445       38  ...          0       0.0   0.00000      0.0   \n",
+       "4         22434       20  ...          0       0.0   0.00000      0.0   \n",
+       "5         15662       86  ...          0       0.0  72.14684      0.0   \n",
+       "...         ...      ...  ...        ...       ...       ...      ...   \n",
+       "1450       1046     1013  ...          4       0.0   0.00000      0.0   \n",
+       "1451        757      757  ...          4       0.0   0.00000      0.0   \n",
+       "1452       2110      789  ...          4       0.0   0.00000      0.0   \n",
+       "1453        922       88  ...          5       0.0   0.00000      0.0   \n",
+       "1454        607      418  ...          5       0.0   0.00000      0.0   \n",
        "\n",
-       "             COLLPTE  TOPOLOGY  TERMINAL  household_density  \\\n",
-       "zone_id                                                       \n",
-       "1            0.00000         3   5.89564           2.875000   \n",
-       "2            0.00000         1   5.84871           5.195214   \n",
-       "3            0.00000         1   5.53231          80.470405   \n",
-       "4            0.00000         2   5.64330           7.947368   \n",
-       "5            0.00000         1   5.52555          38.187500   \n",
-       "...              ...       ...       ...                ...   \n",
-       "186          0.00000         1   2.04173          14.860963   \n",
-       "187          0.00000         2   1.73676          11.841270   \n",
-       "188      11152.93652         1   2.28992           3.984127   \n",
-       "189          0.00000         1   2.88773          45.461538   \n",
-       "190          0.00000         1   2.60309          23.047619   \n",
+       "         TOPOLOGY  TERMINAL  household_density  employment_density  \\\n",
+       "zone_id                                                              \n",
+       "1               3   5.89564           2.875000         1707.375000   \n",
+       "2               1   5.84871           5.195214         1631.374751   \n",
+       "3               1   5.53231          80.470405          736.891913   \n",
+       "4               2   5.64330           7.947368         1180.736842   \n",
+       "5               1   5.52555          38.187500          978.875000   \n",
+       "...           ...       ...                ...                 ...   \n",
+       "1450            1   1.12116           3.896996            1.496423   \n",
+       "1451            1   1.17116           4.777251            1.793839   \n",
+       "1452            1   1.17587           3.419152            3.312402   \n",
+       "1453            1   1.01972           0.688222            2.129330   \n",
+       "1454            1   0.95542           0.936021            0.531989   \n",
        "\n",
-       "         employment_density  density_index  is_cbd  \n",
-       "zone_id                                             \n",
-       "1               1707.375000       2.870167   False  \n",
-       "2               1631.374751       5.178722   False  \n",
-       "3                736.891913      72.547987   False  \n",
-       "4               1180.736842       7.894233   False  \n",
-       "5                978.875000      36.753679   False  \n",
-       "...                     ...            ...     ...  \n",
-       "186                9.411765       5.762347   False  \n",
-       "187                6.412698       4.159890   False  \n",
-       "188               23.820106       3.413233   False  \n",
-       "189                2.897436       2.723836   False  \n",
-       "190               24.047619      11.768501   False  \n",
+       "         density_index  is_cbd  \n",
+       "zone_id                         \n",
+       "1             2.870167   False  \n",
+       "2             5.178722   False  \n",
+       "3            72.547987   False  \n",
+       "4             7.894233   False  \n",
+       "5            36.753679   False  \n",
+       "...                ...     ...  \n",
+       "1450          1.081235   False  \n",
+       "1451          1.304140   False  \n",
+       "1452          1.682465   False  \n",
+       "1453          0.520115   False  \n",
+       "1454          0.339203   False  \n",
        "\n",
-       "[190 rows x 28 columns]"
+       "[1454 rows x 28 columns]"
       ]
      },
      "execution_count": 8,
@@ -1541,7 +1600,7 @@
        "      <th>1</th>\n",
        "      <td>util_no_attractions</td>\n",
        "      <td>no attractions</td>\n",
-       "      <td>@size_terms.get(df.dest_taz, df.purpose) == 0</td>\n",
+       "      <td>@size_terms.get(df.dest_taz, df.purpose) == 0 ...</td>\n",
        "      <td>coef_UNAVAILABLE</td>\n",
        "      <td>coef_UNAVAILABLE</td>\n",
        "      <td>coef_UNAVAILABLE</td>\n",
@@ -1784,7 +1843,7 @@
        "\n",
        "                                           Expression  \\\n",
        "0   @np.log1p(size_terms.get(df.dest_taz, df.purpo...   \n",
-       "1       @size_terms.get(df.dest_taz, df.purpose) == 0   \n",
+       "1   @size_terms.get(df.dest_taz, df.purpose) == 0 ...   \n",
        "2   @(~df.is_joint & ~df.outbound) * (_od_DIST + _...   \n",
        "3   @(~df.is_joint & df.outbound) * (_od_DIST + _d...   \n",
        "4                @df.is_joint * (_od_DIST + _dp_DIST)   \n",
@@ -2112,13 +2171,6 @@
    "execution_count": 11,
    "metadata": {},
    "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "req_data does not request avail_ca or avail_co but it is set and being provided\n"
-     ]
-    },
     {
      "data": {
       "text/html": [
@@ -2134,7 +2186,7 @@
     {
      "data": {
       "text/html": [
-       "<p>Best LL = -12569.486099970745</p>"
+       "<p>Best LL = -78919.86749443343</p>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -2165,13 +2217,22 @@
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>value</th>\n",
+       "      <th>best</th>\n",
        "      <th>initvalue</th>\n",
-       "      <th>nullvalue</th>\n",
        "      <th>minimum</th>\n",
        "      <th>maximum</th>\n",
+       "      <th>nullvalue</th>\n",
        "      <th>holdfast</th>\n",
-       "      <th>note</th>\n",
-       "      <th>best</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>param_name</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
@@ -2179,621 +2240,576 @@
        "      <th>coef_UNAVAILABLE</th>\n",
        "      <td>-999.000000</td>\n",
        "      <td>-999.000000</td>\n",
+       "      <td>-999.000000</td>\n",
+       "      <td>-999.000000</td>\n",
+       "      <td>-999.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>1</td>\n",
-       "      <td></td>\n",
-       "      <td>-999.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_distance_joint</th>\n",
-       "      <td>-0.376392</td>\n",
+       "      <td>-0.222590</td>\n",
+       "      <td>-0.222590</td>\n",
        "      <td>-0.123800</td>\n",
+       "      <td>-25.000000</td>\n",
+       "      <td>25.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.376392</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_mode_choice_logsum</th>\n",
-       "      <td>0.163028</td>\n",
+       "      <td>0.908189</td>\n",
+       "      <td>0.908189</td>\n",
        "      <td>1.821000</td>\n",
+       "      <td>-25.000000</td>\n",
+       "      <td>25.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.163028</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_one</th>\n",
        "      <td>1.000000</td>\n",
        "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>1</td>\n",
-       "      <td></td>\n",
-       "      <td>1.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_prox_dest_outbound_work</th>\n",
-       "      <td>-0.359504</td>\n",
+       "      <td>-0.278949</td>\n",
+       "      <td>-0.278949</td>\n",
        "      <td>-0.260000</td>\n",
+       "      <td>-25.000000</td>\n",
+       "      <td>25.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.359504</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_prox_home_inbound_work</th>\n",
-       "      <td>-0.174104</td>\n",
+       "      <td>-0.121975</td>\n",
+       "      <td>-0.121975</td>\n",
        "      <td>-0.150000</td>\n",
+       "      <td>-25.000000</td>\n",
+       "      <td>25.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.174104</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_prox_home_outbound_work</th>\n",
-       "      <td>-0.522711</td>\n",
+       "      <td>-0.419012</td>\n",
+       "      <td>-0.419012</td>\n",
        "      <td>-0.380000</td>\n",
+       "      <td>-25.000000</td>\n",
+       "      <td>25.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.522711</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_util_distance_atwork</th>\n",
        "      <td>-0.122335</td>\n",
        "      <td>-0.122335</td>\n",
+       "      <td>-0.122335</td>\n",
+       "      <td>-25.000000</td>\n",
+       "      <td>25.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.122335</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_util_distance_eatout</th>\n",
-       "      <td>-0.366193</td>\n",
+       "      <td>-0.219723</td>\n",
+       "      <td>-0.219723</td>\n",
        "      <td>-0.102900</td>\n",
+       "      <td>-25.000000</td>\n",
+       "      <td>25.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.366193</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_util_distance_escort</th>\n",
-       "      <td>-0.337785</td>\n",
+       "      <td>-0.235858</td>\n",
+       "      <td>-0.235858</td>\n",
        "      <td>-0.149100</td>\n",
+       "      <td>-25.000000</td>\n",
+       "      <td>25.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.337785</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_util_distance_othdiscr</th>\n",
-       "      <td>-0.408787</td>\n",
+       "      <td>-0.241573</td>\n",
+       "      <td>-0.241573</td>\n",
        "      <td>-0.126172</td>\n",
+       "      <td>-25.000000</td>\n",
+       "      <td>25.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.408787</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_util_distance_othmaint</th>\n",
-       "      <td>-0.257971</td>\n",
+       "      <td>-0.177610</td>\n",
+       "      <td>-0.177610</td>\n",
        "      <td>-0.096200</td>\n",
+       "      <td>-25.000000</td>\n",
+       "      <td>25.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.257971</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_util_distance_school</th>\n",
        "      <td>-0.105600</td>\n",
        "      <td>-0.105600</td>\n",
+       "      <td>-0.105600</td>\n",
+       "      <td>-25.000000</td>\n",
+       "      <td>25.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.105600</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_util_distance_shopping</th>\n",
-       "      <td>-0.390483</td>\n",
+       "      <td>-0.227090</td>\n",
+       "      <td>-0.227090</td>\n",
        "      <td>-0.119200</td>\n",
+       "      <td>-25.000000</td>\n",
+       "      <td>25.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.390483</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_util_distance_social</th>\n",
-       "      <td>-0.338764</td>\n",
+       "      <td>-0.227558</td>\n",
+       "      <td>-0.227558</td>\n",
        "      <td>-0.132900</td>\n",
+       "      <td>-25.000000</td>\n",
+       "      <td>25.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.338764</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_util_distance_univ</th>\n",
-       "      <td>-0.186380</td>\n",
+       "      <td>-0.139388</td>\n",
+       "      <td>-0.139388</td>\n",
        "      <td>-0.061300</td>\n",
+       "      <td>-25.000000</td>\n",
+       "      <td>25.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.186380</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_util_distance_work_inbound</th>\n",
-       "      <td>-0.094761</td>\n",
+       "      <td>0.089849</td>\n",
+       "      <td>0.089849</td>\n",
        "      <td>0.147813</td>\n",
+       "      <td>-25.000000</td>\n",
+       "      <td>25.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.094761</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_util_distance_work_outbound</th>\n",
-       "      <td>-0.300511</td>\n",
+       "      <td>-0.138174</td>\n",
+       "      <td>-0.138174</td>\n",
        "      <td>-0.049726</td>\n",
+       "      <td>-25.000000</td>\n",
+       "      <td>25.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.300511</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>eatout_HEREMPN</th>\n",
-       "      <td>-4.274182</td>\n",
+       "      <td>-2.550718</td>\n",
+       "      <td>-2.550718</td>\n",
        "      <td>-1.354796</td>\n",
+       "      <td>-6.000000</td>\n",
+       "      <td>6.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>-6.0</td>\n",
-       "      <td>6.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-4.274182</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>eatout_RETEMPN</th>\n",
        "      <td>-0.298406</td>\n",
        "      <td>-0.298406</td>\n",
+       "      <td>-0.298406</td>\n",
+       "      <td>-0.298406</td>\n",
+       "      <td>-0.298406</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>-6.0</td>\n",
-       "      <td>6.0</td>\n",
        "      <td>1</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.298406</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>escort_AGE0519</th>\n",
-       "      <td>-1.513508</td>\n",
+       "      <td>-0.039579</td>\n",
+       "      <td>-0.039579</td>\n",
        "      <td>-0.767871</td>\n",
+       "      <td>-6.000000</td>\n",
+       "      <td>6.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>-6.0</td>\n",
-       "      <td>6.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-1.513508</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>escort_HEREMPN</th>\n",
-       "      <td>-6.000000</td>\n",
+       "      <td>-2.848681</td>\n",
+       "      <td>-2.848681</td>\n",
        "      <td>-1.937942</td>\n",
+       "      <td>-6.000000</td>\n",
+       "      <td>6.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>-6.0</td>\n",
-       "      <td>6.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-6.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>escort_HSENROLL</th>\n",
-       "      <td>-3.172185</td>\n",
-       "      <td>-1.795767</td>\n",
+       "      <td>-2.260284</td>\n",
+       "      <td>-2.260284</td>\n",
+       "      <td>-1.795768</td>\n",
+       "      <td>-6.000000</td>\n",
+       "      <td>6.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>-6.0</td>\n",
-       "      <td>6.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-3.172185</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>escort_RETEMPN</th>\n",
-       "      <td>-2.099140</td>\n",
+       "      <td>-0.886457</td>\n",
+       "      <td>-0.886457</td>\n",
        "      <td>-1.491655</td>\n",
+       "      <td>-6.000000</td>\n",
+       "      <td>6.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>-6.0</td>\n",
-       "      <td>6.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-2.099140</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>escort_TOTHH</th>\n",
        "      <td>-6.907755</td>\n",
        "      <td>-6.907755</td>\n",
+       "      <td>-6.907755</td>\n",
+       "      <td>-6.907755</td>\n",
+       "      <td>-6.907755</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>-6.0</td>\n",
-       "      <td>6.0</td>\n",
        "      <td>1</td>\n",
-       "      <td></td>\n",
-       "      <td>-6.907755</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>othdiscr_HEREMPN</th>\n",
-       "      <td>-6.000000</td>\n",
+       "      <td>-4.394168</td>\n",
+       "      <td>-4.394168</td>\n",
        "      <td>-1.301953</td>\n",
+       "      <td>-6.000000</td>\n",
+       "      <td>6.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>-6.0</td>\n",
-       "      <td>6.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-6.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>othdiscr_HSENROLL</th>\n",
-       "      <td>-6.000000</td>\n",
+       "      <td>-3.310820</td>\n",
+       "      <td>-3.310820</td>\n",
        "      <td>-2.322788</td>\n",
+       "      <td>-6.000000</td>\n",
+       "      <td>6.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>-6.0</td>\n",
-       "      <td>6.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-6.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>othdiscr_OTHEMPN</th>\n",
-       "      <td>-4.741924</td>\n",
+       "      <td>-2.825965</td>\n",
+       "      <td>-2.825965</td>\n",
        "      <td>-1.801810</td>\n",
+       "      <td>-6.000000</td>\n",
+       "      <td>6.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>-6.0</td>\n",
-       "      <td>6.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-4.741924</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>othdiscr_RETEMPN</th>\n",
-       "      <td>-0.420810</td>\n",
+       "      <td>-2.884521</td>\n",
+       "      <td>-2.884521</td>\n",
        "      <td>-1.551169</td>\n",
+       "      <td>-6.000000</td>\n",
+       "      <td>6.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>-6.0</td>\n",
-       "      <td>6.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.420810</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>othdiscr_TOTHH</th>\n",
        "      <td>-1.378326</td>\n",
        "      <td>-1.378326</td>\n",
+       "      <td>-1.378326</td>\n",
+       "      <td>-1.378326</td>\n",
+       "      <td>-1.378326</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>-6.0</td>\n",
-       "      <td>6.0</td>\n",
        "      <td>1</td>\n",
-       "      <td></td>\n",
-       "      <td>-1.378326</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>othmaint_HEREMPN</th>\n",
-       "      <td>-6.000000</td>\n",
+       "      <td>-1.693356</td>\n",
+       "      <td>-1.693356</td>\n",
        "      <td>-0.657780</td>\n",
+       "      <td>-6.000000</td>\n",
+       "      <td>6.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>-6.0</td>\n",
-       "      <td>6.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-6.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>othmaint_RETEMPN</th>\n",
-       "      <td>-4.468097</td>\n",
+       "      <td>-0.351270</td>\n",
+       "      <td>-0.351270</td>\n",
        "      <td>-0.731888</td>\n",
+       "      <td>-6.000000</td>\n",
+       "      <td>6.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>-6.0</td>\n",
-       "      <td>6.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-4.468097</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>othmaint_TOTHH</th>\n",
        "      <td>-6.907755</td>\n",
        "      <td>-6.907755</td>\n",
+       "      <td>-6.907755</td>\n",
+       "      <td>-6.907755</td>\n",
+       "      <td>-6.907755</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>-6.0</td>\n",
-       "      <td>6.0</td>\n",
        "      <td>1</td>\n",
-       "      <td></td>\n",
-       "      <td>-6.907755</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>shopping_RETEMPN</th>\n",
        "      <td>-6.000000</td>\n",
+       "      <td>-6.000000</td>\n",
        "      <td>-0.001001</td>\n",
+       "      <td>-6.000000</td>\n",
+       "      <td>6.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>-6.0</td>\n",
-       "      <td>6.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-6.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>shopping_TOTHH</th>\n",
        "      <td>-6.907755</td>\n",
        "      <td>-6.907755</td>\n",
+       "      <td>-6.907755</td>\n",
+       "      <td>-6.907755</td>\n",
+       "      <td>-6.907755</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>-6.0</td>\n",
-       "      <td>6.0</td>\n",
        "      <td>1</td>\n",
-       "      <td></td>\n",
-       "      <td>-6.907755</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>social_HEREMPN</th>\n",
-       "      <td>-6.000000</td>\n",
+       "      <td>-1.516222</td>\n",
+       "      <td>-1.516222</td>\n",
        "      <td>-0.738145</td>\n",
+       "      <td>-6.000000</td>\n",
+       "      <td>6.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>-6.0</td>\n",
-       "      <td>6.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-6.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>social_RETEMPN</th>\n",
-       "      <td>-3.463457</td>\n",
+       "      <td>-0.098839</td>\n",
+       "      <td>-0.098839</td>\n",
        "      <td>-0.652005</td>\n",
+       "      <td>-6.000000</td>\n",
+       "      <td>6.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>-6.0</td>\n",
-       "      <td>6.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-3.463457</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>social_TOTHH</th>\n",
        "      <td>-6.907755</td>\n",
        "      <td>-6.907755</td>\n",
+       "      <td>-6.907755</td>\n",
+       "      <td>-6.907755</td>\n",
+       "      <td>-6.907755</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>-6.0</td>\n",
-       "      <td>6.0</td>\n",
        "      <td>1</td>\n",
-       "      <td></td>\n",
-       "      <td>-6.907755</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>univ_COLLFTE</th>\n",
        "      <td>-6.000000</td>\n",
+       "      <td>-6.000000</td>\n",
        "      <td>-0.524249</td>\n",
+       "      <td>-6.000000</td>\n",
+       "      <td>6.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>-6.0</td>\n",
-       "      <td>6.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-6.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>univ_COLLPTE</th>\n",
        "      <td>-6.000000</td>\n",
+       "      <td>-6.000000</td>\n",
        "      <td>-0.896488</td>\n",
+       "      <td>-6.000000</td>\n",
+       "      <td>6.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>-6.0</td>\n",
-       "      <td>6.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-6.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>univ_TOTHH</th>\n",
        "      <td>-6.907755</td>\n",
        "      <td>-6.907755</td>\n",
+       "      <td>-6.907755</td>\n",
+       "      <td>-6.907755</td>\n",
+       "      <td>-6.907755</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>-6.0</td>\n",
-       "      <td>6.0</td>\n",
        "      <td>1</td>\n",
-       "      <td></td>\n",
-       "      <td>-6.907755</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>work_AGREMPN</th>\n",
-       "      <td>1.145159</td>\n",
+       "      <td>0.122431</td>\n",
+       "      <td>0.122431</td>\n",
        "      <td>0.000000</td>\n",
+       "      <td>-6.000000</td>\n",
+       "      <td>6.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>-6.0</td>\n",
-       "      <td>6.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>1.145159</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>work_FPSEMPN</th>\n",
        "      <td>-6.000000</td>\n",
+       "      <td>-6.000000</td>\n",
        "      <td>0.000000</td>\n",
+       "      <td>-6.000000</td>\n",
+       "      <td>6.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>-6.0</td>\n",
-       "      <td>6.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-6.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>work_HEREMPN</th>\n",
-       "      <td>-4.551520</td>\n",
+       "      <td>-1.959508</td>\n",
+       "      <td>-1.959508</td>\n",
        "      <td>0.000000</td>\n",
+       "      <td>-6.000000</td>\n",
+       "      <td>6.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>-6.0</td>\n",
-       "      <td>6.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-4.551520</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>work_MWTEMPN</th>\n",
-       "      <td>-6.000000</td>\n",
+       "      <td>-5.322959</td>\n",
+       "      <td>-5.322959</td>\n",
        "      <td>0.000000</td>\n",
+       "      <td>-6.000000</td>\n",
+       "      <td>6.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>-6.0</td>\n",
-       "      <td>6.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-6.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>work_OTHEMPN</th>\n",
-       "      <td>-5.205310</td>\n",
+       "      <td>-2.512682</td>\n",
+       "      <td>-2.512682</td>\n",
        "      <td>0.000000</td>\n",
+       "      <td>-6.000000</td>\n",
+       "      <td>6.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>-6.0</td>\n",
-       "      <td>6.0</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-5.205310</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>work_RETEMPN</th>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>-6.0</td>\n",
-       "      <td>6.0</td>\n",
        "      <td>1</td>\n",
-       "      <td></td>\n",
-       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "                                       value   initvalue  nullvalue  minimum  \\\n",
-       "coef_UNAVAILABLE                 -999.000000 -999.000000        0.0      NaN   \n",
-       "coef_distance_joint                -0.376392   -0.123800        0.0      NaN   \n",
-       "coef_mode_choice_logsum             0.163028    1.821000        0.0      NaN   \n",
-       "coef_one                            1.000000    1.000000        0.0      NaN   \n",
-       "coef_prox_dest_outbound_work       -0.359504   -0.260000        0.0      NaN   \n",
-       "coef_prox_home_inbound_work        -0.174104   -0.150000        0.0      NaN   \n",
-       "coef_prox_home_outbound_work       -0.522711   -0.380000        0.0      NaN   \n",
-       "coef_util_distance_atwork          -0.122335   -0.122335        0.0      NaN   \n",
-       "coef_util_distance_eatout          -0.366193   -0.102900        0.0      NaN   \n",
-       "coef_util_distance_escort          -0.337785   -0.149100        0.0      NaN   \n",
-       "coef_util_distance_othdiscr        -0.408787   -0.126172        0.0      NaN   \n",
-       "coef_util_distance_othmaint        -0.257971   -0.096200        0.0      NaN   \n",
-       "coef_util_distance_school          -0.105600   -0.105600        0.0      NaN   \n",
-       "coef_util_distance_shopping        -0.390483   -0.119200        0.0      NaN   \n",
-       "coef_util_distance_social          -0.338764   -0.132900        0.0      NaN   \n",
-       "coef_util_distance_univ            -0.186380   -0.061300        0.0      NaN   \n",
-       "coef_util_distance_work_inbound    -0.094761    0.147813        0.0      NaN   \n",
-       "coef_util_distance_work_outbound   -0.300511   -0.049726        0.0      NaN   \n",
-       "eatout_HEREMPN                     -4.274182   -1.354796        0.0     -6.0   \n",
-       "eatout_RETEMPN                     -0.298406   -0.298406        0.0     -6.0   \n",
-       "escort_AGE0519                     -1.513508   -0.767871        0.0     -6.0   \n",
-       "escort_HEREMPN                     -6.000000   -1.937942        0.0     -6.0   \n",
-       "escort_HSENROLL                    -3.172185   -1.795767        0.0     -6.0   \n",
-       "escort_RETEMPN                     -2.099140   -1.491655        0.0     -6.0   \n",
-       "escort_TOTHH                       -6.907755   -6.907755        0.0     -6.0   \n",
-       "othdiscr_HEREMPN                   -6.000000   -1.301953        0.0     -6.0   \n",
-       "othdiscr_HSENROLL                  -6.000000   -2.322788        0.0     -6.0   \n",
-       "othdiscr_OTHEMPN                   -4.741924   -1.801810        0.0     -6.0   \n",
-       "othdiscr_RETEMPN                   -0.420810   -1.551169        0.0     -6.0   \n",
-       "othdiscr_TOTHH                     -1.378326   -1.378326        0.0     -6.0   \n",
-       "othmaint_HEREMPN                   -6.000000   -0.657780        0.0     -6.0   \n",
-       "othmaint_RETEMPN                   -4.468097   -0.731888        0.0     -6.0   \n",
-       "othmaint_TOTHH                     -6.907755   -6.907755        0.0     -6.0   \n",
-       "shopping_RETEMPN                   -6.000000   -0.001001        0.0     -6.0   \n",
-       "shopping_TOTHH                     -6.907755   -6.907755        0.0     -6.0   \n",
-       "social_HEREMPN                     -6.000000   -0.738145        0.0     -6.0   \n",
-       "social_RETEMPN                     -3.463457   -0.652005        0.0     -6.0   \n",
-       "social_TOTHH                       -6.907755   -6.907755        0.0     -6.0   \n",
-       "univ_COLLFTE                       -6.000000   -0.524249        0.0     -6.0   \n",
-       "univ_COLLPTE                       -6.000000   -0.896488        0.0     -6.0   \n",
-       "univ_TOTHH                         -6.907755   -6.907755        0.0     -6.0   \n",
-       "work_AGREMPN                        1.145159    0.000000        0.0     -6.0   \n",
-       "work_FPSEMPN                       -6.000000    0.000000        0.0     -6.0   \n",
-       "work_HEREMPN                       -4.551520    0.000000        0.0     -6.0   \n",
-       "work_MWTEMPN                       -6.000000    0.000000        0.0     -6.0   \n",
-       "work_OTHEMPN                       -5.205310    0.000000        0.0     -6.0   \n",
-       "work_RETEMPN                        0.000000    0.000000        0.0     -6.0   \n",
+       "                                       value        best   initvalue  \\\n",
+       "param_name                                                             \n",
+       "coef_UNAVAILABLE                 -999.000000 -999.000000 -999.000000   \n",
+       "coef_distance_joint                -0.222590   -0.222590   -0.123800   \n",
+       "coef_mode_choice_logsum             0.908189    0.908189    1.821000   \n",
+       "coef_one                            1.000000    1.000000    1.000000   \n",
+       "coef_prox_dest_outbound_work       -0.278949   -0.278949   -0.260000   \n",
+       "coef_prox_home_inbound_work        -0.121975   -0.121975   -0.150000   \n",
+       "coef_prox_home_outbound_work       -0.419012   -0.419012   -0.380000   \n",
+       "coef_util_distance_atwork          -0.122335   -0.122335   -0.122335   \n",
+       "coef_util_distance_eatout          -0.219723   -0.219723   -0.102900   \n",
+       "coef_util_distance_escort          -0.235858   -0.235858   -0.149100   \n",
+       "coef_util_distance_othdiscr        -0.241573   -0.241573   -0.126172   \n",
+       "coef_util_distance_othmaint        -0.177610   -0.177610   -0.096200   \n",
+       "coef_util_distance_school          -0.105600   -0.105600   -0.105600   \n",
+       "coef_util_distance_shopping        -0.227090   -0.227090   -0.119200   \n",
+       "coef_util_distance_social          -0.227558   -0.227558   -0.132900   \n",
+       "coef_util_distance_univ            -0.139388   -0.139388   -0.061300   \n",
+       "coef_util_distance_work_inbound     0.089849    0.089849    0.147813   \n",
+       "coef_util_distance_work_outbound   -0.138174   -0.138174   -0.049726   \n",
+       "eatout_HEREMPN                     -2.550718   -2.550718   -1.354796   \n",
+       "eatout_RETEMPN                     -0.298406   -0.298406   -0.298406   \n",
+       "escort_AGE0519                     -0.039579   -0.039579   -0.767871   \n",
+       "escort_HEREMPN                     -2.848681   -2.848681   -1.937942   \n",
+       "escort_HSENROLL                    -2.260284   -2.260284   -1.795768   \n",
+       "escort_RETEMPN                     -0.886457   -0.886457   -1.491655   \n",
+       "escort_TOTHH                       -6.907755   -6.907755   -6.907755   \n",
+       "othdiscr_HEREMPN                   -4.394168   -4.394168   -1.301953   \n",
+       "othdiscr_HSENROLL                  -3.310820   -3.310820   -2.322788   \n",
+       "othdiscr_OTHEMPN                   -2.825965   -2.825965   -1.801810   \n",
+       "othdiscr_RETEMPN                   -2.884521   -2.884521   -1.551169   \n",
+       "othdiscr_TOTHH                     -1.378326   -1.378326   -1.378326   \n",
+       "othmaint_HEREMPN                   -1.693356   -1.693356   -0.657780   \n",
+       "othmaint_RETEMPN                   -0.351270   -0.351270   -0.731888   \n",
+       "othmaint_TOTHH                     -6.907755   -6.907755   -6.907755   \n",
+       "shopping_RETEMPN                   -6.000000   -6.000000   -0.001001   \n",
+       "shopping_TOTHH                     -6.907755   -6.907755   -6.907755   \n",
+       "social_HEREMPN                     -1.516222   -1.516222   -0.738145   \n",
+       "social_RETEMPN                     -0.098839   -0.098839   -0.652005   \n",
+       "social_TOTHH                       -6.907755   -6.907755   -6.907755   \n",
+       "univ_COLLFTE                       -6.000000   -6.000000   -0.524249   \n",
+       "univ_COLLPTE                       -6.000000   -6.000000   -0.896488   \n",
+       "univ_TOTHH                         -6.907755   -6.907755   -6.907755   \n",
+       "work_AGREMPN                        0.122431    0.122431    0.000000   \n",
+       "work_FPSEMPN                       -6.000000   -6.000000    0.000000   \n",
+       "work_HEREMPN                       -1.959508   -1.959508    0.000000   \n",
+       "work_MWTEMPN                       -5.322959   -5.322959    0.000000   \n",
+       "work_OTHEMPN                       -2.512682   -2.512682    0.000000   \n",
+       "work_RETEMPN                        0.000000    0.000000    0.000000   \n",
        "\n",
-       "                                  maximum  holdfast note        best  \n",
-       "coef_UNAVAILABLE                      NaN         1      -999.000000  \n",
-       "coef_distance_joint                   NaN         0        -0.376392  \n",
-       "coef_mode_choice_logsum               NaN         0         0.163028  \n",
-       "coef_one                              NaN         1         1.000000  \n",
-       "coef_prox_dest_outbound_work          NaN         0        -0.359504  \n",
-       "coef_prox_home_inbound_work           NaN         0        -0.174104  \n",
-       "coef_prox_home_outbound_work          NaN         0        -0.522711  \n",
-       "coef_util_distance_atwork             NaN         0        -0.122335  \n",
-       "coef_util_distance_eatout             NaN         0        -0.366193  \n",
-       "coef_util_distance_escort             NaN         0        -0.337785  \n",
-       "coef_util_distance_othdiscr           NaN         0        -0.408787  \n",
-       "coef_util_distance_othmaint           NaN         0        -0.257971  \n",
-       "coef_util_distance_school             NaN         0        -0.105600  \n",
-       "coef_util_distance_shopping           NaN         0        -0.390483  \n",
-       "coef_util_distance_social             NaN         0        -0.338764  \n",
-       "coef_util_distance_univ               NaN         0        -0.186380  \n",
-       "coef_util_distance_work_inbound       NaN         0        -0.094761  \n",
-       "coef_util_distance_work_outbound      NaN         0        -0.300511  \n",
-       "eatout_HEREMPN                        6.0         0        -4.274182  \n",
-       "eatout_RETEMPN                        6.0         1        -0.298406  \n",
-       "escort_AGE0519                        6.0         0        -1.513508  \n",
-       "escort_HEREMPN                        6.0         0        -6.000000  \n",
-       "escort_HSENROLL                       6.0         0        -3.172185  \n",
-       "escort_RETEMPN                        6.0         0        -2.099140  \n",
-       "escort_TOTHH                          6.0         1        -6.907755  \n",
-       "othdiscr_HEREMPN                      6.0         0        -6.000000  \n",
-       "othdiscr_HSENROLL                     6.0         0        -6.000000  \n",
-       "othdiscr_OTHEMPN                      6.0         0        -4.741924  \n",
-       "othdiscr_RETEMPN                      6.0         0        -0.420810  \n",
-       "othdiscr_TOTHH                        6.0         1        -1.378326  \n",
-       "othmaint_HEREMPN                      6.0         0        -6.000000  \n",
-       "othmaint_RETEMPN                      6.0         0        -4.468097  \n",
-       "othmaint_TOTHH                        6.0         1        -6.907755  \n",
-       "shopping_RETEMPN                      6.0         0        -6.000000  \n",
-       "shopping_TOTHH                        6.0         1        -6.907755  \n",
-       "social_HEREMPN                        6.0         0        -6.000000  \n",
-       "social_RETEMPN                        6.0         0        -3.463457  \n",
-       "social_TOTHH                          6.0         1        -6.907755  \n",
-       "univ_COLLFTE                          6.0         0        -6.000000  \n",
-       "univ_COLLPTE                          6.0         0        -6.000000  \n",
-       "univ_TOTHH                            6.0         1        -6.907755  \n",
-       "work_AGREMPN                          6.0         0         1.145159  \n",
-       "work_FPSEMPN                          6.0         0        -6.000000  \n",
-       "work_HEREMPN                          6.0         0        -4.551520  \n",
-       "work_MWTEMPN                          6.0         0        -6.000000  \n",
-       "work_OTHEMPN                          6.0         0        -5.205310  \n",
-       "work_RETEMPN                          6.0         1         0.000000  "
+       "                                     minimum     maximum  nullvalue  holdfast  \n",
+       "param_name                                                                     \n",
+       "coef_UNAVAILABLE                 -999.000000 -999.000000        0.0         1  \n",
+       "coef_distance_joint               -25.000000   25.000000        0.0         0  \n",
+       "coef_mode_choice_logsum           -25.000000   25.000000        0.0         0  \n",
+       "coef_one                            1.000000    1.000000        0.0         1  \n",
+       "coef_prox_dest_outbound_work      -25.000000   25.000000        0.0         0  \n",
+       "coef_prox_home_inbound_work       -25.000000   25.000000        0.0         0  \n",
+       "coef_prox_home_outbound_work      -25.000000   25.000000        0.0         0  \n",
+       "coef_util_distance_atwork         -25.000000   25.000000        0.0         0  \n",
+       "coef_util_distance_eatout         -25.000000   25.000000        0.0         0  \n",
+       "coef_util_distance_escort         -25.000000   25.000000        0.0         0  \n",
+       "coef_util_distance_othdiscr       -25.000000   25.000000        0.0         0  \n",
+       "coef_util_distance_othmaint       -25.000000   25.000000        0.0         0  \n",
+       "coef_util_distance_school         -25.000000   25.000000        0.0         0  \n",
+       "coef_util_distance_shopping       -25.000000   25.000000        0.0         0  \n",
+       "coef_util_distance_social         -25.000000   25.000000        0.0         0  \n",
+       "coef_util_distance_univ           -25.000000   25.000000        0.0         0  \n",
+       "coef_util_distance_work_inbound   -25.000000   25.000000        0.0         0  \n",
+       "coef_util_distance_work_outbound  -25.000000   25.000000        0.0         0  \n",
+       "eatout_HEREMPN                     -6.000000    6.000000        0.0         0  \n",
+       "eatout_RETEMPN                     -0.298406   -0.298406        0.0         1  \n",
+       "escort_AGE0519                     -6.000000    6.000000        0.0         0  \n",
+       "escort_HEREMPN                     -6.000000    6.000000        0.0         0  \n",
+       "escort_HSENROLL                    -6.000000    6.000000        0.0         0  \n",
+       "escort_RETEMPN                     -6.000000    6.000000        0.0         0  \n",
+       "escort_TOTHH                       -6.907755   -6.907755        0.0         1  \n",
+       "othdiscr_HEREMPN                   -6.000000    6.000000        0.0         0  \n",
+       "othdiscr_HSENROLL                  -6.000000    6.000000        0.0         0  \n",
+       "othdiscr_OTHEMPN                   -6.000000    6.000000        0.0         0  \n",
+       "othdiscr_RETEMPN                   -6.000000    6.000000        0.0         0  \n",
+       "othdiscr_TOTHH                     -1.378326   -1.378326        0.0         1  \n",
+       "othmaint_HEREMPN                   -6.000000    6.000000        0.0         0  \n",
+       "othmaint_RETEMPN                   -6.000000    6.000000        0.0         0  \n",
+       "othmaint_TOTHH                     -6.907755   -6.907755        0.0         1  \n",
+       "shopping_RETEMPN                   -6.000000    6.000000        0.0         0  \n",
+       "shopping_TOTHH                     -6.907755   -6.907755        0.0         1  \n",
+       "social_HEREMPN                     -6.000000    6.000000        0.0         0  \n",
+       "social_RETEMPN                     -6.000000    6.000000        0.0         0  \n",
+       "social_TOTHH                       -6.907755   -6.907755        0.0         1  \n",
+       "univ_COLLFTE                       -6.000000    6.000000        0.0         0  \n",
+       "univ_COLLPTE                       -6.000000    6.000000        0.0         0  \n",
+       "univ_TOTHH                         -6.907755   -6.907755        0.0         1  \n",
+       "work_AGREMPN                       -6.000000    6.000000        0.0         0  \n",
+       "work_FPSEMPN                       -6.000000    6.000000        0.0         0  \n",
+       "work_HEREMPN                       -6.000000    6.000000        0.0         0  \n",
+       "work_MWTEMPN                       -6.000000    6.000000        0.0         0  \n",
+       "work_OTHEMPN                       -6.000000    6.000000        0.0         0  \n",
+       "work_RETEMPN                        0.000000    0.000000        0.0         1  "
       ]
      },
      "metadata": {},
@@ -2803,12 +2819,8 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "<ipython-input-11-dbc5e2c47bd5>:1: PossibleOverspecification: WARNING: Model is possibly over-specified (hessian is nearly singular).\n",
-      "  model.estimate(method='SLSQP', options={'maxiter':1000})\n",
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/larch/larch/linalg/__init__.py:18: UserWarning: minimum eig 8.29804005517378e-15 in general_inverse\n",
-      "  warnings.warn(f\"minimum eig {min_eig} in general_inverse\")\n",
-      "<ipython-input-11-dbc5e2c47bd5>:1: RuntimeWarning: invalid value encountered in sqrt\n",
-      "  model.estimate(method='SLSQP', options={'maxiter':1000})\n"
+      "/Users/jpn/Git/est-mode/larch/src/larch/model/jaxmodel.py:1156: PossibleOverspecification: Model is possibly over-specified (hessian is nearly singular).\n",
+      "  self.calculate_parameter_covariance()\n"
      ]
     },
     {
@@ -2828,11 +2840,11 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_distance_joint</th>\n",
-       "      <td>-0.376392</td>\n",
+       "      <td>-0.222590</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_mode_choice_logsum</th>\n",
-       "      <td>0.163028</td>\n",
+       "      <td>0.908189</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_one</th>\n",
@@ -2840,15 +2852,15 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_prox_dest_outbound_work</th>\n",
-       "      <td>-0.359504</td>\n",
+       "      <td>-0.278949</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_prox_home_inbound_work</th>\n",
-       "      <td>-0.174104</td>\n",
+       "      <td>-0.121975</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_prox_home_outbound_work</th>\n",
-       "      <td>-0.522711</td>\n",
+       "      <td>-0.419012</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_util_distance_atwork</th>\n",
@@ -2856,19 +2868,19 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_util_distance_eatout</th>\n",
-       "      <td>-0.366193</td>\n",
+       "      <td>-0.219723</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_util_distance_escort</th>\n",
-       "      <td>-0.337785</td>\n",
+       "      <td>-0.235858</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_util_distance_othdiscr</th>\n",
-       "      <td>-0.408787</td>\n",
+       "      <td>-0.241573</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_util_distance_othmaint</th>\n",
-       "      <td>-0.257971</td>\n",
+       "      <td>-0.177610</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_util_distance_school</th>\n",
@@ -2876,27 +2888,27 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_util_distance_shopping</th>\n",
-       "      <td>-0.390483</td>\n",
+       "      <td>-0.227090</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_util_distance_social</th>\n",
-       "      <td>-0.338764</td>\n",
+       "      <td>-0.227558</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_util_distance_univ</th>\n",
-       "      <td>-0.186380</td>\n",
+       "      <td>-0.139388</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_util_distance_work_inbound</th>\n",
-       "      <td>-0.094761</td>\n",
+       "      <td>0.089849</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_util_distance_work_outbound</th>\n",
-       "      <td>-0.300511</td>\n",
+       "      <td>-0.138174</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>eatout_HEREMPN</th>\n",
-       "      <td>-4.274182</td>\n",
+       "      <td>-2.550718</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>eatout_RETEMPN</th>\n",
@@ -2904,39 +2916,39 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>escort_AGE0519</th>\n",
-       "      <td>-1.513508</td>\n",
+       "      <td>-0.039579</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>escort_HEREMPN</th>\n",
-       "      <td>-6.000000</td>\n",
+       "      <td>-2.848681</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>escort_HSENROLL</th>\n",
-       "      <td>-3.172185</td>\n",
+       "      <td>-2.260284</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>escort_RETEMPN</th>\n",
-       "      <td>-2.099140</td>\n",
+       "      <td>-0.886457</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>escort_TOTHH</th>\n",
-       "      <td>-6.000000</td>\n",
+       "      <td>-6.907755</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>othdiscr_HEREMPN</th>\n",
-       "      <td>-6.000000</td>\n",
+       "      <td>-4.394168</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>othdiscr_HSENROLL</th>\n",
-       "      <td>-6.000000</td>\n",
+       "      <td>-3.310820</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>othdiscr_OTHEMPN</th>\n",
-       "      <td>-4.741924</td>\n",
+       "      <td>-2.825965</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>othdiscr_RETEMPN</th>\n",
-       "      <td>-0.420810</td>\n",
+       "      <td>-2.884521</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>othdiscr_TOTHH</th>\n",
@@ -2944,15 +2956,15 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>othmaint_HEREMPN</th>\n",
-       "      <td>-6.000000</td>\n",
+       "      <td>-1.693356</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>othmaint_RETEMPN</th>\n",
-       "      <td>-4.468097</td>\n",
+       "      <td>-0.351270</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>othmaint_TOTHH</th>\n",
-       "      <td>-6.000000</td>\n",
+       "      <td>-6.907755</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>shopping_RETEMPN</th>\n",
@@ -2960,19 +2972,19 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>shopping_TOTHH</th>\n",
-       "      <td>-6.000000</td>\n",
+       "      <td>-6.907755</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>social_HEREMPN</th>\n",
-       "      <td>-6.000000</td>\n",
+       "      <td>-1.516222</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>social_RETEMPN</th>\n",
-       "      <td>-3.463457</td>\n",
+       "      <td>-0.098839</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>social_TOTHH</th>\n",
-       "      <td>-6.000000</td>\n",
+       "      <td>-6.907755</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>univ_COLLFTE</th>\n",
@@ -2984,11 +2996,11 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>univ_TOTHH</th>\n",
-       "      <td>-6.000000</td>\n",
+       "      <td>-6.907755</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>work_AGREMPN</th>\n",
-       "      <td>1.145159</td>\n",
+       "      <td>0.122431</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>work_FPSEMPN</th>\n",
@@ -2996,22 +3008,22 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>work_HEREMPN</th>\n",
-       "      <td>-4.551520</td>\n",
+       "      <td>-1.959508</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>work_MWTEMPN</th>\n",
-       "      <td>-6.000000</td>\n",
+       "      <td>-5.322959</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>work_OTHEMPN</th>\n",
-       "      <td>-5.205310</td>\n",
+       "      <td>-2.512682</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>work_RETEMPN</th>\n",
        "      <td>0.000000</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
-       "</table></td></tr><tr><td>loglike</td><td style=\"text-align:left;\">-12569.486099970745</td></tr><tr><td>d_loglike</td><td style=\"text-align:left;\"><table border=\"1\" class=\"dataframe\">\n",
+       "</table></td></tr><tr><td>logloss</td><td style=\"text-align:left;\">2.543504818049292</td></tr><tr><td>d_logloss</td><td style=\"text-align:left;\"><table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
@@ -3025,11 +3037,11 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_distance_joint</th>\n",
-       "      <td>-0.001545</td>\n",
+       "      <td>0.000054</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_mode_choice_logsum</th>\n",
-       "      <td>-0.037169</td>\n",
+       "      <td>0.000028</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_one</th>\n",
@@ -3037,15 +3049,15 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_prox_dest_outbound_work</th>\n",
-       "      <td>-0.004856</td>\n",
+       "      <td>-0.000016</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_prox_home_inbound_work</th>\n",
-       "      <td>-0.000690</td>\n",
+       "      <td>0.000044</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_prox_home_outbound_work</th>\n",
-       "      <td>0.006258</td>\n",
+       "      <td>-0.000010</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_util_distance_atwork</th>\n",
@@ -3053,19 +3065,19 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_util_distance_eatout</th>\n",
-       "      <td>0.000901</td>\n",
+       "      <td>0.000017</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_util_distance_escort</th>\n",
-       "      <td>0.001600</td>\n",
+       "      <td>0.000004</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_util_distance_othdiscr</th>\n",
-       "      <td>-0.002904</td>\n",
+       "      <td>-0.000030</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_util_distance_othmaint</th>\n",
-       "      <td>0.002059</td>\n",
+       "      <td>-0.000009</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_util_distance_school</th>\n",
@@ -3073,27 +3085,27 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_util_distance_shopping</th>\n",
-       "      <td>-0.001637</td>\n",
+       "      <td>0.000006</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_util_distance_social</th>\n",
-       "      <td>-0.000562</td>\n",
+       "      <td>-0.000076</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_util_distance_univ</th>\n",
-       "      <td>-0.001491</td>\n",
+       "      <td>0.000026</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_util_distance_work_inbound</th>\n",
-       "      <td>0.001402</td>\n",
+       "      <td>-0.000026</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_util_distance_work_outbound</th>\n",
-       "      <td>0.009984</td>\n",
+       "      <td>0.000069</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>eatout_HEREMPN</th>\n",
-       "      <td>0.000060</td>\n",
+       "      <td>-0.000049</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>eatout_RETEMPN</th>\n",
@@ -3101,19 +3113,19 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>escort_AGE0519</th>\n",
-       "      <td>-0.000103</td>\n",
+       "      <td>-0.000144</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>escort_HEREMPN</th>\n",
-       "      <td>-0.282351</td>\n",
+       "      <td>0.000048</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>escort_HSENROLL</th>\n",
-       "      <td>-0.000100</td>\n",
+       "      <td>0.000044</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>escort_RETEMPN</th>\n",
-       "      <td>0.000219</td>\n",
+       "      <td>0.000042</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>escort_TOTHH</th>\n",
@@ -3121,19 +3133,19 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>othdiscr_HEREMPN</th>\n",
-       "      <td>-0.083715</td>\n",
+       "      <td>0.000056</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>othdiscr_HSENROLL</th>\n",
-       "      <td>-0.013300</td>\n",
+       "      <td>-0.000088</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>othdiscr_OTHEMPN</th>\n",
-       "      <td>-0.000125</td>\n",
+       "      <td>0.000216</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>othdiscr_RETEMPN</th>\n",
-       "      <td>-0.000008</td>\n",
+       "      <td>-0.000059</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>othdiscr_TOTHH</th>\n",
@@ -3141,11 +3153,11 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>othmaint_HEREMPN</th>\n",
-       "      <td>-14.917882</td>\n",
+       "      <td>-0.000220</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>othmaint_RETEMPN</th>\n",
-       "      <td>0.000013</td>\n",
+       "      <td>-0.000006</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>othmaint_TOTHH</th>\n",
@@ -3153,7 +3165,7 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>shopping_RETEMPN</th>\n",
-       "      <td>-6.303186</td>\n",
+       "      <td>-0.005801</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>shopping_TOTHH</th>\n",
@@ -3161,11 +3173,11 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>social_HEREMPN</th>\n",
-       "      <td>-2.298135</td>\n",
+       "      <td>0.000007</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>social_RETEMPN</th>\n",
-       "      <td>-0.000206</td>\n",
+       "      <td>-0.000072</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>social_TOTHH</th>\n",
@@ -3173,11 +3185,11 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>univ_COLLFTE</th>\n",
-       "      <td>-12.165359</td>\n",
+       "      <td>-0.003131</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>univ_COLLPTE</th>\n",
-       "      <td>-12.781555</td>\n",
+       "      <td>-0.002441</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>univ_TOTHH</th>\n",
@@ -3185,140 +3197,140 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>work_AGREMPN</th>\n",
-       "      <td>0.000453</td>\n",
+       "      <td>-0.000051</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>work_FPSEMPN</th>\n",
-       "      <td>-0.905637</td>\n",
+       "      <td>-0.000190</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>work_HEREMPN</th>\n",
-       "      <td>0.000222</td>\n",
+       "      <td>0.000081</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>work_MWTEMPN</th>\n",
-       "      <td>-0.021745</td>\n",
+       "      <td>-0.000196</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>work_OTHEMPN</th>\n",
-       "      <td>-0.000419</td>\n",
+       "      <td>-0.000045</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>work_RETEMPN</th>\n",
        "      <td>0.000000</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
-       "</table></td></tr><tr><td>nit</td><td style=\"text-align:left;\">87</td></tr><tr><td>nfev</td><td style=\"text-align:left;\">147</td></tr><tr><td>njev</td><td style=\"text-align:left;\">87</td></tr><tr><td>status</td><td style=\"text-align:left;\">0</td></tr><tr><td>message</td><td style=\"text-align:left;\">'Optimization terminated successfully'</td></tr><tr><td>success</td><td style=\"text-align:left;\">True</td></tr><tr><td>elapsed_time</td><td style=\"text-align:left;\">0:00:21.469689</td></tr><tr><td>method</td><td style=\"text-align:left;\">'SLSQP'</td></tr><tr><td>n_cases</td><td style=\"text-align:left;\">2490</td></tr><tr><td>iteration_number</td><td style=\"text-align:left;\">87</td></tr><tr><td>logloss</td><td style=\"text-align:left;\">5.04798638553042</td></tr></table></div>"
+       "</table></td></tr><tr><td>nit</td><td style=\"text-align:left;\">87</td></tr><tr><td>nfev</td><td style=\"text-align:left;\">92</td></tr><tr><td>njev</td><td style=\"text-align:left;\">87</td></tr><tr><td>status</td><td style=\"text-align:left;\">0</td></tr><tr><td>message</td><td style=\"text-align:left;\">'Optimization terminated successfully'</td></tr><tr><td>success</td><td style=\"text-align:left;\">True</td></tr><tr><td>elapsed_time</td><td style=\"text-align:left;\">0:00:19.360953</td></tr><tr><td>method</td><td style=\"text-align:left;\">'SLSQP'</td></tr><tr><td>n_cases</td><td style=\"text-align:left;\">31028</td></tr><tr><td>iteration_number</td><td style=\"text-align:left;\">87</td></tr><tr><td>loglike</td><td style=\"text-align:left;\">-78919.86749443343</td></tr></table></div>"
       ],
       "text/plain": [
        "┣                x: coef_UNAVAILABLE                   -999.000000\n",
-       "┃                   coef_distance_joint                  -0.376392\n",
-       "┃                   coef_mode_choice_logsum               0.163028\n",
+       "┃                   coef_distance_joint                  -0.222590\n",
+       "┃                   coef_mode_choice_logsum               0.908189\n",
        "┃                   coef_one                              1.000000\n",
-       "┃                   coef_prox_dest_outbound_work         -0.359504\n",
-       "┃                   coef_prox_home_inbound_work          -0.174104\n",
-       "┃                   coef_prox_home_outbound_work         -0.522711\n",
+       "┃                   coef_prox_dest_outbound_work         -0.278949\n",
+       "┃                   coef_prox_home_inbound_work          -0.121975\n",
+       "┃                   coef_prox_home_outbound_work         -0.419012\n",
        "┃                   coef_util_distance_atwork            -0.122335\n",
-       "┃                   coef_util_distance_eatout            -0.366193\n",
-       "┃                   coef_util_distance_escort            -0.337785\n",
-       "┃                   coef_util_distance_othdiscr          -0.408787\n",
-       "┃                   coef_util_distance_othmaint          -0.257971\n",
+       "┃                   coef_util_distance_eatout            -0.219723\n",
+       "┃                   coef_util_distance_escort            -0.235858\n",
+       "┃                   coef_util_distance_othdiscr          -0.241573\n",
+       "┃                   coef_util_distance_othmaint          -0.177610\n",
        "┃                   coef_util_distance_school            -0.105600\n",
-       "┃                   coef_util_distance_shopping          -0.390483\n",
-       "┃                   coef_util_distance_social            -0.338764\n",
-       "┃                   coef_util_distance_univ              -0.186380\n",
-       "┃                   coef_util_distance_work_inbound      -0.094761\n",
-       "┃                   coef_util_distance_work_outbound     -0.300511\n",
-       "┃                   eatout_HEREMPN                       -4.274182\n",
+       "┃                   coef_util_distance_shopping          -0.227090\n",
+       "┃                   coef_util_distance_social            -0.227558\n",
+       "┃                   coef_util_distance_univ              -0.139388\n",
+       "┃                   coef_util_distance_work_inbound       0.089849\n",
+       "┃                   coef_util_distance_work_outbound     -0.138174\n",
+       "┃                   eatout_HEREMPN                       -2.550718\n",
        "┃                   eatout_RETEMPN                       -0.298406\n",
-       "┃                   escort_AGE0519                       -1.513508\n",
-       "┃                   escort_HEREMPN                       -6.000000\n",
-       "┃                   escort_HSENROLL                      -3.172185\n",
-       "┃                   escort_RETEMPN                       -2.099140\n",
-       "┃                   escort_TOTHH                         -6.000000\n",
-       "┃                   othdiscr_HEREMPN                     -6.000000\n",
-       "┃                   othdiscr_HSENROLL                    -6.000000\n",
-       "┃                   othdiscr_OTHEMPN                     -4.741924\n",
-       "┃                   othdiscr_RETEMPN                     -0.420810\n",
+       "┃                   escort_AGE0519                       -0.039579\n",
+       "┃                   escort_HEREMPN                       -2.848681\n",
+       "┃                   escort_HSENROLL                      -2.260284\n",
+       "┃                   escort_RETEMPN                       -0.886457\n",
+       "┃                   escort_TOTHH                         -6.907755\n",
+       "┃                   othdiscr_HEREMPN                     -4.394168\n",
+       "┃                   othdiscr_HSENROLL                    -3.310820\n",
+       "┃                   othdiscr_OTHEMPN                     -2.825965\n",
+       "┃                   othdiscr_RETEMPN                     -2.884521\n",
        "┃                   othdiscr_TOTHH                       -1.378326\n",
-       "┃                   othmaint_HEREMPN                     -6.000000\n",
-       "┃                   othmaint_RETEMPN                     -4.468097\n",
-       "┃                   othmaint_TOTHH                       -6.000000\n",
+       "┃                   othmaint_HEREMPN                     -1.693356\n",
+       "┃                   othmaint_RETEMPN                     -0.351270\n",
+       "┃                   othmaint_TOTHH                       -6.907755\n",
        "┃                   shopping_RETEMPN                     -6.000000\n",
-       "┃                   shopping_TOTHH                       -6.000000\n",
-       "┃                   social_HEREMPN                       -6.000000\n",
-       "┃                   social_RETEMPN                       -3.463457\n",
-       "┃                   social_TOTHH                         -6.000000\n",
+       "┃                   shopping_TOTHH                       -6.907755\n",
+       "┃                   social_HEREMPN                       -1.516222\n",
+       "┃                   social_RETEMPN                       -0.098839\n",
+       "┃                   social_TOTHH                         -6.907755\n",
        "┃                   univ_COLLFTE                         -6.000000\n",
        "┃                   univ_COLLPTE                         -6.000000\n",
-       "┃                   univ_TOTHH                           -6.000000\n",
-       "┃                   work_AGREMPN                          1.145159\n",
+       "┃                   univ_TOTHH                           -6.907755\n",
+       "┃                   work_AGREMPN                          0.122431\n",
        "┃                   work_FPSEMPN                         -6.000000\n",
-       "┃                   work_HEREMPN                         -4.551520\n",
-       "┃                   work_MWTEMPN                         -6.000000\n",
-       "┃                   work_OTHEMPN                         -5.205310\n",
+       "┃                   work_HEREMPN                         -1.959508\n",
+       "┃                   work_MWTEMPN                         -5.322959\n",
+       "┃                   work_OTHEMPN                         -2.512682\n",
        "┃                   work_RETEMPN                          0.000000\n",
        "┃                   dtype: float64\n",
-       "┣          loglike: -12569.486099970745\n",
-       "┣        d_loglike: coef_UNAVAILABLE                     0.000000\n",
-       "┃                   coef_distance_joint                 -0.001545\n",
-       "┃                   coef_mode_choice_logsum             -0.037169\n",
-       "┃                   coef_one                             0.000000\n",
-       "┃                   coef_prox_dest_outbound_work        -0.004856\n",
-       "┃                   coef_prox_home_inbound_work         -0.000690\n",
-       "┃                   coef_prox_home_outbound_work         0.006258\n",
-       "┃                   coef_util_distance_atwork            0.000000\n",
-       "┃                   coef_util_distance_eatout            0.000901\n",
-       "┃                   coef_util_distance_escort            0.001600\n",
-       "┃                   coef_util_distance_othdiscr         -0.002904\n",
-       "┃                   coef_util_distance_othmaint          0.002059\n",
-       "┃                   coef_util_distance_school            0.000000\n",
-       "┃                   coef_util_distance_shopping         -0.001637\n",
-       "┃                   coef_util_distance_social           -0.000562\n",
-       "┃                   coef_util_distance_univ             -0.001491\n",
-       "┃                   coef_util_distance_work_inbound      0.001402\n",
-       "┃                   coef_util_distance_work_outbound     0.009984\n",
-       "┃                   eatout_HEREMPN                       0.000060\n",
-       "┃                   eatout_RETEMPN                       0.000000\n",
-       "┃                   escort_AGE0519                      -0.000103\n",
-       "┃                   escort_HEREMPN                      -0.282351\n",
-       "┃                   escort_HSENROLL                     -0.000100\n",
-       "┃                   escort_RETEMPN                       0.000219\n",
-       "┃                   escort_TOTHH                         0.000000\n",
-       "┃                   othdiscr_HEREMPN                    -0.083715\n",
-       "┃                   othdiscr_HSENROLL                   -0.013300\n",
-       "┃                   othdiscr_OTHEMPN                    -0.000125\n",
-       "┃                   othdiscr_RETEMPN                    -0.000008\n",
-       "┃                   othdiscr_TOTHH                       0.000000\n",
-       "┃                   othmaint_HEREMPN                   -14.917882\n",
-       "┃                   othmaint_RETEMPN                     0.000013\n",
-       "┃                   othmaint_TOTHH                       0.000000\n",
-       "┃                   shopping_RETEMPN                    -6.303186\n",
-       "┃                   shopping_TOTHH                       0.000000\n",
-       "┃                   social_HEREMPN                      -2.298135\n",
-       "┃                   social_RETEMPN                      -0.000206\n",
-       "┃                   social_TOTHH                         0.000000\n",
-       "┃                   univ_COLLFTE                       -12.165359\n",
-       "┃                   univ_COLLPTE                       -12.781555\n",
-       "┃                   univ_TOTHH                           0.000000\n",
-       "┃                   work_AGREMPN                         0.000453\n",
-       "┃                   work_FPSEMPN                        -0.905637\n",
-       "┃                   work_HEREMPN                         0.000222\n",
-       "┃                   work_MWTEMPN                        -0.021745\n",
-       "┃                   work_OTHEMPN                        -0.000419\n",
-       "┃                   work_RETEMPN                         0.000000\n",
+       "┣          logloss: 2.543504818049292\n",
+       "┣        d_logloss: coef_UNAVAILABLE                    0.000000\n",
+       "┃                   coef_distance_joint                 0.000054\n",
+       "┃                   coef_mode_choice_logsum             0.000028\n",
+       "┃                   coef_one                            0.000000\n",
+       "┃                   coef_prox_dest_outbound_work       -0.000016\n",
+       "┃                   coef_prox_home_inbound_work         0.000044\n",
+       "┃                   coef_prox_home_outbound_work       -0.000010\n",
+       "┃                   coef_util_distance_atwork           0.000000\n",
+       "┃                   coef_util_distance_eatout           0.000017\n",
+       "┃                   coef_util_distance_escort           0.000004\n",
+       "┃                   coef_util_distance_othdiscr        -0.000030\n",
+       "┃                   coef_util_distance_othmaint        -0.000009\n",
+       "┃                   coef_util_distance_school           0.000000\n",
+       "┃                   coef_util_distance_shopping         0.000006\n",
+       "┃                   coef_util_distance_social          -0.000076\n",
+       "┃                   coef_util_distance_univ             0.000026\n",
+       "┃                   coef_util_distance_work_inbound    -0.000026\n",
+       "┃                   coef_util_distance_work_outbound    0.000069\n",
+       "┃                   eatout_HEREMPN                     -0.000049\n",
+       "┃                   eatout_RETEMPN                      0.000000\n",
+       "┃                   escort_AGE0519                     -0.000144\n",
+       "┃                   escort_HEREMPN                      0.000048\n",
+       "┃                   escort_HSENROLL                     0.000044\n",
+       "┃                   escort_RETEMPN                      0.000042\n",
+       "┃                   escort_TOTHH                        0.000000\n",
+       "┃                   othdiscr_HEREMPN                    0.000056\n",
+       "┃                   othdiscr_HSENROLL                  -0.000088\n",
+       "┃                   othdiscr_OTHEMPN                    0.000216\n",
+       "┃                   othdiscr_RETEMPN                   -0.000059\n",
+       "┃                   othdiscr_TOTHH                      0.000000\n",
+       "┃                   othmaint_HEREMPN                   -0.000220\n",
+       "┃                   othmaint_RETEMPN                   -0.000006\n",
+       "┃                   othmaint_TOTHH                      0.000000\n",
+       "┃                   shopping_RETEMPN                   -0.005801\n",
+       "┃                   shopping_TOTHH                      0.000000\n",
+       "┃                   social_HEREMPN                      0.000007\n",
+       "┃                   social_RETEMPN                     -0.000072\n",
+       "┃                   social_TOTHH                        0.000000\n",
+       "┃                   univ_COLLFTE                       -0.003131\n",
+       "┃                   univ_COLLPTE                       -0.002441\n",
+       "┃                   univ_TOTHH                          0.000000\n",
+       "┃                   work_AGREMPN                       -0.000051\n",
+       "┃                   work_FPSEMPN                       -0.000190\n",
+       "┃                   work_HEREMPN                        0.000081\n",
+       "┃                   work_MWTEMPN                       -0.000196\n",
+       "┃                   work_OTHEMPN                       -0.000045\n",
+       "┃                   work_RETEMPN                        0.000000\n",
        "┃                   dtype: float64\n",
        "┣              nit: 87\n",
-       "┣             nfev: 147\n",
+       "┣             nfev: 92\n",
        "┣             njev: 87\n",
        "┣           status: 0\n",
        "┣          message: 'Optimization terminated successfully'\n",
        "┣          success: True\n",
-       "┣     elapsed_time: datetime.timedelta(seconds=21, microseconds=469689)\n",
+       "┣     elapsed_time: datetime.timedelta(seconds=19, microseconds=360953)\n",
        "┣           method: 'SLSQP'\n",
-       "┣          n_cases: 2490\n",
+       "┣          n_cases: 31028\n",
        "┣ iteration_number: 87\n",
-       "┣          logloss: 5.04798638553042"
+       "┣          loglike: -78919.86749443343"
       ]
      },
      "execution_count": 11,
@@ -3345,490 +3357,469 @@
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-       "            font-family: monospace;\n",
-       "        }</style><table id=\"T_a5c64_\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >Value</th>        <th class=\"col_heading level0 col1\" >Std Err</th>        <th class=\"col_heading level0 col2\" >t Stat</th>        <th class=\"col_heading level0 col3\" >Signif</th>        <th class=\"col_heading level0 col4\" >Like Ratio</th>        <th class=\"col_heading level0 col5\" >Null Value</th>        <th class=\"col_heading level0 col6\" >Constrained</th>    </tr></thead><tbody>\n",
-       "                <tr>\n",
-       "                        <th id=\"T_a5c64_level0_row0\" class=\"row_heading level0 row0\" >coef_UNAVAILABLE</th>\n",
-       "                        <td id=\"T_a5c64_row0_col0\" class=\"data row0 col0\" >-999.</td>\n",
-       "                        <td id=\"T_a5c64_row0_col1\" class=\"data row0 col1\" > NA</td>\n",
-       "                        <td id=\"T_a5c64_row0_col2\" class=\"data row0 col2\" > NA</td>\n",
-       "                        <td id=\"T_a5c64_row0_col3\" class=\"data row0 col3\" ></td>\n",
-       "                        <td id=\"T_a5c64_row0_col4\" class=\"data row0 col4\" > NA</td>\n",
-       "                        <td id=\"T_a5c64_row0_col5\" class=\"data row0 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_a5c64_row0_col6\" class=\"data row0 col6\" >fixed value</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_a5c64_level0_row1\" class=\"row_heading level0 row1\" >coef_distance_joint</th>\n",
-       "                        <td id=\"T_a5c64_row1_col0\" class=\"data row1 col0\" >-0.376</td>\n",
-       "                        <td id=\"T_a5c64_row1_col1\" class=\"data row1 col1\" > 0.0762</td>\n",
-       "                        <td id=\"T_a5c64_row1_col2\" class=\"data row1 col2\" >-4.94</td>\n",
-       "                        <td id=\"T_a5c64_row1_col3\" class=\"data row1 col3\" >***</td>\n",
-       "                        <td id=\"T_a5c64_row1_col4\" class=\"data row1 col4\" > NA</td>\n",
-       "                        <td id=\"T_a5c64_row1_col5\" class=\"data row1 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_a5c64_row1_col6\" class=\"data row1 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_a5c64_level0_row2\" class=\"row_heading level0 row2\" >coef_mode_choice_logsum</th>\n",
-       "                        <td id=\"T_a5c64_row2_col0\" class=\"data row2 col0\" > 0.163</td>\n",
-       "                        <td id=\"T_a5c64_row2_col1\" class=\"data row2 col1\" > 0.00797</td>\n",
-       "                        <td id=\"T_a5c64_row2_col2\" class=\"data row2 col2\" > 20.46</td>\n",
-       "                        <td id=\"T_a5c64_row2_col3\" class=\"data row2 col3\" >***</td>\n",
-       "                        <td id=\"T_a5c64_row2_col4\" class=\"data row2 col4\" > NA</td>\n",
-       "                        <td id=\"T_a5c64_row2_col5\" class=\"data row2 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_a5c64_row2_col6\" class=\"data row2 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_a5c64_level0_row3\" class=\"row_heading level0 row3\" >coef_one</th>\n",
-       "                        <td id=\"T_a5c64_row3_col0\" class=\"data row3 col0\" > 1.00</td>\n",
-       "                        <td id=\"T_a5c64_row3_col1\" class=\"data row3 col1\" > NA</td>\n",
-       "                        <td id=\"T_a5c64_row3_col2\" class=\"data row3 col2\" > NA</td>\n",
-       "                        <td id=\"T_a5c64_row3_col3\" class=\"data row3 col3\" ></td>\n",
-       "                        <td id=\"T_a5c64_row3_col4\" class=\"data row3 col4\" > NA</td>\n",
-       "                        <td id=\"T_a5c64_row3_col5\" class=\"data row3 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_a5c64_row3_col6\" class=\"data row3 col6\" >fixed value</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_a5c64_level0_row4\" class=\"row_heading level0 row4\" >coef_prox_dest_outbound_work</th>\n",
-       "                        <td id=\"T_a5c64_row4_col0\" class=\"data row4 col0\" >-0.360</td>\n",
-       "                        <td id=\"T_a5c64_row4_col1\" class=\"data row4 col1\" > 441.</td>\n",
-       "                        <td id=\"T_a5c64_row4_col2\" class=\"data row4 col2\" >-0.00</td>\n",
-       "                        <td id=\"T_a5c64_row4_col3\" class=\"data row4 col3\" ></td>\n",
-       "                        <td id=\"T_a5c64_row4_col4\" class=\"data row4 col4\" > NA</td>\n",
-       "                        <td id=\"T_a5c64_row4_col5\" class=\"data row4 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_a5c64_row4_col6\" class=\"data row4 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_a5c64_level0_row5\" class=\"row_heading level0 row5\" >coef_prox_home_inbound_work</th>\n",
-       "                        <td id=\"T_a5c64_row5_col0\" class=\"data row5 col0\" >-0.174</td>\n",
-       "                        <td id=\"T_a5c64_row5_col1\" class=\"data row5 col1\" > 0.0368</td>\n",
-       "                        <td id=\"T_a5c64_row5_col2\" class=\"data row5 col2\" >-4.73</td>\n",
-       "                        <td id=\"T_a5c64_row5_col3\" class=\"data row5 col3\" >***</td>\n",
-       "                        <td id=\"T_a5c64_row5_col4\" class=\"data row5 col4\" > NA</td>\n",
-       "                        <td id=\"T_a5c64_row5_col5\" class=\"data row5 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_a5c64_row5_col6\" class=\"data row5 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_a5c64_level0_row6\" class=\"row_heading level0 row6\" >coef_prox_home_outbound_work</th>\n",
-       "                        <td id=\"T_a5c64_row6_col0\" class=\"data row6 col0\" >-0.523</td>\n",
-       "                        <td id=\"T_a5c64_row6_col1\" class=\"data row6 col1\" > 441.</td>\n",
-       "                        <td id=\"T_a5c64_row6_col2\" class=\"data row6 col2\" >-0.00</td>\n",
-       "                        <td id=\"T_a5c64_row6_col3\" class=\"data row6 col3\" ></td>\n",
-       "                        <td id=\"T_a5c64_row6_col4\" class=\"data row6 col4\" > NA</td>\n",
-       "                        <td id=\"T_a5c64_row6_col5\" class=\"data row6 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_a5c64_row6_col6\" class=\"data row6 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_a5c64_level0_row7\" class=\"row_heading level0 row7\" >coef_util_distance_atwork</th>\n",
-       "                        <td id=\"T_a5c64_row7_col0\" class=\"data row7 col0\" >-0.122</td>\n",
-       "                        <td id=\"T_a5c64_row7_col1\" class=\"data row7 col1\" > 2.43e-06</td>\n",
-       "                        <td id=\"T_a5c64_row7_col2\" class=\"data row7 col2\" >-BIG</td>\n",
-       "                        <td id=\"T_a5c64_row7_col3\" class=\"data row7 col3\" >***</td>\n",
-       "                        <td id=\"T_a5c64_row7_col4\" class=\"data row7 col4\" > NA</td>\n",
-       "                        <td id=\"T_a5c64_row7_col5\" class=\"data row7 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_a5c64_row7_col6\" class=\"data row7 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_a5c64_level0_row8\" class=\"row_heading level0 row8\" >coef_util_distance_eatout</th>\n",
-       "                        <td id=\"T_a5c64_row8_col0\" class=\"data row8 col0\" >-0.366</td>\n",
-       "                        <td id=\"T_a5c64_row8_col1\" class=\"data row8 col1\" > 0.0630</td>\n",
-       "                        <td id=\"T_a5c64_row8_col2\" class=\"data row8 col2\" >-5.81</td>\n",
-       "                        <td id=\"T_a5c64_row8_col3\" class=\"data row8 col3\" >***</td>\n",
-       "                        <td id=\"T_a5c64_row8_col4\" class=\"data row8 col4\" > NA</td>\n",
-       "                        <td id=\"T_a5c64_row8_col5\" class=\"data row8 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_a5c64_row8_col6\" class=\"data row8 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_a5c64_level0_row9\" class=\"row_heading level0 row9\" >coef_util_distance_escort</th>\n",
-       "                        <td id=\"T_a5c64_row9_col0\" class=\"data row9 col0\" >-0.338</td>\n",
-       "                        <td id=\"T_a5c64_row9_col1\" class=\"data row9 col1\" > 0.0329</td>\n",
-       "                        <td id=\"T_a5c64_row9_col2\" class=\"data row9 col2\" >-10.28</td>\n",
-       "                        <td id=\"T_a5c64_row9_col3\" class=\"data row9 col3\" >***</td>\n",
-       "                        <td id=\"T_a5c64_row9_col4\" class=\"data row9 col4\" > NA</td>\n",
-       "                        <td id=\"T_a5c64_row9_col5\" class=\"data row9 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_a5c64_row9_col6\" class=\"data row9 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_a5c64_level0_row10\" class=\"row_heading level0 row10\" >coef_util_distance_othdiscr</th>\n",
-       "                        <td id=\"T_a5c64_row10_col0\" class=\"data row10 col0\" >-0.409</td>\n",
-       "                        <td id=\"T_a5c64_row10_col1\" class=\"data row10 col1\" > 0.0322</td>\n",
-       "                        <td id=\"T_a5c64_row10_col2\" class=\"data row10 col2\" >-12.71</td>\n",
-       "                        <td id=\"T_a5c64_row10_col3\" class=\"data row10 col3\" >***</td>\n",
-       "                        <td id=\"T_a5c64_row10_col4\" class=\"data row10 col4\" > NA</td>\n",
-       "                        <td id=\"T_a5c64_row10_col5\" class=\"data row10 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_a5c64_row10_col6\" class=\"data row10 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_a5c64_level0_row11\" class=\"row_heading level0 row11\" >coef_util_distance_othmaint</th>\n",
-       "                        <td id=\"T_a5c64_row11_col0\" class=\"data row11 col0\" >-0.258</td>\n",
-       "                        <td id=\"T_a5c64_row11_col1\" class=\"data row11 col1\" > 0.0368</td>\n",
-       "                        <td id=\"T_a5c64_row11_col2\" class=\"data row11 col2\" >-7.02</td>\n",
-       "                        <td id=\"T_a5c64_row11_col3\" class=\"data row11 col3\" >***</td>\n",
-       "                        <td id=\"T_a5c64_row11_col4\" class=\"data row11 col4\" > NA</td>\n",
-       "                        <td id=\"T_a5c64_row11_col5\" class=\"data row11 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_a5c64_row11_col6\" class=\"data row11 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_a5c64_level0_row12\" class=\"row_heading level0 row12\" >coef_util_distance_school</th>\n",
-       "                        <td id=\"T_a5c64_row12_col0\" class=\"data row12 col0\" >-0.106</td>\n",
-       "                        <td id=\"T_a5c64_row12_col1\" class=\"data row12 col1\" > 4.08e-06</td>\n",
-       "                        <td id=\"T_a5c64_row12_col2\" class=\"data row12 col2\" >-BIG</td>\n",
-       "                        <td id=\"T_a5c64_row12_col3\" class=\"data row12 col3\" >***</td>\n",
-       "                        <td id=\"T_a5c64_row12_col4\" class=\"data row12 col4\" > NA</td>\n",
-       "                        <td id=\"T_a5c64_row12_col5\" class=\"data row12 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_a5c64_row12_col6\" class=\"data row12 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_a5c64_level0_row13\" class=\"row_heading level0 row13\" >coef_util_distance_shopping</th>\n",
-       "                        <td id=\"T_a5c64_row13_col0\" class=\"data row13 col0\" >-0.390</td>\n",
-       "                        <td id=\"T_a5c64_row13_col1\" class=\"data row13 col1\" > 0.0251</td>\n",
-       "                        <td id=\"T_a5c64_row13_col2\" class=\"data row13 col2\" >-15.56</td>\n",
-       "                        <td id=\"T_a5c64_row13_col3\" class=\"data row13 col3\" >***</td>\n",
-       "                        <td id=\"T_a5c64_row13_col4\" class=\"data row13 col4\" > NA</td>\n",
-       "                        <td id=\"T_a5c64_row13_col5\" class=\"data row13 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_a5c64_row13_col6\" class=\"data row13 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_a5c64_level0_row14\" class=\"row_heading level0 row14\" >coef_util_distance_social</th>\n",
-       "                        <td id=\"T_a5c64_row14_col0\" class=\"data row14 col0\" >-0.339</td>\n",
-       "                        <td id=\"T_a5c64_row14_col1\" class=\"data row14 col1\" > 0.0631</td>\n",
-       "                        <td id=\"T_a5c64_row14_col2\" class=\"data row14 col2\" >-5.36</td>\n",
-       "                        <td id=\"T_a5c64_row14_col3\" class=\"data row14 col3\" >***</td>\n",
-       "                        <td id=\"T_a5c64_row14_col4\" class=\"data row14 col4\" > NA</td>\n",
-       "                        <td id=\"T_a5c64_row14_col5\" class=\"data row14 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_a5c64_row14_col6\" class=\"data row14 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_a5c64_level0_row15\" class=\"row_heading level0 row15\" >coef_util_distance_univ</th>\n",
-       "                        <td id=\"T_a5c64_row15_col0\" class=\"data row15 col0\" >-0.186</td>\n",
-       "                        <td id=\"T_a5c64_row15_col1\" class=\"data row15 col1\" > 0.0428</td>\n",
-       "                        <td id=\"T_a5c64_row15_col2\" class=\"data row15 col2\" >-4.35</td>\n",
-       "                        <td id=\"T_a5c64_row15_col3\" class=\"data row15 col3\" >***</td>\n",
-       "                        <td id=\"T_a5c64_row15_col4\" class=\"data row15 col4\" > NA</td>\n",
-       "                        <td id=\"T_a5c64_row15_col5\" class=\"data row15 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_a5c64_row15_col6\" class=\"data row15 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_a5c64_level0_row16\" class=\"row_heading level0 row16\" >coef_util_distance_work_inbound</th>\n",
-       "                        <td id=\"T_a5c64_row16_col0\" class=\"data row16 col0\" >-0.0948</td>\n",
-       "                        <td id=\"T_a5c64_row16_col1\" class=\"data row16 col1\" > 441.</td>\n",
-       "                        <td id=\"T_a5c64_row16_col2\" class=\"data row16 col2\" >-0.00</td>\n",
-       "                        <td id=\"T_a5c64_row16_col3\" class=\"data row16 col3\" ></td>\n",
-       "                        <td id=\"T_a5c64_row16_col4\" class=\"data row16 col4\" > NA</td>\n",
-       "                        <td id=\"T_a5c64_row16_col5\" class=\"data row16 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_a5c64_row16_col6\" class=\"data row16 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_a5c64_level0_row17\" class=\"row_heading level0 row17\" >coef_util_distance_work_outbound</th>\n",
-       "                        <td id=\"T_a5c64_row17_col0\" class=\"data row17 col0\" >-0.301</td>\n",
-       "                        <td id=\"T_a5c64_row17_col1\" class=\"data row17 col1\" > 0.0272</td>\n",
-       "                        <td id=\"T_a5c64_row17_col2\" class=\"data row17 col2\" >-11.05</td>\n",
-       "                        <td id=\"T_a5c64_row17_col3\" class=\"data row17 col3\" >***</td>\n",
-       "                        <td id=\"T_a5c64_row17_col4\" class=\"data row17 col4\" > NA</td>\n",
-       "                        <td id=\"T_a5c64_row17_col5\" class=\"data row17 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_a5c64_row17_col6\" class=\"data row17 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_a5c64_level0_row18\" class=\"row_heading level0 row18\" >eatout_HEREMPN</th>\n",
-       "                        <td id=\"T_a5c64_row18_col0\" class=\"data row18 col0\" >-4.27</td>\n",
-       "                        <td id=\"T_a5c64_row18_col1\" class=\"data row18 col1\" > 1.02</td>\n",
-       "                        <td id=\"T_a5c64_row18_col2\" class=\"data row18 col2\" >-4.19</td>\n",
-       "                        <td id=\"T_a5c64_row18_col3\" class=\"data row18 col3\" >***</td>\n",
-       "                        <td id=\"T_a5c64_row18_col4\" class=\"data row18 col4\" > NA</td>\n",
-       "                        <td id=\"T_a5c64_row18_col5\" class=\"data row18 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_a5c64_row18_col6\" class=\"data row18 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_a5c64_level0_row19\" class=\"row_heading level0 row19\" >eatout_RETEMPN</th>\n",
-       "                        <td id=\"T_a5c64_row19_col0\" class=\"data row19 col0\" >-0.298</td>\n",
-       "                        <td id=\"T_a5c64_row19_col1\" class=\"data row19 col1\" > NA</td>\n",
-       "                        <td id=\"T_a5c64_row19_col2\" class=\"data row19 col2\" > NA</td>\n",
-       "                        <td id=\"T_a5c64_row19_col3\" class=\"data row19 col3\" ></td>\n",
-       "                        <td id=\"T_a5c64_row19_col4\" class=\"data row19 col4\" > NA</td>\n",
-       "                        <td id=\"T_a5c64_row19_col5\" class=\"data row19 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_a5c64_row19_col6\" class=\"data row19 col6\" >fixed value</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_a5c64_level0_row20\" class=\"row_heading level0 row20\" >escort_AGE0519</th>\n",
-       "                        <td id=\"T_a5c64_row20_col0\" class=\"data row20 col0\" >-1.51</td>\n",
-       "                        <td id=\"T_a5c64_row20_col1\" class=\"data row20 col1\" > 2.88</td>\n",
-       "                        <td id=\"T_a5c64_row20_col2\" class=\"data row20 col2\" >-0.53</td>\n",
-       "                        <td id=\"T_a5c64_row20_col3\" class=\"data row20 col3\" ></td>\n",
-       "                        <td id=\"T_a5c64_row20_col4\" class=\"data row20 col4\" > NA</td>\n",
-       "                        <td id=\"T_a5c64_row20_col5\" class=\"data row20 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_a5c64_row20_col6\" class=\"data row20 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_a5c64_level0_row21\" class=\"row_heading level0 row21\" >escort_HEREMPN</th>\n",
-       "                        <td id=\"T_a5c64_row21_col0\" class=\"data row21 col0\" >-6.00</td>\n",
-       "                        <td id=\"T_a5c64_row21_col1\" class=\"data row21 col1\" > NA</td>\n",
-       "                        <td id=\"T_a5c64_row21_col2\" class=\"data row21 col2\" > NA</td>\n",
-       "                        <td id=\"T_a5c64_row21_col3\" class=\"data row21 col3\" >[***]</td>\n",
-       "                        <td id=\"T_a5c64_row21_col4\" class=\"data row21 col4\" > 93.05</td>\n",
-       "                        <td id=\"T_a5c64_row21_col5\" class=\"data row21 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_a5c64_row21_col6\" class=\"data row21 col6\" >escort_HEREMPN ≥ -6.0</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_a5c64_level0_row22\" class=\"row_heading level0 row22\" >escort_HSENROLL</th>\n",
-       "                        <td id=\"T_a5c64_row22_col0\" class=\"data row22 col0\" >-3.17</td>\n",
-       "                        <td id=\"T_a5c64_row22_col1\" class=\"data row22 col1\" > 2.87</td>\n",
-       "                        <td id=\"T_a5c64_row22_col2\" class=\"data row22 col2\" >-1.10</td>\n",
-       "                        <td id=\"T_a5c64_row22_col3\" class=\"data row22 col3\" ></td>\n",
-       "                        <td id=\"T_a5c64_row22_col4\" class=\"data row22 col4\" > NA</td>\n",
-       "                        <td id=\"T_a5c64_row22_col5\" class=\"data row22 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_a5c64_row22_col6\" class=\"data row22 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_a5c64_level0_row23\" class=\"row_heading level0 row23\" >escort_RETEMPN</th>\n",
-       "                        <td id=\"T_a5c64_row23_col0\" class=\"data row23 col0\" >-2.10</td>\n",
-       "                        <td id=\"T_a5c64_row23_col1\" class=\"data row23 col1\" > 3.12</td>\n",
-       "                        <td id=\"T_a5c64_row23_col2\" class=\"data row23 col2\" >-0.67</td>\n",
-       "                        <td id=\"T_a5c64_row23_col3\" class=\"data row23 col3\" ></td>\n",
-       "                        <td id=\"T_a5c64_row23_col4\" class=\"data row23 col4\" > NA</td>\n",
-       "                        <td id=\"T_a5c64_row23_col5\" class=\"data row23 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_a5c64_row23_col6\" class=\"data row23 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_a5c64_level0_row24\" class=\"row_heading level0 row24\" >escort_TOTHH</th>\n",
-       "                        <td id=\"T_a5c64_row24_col0\" class=\"data row24 col0\" >-6.91</td>\n",
-       "                        <td id=\"T_a5c64_row24_col1\" class=\"data row24 col1\" > NA</td>\n",
-       "                        <td id=\"T_a5c64_row24_col2\" class=\"data row24 col2\" > NA</td>\n",
-       "                        <td id=\"T_a5c64_row24_col3\" class=\"data row24 col3\" ></td>\n",
-       "                        <td id=\"T_a5c64_row24_col4\" class=\"data row24 col4\" > NA</td>\n",
-       "                        <td id=\"T_a5c64_row24_col5\" class=\"data row24 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_a5c64_row24_col6\" class=\"data row24 col6\" >fixed value</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_a5c64_level0_row25\" class=\"row_heading level0 row25\" >othdiscr_HEREMPN</th>\n",
-       "                        <td id=\"T_a5c64_row25_col0\" class=\"data row25 col0\" >-6.00</td>\n",
-       "                        <td id=\"T_a5c64_row25_col1\" class=\"data row25 col1\" > NA</td>\n",
-       "                        <td id=\"T_a5c64_row25_col2\" class=\"data row25 col2\" > NA</td>\n",
-       "                        <td id=\"T_a5c64_row25_col3\" class=\"data row25 col3\" >[***]</td>\n",
-       "                        <td id=\"T_a5c64_row25_col4\" class=\"data row25 col4\" > 63.28</td>\n",
-       "                        <td id=\"T_a5c64_row25_col5\" class=\"data row25 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_a5c64_row25_col6\" class=\"data row25 col6\" >othdiscr_HEREMPN ≥ -6.0</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_a5c64_level0_row26\" class=\"row_heading level0 row26\" >othdiscr_HSENROLL</th>\n",
-       "                        <td id=\"T_a5c64_row26_col0\" class=\"data row26 col0\" >-6.00</td>\n",
-       "                        <td id=\"T_a5c64_row26_col1\" class=\"data row26 col1\" > NA</td>\n",
-       "                        <td id=\"T_a5c64_row26_col2\" class=\"data row26 col2\" > NA</td>\n",
-       "                        <td id=\"T_a5c64_row26_col3\" class=\"data row26 col3\" >[***]</td>\n",
-       "                        <td id=\"T_a5c64_row26_col4\" class=\"data row26 col4\" > 23.13</td>\n",
-       "                        <td id=\"T_a5c64_row26_col5\" class=\"data row26 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_a5c64_row26_col6\" class=\"data row26 col6\" >othdiscr_HSENROLL ≥ -6.0</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_a5c64_level0_row27\" class=\"row_heading level0 row27\" >othdiscr_OTHEMPN</th>\n",
-       "                        <td id=\"T_a5c64_row27_col0\" class=\"data row27 col0\" >-4.74</td>\n",
-       "                        <td id=\"T_a5c64_row27_col1\" class=\"data row27 col1\" > 2.07</td>\n",
-       "                        <td id=\"T_a5c64_row27_col2\" class=\"data row27 col2\" >-2.29</td>\n",
-       "                        <td id=\"T_a5c64_row27_col3\" class=\"data row27 col3\" >*</td>\n",
-       "                        <td id=\"T_a5c64_row27_col4\" class=\"data row27 col4\" > NA</td>\n",
-       "                        <td id=\"T_a5c64_row27_col5\" class=\"data row27 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_a5c64_row27_col6\" class=\"data row27 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_a5c64_level0_row28\" class=\"row_heading level0 row28\" >othdiscr_RETEMPN</th>\n",
-       "                        <td id=\"T_a5c64_row28_col0\" class=\"data row28 col0\" >-0.421</td>\n",
-       "                        <td id=\"T_a5c64_row28_col1\" class=\"data row28 col1\" > 0.383</td>\n",
-       "                        <td id=\"T_a5c64_row28_col2\" class=\"data row28 col2\" >-1.10</td>\n",
-       "                        <td id=\"T_a5c64_row28_col3\" class=\"data row28 col3\" ></td>\n",
-       "                        <td id=\"T_a5c64_row28_col4\" class=\"data row28 col4\" > NA</td>\n",
-       "                        <td id=\"T_a5c64_row28_col5\" class=\"data row28 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_a5c64_row28_col6\" class=\"data row28 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_a5c64_level0_row29\" class=\"row_heading level0 row29\" >othdiscr_TOTHH</th>\n",
-       "                        <td id=\"T_a5c64_row29_col0\" class=\"data row29 col0\" >-1.38</td>\n",
-       "                        <td id=\"T_a5c64_row29_col1\" class=\"data row29 col1\" > NA</td>\n",
-       "                        <td id=\"T_a5c64_row29_col2\" class=\"data row29 col2\" > NA</td>\n",
-       "                        <td id=\"T_a5c64_row29_col3\" class=\"data row29 col3\" ></td>\n",
-       "                        <td id=\"T_a5c64_row29_col4\" class=\"data row29 col4\" > NA</td>\n",
-       "                        <td id=\"T_a5c64_row29_col5\" class=\"data row29 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_a5c64_row29_col6\" class=\"data row29 col6\" >fixed value</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_a5c64_level0_row30\" class=\"row_heading level0 row30\" >othmaint_HEREMPN</th>\n",
-       "                        <td id=\"T_a5c64_row30_col0\" class=\"data row30 col0\" >-6.00</td>\n",
-       "                        <td id=\"T_a5c64_row30_col1\" class=\"data row30 col1\" > NA</td>\n",
-       "                        <td id=\"T_a5c64_row30_col2\" class=\"data row30 col2\" > NA</td>\n",
-       "                        <td id=\"T_a5c64_row30_col3\" class=\"data row30 col3\" >[***]</td>\n",
-       "                        <td id=\"T_a5c64_row30_col4\" class=\"data row30 col4\" > 93.87</td>\n",
-       "                        <td id=\"T_a5c64_row30_col5\" class=\"data row30 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_a5c64_row30_col6\" class=\"data row30 col6\" >othmaint_HEREMPN ≥ -6.0</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_a5c64_level0_row31\" class=\"row_heading level0 row31\" >othmaint_RETEMPN</th>\n",
-       "                        <td id=\"T_a5c64_row31_col0\" class=\"data row31 col0\" >-4.47</td>\n",
-       "                        <td id=\"T_a5c64_row31_col1\" class=\"data row31 col1\" > 0.487</td>\n",
-       "                        <td id=\"T_a5c64_row31_col2\" class=\"data row31 col2\" >-9.18</td>\n",
-       "                        <td id=\"T_a5c64_row31_col3\" class=\"data row31 col3\" >***</td>\n",
-       "                        <td id=\"T_a5c64_row31_col4\" class=\"data row31 col4\" > NA</td>\n",
-       "                        <td id=\"T_a5c64_row31_col5\" class=\"data row31 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_a5c64_row31_col6\" class=\"data row31 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_a5c64_level0_row32\" class=\"row_heading level0 row32\" >othmaint_TOTHH</th>\n",
-       "                        <td id=\"T_a5c64_row32_col0\" class=\"data row32 col0\" >-6.91</td>\n",
-       "                        <td id=\"T_a5c64_row32_col1\" class=\"data row32 col1\" > NA</td>\n",
-       "                        <td id=\"T_a5c64_row32_col2\" class=\"data row32 col2\" > NA</td>\n",
-       "                        <td id=\"T_a5c64_row32_col3\" class=\"data row32 col3\" ></td>\n",
-       "                        <td id=\"T_a5c64_row32_col4\" class=\"data row32 col4\" > NA</td>\n",
-       "                        <td id=\"T_a5c64_row32_col5\" class=\"data row32 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_a5c64_row32_col6\" class=\"data row32 col6\" >fixed value</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_a5c64_level0_row33\" class=\"row_heading level0 row33\" >shopping_RETEMPN</th>\n",
-       "                        <td id=\"T_a5c64_row33_col0\" class=\"data row33 col0\" >-6.00</td>\n",
-       "                        <td id=\"T_a5c64_row33_col1\" class=\"data row33 col1\" > NA</td>\n",
-       "                        <td id=\"T_a5c64_row33_col2\" class=\"data row33 col2\" > NA</td>\n",
-       "                        <td id=\"T_a5c64_row33_col3\" class=\"data row33 col3\" >[***]</td>\n",
-       "                        <td id=\"T_a5c64_row33_col4\" class=\"data row33 col4\" > 107.89</td>\n",
-       "                        <td id=\"T_a5c64_row33_col5\" class=\"data row33 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_a5c64_row33_col6\" class=\"data row33 col6\" >shopping_RETEMPN ≥ -6.0</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_a5c64_level0_row34\" class=\"row_heading level0 row34\" >shopping_TOTHH</th>\n",
-       "                        <td id=\"T_a5c64_row34_col0\" class=\"data row34 col0\" >-6.91</td>\n",
-       "                        <td id=\"T_a5c64_row34_col1\" class=\"data row34 col1\" > NA</td>\n",
-       "                        <td id=\"T_a5c64_row34_col2\" class=\"data row34 col2\" > NA</td>\n",
-       "                        <td id=\"T_a5c64_row34_col3\" class=\"data row34 col3\" ></td>\n",
-       "                        <td id=\"T_a5c64_row34_col4\" class=\"data row34 col4\" > NA</td>\n",
-       "                        <td id=\"T_a5c64_row34_col5\" class=\"data row34 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_a5c64_row34_col6\" class=\"data row34 col6\" >fixed value</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_a5c64_level0_row35\" class=\"row_heading level0 row35\" >social_HEREMPN</th>\n",
-       "                        <td id=\"T_a5c64_row35_col0\" class=\"data row35 col0\" >-6.00</td>\n",
-       "                        <td id=\"T_a5c64_row35_col1\" class=\"data row35 col1\" > NA</td>\n",
-       "                        <td id=\"T_a5c64_row35_col2\" class=\"data row35 col2\" > NA</td>\n",
-       "                        <td id=\"T_a5c64_row35_col3\" class=\"data row35 col3\" >[***]</td>\n",
-       "                        <td id=\"T_a5c64_row35_col4\" class=\"data row35 col4\" > 33.82</td>\n",
-       "                        <td id=\"T_a5c64_row35_col5\" class=\"data row35 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_a5c64_row35_col6\" class=\"data row35 col6\" >social_HEREMPN ≥ -6.0</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_a5c64_level0_row36\" class=\"row_heading level0 row36\" >social_RETEMPN</th>\n",
-       "                        <td id=\"T_a5c64_row36_col0\" class=\"data row36 col0\" >-3.46</td>\n",
-       "                        <td id=\"T_a5c64_row36_col1\" class=\"data row36 col1\" > 0.666</td>\n",
-       "                        <td id=\"T_a5c64_row36_col2\" class=\"data row36 col2\" >-5.20</td>\n",
-       "                        <td id=\"T_a5c64_row36_col3\" class=\"data row36 col3\" >***</td>\n",
-       "                        <td id=\"T_a5c64_row36_col4\" class=\"data row36 col4\" > NA</td>\n",
-       "                        <td id=\"T_a5c64_row36_col5\" class=\"data row36 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_a5c64_row36_col6\" class=\"data row36 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_a5c64_level0_row37\" class=\"row_heading level0 row37\" >social_TOTHH</th>\n",
-       "                        <td id=\"T_a5c64_row37_col0\" class=\"data row37 col0\" >-6.91</td>\n",
-       "                        <td id=\"T_a5c64_row37_col1\" class=\"data row37 col1\" > NA</td>\n",
-       "                        <td id=\"T_a5c64_row37_col2\" class=\"data row37 col2\" > NA</td>\n",
-       "                        <td id=\"T_a5c64_row37_col3\" class=\"data row37 col3\" ></td>\n",
-       "                        <td id=\"T_a5c64_row37_col4\" class=\"data row37 col4\" > NA</td>\n",
-       "                        <td id=\"T_a5c64_row37_col5\" class=\"data row37 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_a5c64_row37_col6\" class=\"data row37 col6\" >fixed value</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_a5c64_level0_row38\" class=\"row_heading level0 row38\" >univ_COLLFTE</th>\n",
-       "                        <td id=\"T_a5c64_row38_col0\" class=\"data row38 col0\" >-6.00</td>\n",
-       "                        <td id=\"T_a5c64_row38_col1\" class=\"data row38 col1\" > NA</td>\n",
-       "                        <td id=\"T_a5c64_row38_col2\" class=\"data row38 col2\" > NA</td>\n",
-       "                        <td id=\"T_a5c64_row38_col3\" class=\"data row38 col3\" >[***]</td>\n",
-       "                        <td id=\"T_a5c64_row38_col4\" class=\"data row38 col4\" > 379.06</td>\n",
-       "                        <td id=\"T_a5c64_row38_col5\" class=\"data row38 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_a5c64_row38_col6\" class=\"data row38 col6\" >univ_COLLFTE ≥ -6.0</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_a5c64_level0_row39\" class=\"row_heading level0 row39\" >univ_COLLPTE</th>\n",
-       "                        <td id=\"T_a5c64_row39_col0\" class=\"data row39 col0\" >-6.00</td>\n",
-       "                        <td id=\"T_a5c64_row39_col1\" class=\"data row39 col1\" > NA</td>\n",
-       "                        <td id=\"T_a5c64_row39_col2\" class=\"data row39 col2\" > NA</td>\n",
-       "                        <td id=\"T_a5c64_row39_col3\" class=\"data row39 col3\" >[***]</td>\n",
-       "                        <td id=\"T_a5c64_row39_col4\" class=\"data row39 col4\" > 390.32</td>\n",
-       "                        <td id=\"T_a5c64_row39_col5\" class=\"data row39 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_a5c64_row39_col6\" class=\"data row39 col6\" >univ_COLLPTE ≥ -6.0</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_a5c64_level0_row40\" class=\"row_heading level0 row40\" >univ_TOTHH</th>\n",
-       "                        <td id=\"T_a5c64_row40_col0\" class=\"data row40 col0\" >-6.91</td>\n",
-       "                        <td id=\"T_a5c64_row40_col1\" class=\"data row40 col1\" > NA</td>\n",
-       "                        <td id=\"T_a5c64_row40_col2\" class=\"data row40 col2\" > NA</td>\n",
-       "                        <td id=\"T_a5c64_row40_col3\" class=\"data row40 col3\" ></td>\n",
-       "                        <td id=\"T_a5c64_row40_col4\" class=\"data row40 col4\" > NA</td>\n",
-       "                        <td id=\"T_a5c64_row40_col5\" class=\"data row40 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_a5c64_row40_col6\" class=\"data row40 col6\" >fixed value</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_a5c64_level0_row41\" class=\"row_heading level0 row41\" >work_AGREMPN</th>\n",
-       "                        <td id=\"T_a5c64_row41_col0\" class=\"data row41 col0\" > 1.15</td>\n",
-       "                        <td id=\"T_a5c64_row41_col1\" class=\"data row41 col1\" > 0.433</td>\n",
-       "                        <td id=\"T_a5c64_row41_col2\" class=\"data row41 col2\" > 2.65</td>\n",
-       "                        <td id=\"T_a5c64_row41_col3\" class=\"data row41 col3\" >**</td>\n",
-       "                        <td id=\"T_a5c64_row41_col4\" class=\"data row41 col4\" > NA</td>\n",
-       "                        <td id=\"T_a5c64_row41_col5\" class=\"data row41 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_a5c64_row41_col6\" class=\"data row41 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_a5c64_level0_row42\" class=\"row_heading level0 row42\" >work_FPSEMPN</th>\n",
-       "                        <td id=\"T_a5c64_row42_col0\" class=\"data row42 col0\" >-6.00</td>\n",
-       "                        <td id=\"T_a5c64_row42_col1\" class=\"data row42 col1\" > NA</td>\n",
-       "                        <td id=\"T_a5c64_row42_col2\" class=\"data row42 col2\" > NA</td>\n",
-       "                        <td id=\"T_a5c64_row42_col3\" class=\"data row42 col3\" >[***]</td>\n",
-       "                        <td id=\"T_a5c64_row42_col4\" class=\"data row42 col4\" > 647.25</td>\n",
-       "                        <td id=\"T_a5c64_row42_col5\" class=\"data row42 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_a5c64_row42_col6\" class=\"data row42 col6\" >work_FPSEMPN ≥ -6.0</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_a5c64_level0_row43\" class=\"row_heading level0 row43\" >work_HEREMPN</th>\n",
-       "                        <td id=\"T_a5c64_row43_col0\" class=\"data row43 col0\" >-4.55</td>\n",
-       "                        <td id=\"T_a5c64_row43_col1\" class=\"data row43 col1\" > 0.535</td>\n",
-       "                        <td id=\"T_a5c64_row43_col2\" class=\"data row43 col2\" >-8.51</td>\n",
-       "                        <td id=\"T_a5c64_row43_col3\" class=\"data row43 col3\" >***</td>\n",
-       "                        <td id=\"T_a5c64_row43_col4\" class=\"data row43 col4\" > NA</td>\n",
-       "                        <td id=\"T_a5c64_row43_col5\" class=\"data row43 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_a5c64_row43_col6\" class=\"data row43 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_a5c64_level0_row44\" class=\"row_heading level0 row44\" >work_MWTEMPN</th>\n",
-       "                        <td id=\"T_a5c64_row44_col0\" class=\"data row44 col0\" >-6.00</td>\n",
-       "                        <td id=\"T_a5c64_row44_col1\" class=\"data row44 col1\" > NA</td>\n",
-       "                        <td id=\"T_a5c64_row44_col2\" class=\"data row44 col2\" > NA</td>\n",
-       "                        <td id=\"T_a5c64_row44_col3\" class=\"data row44 col3\" >[***]</td>\n",
-       "                        <td id=\"T_a5c64_row44_col4\" class=\"data row44 col4\" > 106.49</td>\n",
-       "                        <td id=\"T_a5c64_row44_col5\" class=\"data row44 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_a5c64_row44_col6\" class=\"data row44 col6\" >work_MWTEMPN ≥ -6.0</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_a5c64_level0_row45\" class=\"row_heading level0 row45\" >work_OTHEMPN</th>\n",
-       "                        <td id=\"T_a5c64_row45_col0\" class=\"data row45 col0\" >-5.21</td>\n",
-       "                        <td id=\"T_a5c64_row45_col1\" class=\"data row45 col1\" > 1.18</td>\n",
-       "                        <td id=\"T_a5c64_row45_col2\" class=\"data row45 col2\" >-4.42</td>\n",
-       "                        <td id=\"T_a5c64_row45_col3\" class=\"data row45 col3\" >***</td>\n",
-       "                        <td id=\"T_a5c64_row45_col4\" class=\"data row45 col4\" > NA</td>\n",
-       "                        <td id=\"T_a5c64_row45_col5\" class=\"data row45 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_a5c64_row45_col6\" class=\"data row45 col6\" ></td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_a5c64_level0_row46\" class=\"row_heading level0 row46\" >work_RETEMPN</th>\n",
-       "                        <td id=\"T_a5c64_row46_col0\" class=\"data row46 col0\" > 0.00</td>\n",
-       "                        <td id=\"T_a5c64_row46_col1\" class=\"data row46 col1\" > NA</td>\n",
-       "                        <td id=\"T_a5c64_row46_col2\" class=\"data row46 col2\" > NA</td>\n",
-       "                        <td id=\"T_a5c64_row46_col3\" class=\"data row46 col3\" ></td>\n",
-       "                        <td id=\"T_a5c64_row46_col4\" class=\"data row46 col4\" > NA</td>\n",
-       "                        <td id=\"T_a5c64_row46_col5\" class=\"data row46 col5\" > 0.00</td>\n",
-       "                        <td id=\"T_a5c64_row46_col6\" class=\"data row46 col6\" >fixed value</td>\n",
-       "            </tr>\n",
-       "    </tbody></table>"
+       "<style type=\"text/css\">\n",
+       "#T_ba5b8 th {\n",
+       "  vertical-align: top;\n",
+       "  text-align: left;\n",
+       "}\n",
+       "#T_ba5b8 td {\n",
+       "  vertical-align: top;\n",
+       "  text-align: left;\n",
+       "}\n",
+       "#T_ba5b8_row0_col0, #T_ba5b8_row0_col1, #T_ba5b8_row0_col2, #T_ba5b8_row0_col3, #T_ba5b8_row0_col4, #T_ba5b8_row1_col0, #T_ba5b8_row1_col1, #T_ba5b8_row1_col2, #T_ba5b8_row1_col3, #T_ba5b8_row1_col4, #T_ba5b8_row2_col0, #T_ba5b8_row2_col1, #T_ba5b8_row2_col2, #T_ba5b8_row2_col3, #T_ba5b8_row2_col4, #T_ba5b8_row3_col0, #T_ba5b8_row3_col1, #T_ba5b8_row3_col2, #T_ba5b8_row3_col3, #T_ba5b8_row3_col4, #T_ba5b8_row4_col0, #T_ba5b8_row4_col1, #T_ba5b8_row4_col2, #T_ba5b8_row4_col3, #T_ba5b8_row4_col4, #T_ba5b8_row5_col0, #T_ba5b8_row5_col1, #T_ba5b8_row5_col2, #T_ba5b8_row5_col3, #T_ba5b8_row5_col4, #T_ba5b8_row6_col0, #T_ba5b8_row6_col1, #T_ba5b8_row6_col2, #T_ba5b8_row6_col3, #T_ba5b8_row6_col4, #T_ba5b8_row7_col0, #T_ba5b8_row7_col1, #T_ba5b8_row7_col2, #T_ba5b8_row7_col3, #T_ba5b8_row7_col4, #T_ba5b8_row8_col0, #T_ba5b8_row8_col1, #T_ba5b8_row8_col2, #T_ba5b8_row8_col3, #T_ba5b8_row8_col4, #T_ba5b8_row9_col0, #T_ba5b8_row9_col1, #T_ba5b8_row9_col2, #T_ba5b8_row9_col3, #T_ba5b8_row9_col4, #T_ba5b8_row10_col0, #T_ba5b8_row10_col1, #T_ba5b8_row10_col2, #T_ba5b8_row10_col3, #T_ba5b8_row10_col4, #T_ba5b8_row11_col0, #T_ba5b8_row11_col1, #T_ba5b8_row11_col2, #T_ba5b8_row11_col3, #T_ba5b8_row11_col4, #T_ba5b8_row12_col0, #T_ba5b8_row12_col1, #T_ba5b8_row12_col2, #T_ba5b8_row12_col3, #T_ba5b8_row12_col4, #T_ba5b8_row13_col0, #T_ba5b8_row13_col1, #T_ba5b8_row13_col2, #T_ba5b8_row13_col3, #T_ba5b8_row13_col4, #T_ba5b8_row14_col0, #T_ba5b8_row14_col1, #T_ba5b8_row14_col2, #T_ba5b8_row14_col3, #T_ba5b8_row14_col4, #T_ba5b8_row15_col0, #T_ba5b8_row15_col1, #T_ba5b8_row15_col2, #T_ba5b8_row15_col3, #T_ba5b8_row15_col4, #T_ba5b8_row16_col0, #T_ba5b8_row16_col1, #T_ba5b8_row16_col2, #T_ba5b8_row16_col3, #T_ba5b8_row16_col4, #T_ba5b8_row17_col0, #T_ba5b8_row17_col1, #T_ba5b8_row17_col2, #T_ba5b8_row17_col3, #T_ba5b8_row17_col4, #T_ba5b8_row18_col0, #T_ba5b8_row18_col1, #T_ba5b8_row18_col2, #T_ba5b8_row18_col3, #T_ba5b8_row18_col4, #T_ba5b8_row19_col0, #T_ba5b8_row19_col1, #T_ba5b8_row19_col2, #T_ba5b8_row19_col3, #T_ba5b8_row19_col4, #T_ba5b8_row20_col0, #T_ba5b8_row20_col1, #T_ba5b8_row20_col2, #T_ba5b8_row20_col3, #T_ba5b8_row20_col4, #T_ba5b8_row21_col0, #T_ba5b8_row21_col1, #T_ba5b8_row21_col2, #T_ba5b8_row21_col3, #T_ba5b8_row21_col4, #T_ba5b8_row22_col0, #T_ba5b8_row22_col1, #T_ba5b8_row22_col2, #T_ba5b8_row22_col3, #T_ba5b8_row22_col4, #T_ba5b8_row23_col0, #T_ba5b8_row23_col1, #T_ba5b8_row23_col2, #T_ba5b8_row23_col3, #T_ba5b8_row23_col4, #T_ba5b8_row24_col0, #T_ba5b8_row24_col1, #T_ba5b8_row24_col2, #T_ba5b8_row24_col3, #T_ba5b8_row24_col4, #T_ba5b8_row25_col0, #T_ba5b8_row25_col1, #T_ba5b8_row25_col2, #T_ba5b8_row25_col3, #T_ba5b8_row25_col4, #T_ba5b8_row26_col0, #T_ba5b8_row26_col1, #T_ba5b8_row26_col2, #T_ba5b8_row26_col3, #T_ba5b8_row26_col4, #T_ba5b8_row27_col0, #T_ba5b8_row27_col1, #T_ba5b8_row27_col2, #T_ba5b8_row27_col3, #T_ba5b8_row27_col4, #T_ba5b8_row28_col0, #T_ba5b8_row28_col1, #T_ba5b8_row28_col2, #T_ba5b8_row28_col3, #T_ba5b8_row28_col4, #T_ba5b8_row29_col0, #T_ba5b8_row29_col1, #T_ba5b8_row29_col2, #T_ba5b8_row29_col3, #T_ba5b8_row29_col4, #T_ba5b8_row30_col0, #T_ba5b8_row30_col1, #T_ba5b8_row30_col2, #T_ba5b8_row30_col3, #T_ba5b8_row30_col4, #T_ba5b8_row31_col0, #T_ba5b8_row31_col1, #T_ba5b8_row31_col2, #T_ba5b8_row31_col3, #T_ba5b8_row31_col4, #T_ba5b8_row32_col0, #T_ba5b8_row32_col1, #T_ba5b8_row32_col2, #T_ba5b8_row32_col3, #T_ba5b8_row32_col4, #T_ba5b8_row33_col0, #T_ba5b8_row33_col1, #T_ba5b8_row33_col2, #T_ba5b8_row33_col3, #T_ba5b8_row33_col4, #T_ba5b8_row34_col0, #T_ba5b8_row34_col1, #T_ba5b8_row34_col2, #T_ba5b8_row34_col3, #T_ba5b8_row34_col4, #T_ba5b8_row35_col0, #T_ba5b8_row35_col1, #T_ba5b8_row35_col2, #T_ba5b8_row35_col3, #T_ba5b8_row35_col4, #T_ba5b8_row36_col0, #T_ba5b8_row36_col1, #T_ba5b8_row36_col2, #T_ba5b8_row36_col3, #T_ba5b8_row36_col4, #T_ba5b8_row37_col0, #T_ba5b8_row37_col1, #T_ba5b8_row37_col2, #T_ba5b8_row37_col3, #T_ba5b8_row37_col4, #T_ba5b8_row38_col0, #T_ba5b8_row38_col1, #T_ba5b8_row38_col2, #T_ba5b8_row38_col3, #T_ba5b8_row38_col4, #T_ba5b8_row39_col0, #T_ba5b8_row39_col1, #T_ba5b8_row39_col2, #T_ba5b8_row39_col3, #T_ba5b8_row39_col4, #T_ba5b8_row40_col0, #T_ba5b8_row40_col1, #T_ba5b8_row40_col2, #T_ba5b8_row40_col3, #T_ba5b8_row40_col4, #T_ba5b8_row41_col0, #T_ba5b8_row41_col1, #T_ba5b8_row41_col2, #T_ba5b8_row41_col3, #T_ba5b8_row41_col4, #T_ba5b8_row42_col0, #T_ba5b8_row42_col1, #T_ba5b8_row42_col2, #T_ba5b8_row42_col3, #T_ba5b8_row42_col4, #T_ba5b8_row43_col0, #T_ba5b8_row43_col1, #T_ba5b8_row43_col2, #T_ba5b8_row43_col3, #T_ba5b8_row43_col4, #T_ba5b8_row44_col0, #T_ba5b8_row44_col1, #T_ba5b8_row44_col2, #T_ba5b8_row44_col3, #T_ba5b8_row44_col4, #T_ba5b8_row45_col0, #T_ba5b8_row45_col1, #T_ba5b8_row45_col2, #T_ba5b8_row45_col3, #T_ba5b8_row45_col4, #T_ba5b8_row46_col0, #T_ba5b8_row46_col1, #T_ba5b8_row46_col2, #T_ba5b8_row46_col3, #T_ba5b8_row46_col4 {\n",
+       "  font-family: monospace;\n",
+       "}\n",
+       "</style>\n",
+       "<table id=\"T_ba5b8\">\n",
+       "  <thead>\n",
+       "    <tr>\n",
+       "      <th class=\"blank level0\" >&nbsp;</th>\n",
+       "      <th id=\"T_ba5b8_level0_col0\" class=\"col_heading level0 col0\" >Value</th>\n",
+       "      <th id=\"T_ba5b8_level0_col1\" class=\"col_heading level0 col1\" >Std Err</th>\n",
+       "      <th id=\"T_ba5b8_level0_col2\" class=\"col_heading level0 col2\" >t Stat</th>\n",
+       "      <th id=\"T_ba5b8_level0_col3\" class=\"col_heading level0 col3\" >Signif</th>\n",
+       "      <th id=\"T_ba5b8_level0_col4\" class=\"col_heading level0 col4\" >Null Value</th>\n",
+       "      <th id=\"T_ba5b8_level0_col5\" class=\"col_heading level0 col5\" >Constrained</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th class=\"index_name level0\" >Parameter</th>\n",
+       "      <th class=\"blank col0\" >&nbsp;</th>\n",
+       "      <th class=\"blank col1\" >&nbsp;</th>\n",
+       "      <th class=\"blank col2\" >&nbsp;</th>\n",
+       "      <th class=\"blank col3\" >&nbsp;</th>\n",
+       "      <th class=\"blank col4\" >&nbsp;</th>\n",
+       "      <th class=\"blank col5\" >&nbsp;</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ba5b8_level0_row0\" class=\"row_heading level0 row0\" >coef_UNAVAILABLE</th>\n",
+       "      <td id=\"T_ba5b8_row0_col0\" class=\"data row0 col0\" >-999.</td>\n",
+       "      <td id=\"T_ba5b8_row0_col1\" class=\"data row0 col1\" > 0.00</td>\n",
+       "      <td id=\"T_ba5b8_row0_col2\" class=\"data row0 col2\" > NA</td>\n",
+       "      <td id=\"T_ba5b8_row0_col3\" class=\"data row0 col3\" ></td>\n",
+       "      <td id=\"T_ba5b8_row0_col4\" class=\"data row0 col4\" > 0.00</td>\n",
+       "      <td id=\"T_ba5b8_row0_col5\" class=\"data row0 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ba5b8_level0_row1\" class=\"row_heading level0 row1\" >coef_distance_joint</th>\n",
+       "      <td id=\"T_ba5b8_row1_col0\" class=\"data row1 col0\" >-0.223</td>\n",
+       "      <td id=\"T_ba5b8_row1_col1\" class=\"data row1 col1\" > 0.0134</td>\n",
+       "      <td id=\"T_ba5b8_row1_col2\" class=\"data row1 col2\" >-16.56</td>\n",
+       "      <td id=\"T_ba5b8_row1_col3\" class=\"data row1 col3\" >***</td>\n",
+       "      <td id=\"T_ba5b8_row1_col4\" class=\"data row1 col4\" > 0.00</td>\n",
+       "      <td id=\"T_ba5b8_row1_col5\" class=\"data row1 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ba5b8_level0_row2\" class=\"row_heading level0 row2\" >coef_mode_choice_logsum</th>\n",
+       "      <td id=\"T_ba5b8_row2_col0\" class=\"data row2 col0\" > 0.908</td>\n",
+       "      <td id=\"T_ba5b8_row2_col1\" class=\"data row2 col1\" > 0.0111</td>\n",
+       "      <td id=\"T_ba5b8_row2_col2\" class=\"data row2 col2\" > 82.17</td>\n",
+       "      <td id=\"T_ba5b8_row2_col3\" class=\"data row2 col3\" >***</td>\n",
+       "      <td id=\"T_ba5b8_row2_col4\" class=\"data row2 col4\" > 0.00</td>\n",
+       "      <td id=\"T_ba5b8_row2_col5\" class=\"data row2 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ba5b8_level0_row3\" class=\"row_heading level0 row3\" >coef_one</th>\n",
+       "      <td id=\"T_ba5b8_row3_col0\" class=\"data row3 col0\" > 1.00</td>\n",
+       "      <td id=\"T_ba5b8_row3_col1\" class=\"data row3 col1\" > 0.00</td>\n",
+       "      <td id=\"T_ba5b8_row3_col2\" class=\"data row3 col2\" > NA</td>\n",
+       "      <td id=\"T_ba5b8_row3_col3\" class=\"data row3 col3\" ></td>\n",
+       "      <td id=\"T_ba5b8_row3_col4\" class=\"data row3 col4\" > 0.00</td>\n",
+       "      <td id=\"T_ba5b8_row3_col5\" class=\"data row3 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ba5b8_level0_row4\" class=\"row_heading level0 row4\" >coef_prox_dest_outbound_work</th>\n",
+       "      <td id=\"T_ba5b8_row4_col0\" class=\"data row4 col0\" >-0.279</td>\n",
+       "      <td id=\"T_ba5b8_row4_col1\" class=\"data row4 col1\" > 158.</td>\n",
+       "      <td id=\"T_ba5b8_row4_col2\" class=\"data row4 col2\" >-0.00</td>\n",
+       "      <td id=\"T_ba5b8_row4_col3\" class=\"data row4 col3\" ></td>\n",
+       "      <td id=\"T_ba5b8_row4_col4\" class=\"data row4 col4\" > 0.00</td>\n",
+       "      <td id=\"T_ba5b8_row4_col5\" class=\"data row4 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ba5b8_level0_row5\" class=\"row_heading level0 row5\" >coef_prox_home_inbound_work</th>\n",
+       "      <td id=\"T_ba5b8_row5_col0\" class=\"data row5 col0\" >-0.122</td>\n",
+       "      <td id=\"T_ba5b8_row5_col1\" class=\"data row5 col1\" > 0.00393</td>\n",
+       "      <td id=\"T_ba5b8_row5_col2\" class=\"data row5 col2\" >-31.03</td>\n",
+       "      <td id=\"T_ba5b8_row5_col3\" class=\"data row5 col3\" >***</td>\n",
+       "      <td id=\"T_ba5b8_row5_col4\" class=\"data row5 col4\" > 0.00</td>\n",
+       "      <td id=\"T_ba5b8_row5_col5\" class=\"data row5 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ba5b8_level0_row6\" class=\"row_heading level0 row6\" >coef_prox_home_outbound_work</th>\n",
+       "      <td id=\"T_ba5b8_row6_col0\" class=\"data row6 col0\" >-0.419</td>\n",
+       "      <td id=\"T_ba5b8_row6_col1\" class=\"data row6 col1\" > 158.</td>\n",
+       "      <td id=\"T_ba5b8_row6_col2\" class=\"data row6 col2\" >-0.00</td>\n",
+       "      <td id=\"T_ba5b8_row6_col3\" class=\"data row6 col3\" ></td>\n",
+       "      <td id=\"T_ba5b8_row6_col4\" class=\"data row6 col4\" > 0.00</td>\n",
+       "      <td id=\"T_ba5b8_row6_col5\" class=\"data row6 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ba5b8_level0_row7\" class=\"row_heading level0 row7\" >coef_util_distance_atwork</th>\n",
+       "      <td id=\"T_ba5b8_row7_col0\" class=\"data row7 col0\" >-0.122</td>\n",
+       "      <td id=\"T_ba5b8_row7_col1\" class=\"data row7 col1\" > NA</td>\n",
+       "      <td id=\"T_ba5b8_row7_col2\" class=\"data row7 col2\" > NA</td>\n",
+       "      <td id=\"T_ba5b8_row7_col3\" class=\"data row7 col3\" ></td>\n",
+       "      <td id=\"T_ba5b8_row7_col4\" class=\"data row7 col4\" > 0.00</td>\n",
+       "      <td id=\"T_ba5b8_row7_col5\" class=\"data row7 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ba5b8_level0_row8\" class=\"row_heading level0 row8\" >coef_util_distance_eatout</th>\n",
+       "      <td id=\"T_ba5b8_row8_col0\" class=\"data row8 col0\" >-0.220</td>\n",
+       "      <td id=\"T_ba5b8_row8_col1\" class=\"data row8 col1\" > 0.0130</td>\n",
+       "      <td id=\"T_ba5b8_row8_col2\" class=\"data row8 col2\" >-16.94</td>\n",
+       "      <td id=\"T_ba5b8_row8_col3\" class=\"data row8 col3\" >***</td>\n",
+       "      <td id=\"T_ba5b8_row8_col4\" class=\"data row8 col4\" > 0.00</td>\n",
+       "      <td id=\"T_ba5b8_row8_col5\" class=\"data row8 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ba5b8_level0_row9\" class=\"row_heading level0 row9\" >coef_util_distance_escort</th>\n",
+       "      <td id=\"T_ba5b8_row9_col0\" class=\"data row9 col0\" >-0.236</td>\n",
+       "      <td id=\"T_ba5b8_row9_col1\" class=\"data row9 col1\" > 0.00671</td>\n",
+       "      <td id=\"T_ba5b8_row9_col2\" class=\"data row9 col2\" >-35.15</td>\n",
+       "      <td id=\"T_ba5b8_row9_col3\" class=\"data row9 col3\" >***</td>\n",
+       "      <td id=\"T_ba5b8_row9_col4\" class=\"data row9 col4\" > 0.00</td>\n",
+       "      <td id=\"T_ba5b8_row9_col5\" class=\"data row9 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ba5b8_level0_row10\" class=\"row_heading level0 row10\" >coef_util_distance_othdiscr</th>\n",
+       "      <td id=\"T_ba5b8_row10_col0\" class=\"data row10 col0\" >-0.242</td>\n",
+       "      <td id=\"T_ba5b8_row10_col1\" class=\"data row10 col1\" > 0.00636</td>\n",
+       "      <td id=\"T_ba5b8_row10_col2\" class=\"data row10 col2\" >-37.96</td>\n",
+       "      <td id=\"T_ba5b8_row10_col3\" class=\"data row10 col3\" >***</td>\n",
+       "      <td id=\"T_ba5b8_row10_col4\" class=\"data row10 col4\" > 0.00</td>\n",
+       "      <td id=\"T_ba5b8_row10_col5\" class=\"data row10 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ba5b8_level0_row11\" class=\"row_heading level0 row11\" >coef_util_distance_othmaint</th>\n",
+       "      <td id=\"T_ba5b8_row11_col0\" class=\"data row11 col0\" >-0.178</td>\n",
+       "      <td id=\"T_ba5b8_row11_col1\" class=\"data row11 col1\" > 0.00584</td>\n",
+       "      <td id=\"T_ba5b8_row11_col2\" class=\"data row11 col2\" >-30.41</td>\n",
+       "      <td id=\"T_ba5b8_row11_col3\" class=\"data row11 col3\" >***</td>\n",
+       "      <td id=\"T_ba5b8_row11_col4\" class=\"data row11 col4\" > 0.00</td>\n",
+       "      <td id=\"T_ba5b8_row11_col5\" class=\"data row11 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ba5b8_level0_row12\" class=\"row_heading level0 row12\" >coef_util_distance_school</th>\n",
+       "      <td id=\"T_ba5b8_row12_col0\" class=\"data row12 col0\" >-0.106</td>\n",
+       "      <td id=\"T_ba5b8_row12_col1\" class=\"data row12 col1\" > NA</td>\n",
+       "      <td id=\"T_ba5b8_row12_col2\" class=\"data row12 col2\" > NA</td>\n",
+       "      <td id=\"T_ba5b8_row12_col3\" class=\"data row12 col3\" ></td>\n",
+       "      <td id=\"T_ba5b8_row12_col4\" class=\"data row12 col4\" > 0.00</td>\n",
+       "      <td id=\"T_ba5b8_row12_col5\" class=\"data row12 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ba5b8_level0_row13\" class=\"row_heading level0 row13\" >coef_util_distance_shopping</th>\n",
+       "      <td id=\"T_ba5b8_row13_col0\" class=\"data row13 col0\" >-0.227</td>\n",
+       "      <td id=\"T_ba5b8_row13_col1\" class=\"data row13 col1\" > 0.00490</td>\n",
+       "      <td id=\"T_ba5b8_row13_col2\" class=\"data row13 col2\" >-46.30</td>\n",
+       "      <td id=\"T_ba5b8_row13_col3\" class=\"data row13 col3\" >***</td>\n",
+       "      <td id=\"T_ba5b8_row13_col4\" class=\"data row13 col4\" > 0.00</td>\n",
+       "      <td id=\"T_ba5b8_row13_col5\" class=\"data row13 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ba5b8_level0_row14\" class=\"row_heading level0 row14\" >coef_util_distance_social</th>\n",
+       "      <td id=\"T_ba5b8_row14_col0\" class=\"data row14 col0\" >-0.228</td>\n",
+       "      <td id=\"T_ba5b8_row14_col1\" class=\"data row14 col1\" > 0.0116</td>\n",
+       "      <td id=\"T_ba5b8_row14_col2\" class=\"data row14 col2\" >-19.56</td>\n",
+       "      <td id=\"T_ba5b8_row14_col3\" class=\"data row14 col3\" >***</td>\n",
+       "      <td id=\"T_ba5b8_row14_col4\" class=\"data row14 col4\" > 0.00</td>\n",
+       "      <td id=\"T_ba5b8_row14_col5\" class=\"data row14 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ba5b8_level0_row15\" class=\"row_heading level0 row15\" >coef_util_distance_univ</th>\n",
+       "      <td id=\"T_ba5b8_row15_col0\" class=\"data row15 col0\" >-0.139</td>\n",
+       "      <td id=\"T_ba5b8_row15_col1\" class=\"data row15 col1\" > 0.00887</td>\n",
+       "      <td id=\"T_ba5b8_row15_col2\" class=\"data row15 col2\" >-15.71</td>\n",
+       "      <td id=\"T_ba5b8_row15_col3\" class=\"data row15 col3\" >***</td>\n",
+       "      <td id=\"T_ba5b8_row15_col4\" class=\"data row15 col4\" > 0.00</td>\n",
+       "      <td id=\"T_ba5b8_row15_col5\" class=\"data row15 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ba5b8_level0_row16\" class=\"row_heading level0 row16\" >coef_util_distance_work_inbound</th>\n",
+       "      <td id=\"T_ba5b8_row16_col0\" class=\"data row16 col0\" > 0.0898</td>\n",
+       "      <td id=\"T_ba5b8_row16_col1\" class=\"data row16 col1\" > 158.</td>\n",
+       "      <td id=\"T_ba5b8_row16_col2\" class=\"data row16 col2\" > 0.00</td>\n",
+       "      <td id=\"T_ba5b8_row16_col3\" class=\"data row16 col3\" ></td>\n",
+       "      <td id=\"T_ba5b8_row16_col4\" class=\"data row16 col4\" > 0.00</td>\n",
+       "      <td id=\"T_ba5b8_row16_col5\" class=\"data row16 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ba5b8_level0_row17\" class=\"row_heading level0 row17\" >coef_util_distance_work_outbound</th>\n",
+       "      <td id=\"T_ba5b8_row17_col0\" class=\"data row17 col0\" >-0.138</td>\n",
+       "      <td id=\"T_ba5b8_row17_col1\" class=\"data row17 col1\" > 0.00378</td>\n",
+       "      <td id=\"T_ba5b8_row17_col2\" class=\"data row17 col2\" >-36.55</td>\n",
+       "      <td id=\"T_ba5b8_row17_col3\" class=\"data row17 col3\" >***</td>\n",
+       "      <td id=\"T_ba5b8_row17_col4\" class=\"data row17 col4\" > 0.00</td>\n",
+       "      <td id=\"T_ba5b8_row17_col5\" class=\"data row17 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ba5b8_level0_row18\" class=\"row_heading level0 row18\" >eatout_HEREMPN</th>\n",
+       "      <td id=\"T_ba5b8_row18_col0\" class=\"data row18 col0\" >-2.55</td>\n",
+       "      <td id=\"T_ba5b8_row18_col1\" class=\"data row18 col1\" > 0.279</td>\n",
+       "      <td id=\"T_ba5b8_row18_col2\" class=\"data row18 col2\" >-9.16</td>\n",
+       "      <td id=\"T_ba5b8_row18_col3\" class=\"data row18 col3\" >***</td>\n",
+       "      <td id=\"T_ba5b8_row18_col4\" class=\"data row18 col4\" > 0.00</td>\n",
+       "      <td id=\"T_ba5b8_row18_col5\" class=\"data row18 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ba5b8_level0_row19\" class=\"row_heading level0 row19\" >eatout_RETEMPN</th>\n",
+       "      <td id=\"T_ba5b8_row19_col0\" class=\"data row19 col0\" >-0.298</td>\n",
+       "      <td id=\"T_ba5b8_row19_col1\" class=\"data row19 col1\" > 0.00</td>\n",
+       "      <td id=\"T_ba5b8_row19_col2\" class=\"data row19 col2\" > NA</td>\n",
+       "      <td id=\"T_ba5b8_row19_col3\" class=\"data row19 col3\" ></td>\n",
+       "      <td id=\"T_ba5b8_row19_col4\" class=\"data row19 col4\" > 0.00</td>\n",
+       "      <td id=\"T_ba5b8_row19_col5\" class=\"data row19 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ba5b8_level0_row20\" class=\"row_heading level0 row20\" >escort_AGE0519</th>\n",
+       "      <td id=\"T_ba5b8_row20_col0\" class=\"data row20 col0\" >-0.0396</td>\n",
+       "      <td id=\"T_ba5b8_row20_col1\" class=\"data row20 col1\" > NA</td>\n",
+       "      <td id=\"T_ba5b8_row20_col2\" class=\"data row20 col2\" > NA</td>\n",
+       "      <td id=\"T_ba5b8_row20_col3\" class=\"data row20 col3\" ></td>\n",
+       "      <td id=\"T_ba5b8_row20_col4\" class=\"data row20 col4\" > 0.00</td>\n",
+       "      <td id=\"T_ba5b8_row20_col5\" class=\"data row20 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ba5b8_level0_row21\" class=\"row_heading level0 row21\" >escort_HEREMPN</th>\n",
+       "      <td id=\"T_ba5b8_row21_col0\" class=\"data row21 col0\" >-2.85</td>\n",
+       "      <td id=\"T_ba5b8_row21_col1\" class=\"data row21 col1\" > NA</td>\n",
+       "      <td id=\"T_ba5b8_row21_col2\" class=\"data row21 col2\" > NA</td>\n",
+       "      <td id=\"T_ba5b8_row21_col3\" class=\"data row21 col3\" ></td>\n",
+       "      <td id=\"T_ba5b8_row21_col4\" class=\"data row21 col4\" > 0.00</td>\n",
+       "      <td id=\"T_ba5b8_row21_col5\" class=\"data row21 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ba5b8_level0_row22\" class=\"row_heading level0 row22\" >escort_HSENROLL</th>\n",
+       "      <td id=\"T_ba5b8_row22_col0\" class=\"data row22 col0\" >-2.26</td>\n",
+       "      <td id=\"T_ba5b8_row22_col1\" class=\"data row22 col1\" > NA</td>\n",
+       "      <td id=\"T_ba5b8_row22_col2\" class=\"data row22 col2\" > NA</td>\n",
+       "      <td id=\"T_ba5b8_row22_col3\" class=\"data row22 col3\" ></td>\n",
+       "      <td id=\"T_ba5b8_row22_col4\" class=\"data row22 col4\" > 0.00</td>\n",
+       "      <td id=\"T_ba5b8_row22_col5\" class=\"data row22 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ba5b8_level0_row23\" class=\"row_heading level0 row23\" >escort_RETEMPN</th>\n",
+       "      <td id=\"T_ba5b8_row23_col0\" class=\"data row23 col0\" >-0.886</td>\n",
+       "      <td id=\"T_ba5b8_row23_col1\" class=\"data row23 col1\" > NA</td>\n",
+       "      <td id=\"T_ba5b8_row23_col2\" class=\"data row23 col2\" > NA</td>\n",
+       "      <td id=\"T_ba5b8_row23_col3\" class=\"data row23 col3\" ></td>\n",
+       "      <td id=\"T_ba5b8_row23_col4\" class=\"data row23 col4\" > 0.00</td>\n",
+       "      <td id=\"T_ba5b8_row23_col5\" class=\"data row23 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ba5b8_level0_row24\" class=\"row_heading level0 row24\" >escort_TOTHH</th>\n",
+       "      <td id=\"T_ba5b8_row24_col0\" class=\"data row24 col0\" >-6.91</td>\n",
+       "      <td id=\"T_ba5b8_row24_col1\" class=\"data row24 col1\" > 0.00</td>\n",
+       "      <td id=\"T_ba5b8_row24_col2\" class=\"data row24 col2\" > NA</td>\n",
+       "      <td id=\"T_ba5b8_row24_col3\" class=\"data row24 col3\" ></td>\n",
+       "      <td id=\"T_ba5b8_row24_col4\" class=\"data row24 col4\" > 0.00</td>\n",
+       "      <td id=\"T_ba5b8_row24_col5\" class=\"data row24 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ba5b8_level0_row25\" class=\"row_heading level0 row25\" >othdiscr_HEREMPN</th>\n",
+       "      <td id=\"T_ba5b8_row25_col0\" class=\"data row25 col0\" >-4.39</td>\n",
+       "      <td id=\"T_ba5b8_row25_col1\" class=\"data row25 col1\" > 0.449</td>\n",
+       "      <td id=\"T_ba5b8_row25_col2\" class=\"data row25 col2\" >-9.78</td>\n",
+       "      <td id=\"T_ba5b8_row25_col3\" class=\"data row25 col3\" >***</td>\n",
+       "      <td id=\"T_ba5b8_row25_col4\" class=\"data row25 col4\" > 0.00</td>\n",
+       "      <td id=\"T_ba5b8_row25_col5\" class=\"data row25 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ba5b8_level0_row26\" class=\"row_heading level0 row26\" >othdiscr_HSENROLL</th>\n",
+       "      <td id=\"T_ba5b8_row26_col0\" class=\"data row26 col0\" >-3.31</td>\n",
+       "      <td id=\"T_ba5b8_row26_col1\" class=\"data row26 col1\" > 0.341</td>\n",
+       "      <td id=\"T_ba5b8_row26_col2\" class=\"data row26 col2\" >-9.70</td>\n",
+       "      <td id=\"T_ba5b8_row26_col3\" class=\"data row26 col3\" >***</td>\n",
+       "      <td id=\"T_ba5b8_row26_col4\" class=\"data row26 col4\" > 0.00</td>\n",
+       "      <td id=\"T_ba5b8_row26_col5\" class=\"data row26 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ba5b8_level0_row27\" class=\"row_heading level0 row27\" >othdiscr_OTHEMPN</th>\n",
+       "      <td id=\"T_ba5b8_row27_col0\" class=\"data row27 col0\" >-2.83</td>\n",
+       "      <td id=\"T_ba5b8_row27_col1\" class=\"data row27 col1\" > 0.181</td>\n",
+       "      <td id=\"T_ba5b8_row27_col2\" class=\"data row27 col2\" >-15.63</td>\n",
+       "      <td id=\"T_ba5b8_row27_col3\" class=\"data row27 col3\" >***</td>\n",
+       "      <td id=\"T_ba5b8_row27_col4\" class=\"data row27 col4\" > 0.00</td>\n",
+       "      <td id=\"T_ba5b8_row27_col5\" class=\"data row27 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ba5b8_level0_row28\" class=\"row_heading level0 row28\" >othdiscr_RETEMPN</th>\n",
+       "      <td id=\"T_ba5b8_row28_col0\" class=\"data row28 col0\" >-2.88</td>\n",
+       "      <td id=\"T_ba5b8_row28_col1\" class=\"data row28 col1\" > 0.379</td>\n",
+       "      <td id=\"T_ba5b8_row28_col2\" class=\"data row28 col2\" >-7.60</td>\n",
+       "      <td id=\"T_ba5b8_row28_col3\" class=\"data row28 col3\" >***</td>\n",
+       "      <td id=\"T_ba5b8_row28_col4\" class=\"data row28 col4\" > 0.00</td>\n",
+       "      <td id=\"T_ba5b8_row28_col5\" class=\"data row28 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ba5b8_level0_row29\" class=\"row_heading level0 row29\" >othdiscr_TOTHH</th>\n",
+       "      <td id=\"T_ba5b8_row29_col0\" class=\"data row29 col0\" >-1.38</td>\n",
+       "      <td id=\"T_ba5b8_row29_col1\" class=\"data row29 col1\" > 0.00</td>\n",
+       "      <td id=\"T_ba5b8_row29_col2\" class=\"data row29 col2\" > NA</td>\n",
+       "      <td id=\"T_ba5b8_row29_col3\" class=\"data row29 col3\" ></td>\n",
+       "      <td id=\"T_ba5b8_row29_col4\" class=\"data row29 col4\" > 0.00</td>\n",
+       "      <td id=\"T_ba5b8_row29_col5\" class=\"data row29 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ba5b8_level0_row30\" class=\"row_heading level0 row30\" >othmaint_HEREMPN</th>\n",
+       "      <td id=\"T_ba5b8_row30_col0\" class=\"data row30 col0\" >-1.69</td>\n",
+       "      <td id=\"T_ba5b8_row30_col1\" class=\"data row30 col1\" > NA</td>\n",
+       "      <td id=\"T_ba5b8_row30_col2\" class=\"data row30 col2\" > NA</td>\n",
+       "      <td id=\"T_ba5b8_row30_col3\" class=\"data row30 col3\" ></td>\n",
+       "      <td id=\"T_ba5b8_row30_col4\" class=\"data row30 col4\" > 0.00</td>\n",
+       "      <td id=\"T_ba5b8_row30_col5\" class=\"data row30 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ba5b8_level0_row31\" class=\"row_heading level0 row31\" >othmaint_RETEMPN</th>\n",
+       "      <td id=\"T_ba5b8_row31_col0\" class=\"data row31 col0\" >-0.351</td>\n",
+       "      <td id=\"T_ba5b8_row31_col1\" class=\"data row31 col1\" > NA</td>\n",
+       "      <td id=\"T_ba5b8_row31_col2\" class=\"data row31 col2\" > NA</td>\n",
+       "      <td id=\"T_ba5b8_row31_col3\" class=\"data row31 col3\" ></td>\n",
+       "      <td id=\"T_ba5b8_row31_col4\" class=\"data row31 col4\" > 0.00</td>\n",
+       "      <td id=\"T_ba5b8_row31_col5\" class=\"data row31 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ba5b8_level0_row32\" class=\"row_heading level0 row32\" >othmaint_TOTHH</th>\n",
+       "      <td id=\"T_ba5b8_row32_col0\" class=\"data row32 col0\" >-6.91</td>\n",
+       "      <td id=\"T_ba5b8_row32_col1\" class=\"data row32 col1\" > 0.00</td>\n",
+       "      <td id=\"T_ba5b8_row32_col2\" class=\"data row32 col2\" > NA</td>\n",
+       "      <td id=\"T_ba5b8_row32_col3\" class=\"data row32 col3\" ></td>\n",
+       "      <td id=\"T_ba5b8_row32_col4\" class=\"data row32 col4\" > 0.00</td>\n",
+       "      <td id=\"T_ba5b8_row32_col5\" class=\"data row32 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ba5b8_level0_row33\" class=\"row_heading level0 row33\" >shopping_RETEMPN</th>\n",
+       "      <td id=\"T_ba5b8_row33_col0\" class=\"data row33 col0\" >-6.00</td>\n",
+       "      <td id=\"T_ba5b8_row33_col1\" class=\"data row33 col1\" > 0.00</td>\n",
+       "      <td id=\"T_ba5b8_row33_col2\" class=\"data row33 col2\" > NA</td>\n",
+       "      <td id=\"T_ba5b8_row33_col3\" class=\"data row33 col3\" ></td>\n",
+       "      <td id=\"T_ba5b8_row33_col4\" class=\"data row33 col4\" > 0.00</td>\n",
+       "      <td id=\"T_ba5b8_row33_col5\" class=\"data row33 col5\" >shopping_RETEMPN ≥ -6.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ba5b8_level0_row34\" class=\"row_heading level0 row34\" >shopping_TOTHH</th>\n",
+       "      <td id=\"T_ba5b8_row34_col0\" class=\"data row34 col0\" >-6.91</td>\n",
+       "      <td id=\"T_ba5b8_row34_col1\" class=\"data row34 col1\" > 0.00</td>\n",
+       "      <td id=\"T_ba5b8_row34_col2\" class=\"data row34 col2\" > NA</td>\n",
+       "      <td id=\"T_ba5b8_row34_col3\" class=\"data row34 col3\" ></td>\n",
+       "      <td id=\"T_ba5b8_row34_col4\" class=\"data row34 col4\" > 0.00</td>\n",
+       "      <td id=\"T_ba5b8_row34_col5\" class=\"data row34 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ba5b8_level0_row35\" class=\"row_heading level0 row35\" >social_HEREMPN</th>\n",
+       "      <td id=\"T_ba5b8_row35_col0\" class=\"data row35 col0\" >-1.52</td>\n",
+       "      <td id=\"T_ba5b8_row35_col1\" class=\"data row35 col1\" > NA</td>\n",
+       "      <td id=\"T_ba5b8_row35_col2\" class=\"data row35 col2\" > NA</td>\n",
+       "      <td id=\"T_ba5b8_row35_col3\" class=\"data row35 col3\" ></td>\n",
+       "      <td id=\"T_ba5b8_row35_col4\" class=\"data row35 col4\" > 0.00</td>\n",
+       "      <td id=\"T_ba5b8_row35_col5\" class=\"data row35 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ba5b8_level0_row36\" class=\"row_heading level0 row36\" >social_RETEMPN</th>\n",
+       "      <td id=\"T_ba5b8_row36_col0\" class=\"data row36 col0\" >-0.0988</td>\n",
+       "      <td id=\"T_ba5b8_row36_col1\" class=\"data row36 col1\" > NA</td>\n",
+       "      <td id=\"T_ba5b8_row36_col2\" class=\"data row36 col2\" > NA</td>\n",
+       "      <td id=\"T_ba5b8_row36_col3\" class=\"data row36 col3\" ></td>\n",
+       "      <td id=\"T_ba5b8_row36_col4\" class=\"data row36 col4\" > 0.00</td>\n",
+       "      <td id=\"T_ba5b8_row36_col5\" class=\"data row36 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ba5b8_level0_row37\" class=\"row_heading level0 row37\" >social_TOTHH</th>\n",
+       "      <td id=\"T_ba5b8_row37_col0\" class=\"data row37 col0\" >-6.91</td>\n",
+       "      <td id=\"T_ba5b8_row37_col1\" class=\"data row37 col1\" > 0.00</td>\n",
+       "      <td id=\"T_ba5b8_row37_col2\" class=\"data row37 col2\" > NA</td>\n",
+       "      <td id=\"T_ba5b8_row37_col3\" class=\"data row37 col3\" ></td>\n",
+       "      <td id=\"T_ba5b8_row37_col4\" class=\"data row37 col4\" > 0.00</td>\n",
+       "      <td id=\"T_ba5b8_row37_col5\" class=\"data row37 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ba5b8_level0_row38\" class=\"row_heading level0 row38\" >univ_COLLFTE</th>\n",
+       "      <td id=\"T_ba5b8_row38_col0\" class=\"data row38 col0\" >-6.00</td>\n",
+       "      <td id=\"T_ba5b8_row38_col1\" class=\"data row38 col1\" > 0.00</td>\n",
+       "      <td id=\"T_ba5b8_row38_col2\" class=\"data row38 col2\" > NA</td>\n",
+       "      <td id=\"T_ba5b8_row38_col3\" class=\"data row38 col3\" ></td>\n",
+       "      <td id=\"T_ba5b8_row38_col4\" class=\"data row38 col4\" > 0.00</td>\n",
+       "      <td id=\"T_ba5b8_row38_col5\" class=\"data row38 col5\" >univ_COLLFTE ≥ -6.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ba5b8_level0_row39\" class=\"row_heading level0 row39\" >univ_COLLPTE</th>\n",
+       "      <td id=\"T_ba5b8_row39_col0\" class=\"data row39 col0\" >-6.00</td>\n",
+       "      <td id=\"T_ba5b8_row39_col1\" class=\"data row39 col1\" > 0.00</td>\n",
+       "      <td id=\"T_ba5b8_row39_col2\" class=\"data row39 col2\" > NA</td>\n",
+       "      <td id=\"T_ba5b8_row39_col3\" class=\"data row39 col3\" ></td>\n",
+       "      <td id=\"T_ba5b8_row39_col4\" class=\"data row39 col4\" > 0.00</td>\n",
+       "      <td id=\"T_ba5b8_row39_col5\" class=\"data row39 col5\" >univ_COLLPTE ≥ -6.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ba5b8_level0_row40\" class=\"row_heading level0 row40\" >univ_TOTHH</th>\n",
+       "      <td id=\"T_ba5b8_row40_col0\" class=\"data row40 col0\" >-6.91</td>\n",
+       "      <td id=\"T_ba5b8_row40_col1\" class=\"data row40 col1\" > 0.00</td>\n",
+       "      <td id=\"T_ba5b8_row40_col2\" class=\"data row40 col2\" > NA</td>\n",
+       "      <td id=\"T_ba5b8_row40_col3\" class=\"data row40 col3\" ></td>\n",
+       "      <td id=\"T_ba5b8_row40_col4\" class=\"data row40 col4\" > 0.00</td>\n",
+       "      <td id=\"T_ba5b8_row40_col5\" class=\"data row40 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ba5b8_level0_row41\" class=\"row_heading level0 row41\" >work_AGREMPN</th>\n",
+       "      <td id=\"T_ba5b8_row41_col0\" class=\"data row41 col0\" > 0.122</td>\n",
+       "      <td id=\"T_ba5b8_row41_col1\" class=\"data row41 col1\" > 0.169</td>\n",
+       "      <td id=\"T_ba5b8_row41_col2\" class=\"data row41 col2\" > 0.73</td>\n",
+       "      <td id=\"T_ba5b8_row41_col3\" class=\"data row41 col3\" ></td>\n",
+       "      <td id=\"T_ba5b8_row41_col4\" class=\"data row41 col4\" > 0.00</td>\n",
+       "      <td id=\"T_ba5b8_row41_col5\" class=\"data row41 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ba5b8_level0_row42\" class=\"row_heading level0 row42\" >work_FPSEMPN</th>\n",
+       "      <td id=\"T_ba5b8_row42_col0\" class=\"data row42 col0\" >-6.00</td>\n",
+       "      <td id=\"T_ba5b8_row42_col1\" class=\"data row42 col1\" > 5.27e-09</td>\n",
+       "      <td id=\"T_ba5b8_row42_col2\" class=\"data row42 col2\" >-BIG</td>\n",
+       "      <td id=\"T_ba5b8_row42_col3\" class=\"data row42 col3\" >***</td>\n",
+       "      <td id=\"T_ba5b8_row42_col4\" class=\"data row42 col4\" > 0.00</td>\n",
+       "      <td id=\"T_ba5b8_row42_col5\" class=\"data row42 col5\" >work_FPSEMPN ≥ -6.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ba5b8_level0_row43\" class=\"row_heading level0 row43\" >work_HEREMPN</th>\n",
+       "      <td id=\"T_ba5b8_row43_col0\" class=\"data row43 col0\" >-1.96</td>\n",
+       "      <td id=\"T_ba5b8_row43_col1\" class=\"data row43 col1\" > 0.0705</td>\n",
+       "      <td id=\"T_ba5b8_row43_col2\" class=\"data row43 col2\" >-27.78</td>\n",
+       "      <td id=\"T_ba5b8_row43_col3\" class=\"data row43 col3\" >***</td>\n",
+       "      <td id=\"T_ba5b8_row43_col4\" class=\"data row43 col4\" > 0.00</td>\n",
+       "      <td id=\"T_ba5b8_row43_col5\" class=\"data row43 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ba5b8_level0_row44\" class=\"row_heading level0 row44\" >work_MWTEMPN</th>\n",
+       "      <td id=\"T_ba5b8_row44_col0\" class=\"data row44 col0\" >-5.32</td>\n",
+       "      <td id=\"T_ba5b8_row44_col1\" class=\"data row44 col1\" > 0.384</td>\n",
+       "      <td id=\"T_ba5b8_row44_col2\" class=\"data row44 col2\" >-13.86</td>\n",
+       "      <td id=\"T_ba5b8_row44_col3\" class=\"data row44 col3\" >***</td>\n",
+       "      <td id=\"T_ba5b8_row44_col4\" class=\"data row44 col4\" > 0.00</td>\n",
+       "      <td id=\"T_ba5b8_row44_col5\" class=\"data row44 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ba5b8_level0_row45\" class=\"row_heading level0 row45\" >work_OTHEMPN</th>\n",
+       "      <td id=\"T_ba5b8_row45_col0\" class=\"data row45 col0\" >-2.51</td>\n",
+       "      <td id=\"T_ba5b8_row45_col1\" class=\"data row45 col1\" > 0.0972</td>\n",
+       "      <td id=\"T_ba5b8_row45_col2\" class=\"data row45 col2\" >-25.86</td>\n",
+       "      <td id=\"T_ba5b8_row45_col3\" class=\"data row45 col3\" >***</td>\n",
+       "      <td id=\"T_ba5b8_row45_col4\" class=\"data row45 col4\" > 0.00</td>\n",
+       "      <td id=\"T_ba5b8_row45_col5\" class=\"data row45 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ba5b8_level0_row46\" class=\"row_heading level0 row46\" >work_RETEMPN</th>\n",
+       "      <td id=\"T_ba5b8_row46_col0\" class=\"data row46 col0\" > 0.00</td>\n",
+       "      <td id=\"T_ba5b8_row46_col1\" class=\"data row46 col1\" > 0.00</td>\n",
+       "      <td id=\"T_ba5b8_row46_col2\" class=\"data row46 col2\" > NA</td>\n",
+       "      <td id=\"T_ba5b8_row46_col3\" class=\"data row46 col3\" ></td>\n",
+       "      <td id=\"T_ba5b8_row46_col4\" class=\"data row46 col4\" > 0.00</td>\n",
+       "      <td id=\"T_ba5b8_row46_col5\" class=\"data row46 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n"
       ],
       "text/plain": [
-       "<pandas.io.formats.style.Styler at 0x7fe544233d90>"
+       "<pandas.io.formats.style.Styler at 0x32ba3bee0>"
       ]
      },
      "execution_count": 12,
@@ -4157,12 +4148,12 @@
        "      <td>work</td>\n",
        "      <td>trip</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.240157</td>\n",
-       "      <td>0.000595</td>\n",
-       "      <td>0.002534</td>\n",
-       "      <td>0.001318</td>\n",
-       "      <td>0.754800</td>\n",
-       "      <td>0.000595</td>\n",
+       "      <td>0.423805</td>\n",
+       "      <td>0.001051</td>\n",
+       "      <td>0.059726</td>\n",
+       "      <td>0.034350</td>\n",
+       "      <td>0.479002</td>\n",
+       "      <td>0.002067</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
@@ -4172,15 +4163,15 @@
        "      <th>15</th>\n",
        "      <td>escort</td>\n",
        "      <td>trip</td>\n",
-       "      <td>0.002577</td>\n",
-       "      <td>0.315809</td>\n",
+       "      <td>0.000651</td>\n",
+       "      <td>0.268207</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.006387</td>\n",
+       "      <td>0.037695</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.567232</td>\n",
-       "      <td>0.107996</td>\n",
+       "      <td>0.625554</td>\n",
+       "      <td>0.067893</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "    </tr>\n",
@@ -4205,9 +4196,9 @@
        "      <td>eatout</td>\n",
        "      <td>trip</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.981581</td>\n",
+       "      <td>0.904850</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.018419</td>\n",
+       "      <td>0.095150</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
@@ -4220,10 +4211,10 @@
        "      <th>18</th>\n",
        "      <td>othmaint</td>\n",
        "      <td>trip</td>\n",
-       "      <td>0.066899</td>\n",
-       "      <td>0.767274</td>\n",
+       "      <td>0.001125</td>\n",
+       "      <td>0.791941</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.165826</td>\n",
+       "      <td>0.206934</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
@@ -4236,10 +4227,10 @@
        "      <th>19</th>\n",
        "      <td>social</td>\n",
        "      <td>trip</td>\n",
-       "      <td>0.028736</td>\n",
-       "      <td>0.900036</td>\n",
+       "      <td>0.000888</td>\n",
+       "      <td>0.804213</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.071228</td>\n",
+       "      <td>0.194899</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
@@ -4252,15 +4243,15 @@
        "      <th>20</th>\n",
        "      <td>othdiscr</td>\n",
        "      <td>trip</td>\n",
-       "      <td>0.273261</td>\n",
-       "      <td>0.711905</td>\n",
+       "      <td>0.605815</td>\n",
+       "      <td>0.134341</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.002688</td>\n",
-       "      <td>0.009458</td>\n",
+       "      <td>0.029688</td>\n",
+       "      <td>0.142442</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.002688</td>\n",
+       "      <td>0.087714</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "    </tr>\n",
@@ -4300,13 +4291,13 @@
        "11         social  non_mandatory  0.000000  0.522000  0.000000  0.478000   \n",
        "12       othdiscr  non_mandatory  0.252252  0.212212  0.000000  0.272272   \n",
        "13         atwork         atwork  0.000000  0.742000  0.000000  0.258000   \n",
-       "14           work           trip  0.000000  0.240157  0.000595  0.002534   \n",
-       "15         escort           trip  0.002577  0.315809  0.000000  0.006387   \n",
+       "14           work           trip  0.000000  0.423805  0.001051  0.059726   \n",
+       "15         escort           trip  0.000651  0.268207  0.000000  0.037695   \n",
        "16       shopping           trip  0.287459  0.712541  0.000000  0.000000   \n",
-       "17         eatout           trip  0.000000  0.981581  0.000000  0.018419   \n",
-       "18       othmaint           trip  0.066899  0.767274  0.000000  0.165826   \n",
-       "19         social           trip  0.028736  0.900036  0.000000  0.071228   \n",
-       "20       othdiscr           trip  0.273261  0.711905  0.000000  0.002688   \n",
+       "17         eatout           trip  0.000000  0.904850  0.000000  0.095150   \n",
+       "18       othmaint           trip  0.001125  0.791941  0.000000  0.206934   \n",
+       "19         social           trip  0.000888  0.804213  0.000000  0.194899   \n",
+       "20       othdiscr           trip  0.605815  0.134341  0.000000  0.029688   \n",
        "21           univ           trip  0.167856  0.000000  0.000000  0.000000   \n",
        "\n",
        "     OTHEMPN   AGREMPN   MWTEMPN   AGE0519  HSENROLL   COLLFTE   COLLPTE  \n",
@@ -4324,13 +4315,13 @@
        "11  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000  \n",
        "12  0.165165  0.000000  0.000000  0.000000  0.098098  0.000000  0.000000  \n",
        "13  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000  \n",
-       "14  0.001318  0.754800  0.000595  0.000000  0.000000  0.000000  0.000000  \n",
-       "15  0.000000  0.000000  0.000000  0.567232  0.107996  0.000000  0.000000  \n",
+       "14  0.034350  0.479002  0.002067  0.000000  0.000000  0.000000  0.000000  \n",
+       "15  0.000000  0.000000  0.000000  0.625554  0.067893  0.000000  0.000000  \n",
        "16  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000  \n",
        "17  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000  \n",
        "18  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000  \n",
        "19  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000  \n",
-       "20  0.009458  0.000000  0.000000  0.000000  0.002688  0.000000  0.000000  \n",
+       "20  0.142442  0.000000  0.000000  0.000000  0.087714  0.000000  0.000000  \n",
        "21  0.000000  0.000000  0.000000  0.000000  0.000000  0.416072  0.416072  "
       ]
      },
@@ -4424,31 +4415,31 @@
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>coef_mode_choice_logsum</td>\n",
-       "      <td>0.163028</td>\n",
+       "      <td>0.908189</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td>coef_distance_joint</td>\n",
-       "      <td>-0.376392</td>\n",
+       "      <td>-0.222590</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
        "      <td>coef_util_distance_work_outbound</td>\n",
-       "      <td>-0.300511</td>\n",
+       "      <td>-0.138174</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5</th>\n",
        "      <td>coef_util_distance_work_inbound</td>\n",
-       "      <td>-0.094761</td>\n",
+       "      <td>0.089849</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6</th>\n",
        "      <td>coef_util_distance_univ</td>\n",
-       "      <td>-0.186380</td>\n",
+       "      <td>-0.139388</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -4460,37 +4451,37 @@
        "    <tr>\n",
        "      <th>8</th>\n",
        "      <td>coef_util_distance_escort</td>\n",
-       "      <td>-0.337785</td>\n",
+       "      <td>-0.235858</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>9</th>\n",
        "      <td>coef_util_distance_shopping</td>\n",
-       "      <td>-0.390483</td>\n",
+       "      <td>-0.227090</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>10</th>\n",
        "      <td>coef_util_distance_eatout</td>\n",
-       "      <td>-0.366193</td>\n",
+       "      <td>-0.219723</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>11</th>\n",
        "      <td>coef_util_distance_othmaint</td>\n",
-       "      <td>-0.257971</td>\n",
+       "      <td>-0.177610</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>12</th>\n",
        "      <td>coef_util_distance_social</td>\n",
-       "      <td>-0.338764</td>\n",
+       "      <td>-0.227558</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>13</th>\n",
        "      <td>coef_util_distance_othdiscr</td>\n",
-       "      <td>-0.408787</td>\n",
+       "      <td>-0.241573</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -4502,19 +4493,19 @@
        "    <tr>\n",
        "      <th>15</th>\n",
        "      <td>coef_prox_home_outbound_work</td>\n",
-       "      <td>-0.522711</td>\n",
+       "      <td>-0.419012</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>16</th>\n",
        "      <td>coef_prox_home_inbound_work</td>\n",
-       "      <td>-0.174104</td>\n",
+       "      <td>-0.121975</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>17</th>\n",
        "      <td>coef_prox_dest_outbound_work</td>\n",
-       "      <td>-0.359504</td>\n",
+       "      <td>-0.278949</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
@@ -4525,22 +4516,22 @@
        "                    coefficient_name       value constrain\n",
        "0                   coef_UNAVAILABLE -999.000000         T\n",
        "1                           coef_one    1.000000         T\n",
-       "2            coef_mode_choice_logsum    0.163028         F\n",
-       "3                coef_distance_joint   -0.376392         F\n",
-       "4   coef_util_distance_work_outbound   -0.300511         F\n",
-       "5    coef_util_distance_work_inbound   -0.094761         F\n",
-       "6            coef_util_distance_univ   -0.186380         F\n",
+       "2            coef_mode_choice_logsum    0.908189         F\n",
+       "3                coef_distance_joint   -0.222590         F\n",
+       "4   coef_util_distance_work_outbound   -0.138174         F\n",
+       "5    coef_util_distance_work_inbound    0.089849         F\n",
+       "6            coef_util_distance_univ   -0.139388         F\n",
        "7          coef_util_distance_school   -0.105600         F\n",
-       "8          coef_util_distance_escort   -0.337785         F\n",
-       "9        coef_util_distance_shopping   -0.390483         F\n",
-       "10         coef_util_distance_eatout   -0.366193         F\n",
-       "11       coef_util_distance_othmaint   -0.257971         F\n",
-       "12         coef_util_distance_social   -0.338764         F\n",
-       "13       coef_util_distance_othdiscr   -0.408787         F\n",
+       "8          coef_util_distance_escort   -0.235858         F\n",
+       "9        coef_util_distance_shopping   -0.227090         F\n",
+       "10         coef_util_distance_eatout   -0.219723         F\n",
+       "11       coef_util_distance_othmaint   -0.177610         F\n",
+       "12         coef_util_distance_social   -0.227558         F\n",
+       "13       coef_util_distance_othdiscr   -0.241573         F\n",
        "14         coef_util_distance_atwork   -0.122335         F\n",
-       "15      coef_prox_home_outbound_work   -0.522711         F\n",
-       "16       coef_prox_home_inbound_work   -0.174104         F\n",
-       "17      coef_prox_dest_outbound_work   -0.359504         F"
+       "15      coef_prox_home_outbound_work   -0.419012         F\n",
+       "16       coef_prox_home_inbound_work   -0.121975         F\n",
+       "17      coef_prox_dest_outbound_work   -0.278949         F"
       ]
      },
      "execution_count": 17,
@@ -4839,12 +4830,12 @@
        "      <td>work</td>\n",
        "      <td>trip</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.240157</td>\n",
-       "      <td>0.000595</td>\n",
-       "      <td>0.002534</td>\n",
-       "      <td>0.001318</td>\n",
-       "      <td>0.754800</td>\n",
-       "      <td>0.000595</td>\n",
+       "      <td>0.423805</td>\n",
+       "      <td>0.001051</td>\n",
+       "      <td>0.059726</td>\n",
+       "      <td>0.034350</td>\n",
+       "      <td>0.479002</td>\n",
+       "      <td>0.002067</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
@@ -4855,15 +4846,15 @@
        "      <td>15</td>\n",
        "      <td>escort</td>\n",
        "      <td>trip</td>\n",
-       "      <td>0.002577</td>\n",
-       "      <td>0.315809</td>\n",
+       "      <td>0.000651</td>\n",
+       "      <td>0.268207</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.006387</td>\n",
+       "      <td>0.037695</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.567232</td>\n",
-       "      <td>0.107996</td>\n",
+       "      <td>0.625554</td>\n",
+       "      <td>0.067893</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "    </tr>\n",
@@ -4890,9 +4881,9 @@
        "      <td>eatout</td>\n",
        "      <td>trip</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.981581</td>\n",
+       "      <td>0.904850</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.018419</td>\n",
+       "      <td>0.095150</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
@@ -4906,10 +4897,10 @@
        "      <td>18</td>\n",
        "      <td>othmaint</td>\n",
        "      <td>trip</td>\n",
-       "      <td>0.066899</td>\n",
-       "      <td>0.767274</td>\n",
+       "      <td>0.001125</td>\n",
+       "      <td>0.791941</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.165826</td>\n",
+       "      <td>0.206934</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
@@ -4923,10 +4914,10 @@
        "      <td>19</td>\n",
        "      <td>social</td>\n",
        "      <td>trip</td>\n",
-       "      <td>0.028736</td>\n",
-       "      <td>0.900036</td>\n",
+       "      <td>0.000888</td>\n",
+       "      <td>0.804213</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.071228</td>\n",
+       "      <td>0.194899</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
@@ -4940,15 +4931,15 @@
        "      <td>20</td>\n",
        "      <td>othdiscr</td>\n",
        "      <td>trip</td>\n",
-       "      <td>0.273261</td>\n",
-       "      <td>0.711905</td>\n",
+       "      <td>0.605815</td>\n",
+       "      <td>0.134341</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.002688</td>\n",
-       "      <td>0.009458</td>\n",
+       "      <td>0.029688</td>\n",
+       "      <td>0.142442</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.002688</td>\n",
+       "      <td>0.087714</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "    </tr>\n",
@@ -4989,13 +4980,13 @@
        "11     11         social  non_mandatory  0.000000  0.522000  0.000000   \n",
        "12     12       othdiscr  non_mandatory  0.252252  0.212212  0.000000   \n",
        "13     13         atwork         atwork  0.000000  0.742000  0.000000   \n",
-       "14     14           work           trip  0.000000  0.240157  0.000595   \n",
-       "15     15         escort           trip  0.002577  0.315809  0.000000   \n",
+       "14     14           work           trip  0.000000  0.423805  0.001051   \n",
+       "15     15         escort           trip  0.000651  0.268207  0.000000   \n",
        "16     16       shopping           trip  0.287459  0.712541  0.000000   \n",
-       "17     17         eatout           trip  0.000000  0.981581  0.000000   \n",
-       "18     18       othmaint           trip  0.066899  0.767274  0.000000   \n",
-       "19     19         social           trip  0.028736  0.900036  0.000000   \n",
-       "20     20       othdiscr           trip  0.273261  0.711905  0.000000   \n",
+       "17     17         eatout           trip  0.000000  0.904850  0.000000   \n",
+       "18     18       othmaint           trip  0.001125  0.791941  0.000000   \n",
+       "19     19         social           trip  0.000888  0.804213  0.000000   \n",
+       "20     20       othdiscr           trip  0.605815  0.134341  0.000000   \n",
        "21     21           univ           trip  0.167856  0.000000  0.000000   \n",
        "\n",
        "     HEREMPN   OTHEMPN   AGREMPN   MWTEMPN   AGE0519  HSENROLL   COLLFTE  \\\n",
@@ -5013,13 +5004,13 @@
        "11  0.478000  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
        "12  0.272272  0.165165  0.000000  0.000000  0.000000  0.098098  0.000000   \n",
        "13  0.258000  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
-       "14  0.002534  0.001318  0.754800  0.000595  0.000000  0.000000  0.000000   \n",
-       "15  0.006387  0.000000  0.000000  0.000000  0.567232  0.107996  0.000000   \n",
+       "14  0.059726  0.034350  0.479002  0.002067  0.000000  0.000000  0.000000   \n",
+       "15  0.037695  0.000000  0.000000  0.000000  0.625554  0.067893  0.000000   \n",
        "16  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
-       "17  0.018419  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
-       "18  0.165826  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
-       "19  0.071228  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
-       "20  0.002688  0.009458  0.000000  0.000000  0.000000  0.002688  0.000000   \n",
+       "17  0.095150  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
+       "18  0.206934  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
+       "19  0.194899  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
+       "20  0.029688  0.142442  0.000000  0.000000  0.000000  0.087714  0.000000   \n",
        "21  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000  0.416072   \n",
        "\n",
        "     COLLPTE  \n",
@@ -5064,7 +5055,7 @@
    "toc_visible": true
   },
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "ESTER",
    "language": "python",
    "name": "python3"
   },
@@ -5078,7 +5069,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.8.6"
+   "version": "3.10.15"
   },
   "toc": {
    "base_numbering": 1,
diff --git a/activitysim/examples/example_estimation/notebooks/23_trip_mode_choice.ipynb b/activitysim/examples/example_estimation/notebooks/23_trip_mode_choice.ipynb
index acf84e2740..a38eb92392 100644
--- a/activitysim/examples/example_estimation/notebooks/23_trip_mode_choice.ipynb
+++ b/activitysim/examples/example_estimation/notebooks/23_trip_mode_choice.ipynb
@@ -34,27 +34,74 @@
     "id": "s53VwlPwtNnr",
     "outputId": "d1208b7a-c1f2-4b0b-c439-bf312fe12be0"
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "JAX not found. Some functionality will be unavailable.\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "{'larch': '6.0.32',\n",
+       " 'sharrow': '2.13.0',\n",
+       " 'numpy': '1.26.4',\n",
+       " 'pandas': '1.5.3',\n",
+       " 'xarray': '2024.3.0',\n",
+       " 'numba': '0.60.0'}"
+      ]
+     },
+     "execution_count": 1,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "import os\n",
-    "import larch  # !conda install larch -c conda-forge # for estimation\n",
-    "import pandas as pd"
+    "import larch as lx\n",
+    "import pandas as pd\n",
+    "\n",
+    "lx.versions()"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "We'll work in our `test` directory, where ActivitySim has saved the estimation data bundles."
+    "For this demo, we will assume that you have already run ActivitySim in estimation\n",
+    "mode, and saved the required estimation data bundles (EDB's) to disk.  See\n",
+    "the [first notebook](./01_estimation_mode.ipynb) for details.  The following module\n",
+    "will run a script to set everything up if the example data is not already available."
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 2,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "EDB directory already populated.\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "PosixPath('test-estimation-data/activitysim-prototype-mtc-extended')"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "os.chdir('test')"
+    "from est_mode_setup import prepare\n",
+    "\n",
+    "prepare()"
    ]
   },
   {
@@ -70,11 +117,13 @@
    "metadata": {},
    "outputs": [
     {
-     "name": "stderr",
+     "name": "stdout",
      "output_type": "stream",
      "text": [
-      "/Users/jeffnewman/OneDrive - Cambridge Systematics/Git/activitysim/activitysim/estimation/larch/mode_choice.py:126: DtypeWarning: Columns (411) have mixed types.Specify dtype option on import or set low_memory=False.\n",
-      "  return mode_choice_model(\n"
+      "loading from output-est-mode/estimation_data_bundle/trip_mode_choice/trip_mode_choice_coefficients.csv\n",
+      "loading from output-est-mode/estimation_data_bundle/trip_mode_choice/trip_mode_choice_coefficients_template.csv\n",
+      "loading spec from output-est-mode/estimation_data_bundle/trip_mode_choice/trip_mode_choice_SPEC.csv\n",
+      "loading from output-est-mode/estimation_data_bundle/trip_mode_choice/trip_mode_choice_values_combined.parquet\n"
      ]
     }
    ],
@@ -82,7 +131,11 @@
     "modelname = \"trip_mode_choice\"\n",
     "\n",
     "from activitysim.estimation.larch import component_model\n",
-    "model, data = component_model(modelname, return_data=True)"
+    "model, data = component_model(\n",
+    "    modelname,\n",
+    "    edb_directory=f\"output-est-mode/estimation_data_bundle/{modelname}/\",\n",
+    "    return_data=True,\n",
+    ")"
    ]
   },
   {
@@ -685,15 +738,15 @@
        "      <th>util_DRIVEALONEFREE_In_vehicle_time</th>\n",
        "      <th>util_DRIVEALONEFREE_Terminal_time</th>\n",
        "      <th>...</th>\n",
-       "      <th>drive_lrf_available_inbound</th>\n",
-       "      <th>drive_express_available_outbound</th>\n",
-       "      <th>drive_express_available_inbound</th>\n",
        "      <th>drive_heavyrail_available_outbound</th>\n",
        "      <th>drive_heavyrail_available_inbound</th>\n",
        "      <th>drive_commuter_available_outbound</th>\n",
        "      <th>drive_commuter_available_inbound</th>\n",
        "      <th>walk_ferry_available</th>\n",
        "      <th>drive_ferry_available</th>\n",
+       "      <th>distance</th>\n",
+       "      <th>distance_walk_od</th>\n",
+       "      <th>distance_bike_od</th>\n",
        "      <th>override_choice_code</th>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -723,17 +776,17 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>6812</th>\n",
-       "      <td>54497</td>\n",
+       "      <th>1870</th>\n",
+       "      <td>14961</td>\n",
        "      <td>WALK</td>\n",
        "      <td>WALK</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>2.72</td>\n",
-       "      <td>7.72508</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>10.52</td>\n",
+       "      <td>10.63286</td>\n",
        "      <td>...</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
@@ -741,23 +794,23 @@
        "      <td>False</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
+       "      <td>3.78</td>\n",
+       "      <td>3.78</td>\n",
+       "      <td>3.78</td>\n",
        "      <td>7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>6812</th>\n",
-       "      <td>54501</td>\n",
+       "      <th>1870</th>\n",
+       "      <td>14965</td>\n",
        "      <td>WALK</td>\n",
        "      <td>WALK</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>2.76</td>\n",
-       "      <td>7.72508</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>10.31</td>\n",
+       "      <td>10.63286</td>\n",
        "      <td>...</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
@@ -765,71 +818,71 @@
        "      <td>False</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
+       "      <td>3.79</td>\n",
+       "      <td>3.79</td>\n",
+       "      <td>3.79</td>\n",
        "      <td>7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>8110</th>\n",
-       "      <td>64881</td>\n",
-       "      <td>WALK</td>\n",
-       "      <td>WALK</td>\n",
+       "      <th>20468</th>\n",
+       "      <td>163745</td>\n",
+       "      <td>WALK_LOC</td>\n",
+       "      <td>WALK_LOC</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>4.43</td>\n",
-       "      <td>17.09892</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>4.72</td>\n",
+       "      <td>6.62312</td>\n",
        "      <td>...</td>\n",
+       "      <td>True</td>\n",
        "      <td>False</td>\n",
+       "      <td>True</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>7</td>\n",
+       "      <td>2.07</td>\n",
+       "      <td>2.07</td>\n",
+       "      <td>2.07</td>\n",
+       "      <td>9</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>8110</th>\n",
-       "      <td>64885</td>\n",
-       "      <td>WALK</td>\n",
-       "      <td>WALK</td>\n",
+       "      <th>20468</th>\n",
+       "      <td>163749</td>\n",
+       "      <td>WALK_LOC</td>\n",
+       "      <td>TNC_SINGLE</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>4.43</td>\n",
-       "      <td>17.09892</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>4.72</td>\n",
+       "      <td>6.62312</td>\n",
        "      <td>...</td>\n",
        "      <td>False</td>\n",
+       "      <td>True</td>\n",
        "      <td>False</td>\n",
+       "      <td>True</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>7</td>\n",
+       "      <td>2.07</td>\n",
+       "      <td>2.07</td>\n",
+       "      <td>2.07</td>\n",
+       "      <td>20</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>11013</th>\n",
-       "      <td>88105</td>\n",
-       "      <td>DRIVEALONEFREE</td>\n",
+       "      <th>27055</th>\n",
+       "      <td>216441</td>\n",
+       "      <td>SHARED3FREE</td>\n",
        "      <td>DRIVEALONEFREE</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>10.53</td>\n",
-       "      <td>9.08660</td>\n",
+       "      <td>6.77</td>\n",
+       "      <td>4.26534</td>\n",
        "      <td>...</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
@@ -837,9 +890,9 @@
        "      <td>False</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
+       "      <td>2.49</td>\n",
+       "      <td>2.49</td>\n",
+       "      <td>2.49</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -867,17 +920,17 @@
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>309796968</th>\n",
-       "      <td>2478375745</td>\n",
-       "      <td>SHARED3FREE</td>\n",
-       "      <td>SHARED3FREE</td>\n",
+       "      <th>310202384</th>\n",
+       "      <td>2481619077</td>\n",
+       "      <td>DRIVEALONEFREE</td>\n",
+       "      <td>DRIVEALONEFREE</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>8.84</td>\n",
-       "      <td>6.83436</td>\n",
+       "      <td>2.74</td>\n",
+       "      <td>1.91196</td>\n",
        "      <td>...</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
@@ -885,23 +938,23 @@
        "      <td>False</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>5</td>\n",
+       "      <td>1.66</td>\n",
+       "      <td>2.55</td>\n",
+       "      <td>2.55</td>\n",
+       "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>309796968</th>\n",
-       "      <td>2478375749</td>\n",
-       "      <td>SHARED3FREE</td>\n",
-       "      <td>SHARED3FREE</td>\n",
+       "      <th>310212634</th>\n",
+       "      <td>2481701073</td>\n",
+       "      <td>DRIVEALONEFREE</td>\n",
+       "      <td>DRIVEALONEFREE</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>8.50</td>\n",
-       "      <td>6.83436</td>\n",
+       "      <td>6.42</td>\n",
+       "      <td>2.66128</td>\n",
        "      <td>...</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
@@ -909,14 +962,14 @@
        "      <td>False</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>5</td>\n",
+       "      <td>2.57</td>\n",
+       "      <td>2.57</td>\n",
+       "      <td>2.57</td>\n",
+       "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>309796969</th>\n",
-       "      <td>2478375753</td>\n",
+       "      <th>310212634</th>\n",
+       "      <td>2481701077</td>\n",
        "      <td>DRIVEALONEFREE</td>\n",
        "      <td>DRIVEALONEFREE</td>\n",
        "      <td>0.0</td>\n",
@@ -924,8 +977,8 @@
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>4.00</td>\n",
-       "      <td>5.00346</td>\n",
+       "      <td>6.42</td>\n",
+       "      <td>2.66128</td>\n",
        "      <td>...</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
@@ -933,23 +986,23 @@
        "      <td>False</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
+       "      <td>2.57</td>\n",
+       "      <td>2.57</td>\n",
+       "      <td>2.57</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>309796969</th>\n",
-       "      <td>2478375757</td>\n",
-       "      <td>TNC_SHARED</td>\n",
-       "      <td>TNC_SHARED</td>\n",
+       "      <th>310220296</th>\n",
+       "      <td>2481762369</td>\n",
+       "      <td>DRIVEALONEFREE</td>\n",
+       "      <td>DRIVEALONEFREE</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>1.89</td>\n",
-       "      <td>9.29502</td>\n",
+       "      <td>6.72</td>\n",
+       "      <td>4.02884</td>\n",
        "      <td>...</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
@@ -957,14 +1010,14 @@
        "      <td>False</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>21</td>\n",
+       "      <td>2.90</td>\n",
+       "      <td>2.90</td>\n",
+       "      <td>2.90</td>\n",
+       "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>309796969</th>\n",
-       "      <td>2478375758</td>\n",
+       "      <th>310220296</th>\n",
+       "      <td>2481762373</td>\n",
        "      <td>DRIVEALONEFREE</td>\n",
        "      <td>DRIVEALONEFREE</td>\n",
        "      <td>0.0</td>\n",
@@ -972,8 +1025,8 @@
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>3.73</td>\n",
-       "      <td>4.29156</td>\n",
+       "      <td>6.87</td>\n",
+       "      <td>4.02884</td>\n",
        "      <td>...</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
@@ -981,228 +1034,214 @@
        "      <td>False</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
+       "      <td>2.90</td>\n",
+       "      <td>2.90</td>\n",
+       "      <td>2.90</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>14352 rows × 475 columns</p>\n",
+       "<p>176389 rows × 480 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
        "              trip_id    model_choice override_choice  \\\n",
        "tour_id                                                 \n",
-       "6812            54497            WALK            WALK   \n",
-       "6812            54501            WALK            WALK   \n",
-       "8110            64881            WALK            WALK   \n",
-       "8110            64885            WALK            WALK   \n",
-       "11013           88105  DRIVEALONEFREE  DRIVEALONEFREE   \n",
+       "1870            14961            WALK            WALK   \n",
+       "1870            14965            WALK            WALK   \n",
+       "20468          163745        WALK_LOC        WALK_LOC   \n",
+       "20468          163749        WALK_LOC      TNC_SINGLE   \n",
+       "27055          216441     SHARED3FREE  DRIVEALONEFREE   \n",
        "...               ...             ...             ...   \n",
-       "309796968  2478375745     SHARED3FREE     SHARED3FREE   \n",
-       "309796968  2478375749     SHARED3FREE     SHARED3FREE   \n",
-       "309796969  2478375753  DRIVEALONEFREE  DRIVEALONEFREE   \n",
-       "309796969  2478375757      TNC_SHARED      TNC_SHARED   \n",
-       "309796969  2478375758  DRIVEALONEFREE  DRIVEALONEFREE   \n",
+       "310202384  2481619077  DRIVEALONEFREE  DRIVEALONEFREE   \n",
+       "310212634  2481701073  DRIVEALONEFREE  DRIVEALONEFREE   \n",
+       "310212634  2481701077  DRIVEALONEFREE  DRIVEALONEFREE   \n",
+       "310220296  2481762369  DRIVEALONEFREE  DRIVEALONEFREE   \n",
+       "310220296  2481762373  DRIVEALONEFREE  DRIVEALONEFREE   \n",
        "\n",
        "           util_DRIVEALONEFREE_Unavailable  \\\n",
        "tour_id                                      \n",
-       "6812                                   0.0   \n",
-       "6812                                   0.0   \n",
-       "8110                                   0.0   \n",
-       "8110                                   0.0   \n",
-       "11013                                  0.0   \n",
+       "1870                                   0.0   \n",
+       "1870                                   0.0   \n",
+       "20468                                  0.0   \n",
+       "20468                                  0.0   \n",
+       "27055                                  0.0   \n",
        "...                                    ...   \n",
-       "309796968                              0.0   \n",
-       "309796968                              0.0   \n",
-       "309796969                              0.0   \n",
-       "309796969                              0.0   \n",
-       "309796969                              0.0   \n",
+       "310202384                              0.0   \n",
+       "310212634                              0.0   \n",
+       "310212634                              0.0   \n",
+       "310220296                              0.0   \n",
+       "310220296                              0.0   \n",
        "\n",
        "           util_DRIVEALONEFREE_Unavailable_for_zero_auto_households  \\\n",
        "tour_id                                                               \n",
-       "6812                                                     1.0          \n",
-       "6812                                                     1.0          \n",
-       "8110                                                     1.0          \n",
-       "8110                                                     1.0          \n",
-       "11013                                                    0.0          \n",
+       "1870                                                     0.0          \n",
+       "1870                                                     0.0          \n",
+       "20468                                                    0.0          \n",
+       "20468                                                    0.0          \n",
+       "27055                                                    0.0          \n",
        "...                                                      ...          \n",
-       "309796968                                                0.0          \n",
-       "309796968                                                0.0          \n",
-       "309796969                                                0.0          \n",
-       "309796969                                                0.0          \n",
-       "309796969                                                0.0          \n",
+       "310202384                                                0.0          \n",
+       "310212634                                                0.0          \n",
+       "310212634                                                0.0          \n",
+       "310220296                                                0.0          \n",
+       "310220296                                                0.0          \n",
        "\n",
        "           util_DRIVEALONEFREE_Unavailable_for_persons_less_than_16  \\\n",
        "tour_id                                                               \n",
-       "6812                                                     0.0          \n",
-       "6812                                                     0.0          \n",
-       "8110                                                     0.0          \n",
-       "8110                                                     0.0          \n",
-       "11013                                                    0.0          \n",
+       "1870                                                     0.0          \n",
+       "1870                                                     0.0          \n",
+       "20468                                                    0.0          \n",
+       "20468                                                    0.0          \n",
+       "27055                                                    0.0          \n",
        "...                                                      ...          \n",
-       "309796968                                                0.0          \n",
-       "309796968                                                0.0          \n",
-       "309796969                                                0.0          \n",
-       "309796969                                                0.0          \n",
-       "309796969                                                0.0          \n",
+       "310202384                                                0.0          \n",
+       "310212634                                                0.0          \n",
+       "310212634                                                0.0          \n",
+       "310220296                                                0.0          \n",
+       "310220296                                                0.0          \n",
        "\n",
        "           util_DRIVEALONEFREE_Unavailable_for_joint_tours  \\\n",
        "tour_id                                                      \n",
-       "6812                                                   0.0   \n",
-       "6812                                                   0.0   \n",
-       "8110                                                   0.0   \n",
-       "8110                                                   0.0   \n",
-       "11013                                                  0.0   \n",
+       "1870                                                   0.0   \n",
+       "1870                                                   0.0   \n",
+       "20468                                                  0.0   \n",
+       "20468                                                  0.0   \n",
+       "27055                                                  0.0   \n",
        "...                                                    ...   \n",
-       "309796968                                              0.0   \n",
-       "309796968                                              0.0   \n",
-       "309796969                                              0.0   \n",
-       "309796969                                              0.0   \n",
-       "309796969                                              0.0   \n",
+       "310202384                                              0.0   \n",
+       "310212634                                              0.0   \n",
+       "310212634                                              0.0   \n",
+       "310220296                                              0.0   \n",
+       "310220296                                              0.0   \n",
        "\n",
        "           util_DRIVEALONEFREE_Unavailable_if_didnt_drive_to_work  \\\n",
        "tour_id                                                             \n",
-       "6812                                                     0.0        \n",
-       "6812                                                     0.0        \n",
-       "8110                                                     0.0        \n",
-       "8110                                                     0.0        \n",
-       "11013                                                    0.0        \n",
+       "1870                                                     0.0        \n",
+       "1870                                                     0.0        \n",
+       "20468                                                    0.0        \n",
+       "20468                                                    0.0        \n",
+       "27055                                                    0.0        \n",
        "...                                                      ...        \n",
-       "309796968                                                0.0        \n",
-       "309796968                                                0.0        \n",
-       "309796969                                                0.0        \n",
-       "309796969                                                0.0        \n",
-       "309796969                                                0.0        \n",
+       "310202384                                                0.0        \n",
+       "310212634                                                0.0        \n",
+       "310212634                                                0.0        \n",
+       "310220296                                                0.0        \n",
+       "310220296                                                0.0        \n",
        "\n",
        "           util_DRIVEALONEFREE_In_vehicle_time  \\\n",
        "tour_id                                          \n",
-       "6812                                      2.72   \n",
-       "6812                                      2.76   \n",
-       "8110                                      4.43   \n",
-       "8110                                      4.43   \n",
-       "11013                                    10.53   \n",
+       "1870                                     10.52   \n",
+       "1870                                     10.31   \n",
+       "20468                                     4.72   \n",
+       "20468                                     4.72   \n",
+       "27055                                     6.77   \n",
        "...                                        ...   \n",
-       "309796968                                 8.84   \n",
-       "309796968                                 8.50   \n",
-       "309796969                                 4.00   \n",
-       "309796969                                 1.89   \n",
-       "309796969                                 3.73   \n",
+       "310202384                                 2.74   \n",
+       "310212634                                 6.42   \n",
+       "310212634                                 6.42   \n",
+       "310220296                                 6.72   \n",
+       "310220296                                 6.87   \n",
        "\n",
        "           util_DRIVEALONEFREE_Terminal_time  ...  \\\n",
        "tour_id                                       ...   \n",
-       "6812                                 7.72508  ...   \n",
-       "6812                                 7.72508  ...   \n",
-       "8110                                17.09892  ...   \n",
-       "8110                                17.09892  ...   \n",
-       "11013                                9.08660  ...   \n",
+       "1870                                10.63286  ...   \n",
+       "1870                                10.63286  ...   \n",
+       "20468                                6.62312  ...   \n",
+       "20468                                6.62312  ...   \n",
+       "27055                                4.26534  ...   \n",
        "...                                      ...  ...   \n",
-       "309796968                            6.83436  ...   \n",
-       "309796968                            6.83436  ...   \n",
-       "309796969                            5.00346  ...   \n",
-       "309796969                            9.29502  ...   \n",
-       "309796969                            4.29156  ...   \n",
-       "\n",
-       "           drive_lrf_available_inbound  drive_express_available_outbound  \\\n",
-       "tour_id                                                                    \n",
-       "6812                             False                             False   \n",
-       "6812                             False                             False   \n",
-       "8110                             False                             False   \n",
-       "8110                             False                             False   \n",
-       "11013                            False                             False   \n",
-       "...                                ...                               ...   \n",
-       "309796968                        False                             False   \n",
-       "309796968                        False                             False   \n",
-       "309796969                        False                             False   \n",
-       "309796969                        False                             False   \n",
-       "309796969                        False                             False   \n",
-       "\n",
-       "           drive_express_available_inbound  \\\n",
-       "tour_id                                      \n",
-       "6812                                 False   \n",
-       "6812                                 False   \n",
-       "8110                                 False   \n",
-       "8110                                 False   \n",
-       "11013                                False   \n",
-       "...                                    ...   \n",
-       "309796968                            False   \n",
-       "309796968                            False   \n",
-       "309796969                            False   \n",
-       "309796969                            False   \n",
-       "309796969                            False   \n",
+       "310202384                            1.91196  ...   \n",
+       "310212634                            2.66128  ...   \n",
+       "310212634                            2.66128  ...   \n",
+       "310220296                            4.02884  ...   \n",
+       "310220296                            4.02884  ...   \n",
        "\n",
        "           drive_heavyrail_available_outbound  \\\n",
        "tour_id                                         \n",
-       "6812                                    False   \n",
-       "6812                                    False   \n",
-       "8110                                    False   \n",
-       "8110                                    False   \n",
-       "11013                                   False   \n",
+       "1870                                    False   \n",
+       "1870                                    False   \n",
+       "20468                                    True   \n",
+       "20468                                   False   \n",
+       "27055                                   False   \n",
        "...                                       ...   \n",
-       "309796968                               False   \n",
-       "309796968                               False   \n",
-       "309796969                               False   \n",
-       "309796969                               False   \n",
-       "309796969                               False   \n",
+       "310202384                               False   \n",
+       "310212634                               False   \n",
+       "310212634                               False   \n",
+       "310220296                               False   \n",
+       "310220296                               False   \n",
        "\n",
        "           drive_heavyrail_available_inbound  \\\n",
        "tour_id                                        \n",
-       "6812                                   False   \n",
-       "6812                                   False   \n",
-       "8110                                   False   \n",
-       "8110                                   False   \n",
-       "11013                                  False   \n",
+       "1870                                   False   \n",
+       "1870                                   False   \n",
+       "20468                                  False   \n",
+       "20468                                   True   \n",
+       "27055                                  False   \n",
        "...                                      ...   \n",
-       "309796968                              False   \n",
-       "309796968                              False   \n",
-       "309796969                              False   \n",
-       "309796969                              False   \n",
-       "309796969                              False   \n",
+       "310202384                              False   \n",
+       "310212634                              False   \n",
+       "310212634                              False   \n",
+       "310220296                              False   \n",
+       "310220296                              False   \n",
        "\n",
        "           drive_commuter_available_outbound  \\\n",
        "tour_id                                        \n",
-       "6812                                   False   \n",
-       "6812                                   False   \n",
-       "8110                                   False   \n",
-       "8110                                   False   \n",
-       "11013                                  False   \n",
+       "1870                                   False   \n",
+       "1870                                   False   \n",
+       "20468                                   True   \n",
+       "20468                                  False   \n",
+       "27055                                  False   \n",
        "...                                      ...   \n",
-       "309796968                              False   \n",
-       "309796968                              False   \n",
-       "309796969                              False   \n",
-       "309796969                              False   \n",
-       "309796969                              False   \n",
+       "310202384                              False   \n",
+       "310212634                              False   \n",
+       "310212634                              False   \n",
+       "310220296                              False   \n",
+       "310220296                              False   \n",
        "\n",
        "           drive_commuter_available_inbound  walk_ferry_available  \\\n",
        "tour_id                                                             \n",
-       "6812                                  False                 False   \n",
-       "6812                                  False                 False   \n",
-       "8110                                  False                 False   \n",
-       "8110                                  False                 False   \n",
-       "11013                                 False                 False   \n",
+       "1870                                  False                 False   \n",
+       "1870                                  False                 False   \n",
+       "20468                                 False                 False   \n",
+       "20468                                  True                 False   \n",
+       "27055                                 False                 False   \n",
        "...                                     ...                   ...   \n",
-       "309796968                             False                 False   \n",
-       "309796968                             False                 False   \n",
-       "309796969                             False                 False   \n",
-       "309796969                             False                 False   \n",
-       "309796969                             False                 False   \n",
+       "310202384                             False                 False   \n",
+       "310212634                             False                 False   \n",
+       "310212634                             False                 False   \n",
+       "310220296                             False                 False   \n",
+       "310220296                             False                 False   \n",
        "\n",
-       "           drive_ferry_available  override_choice_code  \n",
-       "tour_id                                                 \n",
-       "6812                       False                     7  \n",
-       "6812                       False                     7  \n",
-       "8110                       False                     7  \n",
-       "8110                       False                     7  \n",
-       "11013                      False                     1  \n",
-       "...                          ...                   ...  \n",
-       "309796968                  False                     5  \n",
-       "309796968                  False                     5  \n",
-       "309796969                  False                     1  \n",
-       "309796969                  False                    21  \n",
-       "309796969                  False                     1  \n",
+       "           drive_ferry_available  distance  distance_walk_od  \\\n",
+       "tour_id                                                        \n",
+       "1870                       False      3.78              3.78   \n",
+       "1870                       False      3.79              3.79   \n",
+       "20468                      False      2.07              2.07   \n",
+       "20468                      False      2.07              2.07   \n",
+       "27055                      False      2.49              2.49   \n",
+       "...                          ...       ...               ...   \n",
+       "310202384                  False      1.66              2.55   \n",
+       "310212634                  False      2.57              2.57   \n",
+       "310212634                  False      2.57              2.57   \n",
+       "310220296                  False      2.90              2.90   \n",
+       "310220296                  False      2.90              2.90   \n",
+       "\n",
+       "           distance_bike_od  override_choice_code  \n",
+       "tour_id                                            \n",
+       "1870                   3.78                     7  \n",
+       "1870                   3.79                     7  \n",
+       "20468                  2.07                     9  \n",
+       "20468                  2.07                    20  \n",
+       "27055                  2.49                     1  \n",
+       "...                     ...                   ...  \n",
+       "310202384              2.55                     1  \n",
+       "310212634              2.57                     1  \n",
+       "310212634              2.57                     1  \n",
+       "310220296              2.90                     1  \n",
+       "310220296              2.90                     1  \n",
        "\n",
-       "[14352 rows x 475 columns]"
+       "[176389 rows x 480 columns]"
       ]
      },
      "execution_count": 6,
@@ -1228,41 +1267,10 @@
    "execution_count": 7,
    "metadata": {},
    "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "req_data does not request avail_ca or avail_co but it is set and being provided\n",
-      "req_data does not request avail_ca or avail_co but it is set and being provided\n",
-      "req_data does not request avail_ca or avail_co but it is set and being provided\n",
-      "req_data does not request avail_ca or avail_co but it is set and being provided\n",
-      "req_data does not request avail_ca or avail_co but it is set and being provided\n",
-      "req_data does not request avail_ca or avail_co but it is set and being provided\n",
-      "req_data does not request avail_ca or avail_co but it is set and being provided\n",
-      "req_data does not request avail_ca or avail_co but it is set and being provided\n",
-      "req_data does not request avail_ca or avail_co but it is set and being provided\n",
-      "problem: chosen-but-not-available (2 issues)\n",
-      "problem: low-variance-data-co (1 issues)\n",
-      "problem: chosen-but-not-available (2 issues)\n",
-      "problem: low-variance-data-co (1 issues)\n",
-      "problem: chosen-but-not-available (1 issues)\n",
-      "problem: low-variance-data-co (1 issues)\n",
-      "problem: chosen-but-not-available (2 issues)\n",
-      "problem: low-variance-data-co (1 issues)\n",
-      "problem: chosen-but-not-available (1 issues)\n",
-      "problem: low-variance-data-co (1 issues)\n",
-      "problem: chosen-but-not-available (2 issues)\n",
-      "problem: low-variance-data-co (1 issues)\n",
-      "problem: chosen-but-not-available (1 issues)\n",
-      "problem: low-variance-data-co (1 issues)\n",
-      "problem: chosen-but-not-available (2 issues)\n",
-      "problem: low-variance-data-co (1 issues)\n"
-     ]
-    },
     {
      "data": {
       "text/plain": [
-       "-10094.898223413013"
+       "-94787.94601063678"
       ]
      },
      "execution_count": 7,
@@ -1271,7 +1279,6 @@
     }
    ],
    "source": [
-    "model.load_data()\n",
     "model.doctor(repair_ch_av='-')\n",
     "model.loglike()"
    ]
@@ -1284,7 +1291,7 @@
     {
      "data": {
       "text/html": [
-       "<h3>Iteration 110 [Optimization terminated successfully] </h3>"
+       "<h3>Iteration 304 [Optimization terminated successfully] </h3>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -1296,7 +1303,7 @@
     {
      "data": {
       "text/html": [
-       "<p>Best LL = -7541.342641931288</p>"
+       "<p>Best LL = -83882.48668326798</p>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -1327,70 +1334,74 @@
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>value</th>\n",
+       "      <th>best</th>\n",
        "      <th>initvalue</th>\n",
-       "      <th>nullvalue</th>\n",
        "      <th>minimum</th>\n",
        "      <th>maximum</th>\n",
+       "      <th>nullvalue</th>\n",
        "      <th>holdfast</th>\n",
-       "      <th>note</th>\n",
-       "      <th>best</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>param_name</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>-999</th>\n",
        "      <td>-999.000000</td>\n",
+       "      <td>-999.000000</td>\n",
        "      <td>-999.0000</td>\n",
        "      <td>-999.0</td>\n",
        "      <td>-999.0</td>\n",
-       "      <td>-999.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>1</td>\n",
-       "      <td></td>\n",
-       "      <td>-999.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
        "      <td>1.0000</td>\n",
        "      <td>1.0</td>\n",
        "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>1</td>\n",
-       "      <td></td>\n",
-       "      <td>1.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_age010_trn</th>\n",
-       "      <td>0.360551</td>\n",
+       "      <td>0.131028</td>\n",
+       "      <td>0.131028</td>\n",
        "      <td>0.0000</td>\n",
+       "      <td>-inf</td>\n",
+       "      <td>inf</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.360551</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_age1619_da</th>\n",
-       "      <td>0.344530</td>\n",
+       "      <td>0.432972</td>\n",
+       "      <td>0.432972</td>\n",
        "      <td>0.0000</td>\n",
+       "      <td>-inf</td>\n",
+       "      <td>inf</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.344530</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_age16p_sr</th>\n",
-       "      <td>-0.151886</td>\n",
+       "      <td>-0.403317</td>\n",
+       "      <td>-0.403317</td>\n",
        "      <td>0.0000</td>\n",
+       "      <td>-inf</td>\n",
+       "      <td>inf</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.151886</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>...</th>\n",
@@ -1401,114 +1412,106 @@
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
-       "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr3p_ASC_sr3p_othdiscr</th>\n",
-       "      <td>0.844944</td>\n",
-       "      <td>0.7398</td>\n",
+       "      <th>coef_walk_transit_ASC_walk_school</th>\n",
+       "      <td>-1.566510</td>\n",
+       "      <td>-1.566510</td>\n",
+       "      <td>-1.1828</td>\n",
+       "      <td>-inf</td>\n",
+       "      <td>inf</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>0.844944</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr3p_ASC_walk_othdiscr</th>\n",
-       "      <td>-5.841028</td>\n",
-       "      <td>-0.5272</td>\n",
+       "      <th>coef_walk_transit_ASC_walk_shopping</th>\n",
+       "      <td>-1.250219</td>\n",
+       "      <td>-1.250219</td>\n",
+       "      <td>-0.1943</td>\n",
+       "      <td>-inf</td>\n",
+       "      <td>inf</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-5.841028</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_sr2_othdiscr</th>\n",
-       "      <td>-1.232224</td>\n",
-       "      <td>-2.7590</td>\n",
+       "      <th>coef_walk_transit_ASC_walk_social</th>\n",
+       "      <td>-0.846190</td>\n",
+       "      <td>-0.846190</td>\n",
+       "      <td>-0.7651</td>\n",
+       "      <td>-inf</td>\n",
+       "      <td>inf</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-1.232224</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_sr3p_othdiscr</th>\n",
-       "      <td>-1.199264</td>\n",
-       "      <td>-2.5126</td>\n",
+       "      <th>coef_walk_transit_ASC_walk_univ</th>\n",
+       "      <td>-1.031100</td>\n",
+       "      <td>-1.031100</td>\n",
+       "      <td>-1.0311</td>\n",
+       "      <td>-inf</td>\n",
+       "      <td>inf</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-1.199264</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_walk_othdiscr</th>\n",
-       "      <td>-0.980497</td>\n",
-       "      <td>-0.4997</td>\n",
+       "      <th>coef_walk_transit_ASC_walk_work</th>\n",
+       "      <td>0.296352</td>\n",
+       "      <td>0.296352</td>\n",
+       "      <td>0.4432</td>\n",
+       "      <td>-inf</td>\n",
+       "      <td>inf</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td></td>\n",
-       "      <td>-0.980497</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>272 rows × 8 columns</p>\n",
+       "<p>272 rows × 7 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "                                          value  initvalue  nullvalue  \\\n",
-       "-999                                -999.000000  -999.0000     -999.0   \n",
-       "1                                      1.000000     1.0000        1.0   \n",
-       "coef_age010_trn                        0.360551     0.0000        0.0   \n",
-       "coef_age1619_da                        0.344530     0.0000        0.0   \n",
-       "coef_age16p_sr                        -0.151886     0.0000        0.0   \n",
-       "...                                         ...        ...        ...   \n",
-       "coef_sr3p_ASC_sr3p_othdiscr            0.844944     0.7398        0.0   \n",
-       "coef_sr3p_ASC_walk_othdiscr           -5.841028    -0.5272        0.0   \n",
-       "coef_walk_transit_ASC_sr2_othdiscr    -1.232224    -2.7590        0.0   \n",
-       "coef_walk_transit_ASC_sr3p_othdiscr   -1.199264    -2.5126        0.0   \n",
-       "coef_walk_transit_ASC_walk_othdiscr   -0.980497    -0.4997        0.0   \n",
+       "                                          value        best  initvalue  \\\n",
+       "param_name                                                               \n",
+       "-999                                -999.000000 -999.000000  -999.0000   \n",
+       "1                                      1.000000    1.000000     1.0000   \n",
+       "coef_age010_trn                        0.131028    0.131028     0.0000   \n",
+       "coef_age1619_da                        0.432972    0.432972     0.0000   \n",
+       "coef_age16p_sr                        -0.403317   -0.403317     0.0000   \n",
+       "...                                         ...         ...        ...   \n",
+       "coef_walk_transit_ASC_walk_school     -1.566510   -1.566510    -1.1828   \n",
+       "coef_walk_transit_ASC_walk_shopping   -1.250219   -1.250219    -0.1943   \n",
+       "coef_walk_transit_ASC_walk_social     -0.846190   -0.846190    -0.7651   \n",
+       "coef_walk_transit_ASC_walk_univ       -1.031100   -1.031100    -1.0311   \n",
+       "coef_walk_transit_ASC_walk_work        0.296352    0.296352     0.4432   \n",
        "\n",
-       "                                     minimum  maximum  holdfast note  \\\n",
-       "-999                                  -999.0   -999.0         1        \n",
-       "1                                        1.0      1.0         1        \n",
-       "coef_age010_trn                          NaN      NaN         0        \n",
-       "coef_age1619_da                          NaN      NaN         0        \n",
-       "coef_age16p_sr                           NaN      NaN         0        \n",
-       "...                                      ...      ...       ...  ...   \n",
-       "coef_sr3p_ASC_sr3p_othdiscr              NaN      NaN         0        \n",
-       "coef_sr3p_ASC_walk_othdiscr              NaN      NaN         0        \n",
-       "coef_walk_transit_ASC_sr2_othdiscr       NaN      NaN         0        \n",
-       "coef_walk_transit_ASC_sr3p_othdiscr      NaN      NaN         0        \n",
-       "coef_walk_transit_ASC_walk_othdiscr      NaN      NaN         0        \n",
+       "                                     minimum  maximum  nullvalue  holdfast  \n",
+       "param_name                                                                  \n",
+       "-999                                  -999.0   -999.0        0.0         1  \n",
+       "1                                        1.0      1.0        0.0         1  \n",
+       "coef_age010_trn                         -inf      inf        0.0         0  \n",
+       "coef_age1619_da                         -inf      inf        0.0         0  \n",
+       "coef_age16p_sr                          -inf      inf        0.0         0  \n",
+       "...                                      ...      ...        ...       ...  \n",
+       "coef_walk_transit_ASC_walk_school       -inf      inf        0.0         0  \n",
+       "coef_walk_transit_ASC_walk_shopping     -inf      inf        0.0         0  \n",
+       "coef_walk_transit_ASC_walk_social       -inf      inf        0.0         0  \n",
+       "coef_walk_transit_ASC_walk_univ         -inf      inf        0.0         0  \n",
+       "coef_walk_transit_ASC_walk_work         -inf      inf        0.0         0  \n",
        "\n",
-       "                                           best  \n",
-       "-999                                -999.000000  \n",
-       "1                                      1.000000  \n",
-       "coef_age010_trn                        0.360551  \n",
-       "coef_age1619_da                        0.344530  \n",
-       "coef_age16p_sr                        -0.151886  \n",
-       "...                                         ...  \n",
-       "coef_sr3p_ASC_sr3p_othdiscr            0.844944  \n",
-       "coef_sr3p_ASC_walk_othdiscr           -5.841028  \n",
-       "coef_walk_transit_ASC_sr2_othdiscr    -1.232224  \n",
-       "coef_walk_transit_ASC_sr3p_othdiscr   -1.199264  \n",
-       "coef_walk_transit_ASC_walk_othdiscr   -0.980497  \n",
-       "\n",
-       "[272 rows x 8 columns]"
+       "[272 rows x 7 columns]"
       ]
      },
      "metadata": {},
      "output_type": "display_data"
     },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/jpn/Git/est-mode/larch/src/larch/model/optimization.py:338: UserWarning: SLSQP may not play nicely with unbounded parameters\n",
+      "if you get poor results, consider setting global bounds with model.set_cap()\n",
+      "  warnings.warn(  # infinite bounds #  )\n"
+     ]
+    },
     {
      "data": {
       "text/html": [
@@ -1530,173 +1533,461 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_age010_trn</th>\n",
-       "      <td>0.360551</td>\n",
+       "      <td>0.131028</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_age1619_da</th>\n",
-       "      <td>0.344530</td>\n",
+       "      <td>0.432972</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_age16p_sr</th>\n",
-       "      <td>-0.151886</td>\n",
+       "      <td>-0.403317</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_bike_ASC_rh</th>\n",
        "      <td>-7.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_bike_ASC_walk_work</th>\n",
-       "      <td>-2.659172</td>\n",
+       "      <th>coef_bike_ASC_walk_eatout</th>\n",
+       "      <td>-1.688820</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_drive_transit_ASC_commuter_work</th>\n",
-       "      <td>0.426505</td>\n",
+       "      <th>coef_bike_ASC_walk_escort</th>\n",
+       "      <td>-13.520300</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_drive_transit_ASC_express_work</th>\n",
-       "      <td>-0.355400</td>\n",
+       "      <th>coef_bike_ASC_walk_othdiscr</th>\n",
+       "      <td>-1.324400</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_drive_transit_ASC_ferry_work</th>\n",
-       "      <td>0.527700</td>\n",
+       "      <th>coef_bike_ASC_walk_othmaint</th>\n",
+       "      <td>-0.712317</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_drive_transit_ASC_heavyrail_work</th>\n",
-       "      <td>-11.994128</td>\n",
+       "      <th>coef_bike_ASC_walk_school</th>\n",
+       "      <td>-2.411542</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_drive_transit_ASC_lightrail_work</th>\n",
-       "      <td>-10.300241</td>\n",
+       "      <th>coef_bike_ASC_walk_shopping</th>\n",
+       "      <td>-1.577746</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_drive_transit_ASC_rh</th>\n",
-       "      <td>-162.171583</td>\n",
+       "      <th>coef_bike_ASC_walk_social</th>\n",
+       "      <td>-13.238401</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_hhsize1_sr</th>\n",
-       "      <td>-0.890929</td>\n",
+       "      <th>coef_bike_ASC_walk_univ</th>\n",
+       "      <td>-0.339900</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_hhsize2_sr</th>\n",
-       "      <td>0.039653</td>\n",
+       "      <th>coef_bike_ASC_walk_work</th>\n",
+       "      <td>-2.059726</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_ivt_work</th>\n",
-       "      <td>-0.010155</td>\n",
+       "      <th>coef_drive_transit_ASC_commuter_escort</th>\n",
+       "      <td>0.544200</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_auto_ASC_rh_work_univ_school_escort_atwork</th>\n",
-       "      <td>0.000000</td>\n",
+       "      <th>coef_drive_transit_ASC_commuter_shopping_eatout_othmaint_social_othdiscr_atwork</th>\n",
+       "      <td>6.898234</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_auto_ASC_sr2_work_univ_school_escort_atwork</th>\n",
-       "      <td>0.000000</td>\n",
+       "      <th>coef_drive_transit_ASC_commuter_univ_school</th>\n",
+       "      <td>3.472482</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_auto_ASC_sr3p_work_univ_school_escort_atwork</th>\n",
-       "      <td>0.000000</td>\n",
+       "      <th>coef_drive_transit_ASC_commuter_work</th>\n",
+       "      <td>0.928536</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_auto_ASC_walk_work_univ_school_escort_atwork</th>\n",
-       "      <td>0.000000</td>\n",
+       "      <th>coef_drive_transit_ASC_express_escort</th>\n",
+       "      <td>0.754700</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_bike_ASC_rh_work_univ_school_escort_atwork</th>\n",
-       "      <td>0.000000</td>\n",
+       "      <th>coef_drive_transit_ASC_express_shopping_eatout_othmaint_social_othdiscr_atwork</th>\n",
+       "      <td>0.673466</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_bike_ASC_walk_work_univ_school_escort_atwork</th>\n",
-       "      <td>0.000000</td>\n",
+       "      <th>coef_drive_transit_ASC_express_univ_school</th>\n",
+       "      <td>-0.091011</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_drive_transit_ASC_commuter_work_univ_school_escort_atwork</th>\n",
-       "      <td>0.000000</td>\n",
+       "      <th>coef_drive_transit_ASC_express_work</th>\n",
+       "      <td>0.063342</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_drive_transit_ASC_express_work_univ_school_escort_atwork</th>\n",
-       "      <td>0.000000</td>\n",
+       "      <th>coef_drive_transit_ASC_ferry_escort</th>\n",
+       "      <td>0.600500</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_drive_transit_ASC_ferry_work_univ_school_escort_atwork</th>\n",
-       "      <td>0.000000</td>\n",
+       "      <th>coef_drive_transit_ASC_ferry_shopping_eatout_othmaint_social_othdiscr_atwork</th>\n",
+       "      <td>-1.435555</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_drive_transit_ASC_heavyrail_work_univ_school_escort_atwork</th>\n",
-       "      <td>0.000000</td>\n",
+       "      <th>coef_drive_transit_ASC_ferry_univ_school</th>\n",
+       "      <td>0.935424</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_drive_transit_ASC_lightrail_work_univ_school_escort_atwork</th>\n",
-       "      <td>0.000000</td>\n",
+       "      <th>coef_drive_transit_ASC_ferry_work</th>\n",
+       "      <td>0.556372</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_drive_transit_ASC_rh_work_univ_school_escort_atwork</th>\n",
-       "      <td>0.000000</td>\n",
+       "      <th>coef_drive_transit_ASC_heavyrail_escort</th>\n",
+       "      <td>-3.973160</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_ride_hail_ASC_sr2_work_univ_school_escort_atwork</th>\n",
-       "      <td>0.000000</td>\n",
+       "      <th>coef_drive_transit_ASC_heavyrail_shopping_eatout_othmaint_social_othdiscr_atwork</th>\n",
+       "      <td>0.985065</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_ride_hail_ASC_sr3p_work_univ_school_escort_atwork</th>\n",
-       "      <td>0.000000</td>\n",
+       "      <th>coef_drive_transit_ASC_heavyrail_univ_school</th>\n",
+       "      <td>0.729763</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_ride_hail_ASC_taxi_work_univ_school_escort_atwork</th>\n",
-       "      <td>0.000000</td>\n",
+       "      <th>coef_drive_transit_ASC_heavyrail_work</th>\n",
+       "      <td>0.821984</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_ride_hail_ASC_tnc_shared</th>\n",
-       "      <td>0.000000</td>\n",
+       "      <th>coef_drive_transit_ASC_lightrail_escort</th>\n",
+       "      <td>2.308376</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_ride_hail_ASC_tnc_single_work_univ_school_escort_atwork</th>\n",
-       "      <td>0.000000</td>\n",
+       "      <th>coef_drive_transit_ASC_lightrail_shopping_eatout_othmaint_social_othdiscr_atwork</th>\n",
+       "      <td>0.501609</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_ride_hail_ASC_walk_transit</th>\n",
-       "      <td>0.000000</td>\n",
+       "      <th>coef_drive_transit_ASC_lightrail_univ_school</th>\n",
+       "      <td>3.943847</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_ride_hail_ASC_walk_work_univ_school_escort_atwork</th>\n",
-       "      <td>0.000000</td>\n",
+       "      <th>coef_drive_transit_ASC_lightrail_work</th>\n",
+       "      <td>0.635303</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_walk_ASC_rh_work_univ_school_escort_atwork</th>\n",
-       "      <td>0.000000</td>\n",
+       "      <th>coef_drive_transit_ASC_rh</th>\n",
+       "      <td>-3.908149</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_walk_transit_ASC_commuter_work_univ_school_escort_atwork</th>\n",
-       "      <td>0.000000</td>\n",
+       "      <th>coef_hhsize1_sr</th>\n",
+       "      <td>-0.789606</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_walk_transit_ASC_express_work_univ_school_escort_atwork</th>\n",
-       "      <td>0.000000</td>\n",
+       "      <th>coef_hhsize2_sr</th>\n",
+       "      <td>-0.058339</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_ivt_escort_shopping_eatout_othdiscr_atwork</th>\n",
+       "      <td>-0.011979</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_ivt_othmaint_social</th>\n",
+       "      <td>-0.008160</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_ivt_univ_school</th>\n",
+       "      <td>-0.016233</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_ivt_work</th>\n",
+       "      <td>-0.014958</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_joint_auto_ASC_rh_shopping_eatout_othmaint_social_othdiscr</th>\n",
+       "      <td>-7.345956</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_joint_auto_ASC_rh_work_univ_school_escort_atwork</th>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_joint_auto_ASC_sr2_eatout_othmaint_social_othdiscr</th>\n",
+       "      <td>1.280849</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_joint_auto_ASC_sr2_shopping</th>\n",
+       "      <td>2.351884</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_joint_auto_ASC_sr2_work_univ_school_escort_atwork</th>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_joint_auto_ASC_sr3p_eatout_othmaint_social_othdiscr</th>\n",
+       "      <td>1.246167</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_joint_auto_ASC_sr3p_shopping</th>\n",
+       "      <td>-19.045412</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_joint_auto_ASC_sr3p_work_univ_school_escort_atwork</th>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_joint_auto_ASC_walk_eatout_othmaint_social_othdiscr</th>\n",
+       "      <td>-0.098984</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_joint_auto_ASC_walk_shopping</th>\n",
+       "      <td>-23.468800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_joint_auto_ASC_walk_work_univ_school_escort_atwork</th>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_joint_bike_ASC_rh_shopping_eatout_othmaint_social_othdiscr</th>\n",
+       "      <td>-12.305749</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_joint_bike_ASC_rh_work_univ_school_escort_atwork</th>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_joint_bike_ASC_walk_eatout</th>\n",
+       "      <td>-15.558800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_joint_bike_ASC_walk_othdiscr</th>\n",
+       "      <td>-14.444000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_joint_bike_ASC_walk_othmaint</th>\n",
+       "      <td>-13.519200</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_joint_bike_ASC_walk_shopping</th>\n",
+       "      <td>-7.047600</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_joint_bike_ASC_walk_social</th>\n",
+       "      <td>-26.171400</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_joint_bike_ASC_walk_work_univ_school_escort_atwork</th>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_joint_drive_transit_ASC_commuter_shopping_eatout_othmaint_social_othdiscr</th>\n",
+       "      <td>0.512900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_joint_drive_transit_ASC_commuter_work_univ_school_escort_atwork</th>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_joint_drive_transit_ASC_express_shopping_eatout_othmaint_social_othdiscr</th>\n",
+       "      <td>-0.805943</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_joint_drive_transit_ASC_express_work_univ_school_escort_atwork</th>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_joint_drive_transit_ASC_ferry_shopping_eatout_othmaint_social_othdiscr</th>\n",
+       "      <td>2.029768</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_joint_drive_transit_ASC_ferry_work_univ_school_escort_atwork</th>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_joint_drive_transit_ASC_heavyrail_shopping_eatout_othmaint_social_othdiscr</th>\n",
+       "      <td>3.190747</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_joint_drive_transit_ASC_heavyrail_work_univ_school_escort_atwork</th>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_joint_drive_transit_ASC_lightrail_shopping_eatout_othmaint_social_othdiscr</th>\n",
+       "      <td>0.539200</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_joint_drive_transit_ASC_lightrail_work_univ_school_escort_atwork</th>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_joint_drive_transit_ASC_rh_shopping_eatout_othmaint_social_othdiscr</th>\n",
+       "      <td>2.050928</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_joint_drive_transit_ASC_rh_work_univ_school_escort_atwork</th>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_joint_ride_hail_ASC_sr2_shopping_eatout_othmaint_social_othdiscr</th>\n",
+       "      <td>-6.819150</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_joint_ride_hail_ASC_sr2_work_univ_school_escort_atwork</th>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_joint_ride_hail_ASC_sr3p_shopping_eatout_othmaint_social_othdiscr</th>\n",
+       "      <td>-6.822328</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_joint_ride_hail_ASC_sr3p_work_univ_school_escort_atwork</th>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_joint_ride_hail_ASC_taxi_shopping_eatout_othmaint_social_othdiscr</th>\n",
+       "      <td>-7.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_joint_ride_hail_ASC_taxi_work_univ_school_escort_atwork</th>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_joint_ride_hail_ASC_tnc_shared</th>\n",
+       "      <td>-0.345956</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_joint_ride_hail_ASC_tnc_single_shopping_eatout_othmaint_social_othdiscr</th>\n",
+       "      <td>-4.733900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_joint_ride_hail_ASC_tnc_single_work_univ_school_escort_atwork</th>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_joint_ride_hail_ASC_walk_shopping_eatout_othmaint_social_othdiscr</th>\n",
+       "      <td>-7.012565</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_joint_ride_hail_ASC_walk_transit</th>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_joint_ride_hail_ASC_walk_work_univ_school_escort_atwork</th>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_joint_walk_ASC_rh_shopping_eatout_othmaint_social_othdiscr</th>\n",
+       "      <td>-3.048765</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_joint_walk_ASC_rh_work_univ_school_escort_atwork</th>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_joint_walk_transit_ASC_commuter_shopping_eatout_othmaint_social_othdiscr</th>\n",
+       "      <td>0.512900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_joint_walk_transit_ASC_commuter_work_univ_school_escort_atwork</th>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_joint_walk_transit_ASC_express_shopping_eatout_othmaint_social_othdiscr</th>\n",
+       "      <td>0.664800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_joint_walk_transit_ASC_express_work_univ_school_escort_atwork</th>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_joint_walk_transit_ASC_ferry_shopping_eatout_othmaint_social_othdiscr</th>\n",
+       "      <td>0.646600</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_joint_walk_transit_ASC_ferry_work_univ_school_escort_atwork</th>\n",
        "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
+       "      <th>coef_joint_walk_transit_ASC_heavyrail_shopping_eatout_othmaint_social_othdiscr</th>\n",
+       "      <td>2.769790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
        "      <th>coef_joint_walk_transit_ASC_heavyrail_work_univ_school_escort_atwork</th>\n",
        "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
+       "      <th>coef_joint_walk_transit_ASC_lightrail_shopping_eatout_othmaint_social_othdiscr</th>\n",
+       "      <td>0.727835</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
        "      <th>coef_joint_walk_transit_ASC_lightrail_work_univ_school_escort_atwork</th>\n",
        "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
+       "      <th>coef_joint_walk_transit_ASC_rh_shopping_eatout_othmaint_social_othdiscr</th>\n",
+       "      <td>0.073906</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
        "      <th>coef_joint_walk_transit_ASC_rh_work_univ_school_escort_atwork</th>\n",
        "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
+       "      <th>coef_joint_walk_transit_ASC_sr2_eatout</th>\n",
+       "      <td>-14.913400</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_joint_walk_transit_ASC_sr2_othdiscr</th>\n",
+       "      <td>-14.980100</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_joint_walk_transit_ASC_sr2_othmaint</th>\n",
+       "      <td>-5.324150</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_joint_walk_transit_ASC_sr2_shopping</th>\n",
+       "      <td>-21.576800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_joint_walk_transit_ASC_sr2_social</th>\n",
+       "      <td>-20.502200</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
        "      <th>coef_joint_walk_transit_ASC_sr2_work_univ_school_escort_atwork</th>\n",
        "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
+       "      <th>coef_joint_walk_transit_ASC_sr3p_eatout</th>\n",
+       "      <td>-16.758700</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_joint_walk_transit_ASC_sr3p_othdiscr</th>\n",
+       "      <td>-16.735400</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_joint_walk_transit_ASC_sr3p_othmaint</th>\n",
+       "      <td>-3.973990</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_joint_walk_transit_ASC_sr3p_shopping</th>\n",
+       "      <td>-25.595300</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_joint_walk_transit_ASC_sr3p_social</th>\n",
+       "      <td>-34.737800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
        "      <th>coef_joint_walk_transit_ASC_sr3p_work_univ_school_escort_atwork</th>\n",
        "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
+       "      <th>coef_joint_walk_transit_ASC_walk_eatout</th>\n",
+       "      <td>3.421757</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_joint_walk_transit_ASC_walk_othdiscr</th>\n",
+       "      <td>-1.023876</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_joint_walk_transit_ASC_walk_othmaint</th>\n",
+       "      <td>0.282606</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_joint_walk_transit_ASC_walk_shopping</th>\n",
+       "      <td>0.717138</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_joint_walk_transit_ASC_walk_social</th>\n",
+       "      <td>-2.272422</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
        "      <th>coef_joint_walk_transit_ASC_walk_work_univ_school_escort_atwork</th>\n",
        "      <td>0.000000</td>\n",
        "    </tr>\n",
@@ -1737,3414 +2028,3144 @@
        "      <td>0.500000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_ride_hail_ASC_sr2_work</th>\n",
-       "      <td>-24.964153</td>\n",
+       "      <th>coef_ride_hail_ASC_sr2_eatout_social_othdiscr</th>\n",
+       "      <td>-6.474676</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_ride_hail_ASC_sr2_escort_shopping_othmaint</th>\n",
+       "      <td>-3.837659</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_ride_hail_ASC_sr2_school</th>\n",
+       "      <td>-1.923960</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_ride_hail_ASC_sr2_univ</th>\n",
+       "      <td>-4.337200</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_ride_hail_ASC_sr2_work</th>\n",
+       "      <td>-12.531625</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_ride_hail_ASC_sr3p_eatout_social_othdiscr</th>\n",
+       "      <td>-6.907989</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_ride_hail_ASC_sr3p_school</th>\n",
+       "      <td>-8.857391</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_ride_hail_ASC_sr3p_univ</th>\n",
+       "      <td>-4.922000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_ride_hail_ASC_sr3p_work_escort_shopping_othmaint_atwork</th>\n",
-       "      <td>-29.661854</td>\n",
+       "      <td>-10.063483</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_ride_hail_ASC_taxi_eatout_social_othdiscr</th>\n",
+       "      <td>-2.560139</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_ride_hail_ASC_taxi_escort_shopping_othmaint</th>\n",
+       "      <td>-3.667690</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_ride_hail_ASC_taxi_school</th>\n",
+       "      <td>0.194629</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_ride_hail_ASC_taxi_univ</th>\n",
+       "      <td>-1.599400</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_ride_hail_ASC_taxi_work</th>\n",
-       "      <td>-2.519566</td>\n",
+       "      <td>-2.416191</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_ride_hail_ASC_tnc_shared</th>\n",
-       "      <td>23.268241</td>\n",
+       "      <td>0.940193</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_ride_hail_ASC_tnc_single_eatout_social_othdiscr</th>\n",
+       "      <td>3.020074</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_ride_hail_ASC_tnc_single_escort_shopping_othmaint</th>\n",
+       "      <td>2.436588</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_ride_hail_ASC_tnc_single_school</th>\n",
+       "      <td>2.043069</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_ride_hail_ASC_tnc_single_univ</th>\n",
+       "      <td>0.108100</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_ride_hail_ASC_tnc_single_work</th>\n",
-       "      <td>23.984210</td>\n",
+       "      <td>2.658594</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_ride_hail_ASC_walk_eatout_social_othdiscr</th>\n",
+       "      <td>-1.924015</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_ride_hail_ASC_walk_school</th>\n",
+       "      <td>-0.961041</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_ride_hail_ASC_walk_transit</th>\n",
-       "      <td>22.114587</td>\n",
+       "      <td>1.263022</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_ride_hail_ASC_walk_univ_escort_shopping_othmaint</th>\n",
+       "      <td>-3.676198</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_ride_hail_ASC_walk_work</th>\n",
-       "      <td>21.771188</td>\n",
+       "      <td>1.329192</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_sov_ASC_rh_escort_shopping_eatout_othmaint_social_othdiscr</th>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_sov_ASC_rh_school</th>\n",
+       "      <td>-9.212494</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_sov_ASC_rh_univ</th>\n",
+       "      <td>-6.649000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>coef_sov_ASC_rh_work_atwork</th>\n",
        "      <td>-7.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sov_ASC_sr2_work_univ_school_shopping_eatout_othmaint_social_othdiscr_atwork</th>\n",
-       "      <td>-999.000000</td>\n",
+       "      <th>coef_sov_ASC_sr2_escort</th>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_sov_ASC_sr2_work_univ_school_shopping_eatout_othmaint_social_othdiscr_atwork</th>\n",
+       "      <td>-999.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_sov_ASC_sr3p_escort</th>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_sov_ASC_sr3p_work_univ_school_shopping_eatout_othmaint_social_othdiscr_atwork</th>\n",
+       "      <td>-999.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_sov_ASC_walk_eatout</th>\n",
+       "      <td>-1.882701</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_sov_ASC_walk_escort</th>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_sov_ASC_walk_othdiscr</th>\n",
+       "      <td>-1.659633</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_sov_ASC_walk_othmaint</th>\n",
+       "      <td>-1.375899</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_sov_ASC_walk_school</th>\n",
+       "      <td>-2.296910</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_sov_ASC_walk_shopping</th>\n",
+       "      <td>-1.588365</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_sov_ASC_walk_social</th>\n",
+       "      <td>-1.874278</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_sov_ASC_walk_univ</th>\n",
+       "      <td>-1.057900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_sov_ASC_walk_work</th>\n",
+       "      <td>-1.173975</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_sr2_ASC_rh_univ</th>\n",
+       "      <td>-6.689700</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_sr2_ASC_rh_work_school_escort_shopping_eatout_othmaint_social_othdiscr_atwork</th>\n",
+       "      <td>-7.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_sr2_ASC_sr2_eatout</th>\n",
+       "      <td>1.537811</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_sr2_ASC_sr2_escort</th>\n",
+       "      <td>0.829193</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_sr2_ASC_sr2_othdiscr</th>\n",
+       "      <td>1.155943</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_sr2_ASC_sr2_othmaint</th>\n",
+       "      <td>1.499065</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_sr2_ASC_sr2_school</th>\n",
+       "      <td>-0.206439</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_sr2_ASC_sr2_shopping</th>\n",
+       "      <td>1.776150</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_sr2_ASC_sr2_social</th>\n",
+       "      <td>0.975353</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_sr2_ASC_sr2_univ</th>\n",
+       "      <td>0.430400</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_sr2_ASC_sr2_work</th>\n",
+       "      <td>0.469947</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_sr2_ASC_sr3p</th>\n",
+       "      <td>-999.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_sr2_ASC_walk_eatout</th>\n",
+       "      <td>-0.188724</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_sr2_ASC_walk_escort</th>\n",
+       "      <td>-2.206208</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_sr2_ASC_walk_othdiscr</th>\n",
+       "      <td>-0.448739</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_sr2_ASC_walk_othmaint</th>\n",
+       "      <td>-0.602562</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_sr2_ASC_walk_school</th>\n",
+       "      <td>-0.134158</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_sr2_ASC_walk_shopping</th>\n",
+       "      <td>-0.528320</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_sr2_ASC_walk_social</th>\n",
+       "      <td>-0.791489</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_sr2_ASC_walk_univ</th>\n",
+       "      <td>1.304100</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_sr2_ASC_walk_work</th>\n",
+       "      <td>-0.125444</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_sr3p_ASC_rh_school</th>\n",
+       "      <td>-6.902592</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_sr3p_ASC_rh_univ_escort_shopping_eatout_othmaint_social_othdiscr</th>\n",
+       "      <td>-7.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_sr3p_ASC_rh_work</th>\n",
+       "      <td>-71.917700</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_sr3p_ASC_sr2_eatout</th>\n",
+       "      <td>0.017042</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_sr3p_ASC_sr2_escort</th>\n",
+       "      <td>0.131909</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_sr3p_ASC_sr2_othdiscr</th>\n",
+       "      <td>-0.193304</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_sr3p_ASC_sr2_othmaint</th>\n",
+       "      <td>0.059680</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_sr3p_ASC_sr2_school</th>\n",
+       "      <td>-1.380673</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_sr3p_ASC_sr2_shopping</th>\n",
+       "      <td>0.409428</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_sr3p_ASC_sr2_social</th>\n",
+       "      <td>0.441203</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_sr3p_ASC_sr2_univ</th>\n",
+       "      <td>-0.311700</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_sr3p_ASC_sr2_work</th>\n",
+       "      <td>-0.768708</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_sr3p_ASC_sr3p_eatout</th>\n",
+       "      <td>1.747680</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_sr3p_ASC_sr3p_escort</th>\n",
+       "      <td>1.121766</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_sr3p_ASC_sr3p_othdiscr</th>\n",
+       "      <td>1.207573</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_sr3p_ASC_sr3p_othmaint</th>\n",
+       "      <td>1.478403</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_sr3p_ASC_sr3p_school</th>\n",
+       "      <td>-0.385096</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_sr3p_ASC_sr3p_shopping</th>\n",
+       "      <td>1.857665</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_sr3p_ASC_sr3p_social</th>\n",
+       "      <td>1.384914</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_sr3p_ASC_sr3p_univ</th>\n",
+       "      <td>0.629300</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_sr3p_ASC_sr3p_work</th>\n",
+       "      <td>0.254527</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_sr3p_ASC_walk_eatout</th>\n",
+       "      <td>-0.239650</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_sr3p_ASC_walk_escort</th>\n",
+       "      <td>-1.295563</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_sr3p_ASC_walk_othdiscr</th>\n",
+       "      <td>-0.711999</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_sr3p_ASC_walk_othmaint</th>\n",
+       "      <td>-0.346602</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_sr3p_ASC_walk_school</th>\n",
+       "      <td>-0.602570</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_sr3p_ASC_walk_shopping</th>\n",
+       "      <td>-0.431074</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_sr3p_ASC_walk_social</th>\n",
+       "      <td>-0.451426</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_sr3p_ASC_walk_univ</th>\n",
+       "      <td>1.679300</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_sr3p_ASC_walk_work</th>\n",
+       "      <td>-0.120488</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_walk_ASC_rh</th>\n",
+       "      <td>-7.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_walk_transit_ASC_commuter_escort</th>\n",
+       "      <td>0.544200</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_walk_transit_ASC_commuter_shopping_eatout_othmaint_social_othdiscr_atwork</th>\n",
+       "      <td>0.183292</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_walk_transit_ASC_commuter_univ_school</th>\n",
+       "      <td>2.151500</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_walk_transit_ASC_commuter_work</th>\n",
+       "      <td>0.645876</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_walk_transit_ASC_express_escort</th>\n",
+       "      <td>0.754700</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_walk_transit_ASC_express_shopping_eatout_othmaint_social_othdiscr_atwork</th>\n",
+       "      <td>1.094351</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_walk_transit_ASC_express_univ_school</th>\n",
+       "      <td>0.735906</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_walk_transit_ASC_express_work</th>\n",
+       "      <td>-0.116260</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_walk_transit_ASC_ferry_escort</th>\n",
+       "      <td>0.600500</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_walk_transit_ASC_ferry_shopping_eatout_othmaint_social_othdiscr_atwork</th>\n",
+       "      <td>-5.309557</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_walk_transit_ASC_ferry_univ_school</th>\n",
+       "      <td>0.102333</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_walk_transit_ASC_ferry_work</th>\n",
+       "      <td>-0.283494</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_walk_transit_ASC_heavyrail_escort</th>\n",
+       "      <td>1.731811</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_walk_transit_ASC_heavyrail_shopping_eatout_othmaint_social_othdiscr_atwork</th>\n",
+       "      <td>1.189277</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_walk_transit_ASC_heavyrail_univ_school</th>\n",
+       "      <td>1.498435</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_walk_transit_ASC_heavyrail_work</th>\n",
+       "      <td>0.661041</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_walk_transit_ASC_lightrail_escort</th>\n",
+       "      <td>2.373483</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_walk_transit_ASC_lightrail_shopping_eatout_othmaint_social_othdiscr_atwork</th>\n",
+       "      <td>0.938829</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_walk_transit_ASC_lightrail_univ_school</th>\n",
+       "      <td>1.962454</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_walk_transit_ASC_lightrail_work</th>\n",
+       "      <td>0.723958</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_walk_transit_ASC_rh_eatout_social_othdiscr</th>\n",
+       "      <td>-4.964980</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_walk_transit_ASC_rh_escort_shopping_othmaint</th>\n",
+       "      <td>-5.007587</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_walk_transit_ASC_rh_school</th>\n",
+       "      <td>-7.198073</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_walk_transit_ASC_rh_univ</th>\n",
+       "      <td>-4.269100</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_walk_transit_ASC_rh_work</th>\n",
+       "      <td>-4.008746</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_walk_transit_ASC_sr2_eatout</th>\n",
+       "      <td>-2.123282</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_walk_transit_ASC_sr2_escort</th>\n",
+       "      <td>-0.578643</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_walk_transit_ASC_sr2_othdiscr</th>\n",
+       "      <td>-1.931708</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_walk_transit_ASC_sr2_othmaint</th>\n",
+       "      <td>-34.674600</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_walk_transit_ASC_sr2_school</th>\n",
+       "      <td>-3.455103</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_walk_transit_ASC_sr2_shopping</th>\n",
+       "      <td>-2.572471</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_walk_transit_ASC_sr2_social</th>\n",
+       "      <td>-2.270677</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_walk_transit_ASC_sr2_univ</th>\n",
+       "      <td>-4.005000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_walk_transit_ASC_sr2_work</th>\n",
+       "      <td>-2.579831</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_walk_transit_ASC_sr3p_eatout</th>\n",
+       "      <td>-4.643497</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_walk_transit_ASC_sr3p_escort</th>\n",
+       "      <td>-4.036703</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_walk_transit_ASC_sr3p_othdiscr</th>\n",
+       "      <td>-1.885419</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_walk_transit_ASC_sr3p_othmaint</th>\n",
+       "      <td>-29.385800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_walk_transit_ASC_sr3p_school</th>\n",
+       "      <td>-3.509061</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_walk_transit_ASC_sr3p_shopping</th>\n",
+       "      <td>-2.484662</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_walk_transit_ASC_sr3p_social</th>\n",
+       "      <td>-21.630900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_walk_transit_ASC_sr3p_univ</th>\n",
+       "      <td>-28.697200</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_walk_transit_ASC_sr3p_work</th>\n",
+       "      <td>-3.227732</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_walk_transit_ASC_walk_eatout</th>\n",
+       "      <td>1.418767</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_walk_transit_ASC_walk_escort</th>\n",
+       "      <td>-1.542069</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_walk_transit_ASC_walk_othdiscr</th>\n",
+       "      <td>-0.862913</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_walk_transit_ASC_walk_othmaint</th>\n",
+       "      <td>0.213330</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_walk_transit_ASC_walk_school</th>\n",
+       "      <td>-1.566510</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_walk_transit_ASC_walk_shopping</th>\n",
+       "      <td>-1.250219</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_walk_transit_ASC_walk_social</th>\n",
+       "      <td>-0.846190</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_walk_transit_ASC_walk_univ</th>\n",
+       "      <td>-1.031100</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_walk_transit_ASC_walk_work</th>\n",
+       "      <td>0.296352</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table></td></tr><tr><td>logloss</td><td style=\"text-align:left;\">0.5159237004389526</td></tr><tr><td>d_logloss</td><td style=\"text-align:left;\"><table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>0</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>-999</th>\n",
+       "      <td>0.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>0.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_age010_trn</th>\n",
+       "      <td>-8.052927e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_age1619_da</th>\n",
+       "      <td>-5.187809e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_age16p_sr</th>\n",
+       "      <td>-4.063469e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_bike_ASC_rh</th>\n",
+       "      <td>0.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_bike_ASC_walk_eatout</th>\n",
+       "      <td>-5.123004e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_bike_ASC_walk_escort</th>\n",
+       "      <td>-3.419598e-13</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_bike_ASC_walk_othdiscr</th>\n",
+       "      <td>-2.593268e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_bike_ASC_walk_othmaint</th>\n",
+       "      <td>-1.081020e-04</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_bike_ASC_walk_school</th>\n",
+       "      <td>4.476578e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_bike_ASC_walk_shopping</th>\n",
+       "      <td>2.508159e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_bike_ASC_walk_social</th>\n",
+       "      <td>-2.900688e-12</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_bike_ASC_walk_univ</th>\n",
+       "      <td>0.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_bike_ASC_walk_work</th>\n",
+       "      <td>-2.396275e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_drive_transit_ASC_commuter_escort</th>\n",
+       "      <td>0.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_drive_transit_ASC_commuter_shopping_eatout_othmaint_social_othdiscr_atwork</th>\n",
+       "      <td>-2.460074e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_drive_transit_ASC_commuter_univ_school</th>\n",
+       "      <td>-1.203052e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_drive_transit_ASC_commuter_work</th>\n",
+       "      <td>-5.739187e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_drive_transit_ASC_express_escort</th>\n",
+       "      <td>0.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_drive_transit_ASC_express_shopping_eatout_othmaint_social_othdiscr_atwork</th>\n",
+       "      <td>2.861095e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_drive_transit_ASC_express_univ_school</th>\n",
+       "      <td>1.660556e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_drive_transit_ASC_express_work</th>\n",
+       "      <td>2.987642e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_drive_transit_ASC_ferry_escort</th>\n",
+       "      <td>0.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_drive_transit_ASC_ferry_shopping_eatout_othmaint_social_othdiscr_atwork</th>\n",
+       "      <td>3.202672e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_drive_transit_ASC_ferry_univ_school</th>\n",
+       "      <td>8.151265e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_drive_transit_ASC_ferry_work</th>\n",
+       "      <td>-2.890979e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_drive_transit_ASC_heavyrail_escort</th>\n",
+       "      <td>-6.480364e-09</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_drive_transit_ASC_heavyrail_shopping_eatout_othmaint_social_othdiscr_atwork</th>\n",
+       "      <td>-3.208220e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_drive_transit_ASC_heavyrail_univ_school</th>\n",
+       "      <td>1.938031e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_drive_transit_ASC_heavyrail_work</th>\n",
+       "      <td>-3.909540e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_drive_transit_ASC_lightrail_escort</th>\n",
+       "      <td>3.266187e-07</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_drive_transit_ASC_lightrail_shopping_eatout_othmaint_social_othdiscr_atwork</th>\n",
+       "      <td>2.070144e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_drive_transit_ASC_lightrail_univ_school</th>\n",
+       "      <td>-2.353233e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_drive_transit_ASC_lightrail_work</th>\n",
+       "      <td>-7.550447e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_drive_transit_ASC_rh</th>\n",
+       "      <td>-4.413205e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_hhsize1_sr</th>\n",
+       "      <td>1.028834e-04</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_hhsize2_sr</th>\n",
+       "      <td>3.066434e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_ivt_escort_shopping_eatout_othdiscr_atwork</th>\n",
+       "      <td>7.728991e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_ivt_othmaint_social</th>\n",
+       "      <td>1.115618e-04</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_ivt_univ_school</th>\n",
+       "      <td>1.895929e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_ivt_work</th>\n",
+       "      <td>-3.266536e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_joint_auto_ASC_rh_shopping_eatout_othmaint_social_othdiscr</th>\n",
+       "      <td>-8.027129e-07</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_joint_auto_ASC_rh_work_univ_school_escort_atwork</th>\n",
+       "      <td>0.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_joint_auto_ASC_sr2_eatout_othmaint_social_othdiscr</th>\n",
+       "      <td>-5.293412e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_joint_auto_ASC_sr2_shopping</th>\n",
+       "      <td>-5.407467e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_joint_auto_ASC_sr2_work_univ_school_escort_atwork</th>\n",
+       "      <td>0.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_joint_auto_ASC_sr3p_eatout_othmaint_social_othdiscr</th>\n",
+       "      <td>-3.500718e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_joint_auto_ASC_sr3p_shopping</th>\n",
+       "      <td>-3.393545e-11</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_joint_auto_ASC_sr3p_work_univ_school_escort_atwork</th>\n",
+       "      <td>0.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_joint_auto_ASC_walk_eatout_othmaint_social_othdiscr</th>\n",
+       "      <td>3.607641e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_joint_auto_ASC_walk_shopping</th>\n",
+       "      <td>-1.531238e-13</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_joint_auto_ASC_walk_work_univ_school_escort_atwork</th>\n",
+       "      <td>0.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_joint_bike_ASC_rh_shopping_eatout_othmaint_social_othdiscr</th>\n",
+       "      <td>-1.751330e-10</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_joint_bike_ASC_rh_work_univ_school_escort_atwork</th>\n",
+       "      <td>0.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_joint_bike_ASC_walk_eatout</th>\n",
+       "      <td>0.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_joint_bike_ASC_walk_othdiscr</th>\n",
+       "      <td>-3.130754e-15</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_joint_bike_ASC_walk_othmaint</th>\n",
+       "      <td>-8.694082e-14</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_joint_bike_ASC_walk_shopping</th>\n",
+       "      <td>0.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_joint_bike_ASC_walk_social</th>\n",
+       "      <td>0.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_joint_bike_ASC_walk_work_univ_school_escort_atwork</th>\n",
+       "      <td>0.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_joint_drive_transit_ASC_commuter_shopping_eatout_othmaint_social_othdiscr</th>\n",
+       "      <td>0.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_joint_drive_transit_ASC_commuter_work_univ_school_escort_atwork</th>\n",
+       "      <td>0.000000e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sov_ASC_sr3p_work_univ_school_shopping_eatout_othmaint_social_othdiscr_atwork</th>\n",
-       "      <td>-999.000000</td>\n",
+       "      <th>coef_joint_drive_transit_ASC_express_shopping_eatout_othmaint_social_othdiscr</th>\n",
+       "      <td>-5.692884e-09</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sov_ASC_walk_work</th>\n",
-       "      <td>-3.007257</td>\n",
+       "      <th>coef_joint_drive_transit_ASC_express_work_univ_school_escort_atwork</th>\n",
+       "      <td>0.000000e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr2_ASC_rh_work_school_escort_shopping_eatout_othmaint_social_othdiscr_atwork</th>\n",
-       "      <td>-7.000000</td>\n",
+       "      <th>coef_joint_drive_transit_ASC_ferry_shopping_eatout_othmaint_social_othdiscr</th>\n",
+       "      <td>1.048025e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr2_ASC_sr2_work</th>\n",
-       "      <td>0.197457</td>\n",
+       "      <th>coef_joint_drive_transit_ASC_ferry_work_univ_school_escort_atwork</th>\n",
+       "      <td>0.000000e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr2_ASC_sr3p</th>\n",
-       "      <td>-999.000000</td>\n",
+       "      <th>coef_joint_drive_transit_ASC_heavyrail_shopping_eatout_othmaint_social_othdiscr</th>\n",
+       "      <td>-1.010350e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr2_ASC_walk_work</th>\n",
-       "      <td>-2.222935</td>\n",
+       "      <th>coef_joint_drive_transit_ASC_heavyrail_work_univ_school_escort_atwork</th>\n",
+       "      <td>0.000000e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr3p_ASC_rh_work</th>\n",
-       "      <td>-71.917700</td>\n",
+       "      <th>coef_joint_drive_transit_ASC_lightrail_shopping_eatout_othmaint_social_othdiscr</th>\n",
+       "      <td>0.000000e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr3p_ASC_sr2_work</th>\n",
-       "      <td>-0.953951</td>\n",
+       "      <th>coef_joint_drive_transit_ASC_lightrail_work_univ_school_escort_atwork</th>\n",
+       "      <td>0.000000e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr3p_ASC_sr3p_work</th>\n",
-       "      <td>0.002282</td>\n",
+       "      <th>coef_joint_drive_transit_ASC_rh_shopping_eatout_othmaint_social_othdiscr</th>\n",
+       "      <td>-3.710584e-07</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr3p_ASC_walk_work</th>\n",
-       "      <td>-2.356624</td>\n",
+       "      <th>coef_joint_drive_transit_ASC_rh_work_univ_school_escort_atwork</th>\n",
+       "      <td>0.000000e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_ASC_rh</th>\n",
-       "      <td>-7.000000</td>\n",
+       "      <th>coef_joint_ride_hail_ASC_sr2_shopping_eatout_othmaint_social_othdiscr</th>\n",
+       "      <td>4.173913e-07</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_commuter_work</th>\n",
-       "      <td>0.401200</td>\n",
+       "      <th>coef_joint_ride_hail_ASC_sr2_work_univ_school_escort_atwork</th>\n",
+       "      <td>0.000000e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_express_work</th>\n",
-       "      <td>-0.355400</td>\n",
+       "      <th>coef_joint_ride_hail_ASC_sr3p_shopping_eatout_othmaint_social_othdiscr</th>\n",
+       "      <td>4.355591e-07</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_ferry_work</th>\n",
-       "      <td>0.527700</td>\n",
+       "      <th>coef_joint_ride_hail_ASC_sr3p_work_univ_school_escort_atwork</th>\n",
+       "      <td>0.000000e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_heavyrail_work</th>\n",
-       "      <td>0.502539</td>\n",
+       "      <th>coef_joint_ride_hail_ASC_taxi_shopping_eatout_othmaint_social_othdiscr</th>\n",
+       "      <td>-1.084345e-16</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_lightrail_work</th>\n",
-       "      <td>0.632593</td>\n",
+       "      <th>coef_joint_ride_hail_ASC_taxi_work_univ_school_escort_atwork</th>\n",
+       "      <td>0.000000e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_rh_work</th>\n",
-       "      <td>-2.869542</td>\n",
+       "      <th>coef_joint_ride_hail_ASC_tnc_shared</th>\n",
+       "      <td>-8.027126e-07</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_sr2_work</th>\n",
-       "      <td>-2.256686</td>\n",
+       "      <th>coef_joint_ride_hail_ASC_tnc_single_shopping_eatout_othmaint_social_othdiscr</th>\n",
+       "      <td>-2.950989e-13</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_sr3p_work</th>\n",
-       "      <td>-2.653448</td>\n",
+       "      <th>coef_joint_ride_hail_ASC_tnc_single_work_univ_school_escort_atwork</th>\n",
+       "      <td>0.000000e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_walk_work</th>\n",
-       "      <td>-0.391438</td>\n",
+       "      <th>coef_joint_ride_hail_ASC_walk_shopping_eatout_othmaint_social_othdiscr</th>\n",
+       "      <td>-5.023739e-08</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_bike_ASC_walk_univ</th>\n",
-       "      <td>-0.339900</td>\n",
+       "      <th>coef_joint_ride_hail_ASC_walk_transit</th>\n",
+       "      <td>0.000000e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_drive_transit_ASC_commuter_univ_school</th>\n",
-       "      <td>0.908200</td>\n",
+       "      <th>coef_joint_ride_hail_ASC_walk_work_univ_school_escort_atwork</th>\n",
+       "      <td>0.000000e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_drive_transit_ASC_express_univ_school</th>\n",
-       "      <td>0.322400</td>\n",
+       "      <th>coef_joint_walk_ASC_rh_shopping_eatout_othmaint_social_othdiscr</th>\n",
+       "      <td>-5.023739e-08</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_drive_transit_ASC_ferry_univ_school</th>\n",
-       "      <td>1.723700</td>\n",
+       "      <th>coef_joint_walk_ASC_rh_work_univ_school_escort_atwork</th>\n",
+       "      <td>0.000000e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_drive_transit_ASC_heavyrail_univ_school</th>\n",
-       "      <td>0.849000</td>\n",
+       "      <th>coef_joint_walk_transit_ASC_commuter_shopping_eatout_othmaint_social_othdiscr</th>\n",
+       "      <td>0.000000e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_drive_transit_ASC_lightrail_univ_school</th>\n",
-       "      <td>1.443600</td>\n",
+       "      <th>coef_joint_walk_transit_ASC_commuter_work_univ_school_escort_atwork</th>\n",
+       "      <td>0.000000e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_ivt_univ_school</th>\n",
-       "      <td>-0.008267</td>\n",
+       "      <th>coef_joint_walk_transit_ASC_express_shopping_eatout_othmaint_social_othdiscr</th>\n",
+       "      <td>0.000000e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_ride_hail_ASC_sr2_univ</th>\n",
-       "      <td>-4.337200</td>\n",
+       "      <th>coef_joint_walk_transit_ASC_express_work_univ_school_escort_atwork</th>\n",
+       "      <td>0.000000e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_ride_hail_ASC_sr3p_univ</th>\n",
-       "      <td>-4.922000</td>\n",
+       "      <th>coef_joint_walk_transit_ASC_ferry_shopping_eatout_othmaint_social_othdiscr</th>\n",
+       "      <td>0.000000e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_ride_hail_ASC_taxi_univ</th>\n",
-       "      <td>-1.599400</td>\n",
+       "      <th>coef_joint_walk_transit_ASC_ferry_work_univ_school_escort_atwork</th>\n",
+       "      <td>0.000000e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_ride_hail_ASC_tnc_single_univ</th>\n",
-       "      <td>0.108100</td>\n",
+       "      <th>coef_joint_walk_transit_ASC_heavyrail_shopping_eatout_othmaint_social_othdiscr</th>\n",
+       "      <td>-1.622222e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_ride_hail_ASC_walk_univ_escort_shopping_othmaint</th>\n",
-       "      <td>-26.322181</td>\n",
+       "      <th>coef_joint_walk_transit_ASC_heavyrail_work_univ_school_escort_atwork</th>\n",
+       "      <td>0.000000e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sov_ASC_rh_univ</th>\n",
-       "      <td>-6.649000</td>\n",
+       "      <th>coef_joint_walk_transit_ASC_lightrail_shopping_eatout_othmaint_social_othdiscr</th>\n",
+       "      <td>7.683959e-06</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sov_ASC_walk_univ</th>\n",
-       "      <td>-1.057900</td>\n",
+       "      <th>coef_joint_walk_transit_ASC_lightrail_work_univ_school_escort_atwork</th>\n",
+       "      <td>0.000000e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr2_ASC_rh_univ</th>\n",
-       "      <td>-6.689700</td>\n",
+       "      <th>coef_joint_walk_transit_ASC_rh_shopping_eatout_othmaint_social_othdiscr</th>\n",
+       "      <td>3.133619e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr2_ASC_sr2_univ</th>\n",
-       "      <td>0.430400</td>\n",
+       "      <th>coef_joint_walk_transit_ASC_rh_work_univ_school_escort_atwork</th>\n",
+       "      <td>0.000000e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr2_ASC_walk_univ</th>\n",
-       "      <td>1.304100</td>\n",
+       "      <th>coef_joint_walk_transit_ASC_sr2_eatout</th>\n",
+       "      <td>-1.311308e-13</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr3p_ASC_rh_univ_escort_shopping_eatout_othmaint_social_othdiscr</th>\n",
-       "      <td>-7.000000</td>\n",
+       "      <th>coef_joint_walk_transit_ASC_sr2_othdiscr</th>\n",
+       "      <td>-1.742242e-13</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr3p_ASC_sr2_univ</th>\n",
-       "      <td>-0.311700</td>\n",
+       "      <th>coef_joint_walk_transit_ASC_sr2_othmaint</th>\n",
+       "      <td>-6.720435e-09</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr3p_ASC_sr3p_univ</th>\n",
-       "      <td>0.629300</td>\n",
+       "      <th>coef_joint_walk_transit_ASC_sr2_shopping</th>\n",
+       "      <td>-4.685990e-15</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr3p_ASC_walk_univ</th>\n",
-       "      <td>1.679300</td>\n",
+       "      <th>coef_joint_walk_transit_ASC_sr2_social</th>\n",
+       "      <td>-5.557123e-14</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_commuter_univ_school</th>\n",
-       "      <td>0.908200</td>\n",
+       "      <th>coef_joint_walk_transit_ASC_sr2_work_univ_school_escort_atwork</th>\n",
+       "      <td>0.000000e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_express_univ_school</th>\n",
-       "      <td>0.322400</td>\n",
+       "      <th>coef_joint_walk_transit_ASC_sr3p_eatout</th>\n",
+       "      <td>-1.019099e-14</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_ferry_univ_school</th>\n",
-       "      <td>1.723700</td>\n",
+       "      <th>coef_joint_walk_transit_ASC_sr3p_othdiscr</th>\n",
+       "      <td>-1.731132e-14</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_heavyrail_univ_school</th>\n",
-       "      <td>0.866565</td>\n",
+       "      <th>coef_joint_walk_transit_ASC_sr3p_othmaint</th>\n",
+       "      <td>-5.123603e-08</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_lightrail_univ_school</th>\n",
-       "      <td>1.567308</td>\n",
+       "      <th>coef_joint_walk_transit_ASC_sr3p_shopping</th>\n",
+       "      <td>-4.098772e-17</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_rh_univ</th>\n",
-       "      <td>-4.269100</td>\n",
+       "      <th>coef_joint_walk_transit_ASC_sr3p_social</th>\n",
+       "      <td>-4.280627e-21</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_sr2_univ</th>\n",
-       "      <td>-4.005000</td>\n",
+       "      <th>coef_joint_walk_transit_ASC_sr3p_work_univ_school_escort_atwork</th>\n",
+       "      <td>0.000000e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_sr3p_univ</th>\n",
-       "      <td>-28.697200</td>\n",
+       "      <th>coef_joint_walk_transit_ASC_walk_eatout</th>\n",
+       "      <td>1.113550e-06</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_walk_univ</th>\n",
-       "      <td>-1.031100</td>\n",
+       "      <th>coef_joint_walk_transit_ASC_walk_othdiscr</th>\n",
+       "      <td>-1.701692e-06</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_bike_ASC_walk_school</th>\n",
-       "      <td>-106.063114</td>\n",
+       "      <th>coef_joint_walk_transit_ASC_walk_othmaint</th>\n",
+       "      <td>1.228869e-06</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_ride_hail_ASC_sr2_school</th>\n",
-       "      <td>-17.561865</td>\n",
+       "      <th>coef_joint_walk_transit_ASC_walk_shopping</th>\n",
+       "      <td>-1.792711e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_ride_hail_ASC_sr3p_school</th>\n",
-       "      <td>-17.869355</td>\n",
+       "      <th>coef_joint_walk_transit_ASC_walk_social</th>\n",
+       "      <td>-5.774335e-07</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_ride_hail_ASC_taxi_school</th>\n",
-       "      <td>-1.638521</td>\n",
+       "      <th>coef_joint_walk_transit_ASC_walk_work_univ_school_escort_atwork</th>\n",
+       "      <td>0.000000e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_ride_hail_ASC_tnc_single_school</th>\n",
-       "      <td>23.693955</td>\n",
+       "      <th>coef_nest_AUTO</th>\n",
+       "      <td>3.798269e-03</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_ride_hail_ASC_walk_school</th>\n",
-       "      <td>-17.881588</td>\n",
+       "      <th>coef_nest_AUTO_DRIVEALONE</th>\n",
+       "      <td>-7.484479e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sov_ASC_rh_school</th>\n",
-       "      <td>-126.456157</td>\n",
+       "      <th>coef_nest_AUTO_SHAREDRIDE2</th>\n",
+       "      <td>-1.770846e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sov_ASC_walk_school</th>\n",
-       "      <td>-3.115432</td>\n",
+       "      <th>coef_nest_AUTO_SHAREDRIDE3</th>\n",
+       "      <td>1.242528e-16</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr2_ASC_sr2_school</th>\n",
-       "      <td>-0.540540</td>\n",
+       "      <th>coef_nest_NONMOTORIZED</th>\n",
+       "      <td>-2.822089e-04</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr2_ASC_walk_school</th>\n",
-       "      <td>-2.041209</td>\n",
+       "      <th>coef_nest_RIDEHAIL</th>\n",
+       "      <td>4.806521e-02</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr3p_ASC_rh_school</th>\n",
-       "      <td>-167.923229</td>\n",
+       "      <th>coef_nest_TRANSIT</th>\n",
+       "      <td>1.215429e-16</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr3p_ASC_sr2_school</th>\n",
-       "      <td>-1.017529</td>\n",
+       "      <th>coef_nest_TRANSIT_DRIVEACCESS</th>\n",
+       "      <td>-5.845497e-04</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr3p_ASC_sr3p_school</th>\n",
-       "      <td>0.193124</td>\n",
+       "      <th>coef_nest_TRANSIT_WALKACCESS</th>\n",
+       "      <td>-1.988260e-03</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr3p_ASC_walk_school</th>\n",
-       "      <td>-2.444740</td>\n",
+       "      <th>coef_ride_hail_ASC_sr2_eatout_social_othdiscr</th>\n",
+       "      <td>-2.996284e-07</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_rh_school</th>\n",
-       "      <td>-4.361987</td>\n",
+       "      <th>coef_ride_hail_ASC_sr2_escort_shopping_othmaint</th>\n",
+       "      <td>5.673196e-06</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_sr2_school</th>\n",
-       "      <td>-2.270275</td>\n",
+       "      <th>coef_ride_hail_ASC_sr2_school</th>\n",
+       "      <td>-7.458355e-06</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_sr3p_school</th>\n",
-       "      <td>-2.406738</td>\n",
+       "      <th>coef_ride_hail_ASC_sr2_univ</th>\n",
+       "      <td>0.000000e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_walk_school</th>\n",
-       "      <td>-1.495040</td>\n",
+       "      <th>coef_ride_hail_ASC_sr2_work</th>\n",
+       "      <td>8.272446e-06</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_bike_ASC_walk_escort</th>\n",
-       "      <td>-13.520327</td>\n",
+       "      <th>coef_ride_hail_ASC_sr3p_eatout_social_othdiscr</th>\n",
+       "      <td>-1.686483e-07</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_drive_transit_ASC_commuter_escort</th>\n",
-       "      <td>0.544200</td>\n",
+       "      <th>coef_ride_hail_ASC_sr3p_school</th>\n",
+       "      <td>8.540094e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_drive_transit_ASC_express_escort</th>\n",
-       "      <td>0.754700</td>\n",
+       "      <th>coef_ride_hail_ASC_sr3p_univ</th>\n",
+       "      <td>0.000000e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_drive_transit_ASC_ferry_escort</th>\n",
-       "      <td>0.600500</td>\n",
+       "      <th>coef_ride_hail_ASC_sr3p_work_escort_shopping_othmaint_atwork</th>\n",
+       "      <td>-1.001284e-07</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_drive_transit_ASC_heavyrail_escort</th>\n",
-       "      <td>-14.234170</td>\n",
+       "      <th>coef_ride_hail_ASC_taxi_eatout_social_othdiscr</th>\n",
+       "      <td>-9.851593e-10</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_drive_transit_ASC_lightrail_escort</th>\n",
-       "      <td>0.525200</td>\n",
+       "      <th>coef_ride_hail_ASC_taxi_escort_shopping_othmaint</th>\n",
+       "      <td>-1.492910e-09</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_ivt_escort_shopping_eatout_othdiscr_atwork</th>\n",
-       "      <td>-0.011935</td>\n",
+       "      <th>coef_ride_hail_ASC_taxi_school</th>\n",
+       "      <td>2.540371e-06</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_ride_hail_ASC_sr2_escort_shopping_othmaint</th>\n",
-       "      <td>-23.873934</td>\n",
+       "      <th>coef_ride_hail_ASC_taxi_univ</th>\n",
+       "      <td>0.000000e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_ride_hail_ASC_taxi_escort_shopping_othmaint</th>\n",
-       "      <td>-3.664573</td>\n",
+       "      <th>coef_ride_hail_ASC_taxi_work</th>\n",
+       "      <td>-7.883260e-09</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_ride_hail_ASC_tnc_single_escort_shopping_othmaint</th>\n",
-       "      <td>24.219922</td>\n",
+       "      <th>coef_ride_hail_ASC_tnc_shared</th>\n",
+       "      <td>-8.319215e-08</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sov_ASC_rh_escort_shopping_eatout_othmaint_social_othdiscr</th>\n",
-       "      <td>0.000000</td>\n",
+       "      <th>coef_ride_hail_ASC_tnc_single_eatout_social_othdiscr</th>\n",
+       "      <td>-7.330852e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sov_ASC_sr2_escort</th>\n",
-       "      <td>0.000000</td>\n",
+       "      <th>coef_ride_hail_ASC_tnc_single_escort_shopping_othmaint</th>\n",
+       "      <td>4.713975e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sov_ASC_sr3p_escort</th>\n",
-       "      <td>0.000000</td>\n",
+       "      <th>coef_ride_hail_ASC_tnc_single_school</th>\n",
+       "      <td>-6.786929e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sov_ASC_walk_escort</th>\n",
-       "      <td>0.000000</td>\n",
+       "      <th>coef_ride_hail_ASC_tnc_single_univ</th>\n",
+       "      <td>0.000000e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr2_ASC_sr2_escort</th>\n",
-       "      <td>0.488426</td>\n",
+       "      <th>coef_ride_hail_ASC_tnc_single_work</th>\n",
+       "      <td>-6.171617e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr2_ASC_walk_escort</th>\n",
-       "      <td>-25.486556</td>\n",
+       "      <th>coef_ride_hail_ASC_walk_eatout_social_othdiscr</th>\n",
+       "      <td>-5.637237e-06</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr3p_ASC_sr2_escort</th>\n",
-       "      <td>-0.206514</td>\n",
+       "      <th>coef_ride_hail_ASC_walk_school</th>\n",
+       "      <td>3.297792e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr3p_ASC_sr3p_escort</th>\n",
-       "      <td>0.895787</td>\n",
+       "      <th>coef_ride_hail_ASC_walk_transit</th>\n",
+       "      <td>6.334090e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr3p_ASC_walk_escort</th>\n",
-       "      <td>-3.416048</td>\n",
+       "      <th>coef_ride_hail_ASC_walk_univ_escort_shopping_othmaint</th>\n",
+       "      <td>-2.013343e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_commuter_escort</th>\n",
-       "      <td>0.544200</td>\n",
+       "      <th>coef_ride_hail_ASC_walk_work</th>\n",
+       "      <td>-8.560547e-06</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_express_escort</th>\n",
-       "      <td>0.754700</td>\n",
+       "      <th>coef_sov_ASC_rh_escort_shopping_eatout_othmaint_social_othdiscr</th>\n",
+       "      <td>0.000000e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_ferry_escort</th>\n",
-       "      <td>0.600500</td>\n",
+       "      <th>coef_sov_ASC_rh_school</th>\n",
+       "      <td>-4.695209e-07</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_heavyrail_escort</th>\n",
-       "      <td>0.850280</td>\n",
+       "      <th>coef_sov_ASC_rh_univ</th>\n",
+       "      <td>0.000000e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_lightrail_escort</th>\n",
-       "      <td>1.125205</td>\n",
+       "      <th>coef_sov_ASC_rh_work_atwork</th>\n",
+       "      <td>0.000000e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_rh_escort_shopping_othmaint</th>\n",
-       "      <td>-2.359575</td>\n",
+       "      <th>coef_sov_ASC_sr2_escort</th>\n",
+       "      <td>0.000000e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_sr2_escort</th>\n",
-       "      <td>-1.020599</td>\n",
+       "      <th>coef_sov_ASC_sr2_work_univ_school_shopping_eatout_othmaint_social_othdiscr_atwork</th>\n",
+       "      <td>0.000000e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_sr3p_escort</th>\n",
-       "      <td>-184.696926</td>\n",
+       "      <th>coef_sov_ASC_sr3p_escort</th>\n",
+       "      <td>0.000000e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_walk_escort</th>\n",
-       "      <td>-88.120509</td>\n",
+       "      <th>coef_sov_ASC_sr3p_work_univ_school_shopping_eatout_othmaint_social_othdiscr_atwork</th>\n",
+       "      <td>0.000000e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_bike_ASC_walk_shopping</th>\n",
-       "      <td>-23.156539</td>\n",
+       "      <th>coef_sov_ASC_walk_eatout</th>\n",
+       "      <td>2.000937e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_drive_transit_ASC_commuter_shopping_eatout_othmaint_social_othdiscr_atwork</th>\n",
-       "      <td>0.512900</td>\n",
+       "      <th>coef_sov_ASC_walk_escort</th>\n",
+       "      <td>0.000000e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_drive_transit_ASC_express_shopping_eatout_othmaint_social_othdiscr_atwork</th>\n",
-       "      <td>0.664800</td>\n",
+       "      <th>coef_sov_ASC_walk_othdiscr</th>\n",
+       "      <td>-1.541924e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_drive_transit_ASC_ferry_shopping_eatout_othmaint_social_othdiscr_atwork</th>\n",
-       "      <td>0.646600</td>\n",
+       "      <th>coef_sov_ASC_walk_othmaint</th>\n",
+       "      <td>1.028660e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_drive_transit_ASC_heavyrail_shopping_eatout_othmaint_social_othdiscr_atwork</th>\n",
-       "      <td>0.540300</td>\n",
+       "      <th>coef_sov_ASC_walk_school</th>\n",
+       "      <td>3.206853e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_drive_transit_ASC_lightrail_shopping_eatout_othmaint_social_othdiscr_atwork</th>\n",
-       "      <td>0.539200</td>\n",
+       "      <th>coef_sov_ASC_walk_shopping</th>\n",
+       "      <td>4.947660e-06</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_auto_ASC_rh_shopping_eatout_othmaint_social_othdiscr</th>\n",
-       "      <td>-7.000000</td>\n",
+       "      <th>coef_sov_ASC_walk_social</th>\n",
+       "      <td>-4.512895e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_auto_ASC_sr2_shopping</th>\n",
-       "      <td>2.775344</td>\n",
+       "      <th>coef_sov_ASC_walk_univ</th>\n",
+       "      <td>0.000000e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_auto_ASC_sr3p_shopping</th>\n",
-       "      <td>-19.064341</td>\n",
+       "      <th>coef_sov_ASC_walk_work</th>\n",
+       "      <td>-1.780858e-04</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_auto_ASC_walk_shopping</th>\n",
-       "      <td>-23.468836</td>\n",
+       "      <th>coef_sr2_ASC_rh_univ</th>\n",
+       "      <td>0.000000e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_bike_ASC_rh_shopping_eatout_othmaint_social_othdiscr</th>\n",
-       "      <td>-12.305700</td>\n",
+       "      <th>coef_sr2_ASC_rh_work_school_escort_shopping_eatout_othmaint_social_othdiscr_atwork</th>\n",
+       "      <td>0.000000e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_bike_ASC_walk_shopping</th>\n",
-       "      <td>-7.047600</td>\n",
+       "      <th>coef_sr2_ASC_sr2_eatout</th>\n",
+       "      <td>-4.140956e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_drive_transit_ASC_commuter_shopping_eatout_othmaint_social_othdiscr</th>\n",
-       "      <td>0.512900</td>\n",
+       "      <th>coef_sr2_ASC_sr2_escort</th>\n",
+       "      <td>4.290147e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_drive_transit_ASC_express_shopping_eatout_othmaint_social_othdiscr</th>\n",
-       "      <td>0.664800</td>\n",
+       "      <th>coef_sr2_ASC_sr2_othdiscr</th>\n",
+       "      <td>-6.726220e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_drive_transit_ASC_ferry_shopping_eatout_othmaint_social_othdiscr</th>\n",
-       "      <td>0.646600</td>\n",
+       "      <th>coef_sr2_ASC_sr2_othmaint</th>\n",
+       "      <td>-3.357184e-04</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_drive_transit_ASC_heavyrail_shopping_eatout_othmaint_social_othdiscr</th>\n",
-       "      <td>0.540300</td>\n",
+       "      <th>coef_sr2_ASC_sr2_school</th>\n",
+       "      <td>5.619690e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_drive_transit_ASC_lightrail_shopping_eatout_othmaint_social_othdiscr</th>\n",
-       "      <td>0.539200</td>\n",
+       "      <th>coef_sr2_ASC_sr2_shopping</th>\n",
+       "      <td>5.088492e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_drive_transit_ASC_rh_shopping_eatout_othmaint_social_othdiscr</th>\n",
-       "      <td>4.613800</td>\n",
+       "      <th>coef_sr2_ASC_sr2_social</th>\n",
+       "      <td>-1.364701e-06</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_ride_hail_ASC_sr2_shopping_eatout_othmaint_social_othdiscr</th>\n",
-       "      <td>-7.000000</td>\n",
+       "      <th>coef_sr2_ASC_sr2_univ</th>\n",
+       "      <td>0.000000e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_ride_hail_ASC_sr3p_shopping_eatout_othmaint_social_othdiscr</th>\n",
-       "      <td>-7.000000</td>\n",
+       "      <th>coef_sr2_ASC_sr2_work</th>\n",
+       "      <td>3.859442e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_ride_hail_ASC_taxi_shopping_eatout_othmaint_social_othdiscr</th>\n",
-       "      <td>-7.000000</td>\n",
+       "      <th>coef_sr2_ASC_sr3p</th>\n",
+       "      <td>0.000000e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_ride_hail_ASC_tnc_single_shopping_eatout_othmaint_social_othdiscr</th>\n",
-       "      <td>-4.733900</td>\n",
+       "      <th>coef_sr2_ASC_walk_eatout</th>\n",
+       "      <td>-8.282582e-06</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_ride_hail_ASC_walk_shopping_eatout_othmaint_social_othdiscr</th>\n",
-       "      <td>-7.000000</td>\n",
+       "      <th>coef_sr2_ASC_walk_escort</th>\n",
+       "      <td>9.198932e-06</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_walk_ASC_rh_shopping_eatout_othmaint_social_othdiscr</th>\n",
-       "      <td>-3.036200</td>\n",
+       "      <th>coef_sr2_ASC_walk_othdiscr</th>\n",
+       "      <td>-3.271701e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_walk_transit_ASC_commuter_shopping_eatout_othmaint_social_othdiscr</th>\n",
-       "      <td>0.512900</td>\n",
+       "      <th>coef_sr2_ASC_walk_othmaint</th>\n",
+       "      <td>-4.830644e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_walk_transit_ASC_express_shopping_eatout_othmaint_social_othdiscr</th>\n",
-       "      <td>0.664800</td>\n",
+       "      <th>coef_sr2_ASC_walk_school</th>\n",
+       "      <td>-1.464562e-04</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_walk_transit_ASC_ferry_shopping_eatout_othmaint_social_othdiscr</th>\n",
-       "      <td>0.646600</td>\n",
+       "      <th>coef_sr2_ASC_walk_shopping</th>\n",
+       "      <td>-4.380221e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_walk_transit_ASC_heavyrail_shopping_eatout_othmaint_social_othdiscr</th>\n",
-       "      <td>21.596514</td>\n",
+       "      <th>coef_sr2_ASC_walk_social</th>\n",
+       "      <td>-7.099048e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_walk_transit_ASC_lightrail_shopping_eatout_othmaint_social_othdiscr</th>\n",
-       "      <td>0.924477</td>\n",
+       "      <th>coef_sr2_ASC_walk_univ</th>\n",
+       "      <td>0.000000e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_walk_transit_ASC_rh_shopping_eatout_othmaint_social_othdiscr</th>\n",
-       "      <td>3.132294</td>\n",
+       "      <th>coef_sr2_ASC_walk_work</th>\n",
+       "      <td>1.223257e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_walk_transit_ASC_sr2_shopping</th>\n",
-       "      <td>-21.576802</td>\n",
+       "      <th>coef_sr3p_ASC_rh_school</th>\n",
+       "      <td>1.022791e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_walk_transit_ASC_sr3p_shopping</th>\n",
-       "      <td>-25.595300</td>\n",
+       "      <th>coef_sr3p_ASC_rh_univ_escort_shopping_eatout_othmaint_social_othdiscr</th>\n",
+       "      <td>0.000000e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_walk_transit_ASC_walk_shopping</th>\n",
-       "      <td>-101.701521</td>\n",
+       "      <th>coef_sr3p_ASC_rh_work</th>\n",
+       "      <td>-3.585395e-34</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sov_ASC_walk_shopping</th>\n",
-       "      <td>-3.786742</td>\n",
+       "      <th>coef_sr3p_ASC_sr2_eatout</th>\n",
+       "      <td>4.626279e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr2_ASC_sr2_shopping</th>\n",
-       "      <td>1.746355</td>\n",
+       "      <th>coef_sr3p_ASC_sr2_escort</th>\n",
+       "      <td>1.179670e-04</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr2_ASC_walk_shopping</th>\n",
-       "      <td>-3.653076</td>\n",
+       "      <th>coef_sr3p_ASC_sr2_othdiscr</th>\n",
+       "      <td>-2.422139e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr3p_ASC_sr2_shopping</th>\n",
-       "      <td>0.336306</td>\n",
+       "      <th>coef_sr3p_ASC_sr2_othmaint</th>\n",
+       "      <td>4.015271e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr3p_ASC_sr3p_shopping</th>\n",
-       "      <td>1.642740</td>\n",
+       "      <th>coef_sr3p_ASC_sr2_school</th>\n",
+       "      <td>-7.447033e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr3p_ASC_walk_shopping</th>\n",
-       "      <td>-3.919129</td>\n",
+       "      <th>coef_sr3p_ASC_sr2_shopping</th>\n",
+       "      <td>-1.080924e-04</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_commuter_shopping_eatout_othmaint_social_othdiscr_atwork</th>\n",
-       "      <td>0.512900</td>\n",
+       "      <th>coef_sr3p_ASC_sr2_social</th>\n",
+       "      <td>5.325523e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_express_shopping_eatout_othmaint_social_othdiscr_atwork</th>\n",
-       "      <td>0.664800</td>\n",
+       "      <th>coef_sr3p_ASC_sr2_univ</th>\n",
+       "      <td>0.000000e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_ferry_shopping_eatout_othmaint_social_othdiscr_atwork</th>\n",
-       "      <td>0.646600</td>\n",
+       "      <th>coef_sr3p_ASC_sr2_work</th>\n",
+       "      <td>1.444028e-04</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_heavyrail_shopping_eatout_othmaint_social_othdiscr_atwork</th>\n",
-       "      <td>0.926216</td>\n",
+       "      <th>coef_sr3p_ASC_sr3p_eatout</th>\n",
+       "      <td>-9.199681e-07</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_lightrail_shopping_eatout_othmaint_social_othdiscr_atwork</th>\n",
-       "      <td>0.831361</td>\n",
+       "      <th>coef_sr3p_ASC_sr3p_escort</th>\n",
+       "      <td>8.270563e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_sr2_shopping</th>\n",
-       "      <td>-2.123317</td>\n",
+       "      <th>coef_sr3p_ASC_sr3p_othdiscr</th>\n",
+       "      <td>-4.927531e-06</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_sr3p_shopping</th>\n",
-       "      <td>-91.093531</td>\n",
+       "      <th>coef_sr3p_ASC_sr3p_othmaint</th>\n",
+       "      <td>-5.334583e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_walk_shopping</th>\n",
-       "      <td>-0.813508</td>\n",
+       "      <th>coef_sr3p_ASC_sr3p_school</th>\n",
+       "      <td>-6.413479e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_bike_ASC_walk_eatout</th>\n",
-       "      <td>-174.816115</td>\n",
+       "      <th>coef_sr3p_ASC_sr3p_shopping</th>\n",
+       "      <td>2.347327e-06</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_auto_ASC_sr2_eatout_othmaint_social_othdiscr</th>\n",
-       "      <td>0.381044</td>\n",
+       "      <th>coef_sr3p_ASC_sr3p_social</th>\n",
+       "      <td>-7.650571e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_auto_ASC_sr3p_eatout_othmaint_social_othdiscr</th>\n",
-       "      <td>0.389086</td>\n",
+       "      <th>coef_sr3p_ASC_sr3p_univ</th>\n",
+       "      <td>0.000000e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_auto_ASC_walk_eatout_othmaint_social_othdiscr</th>\n",
-       "      <td>-4.379431</td>\n",
+       "      <th>coef_sr3p_ASC_sr3p_work</th>\n",
+       "      <td>6.672288e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_bike_ASC_walk_eatout</th>\n",
-       "      <td>-15.558800</td>\n",
+       "      <th>coef_sr3p_ASC_walk_eatout</th>\n",
+       "      <td>-1.002897e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_walk_transit_ASC_sr2_eatout</th>\n",
-       "      <td>-14.914320</td>\n",
+       "      <th>coef_sr3p_ASC_walk_escort</th>\n",
+       "      <td>-1.132764e-04</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_walk_transit_ASC_sr3p_eatout</th>\n",
-       "      <td>-16.758772</td>\n",
+       "      <th>coef_sr3p_ASC_walk_othdiscr</th>\n",
+       "      <td>1.694649e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_walk_transit_ASC_walk_eatout</th>\n",
-       "      <td>1.101858</td>\n",
+       "      <th>coef_sr3p_ASC_walk_othmaint</th>\n",
+       "      <td>1.223450e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_ride_hail_ASC_sr2_eatout_social_othdiscr</th>\n",
-       "      <td>-16.851846</td>\n",
+       "      <th>coef_sr3p_ASC_walk_school</th>\n",
+       "      <td>6.705206e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_ride_hail_ASC_sr3p_eatout_social_othdiscr</th>\n",
-       "      <td>-11.873288</td>\n",
+       "      <th>coef_sr3p_ASC_walk_shopping</th>\n",
+       "      <td>-3.926960e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_ride_hail_ASC_taxi_eatout_social_othdiscr</th>\n",
-       "      <td>-2.563243</td>\n",
+       "      <th>coef_sr3p_ASC_walk_social</th>\n",
+       "      <td>-5.151184e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_ride_hail_ASC_tnc_single_eatout_social_othdiscr</th>\n",
-       "      <td>23.995880</td>\n",
+       "      <th>coef_sr3p_ASC_walk_univ</th>\n",
+       "      <td>0.000000e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_ride_hail_ASC_walk_eatout_social_othdiscr</th>\n",
-       "      <td>-17.718714</td>\n",
+       "      <th>coef_sr3p_ASC_walk_work</th>\n",
+       "      <td>-2.902005e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sov_ASC_walk_eatout</th>\n",
-       "      <td>-2.633796</td>\n",
+       "      <th>coef_walk_ASC_rh</th>\n",
+       "      <td>0.000000e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr2_ASC_sr2_eatout</th>\n",
-       "      <td>1.101640</td>\n",
+       "      <th>coef_walk_transit_ASC_commuter_escort</th>\n",
+       "      <td>0.000000e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr2_ASC_walk_eatout</th>\n",
-       "      <td>-4.547177</td>\n",
+       "      <th>coef_walk_transit_ASC_commuter_shopping_eatout_othmaint_social_othdiscr_atwork</th>\n",
+       "      <td>2.306946e-06</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr3p_ASC_sr2_eatout</th>\n",
-       "      <td>-0.213200</td>\n",
+       "      <th>coef_walk_transit_ASC_commuter_univ_school</th>\n",
+       "      <td>-1.192088e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr3p_ASC_sr3p_eatout</th>\n",
-       "      <td>1.474080</td>\n",
+       "      <th>coef_walk_transit_ASC_commuter_work</th>\n",
+       "      <td>1.090185e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr3p_ASC_walk_eatout</th>\n",
-       "      <td>-2.508248</td>\n",
+       "      <th>coef_walk_transit_ASC_express_escort</th>\n",
+       "      <td>0.000000e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_rh_eatout_social_othdiscr</th>\n",
-       "      <td>-2.658491</td>\n",
+       "      <th>coef_walk_transit_ASC_express_shopping_eatout_othmaint_social_othdiscr_atwork</th>\n",
+       "      <td>-1.268928e-04</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_sr2_eatout</th>\n",
-       "      <td>-2.006929</td>\n",
+       "      <th>coef_walk_transit_ASC_express_univ_school</th>\n",
+       "      <td>-9.703439e-06</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_sr3p_eatout</th>\n",
-       "      <td>-2.523163</td>\n",
+       "      <th>coef_walk_transit_ASC_express_work</th>\n",
+       "      <td>1.090671e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_walk_eatout</th>\n",
-       "      <td>0.166429</td>\n",
+       "      <th>coef_walk_transit_ASC_ferry_escort</th>\n",
+       "      <td>0.000000e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_bike_ASC_walk_othmaint</th>\n",
-       "      <td>-0.784009</td>\n",
+       "      <th>coef_walk_transit_ASC_ferry_shopping_eatout_othmaint_social_othdiscr_atwork</th>\n",
+       "      <td>-3.047071e-10</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_ivt_othmaint_social</th>\n",
-       "      <td>-0.012116</td>\n",
+       "      <th>coef_walk_transit_ASC_ferry_univ_school</th>\n",
+       "      <td>2.887862e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_bike_ASC_walk_othmaint</th>\n",
-       "      <td>-13.519200</td>\n",
+       "      <th>coef_walk_transit_ASC_ferry_work</th>\n",
+       "      <td>-7.060814e-06</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_walk_transit_ASC_sr2_othmaint</th>\n",
-       "      <td>-11.323061</td>\n",
+       "      <th>coef_walk_transit_ASC_heavyrail_escort</th>\n",
+       "      <td>8.334112e-07</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_walk_transit_ASC_sr3p_othmaint</th>\n",
-       "      <td>-44.010114</td>\n",
+       "      <th>coef_walk_transit_ASC_heavyrail_shopping_eatout_othmaint_social_othdiscr_atwork</th>\n",
+       "      <td>2.034887e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_walk_transit_ASC_walk_othmaint</th>\n",
-       "      <td>-73.569640</td>\n",
+       "      <th>coef_walk_transit_ASC_heavyrail_univ_school</th>\n",
+       "      <td>1.130434e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sov_ASC_walk_othmaint</th>\n",
-       "      <td>-4.426307</td>\n",
+       "      <th>coef_walk_transit_ASC_heavyrail_work</th>\n",
+       "      <td>1.800939e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr2_ASC_sr2_othmaint</th>\n",
-       "      <td>0.934836</td>\n",
+       "      <th>coef_walk_transit_ASC_lightrail_escort</th>\n",
+       "      <td>2.747481e-07</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr2_ASC_walk_othmaint</th>\n",
-       "      <td>-3.138692</td>\n",
+       "      <th>coef_walk_transit_ASC_lightrail_shopping_eatout_othmaint_social_othdiscr_atwork</th>\n",
+       "      <td>5.538127e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr3p_ASC_sr2_othmaint</th>\n",
-       "      <td>0.042064</td>\n",
+       "      <th>coef_walk_transit_ASC_lightrail_univ_school</th>\n",
+       "      <td>-6.674879e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr3p_ASC_sr3p_othmaint</th>\n",
-       "      <td>1.128336</td>\n",
+       "      <th>coef_walk_transit_ASC_lightrail_work</th>\n",
+       "      <td>9.489701e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr3p_ASC_walk_othmaint</th>\n",
-       "      <td>-5.066409</td>\n",
+       "      <th>coef_walk_transit_ASC_rh_eatout_social_othdiscr</th>\n",
+       "      <td>4.837296e-06</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_sr2_othmaint</th>\n",
-       "      <td>-34.674600</td>\n",
+       "      <th>coef_walk_transit_ASC_rh_escort_shopping_othmaint</th>\n",
+       "      <td>4.659828e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_sr3p_othmaint</th>\n",
-       "      <td>-29.385800</td>\n",
+       "      <th>coef_walk_transit_ASC_rh_school</th>\n",
+       "      <td>3.174726e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_walk_othmaint</th>\n",
-       "      <td>-0.288117</td>\n",
+       "      <th>coef_walk_transit_ASC_rh_univ</th>\n",
+       "      <td>0.000000e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_bike_ASC_walk_social</th>\n",
-       "      <td>-13.240952</td>\n",
+       "      <th>coef_walk_transit_ASC_rh_work</th>\n",
+       "      <td>-1.723890e-06</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_bike_ASC_walk_social</th>\n",
-       "      <td>-26.171400</td>\n",
+       "      <th>coef_walk_transit_ASC_sr2_eatout</th>\n",
+       "      <td>-1.514648e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_walk_transit_ASC_sr2_social</th>\n",
-       "      <td>-20.502200</td>\n",
+       "      <th>coef_walk_transit_ASC_sr2_escort</th>\n",
+       "      <td>-9.735364e-06</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_walk_transit_ASC_sr3p_social</th>\n",
-       "      <td>-34.737800</td>\n",
+       "      <th>coef_walk_transit_ASC_sr2_othdiscr</th>\n",
+       "      <td>2.700726e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_walk_transit_ASC_walk_social</th>\n",
-       "      <td>-2.385214</td>\n",
+       "      <th>coef_walk_transit_ASC_sr2_othmaint</th>\n",
+       "      <td>-6.519662e-20</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sov_ASC_walk_social</th>\n",
-       "      <td>-25.269333</td>\n",
+       "      <th>coef_walk_transit_ASC_sr2_school</th>\n",
+       "      <td>-2.011443e-06</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr2_ASC_sr2_social</th>\n",
-       "      <td>0.768269</td>\n",
+       "      <th>coef_walk_transit_ASC_sr2_shopping</th>\n",
+       "      <td>-9.388409e-06</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr2_ASC_walk_social</th>\n",
-       "      <td>-2.850657</td>\n",
+       "      <th>coef_walk_transit_ASC_sr2_social</th>\n",
+       "      <td>9.230328e-07</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr3p_ASC_sr2_social</th>\n",
-       "      <td>-0.122347</td>\n",
+       "      <th>coef_walk_transit_ASC_sr2_univ</th>\n",
+       "      <td>0.000000e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr3p_ASC_sr3p_social</th>\n",
-       "      <td>1.210687</td>\n",
+       "      <th>coef_walk_transit_ASC_sr2_work</th>\n",
+       "      <td>-1.261236e-04</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr3p_ASC_walk_social</th>\n",
-       "      <td>-3.080113</td>\n",
+       "      <th>coef_walk_transit_ASC_sr3p_eatout</th>\n",
+       "      <td>6.744761e-06</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_sr2_social</th>\n",
-       "      <td>-2.064534</td>\n",
+       "      <th>coef_walk_transit_ASC_sr3p_escort</th>\n",
+       "      <td>-2.229624e-07</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_sr3p_social</th>\n",
-       "      <td>-21.630900</td>\n",
+       "      <th>coef_walk_transit_ASC_sr3p_othdiscr</th>\n",
+       "      <td>-1.310142e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_walk_social</th>\n",
-       "      <td>-2.314604</td>\n",
+       "      <th>coef_walk_transit_ASC_sr3p_othmaint</th>\n",
+       "      <td>-1.028683e-16</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_bike_ASC_walk_othdiscr</th>\n",
-       "      <td>-1.397187</td>\n",
+       "      <th>coef_walk_transit_ASC_sr3p_school</th>\n",
+       "      <td>1.154167e-04</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_bike_ASC_walk_othdiscr</th>\n",
-       "      <td>-14.444000</td>\n",
+       "      <th>coef_walk_transit_ASC_sr3p_shopping</th>\n",
+       "      <td>-5.588721e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_walk_transit_ASC_sr2_othdiscr</th>\n",
-       "      <td>-14.980100</td>\n",
+       "      <th>coef_walk_transit_ASC_sr3p_social</th>\n",
+       "      <td>-1.622526e-16</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_walk_transit_ASC_sr3p_othdiscr</th>\n",
-       "      <td>-16.735568</td>\n",
+       "      <th>coef_walk_transit_ASC_sr3p_univ</th>\n",
+       "      <td>0.000000e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_walk_transit_ASC_walk_othdiscr</th>\n",
-       "      <td>-25.948045</td>\n",
+       "      <th>coef_walk_transit_ASC_sr3p_work</th>\n",
+       "      <td>-1.697982e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sov_ASC_walk_othdiscr</th>\n",
-       "      <td>-4.939783</td>\n",
+       "      <th>coef_walk_transit_ASC_walk_eatout</th>\n",
+       "      <td>-1.290994e-04</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr2_ASC_sr2_othdiscr</th>\n",
-       "      <td>0.855704</td>\n",
+       "      <th>coef_walk_transit_ASC_walk_escort</th>\n",
+       "      <td>1.459589e-06</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr2_ASC_walk_othdiscr</th>\n",
-       "      <td>-2.470470</td>\n",
+       "      <th>coef_walk_transit_ASC_walk_othdiscr</th>\n",
+       "      <td>-6.642421e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr3p_ASC_sr2_othdiscr</th>\n",
-       "      <td>-0.417630</td>\n",
+       "      <th>coef_walk_transit_ASC_walk_othmaint</th>\n",
+       "      <td>-5.294680e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr3p_ASC_sr3p_othdiscr</th>\n",
-       "      <td>0.844944</td>\n",
+       "      <th>coef_walk_transit_ASC_walk_school</th>\n",
+       "      <td>9.694344e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr3p_ASC_walk_othdiscr</th>\n",
-       "      <td>-5.841028</td>\n",
+       "      <th>coef_walk_transit_ASC_walk_shopping</th>\n",
+       "      <td>4.504021e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_sr2_othdiscr</th>\n",
-       "      <td>-1.232224</td>\n",
+       "      <th>coef_walk_transit_ASC_walk_social</th>\n",
+       "      <td>-7.533156e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_sr3p_othdiscr</th>\n",
-       "      <td>-1.199264</td>\n",
+       "      <th>coef_walk_transit_ASC_walk_univ</th>\n",
+       "      <td>0.000000e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_walk_othdiscr</th>\n",
-       "      <td>-0.980497</td>\n",
+       "      <th>coef_walk_transit_ASC_walk_work</th>\n",
+       "      <td>-1.629846e-04</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
-       "</table></td></tr><tr><td>loglike</td><td style=\"text-align:left;\">-7541.342641931288</td></tr><tr><td>d_loglike</td><td style=\"text-align:left;\"><table border=\"1\" class=\"dataframe\">\n",
+       "</table></td></tr><tr><td>nit</td><td style=\"text-align:left;\">304</td></tr><tr><td>nfev</td><td style=\"text-align:left;\">317</td></tr><tr><td>njev</td><td style=\"text-align:left;\">304</td></tr><tr><td>status</td><td style=\"text-align:left;\">0</td></tr><tr><td>message</td><td style=\"text-align:left;\">'Optimization terminated successfully'</td></tr><tr><td>success</td><td style=\"text-align:left;\">True</td></tr><tr><td>elapsed_time</td><td style=\"text-align:left;\">0:03:32.168906</td></tr><tr><td>method</td><td style=\"text-align:left;\">'SLSQP'</td></tr><tr><td>n_cases</td><td style=\"text-align:left;\">162587</td></tr><tr><td>iteration_number</td><td style=\"text-align:left;\">304</td></tr><tr><td>loglike</td><td style=\"text-align:left;\">-83882.486683268</td></tr></table></div>"
+      ],
+      "text/plain": [
+       "┣                x: -999                                  -999.000000\n",
+       "┃                   1                                        1.000000\n",
+       "┃                   coef_age010_trn                          0.131028\n",
+       "┃                   coef_age1619_da                          0.432972\n",
+       "┃                   coef_age16p_sr                          -0.403317\n",
+       "┃                                                             ...    \n",
+       "┃                   coef_walk_transit_ASC_walk_school       -1.566510\n",
+       "┃                   coef_walk_transit_ASC_walk_shopping     -1.250219\n",
+       "┃                   coef_walk_transit_ASC_walk_social       -0.846190\n",
+       "┃                   coef_walk_transit_ASC_walk_univ         -1.031100\n",
+       "┃                   coef_walk_transit_ASC_walk_work          0.296352\n",
+       "┃                   Length: 272, dtype: float64\n",
+       "┣          logloss: 0.5159237004389526\n",
+       "┣        d_logloss: -999                                   0.000000\n",
+       "┃                   1                                      0.000000\n",
+       "┃                   coef_age010_trn                       -0.000081\n",
+       "┃                   coef_age1619_da                       -0.000052\n",
+       "┃                   coef_age16p_sr                        -0.000041\n",
+       "┃                                                            ...   \n",
+       "┃                   coef_walk_transit_ASC_walk_school      0.000097\n",
+       "┃                   coef_walk_transit_ASC_walk_shopping    0.000045\n",
+       "┃                   coef_walk_transit_ASC_walk_social     -0.000075\n",
+       "┃                   coef_walk_transit_ASC_walk_univ        0.000000\n",
+       "┃                   coef_walk_transit_ASC_walk_work       -0.000163\n",
+       "┃                   Length: 272, dtype: float64\n",
+       "┣              nit: 304\n",
+       "┣             nfev: 317\n",
+       "┣             njev: 304\n",
+       "┣           status: 0\n",
+       "┣          message: 'Optimization terminated successfully'\n",
+       "┣          success: True\n",
+       "┣     elapsed_time: datetime.timedelta(seconds=212, microseconds=168906)\n",
+       "┣           method: 'SLSQP'\n",
+       "┣          n_cases: 162587\n",
+       "┣ iteration_number: 304\n",
+       "┣          loglike: -83882.486683268"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "model.maximize_loglike(method='SLSQP', options={\"maxiter\": 1000})"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Estimated coefficients"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
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#T_6a7f0_row252_col1, #T_6a7f0_row253_col0, #T_6a7f0_row253_col1, #T_6a7f0_row254_col0, #T_6a7f0_row254_col1, #T_6a7f0_row255_col0, #T_6a7f0_row255_col1, #T_6a7f0_row256_col0, #T_6a7f0_row256_col1, #T_6a7f0_row257_col0, #T_6a7f0_row257_col1, #T_6a7f0_row258_col0, #T_6a7f0_row258_col1, #T_6a7f0_row259_col0, #T_6a7f0_row259_col1, #T_6a7f0_row260_col0, #T_6a7f0_row260_col1, #T_6a7f0_row261_col0, #T_6a7f0_row261_col1, #T_6a7f0_row262_col0, #T_6a7f0_row262_col1, #T_6a7f0_row263_col0, #T_6a7f0_row263_col1, #T_6a7f0_row264_col0, #T_6a7f0_row264_col1, #T_6a7f0_row265_col0, #T_6a7f0_row265_col1, #T_6a7f0_row266_col0, #T_6a7f0_row266_col1, #T_6a7f0_row267_col0, #T_6a7f0_row267_col1, #T_6a7f0_row268_col0, #T_6a7f0_row268_col1, #T_6a7f0_row269_col0, #T_6a7f0_row269_col1, #T_6a7f0_row270_col0, #T_6a7f0_row270_col1, #T_6a7f0_row271_col0, #T_6a7f0_row271_col1 {\n",
+       "  font-family: monospace;\n",
+       "}\n",
+       "</style>\n",
+       "<table id=\"T_6a7f0\">\n",
        "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>0</th>\n",
+       "    <tr>\n",
+       "      <th class=\"blank level0\" >&nbsp;</th>\n",
+       "      <th id=\"T_6a7f0_level0_col0\" class=\"col_heading level0 col0\" >Value</th>\n",
+       "      <th id=\"T_6a7f0_level0_col1\" class=\"col_heading level0 col1\" >Null Value</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th class=\"index_name level0\" >Parameter</th>\n",
+       "      <th class=\"blank col0\" >&nbsp;</th>\n",
+       "      <th class=\"blank col1\" >&nbsp;</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>-999</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row0\" class=\"row_heading level0 row0\" >-999</th>\n",
+       "      <td id=\"T_6a7f0_row0_col0\" class=\"data row0 col0\" >-999.</td>\n",
+       "      <td id=\"T_6a7f0_row0_col1\" class=\"data row0 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
+       "      <td id=\"T_6a7f0_row1_col0\" class=\"data row1 col0\" > 1.00</td>\n",
+       "      <td id=\"T_6a7f0_row1_col1\" class=\"data row1 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_age010_trn</th>\n",
-       "      <td>6.536294e-06</td>\n",
+       "      <th id=\"T_6a7f0_level0_row2\" class=\"row_heading level0 row2\" >coef_age010_trn</th>\n",
+       "      <td id=\"T_6a7f0_row2_col0\" class=\"data row2 col0\" > 0.131</td>\n",
+       "      <td id=\"T_6a7f0_row2_col1\" class=\"data row2 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_age1619_da</th>\n",
-       "      <td>-2.022165e-05</td>\n",
+       "      <th id=\"T_6a7f0_level0_row3\" class=\"row_heading level0 row3\" >coef_age1619_da</th>\n",
+       "      <td id=\"T_6a7f0_row3_col0\" class=\"data row3 col0\" > 0.433</td>\n",
+       "      <td id=\"T_6a7f0_row3_col1\" class=\"data row3 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_age16p_sr</th>\n",
-       "      <td>-1.531626e-03</td>\n",
+       "      <th id=\"T_6a7f0_level0_row4\" class=\"row_heading level0 row4\" >coef_age16p_sr</th>\n",
+       "      <td id=\"T_6a7f0_row4_col0\" class=\"data row4 col0\" >-0.403</td>\n",
+       "      <td id=\"T_6a7f0_row4_col1\" class=\"data row4 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_bike_ASC_rh</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row5\" class=\"row_heading level0 row5\" >coef_bike_ASC_rh</th>\n",
+       "      <td id=\"T_6a7f0_row5_col0\" class=\"data row5 col0\" >-7.00</td>\n",
+       "      <td id=\"T_6a7f0_row5_col1\" class=\"data row5 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_bike_ASC_walk_work</th>\n",
-       "      <td>4.331337e-05</td>\n",
+       "      <th id=\"T_6a7f0_level0_row6\" class=\"row_heading level0 row6\" >coef_bike_ASC_walk_eatout</th>\n",
+       "      <td id=\"T_6a7f0_row6_col0\" class=\"data row6 col0\" >-1.69</td>\n",
+       "      <td id=\"T_6a7f0_row6_col1\" class=\"data row6 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_drive_transit_ASC_commuter_work</th>\n",
-       "      <td>-4.495517e-05</td>\n",
+       "      <th id=\"T_6a7f0_level0_row7\" class=\"row_heading level0 row7\" >coef_bike_ASC_walk_escort</th>\n",
+       "      <td id=\"T_6a7f0_row7_col0\" class=\"data row7 col0\" >-13.5</td>\n",
+       "      <td id=\"T_6a7f0_row7_col1\" class=\"data row7 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_drive_transit_ASC_express_work</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row8\" class=\"row_heading level0 row8\" >coef_bike_ASC_walk_othdiscr</th>\n",
+       "      <td id=\"T_6a7f0_row8_col0\" class=\"data row8 col0\" >-1.32</td>\n",
+       "      <td id=\"T_6a7f0_row8_col1\" class=\"data row8 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_drive_transit_ASC_ferry_work</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row9\" class=\"row_heading level0 row9\" >coef_bike_ASC_walk_othmaint</th>\n",
+       "      <td id=\"T_6a7f0_row9_col0\" class=\"data row9 col0\" >-0.712</td>\n",
+       "      <td id=\"T_6a7f0_row9_col1\" class=\"data row9 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_drive_transit_ASC_heavyrail_work</th>\n",
-       "      <td>-4.473961e-10</td>\n",
+       "      <th id=\"T_6a7f0_level0_row10\" class=\"row_heading level0 row10\" >coef_bike_ASC_walk_school</th>\n",
+       "      <td id=\"T_6a7f0_row10_col0\" class=\"data row10 col0\" >-2.41</td>\n",
+       "      <td id=\"T_6a7f0_row10_col1\" class=\"data row10 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_drive_transit_ASC_lightrail_work</th>\n",
-       "      <td>-2.507220e-09</td>\n",
+       "      <th id=\"T_6a7f0_level0_row11\" class=\"row_heading level0 row11\" >coef_bike_ASC_walk_shopping</th>\n",
+       "      <td id=\"T_6a7f0_row11_col0\" class=\"data row11 col0\" >-1.58</td>\n",
+       "      <td id=\"T_6a7f0_row11_col1\" class=\"data row11 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_drive_transit_ASC_rh</th>\n",
-       "      <td>-1.718236e-62</td>\n",
+       "      <th id=\"T_6a7f0_level0_row12\" class=\"row_heading level0 row12\" >coef_bike_ASC_walk_social</th>\n",
+       "      <td id=\"T_6a7f0_row12_col0\" class=\"data row12 col0\" >-13.2</td>\n",
+       "      <td id=\"T_6a7f0_row12_col1\" class=\"data row12 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_hhsize1_sr</th>\n",
-       "      <td>4.378810e-05</td>\n",
+       "      <th id=\"T_6a7f0_level0_row13\" class=\"row_heading level0 row13\" >coef_bike_ASC_walk_univ</th>\n",
+       "      <td id=\"T_6a7f0_row13_col0\" class=\"data row13 col0\" >-0.340</td>\n",
+       "      <td id=\"T_6a7f0_row13_col1\" class=\"data row13 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_hhsize2_sr</th>\n",
-       "      <td>-9.408883e-04</td>\n",
+       "      <th id=\"T_6a7f0_level0_row14\" class=\"row_heading level0 row14\" >coef_bike_ASC_walk_work</th>\n",
+       "      <td id=\"T_6a7f0_row14_col0\" class=\"data row14 col0\" >-2.06</td>\n",
+       "      <td id=\"T_6a7f0_row14_col1\" class=\"data row14 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_ivt_work</th>\n",
-       "      <td>5.462510e-02</td>\n",
+       "      <th id=\"T_6a7f0_level0_row15\" class=\"row_heading level0 row15\" >coef_drive_transit_ASC_commuter_escort</th>\n",
+       "      <td id=\"T_6a7f0_row15_col0\" class=\"data row15 col0\" > 0.544</td>\n",
+       "      <td id=\"T_6a7f0_row15_col1\" class=\"data row15 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_auto_ASC_rh_work_univ_school_escort_atwork</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row16\" class=\"row_heading level0 row16\" >coef_drive_transit_ASC_commuter_shopping_eatout_othmaint_social_othdiscr_atwork</th>\n",
+       "      <td id=\"T_6a7f0_row16_col0\" class=\"data row16 col0\" > 6.90</td>\n",
+       "      <td id=\"T_6a7f0_row16_col1\" class=\"data row16 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_auto_ASC_sr2_work_univ_school_escort_atwork</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row17\" class=\"row_heading level0 row17\" >coef_drive_transit_ASC_commuter_univ_school</th>\n",
+       "      <td id=\"T_6a7f0_row17_col0\" class=\"data row17 col0\" > 3.47</td>\n",
+       "      <td id=\"T_6a7f0_row17_col1\" class=\"data row17 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_auto_ASC_sr3p_work_univ_school_escort_atwork</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row18\" class=\"row_heading level0 row18\" >coef_drive_transit_ASC_commuter_work</th>\n",
+       "      <td id=\"T_6a7f0_row18_col0\" class=\"data row18 col0\" > 0.929</td>\n",
+       "      <td id=\"T_6a7f0_row18_col1\" class=\"data row18 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_auto_ASC_walk_work_univ_school_escort_atwork</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row19\" class=\"row_heading level0 row19\" >coef_drive_transit_ASC_express_escort</th>\n",
+       "      <td id=\"T_6a7f0_row19_col0\" class=\"data row19 col0\" > 0.755</td>\n",
+       "      <td id=\"T_6a7f0_row19_col1\" class=\"data row19 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_bike_ASC_rh_work_univ_school_escort_atwork</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row20\" class=\"row_heading level0 row20\" >coef_drive_transit_ASC_express_shopping_eatout_othmaint_social_othdiscr_atwork</th>\n",
+       "      <td id=\"T_6a7f0_row20_col0\" class=\"data row20 col0\" > 0.673</td>\n",
+       "      <td id=\"T_6a7f0_row20_col1\" class=\"data row20 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_bike_ASC_walk_work_univ_school_escort_atwork</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row21\" class=\"row_heading level0 row21\" >coef_drive_transit_ASC_express_univ_school</th>\n",
+       "      <td id=\"T_6a7f0_row21_col0\" class=\"data row21 col0\" >-0.0910</td>\n",
+       "      <td id=\"T_6a7f0_row21_col1\" class=\"data row21 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_drive_transit_ASC_commuter_work_univ_school_escort_atwork</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row22\" class=\"row_heading level0 row22\" >coef_drive_transit_ASC_express_work</th>\n",
+       "      <td id=\"T_6a7f0_row22_col0\" class=\"data row22 col0\" > 0.0633</td>\n",
+       "      <td id=\"T_6a7f0_row22_col1\" class=\"data row22 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_drive_transit_ASC_express_work_univ_school_escort_atwork</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row23\" class=\"row_heading level0 row23\" >coef_drive_transit_ASC_ferry_escort</th>\n",
+       "      <td id=\"T_6a7f0_row23_col0\" class=\"data row23 col0\" > 0.601</td>\n",
+       "      <td id=\"T_6a7f0_row23_col1\" class=\"data row23 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_drive_transit_ASC_ferry_work_univ_school_escort_atwork</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row24\" class=\"row_heading level0 row24\" >coef_drive_transit_ASC_ferry_shopping_eatout_othmaint_social_othdiscr_atwork</th>\n",
+       "      <td id=\"T_6a7f0_row24_col0\" class=\"data row24 col0\" >-1.44</td>\n",
+       "      <td id=\"T_6a7f0_row24_col1\" class=\"data row24 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_drive_transit_ASC_heavyrail_work_univ_school_escort_atwork</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row25\" class=\"row_heading level0 row25\" >coef_drive_transit_ASC_ferry_univ_school</th>\n",
+       "      <td id=\"T_6a7f0_row25_col0\" class=\"data row25 col0\" > 0.935</td>\n",
+       "      <td id=\"T_6a7f0_row25_col1\" class=\"data row25 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_drive_transit_ASC_lightrail_work_univ_school_escort_atwork</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row26\" class=\"row_heading level0 row26\" >coef_drive_transit_ASC_ferry_work</th>\n",
+       "      <td id=\"T_6a7f0_row26_col0\" class=\"data row26 col0\" > 0.556</td>\n",
+       "      <td id=\"T_6a7f0_row26_col1\" class=\"data row26 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_drive_transit_ASC_rh_work_univ_school_escort_atwork</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row27\" class=\"row_heading level0 row27\" >coef_drive_transit_ASC_heavyrail_escort</th>\n",
+       "      <td id=\"T_6a7f0_row27_col0\" class=\"data row27 col0\" >-3.97</td>\n",
+       "      <td id=\"T_6a7f0_row27_col1\" class=\"data row27 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_ride_hail_ASC_sr2_work_univ_school_escort_atwork</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row28\" class=\"row_heading level0 row28\" >coef_drive_transit_ASC_heavyrail_shopping_eatout_othmaint_social_othdiscr_atwork</th>\n",
+       "      <td id=\"T_6a7f0_row28_col0\" class=\"data row28 col0\" > 0.985</td>\n",
+       "      <td id=\"T_6a7f0_row28_col1\" class=\"data row28 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_ride_hail_ASC_sr3p_work_univ_school_escort_atwork</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row29\" class=\"row_heading level0 row29\" >coef_drive_transit_ASC_heavyrail_univ_school</th>\n",
+       "      <td id=\"T_6a7f0_row29_col0\" class=\"data row29 col0\" > 0.730</td>\n",
+       "      <td id=\"T_6a7f0_row29_col1\" class=\"data row29 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_ride_hail_ASC_taxi_work_univ_school_escort_atwork</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row30\" class=\"row_heading level0 row30\" >coef_drive_transit_ASC_heavyrail_work</th>\n",
+       "      <td id=\"T_6a7f0_row30_col0\" class=\"data row30 col0\" > 0.822</td>\n",
+       "      <td id=\"T_6a7f0_row30_col1\" class=\"data row30 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_ride_hail_ASC_tnc_shared</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row31\" class=\"row_heading level0 row31\" >coef_drive_transit_ASC_lightrail_escort</th>\n",
+       "      <td id=\"T_6a7f0_row31_col0\" class=\"data row31 col0\" > 2.31</td>\n",
+       "      <td id=\"T_6a7f0_row31_col1\" class=\"data row31 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_ride_hail_ASC_tnc_single_work_univ_school_escort_atwork</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row32\" class=\"row_heading level0 row32\" >coef_drive_transit_ASC_lightrail_shopping_eatout_othmaint_social_othdiscr_atwork</th>\n",
+       "      <td id=\"T_6a7f0_row32_col0\" class=\"data row32 col0\" > 0.502</td>\n",
+       "      <td id=\"T_6a7f0_row32_col1\" class=\"data row32 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_ride_hail_ASC_walk_transit</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row33\" class=\"row_heading level0 row33\" >coef_drive_transit_ASC_lightrail_univ_school</th>\n",
+       "      <td id=\"T_6a7f0_row33_col0\" class=\"data row33 col0\" > 3.94</td>\n",
+       "      <td id=\"T_6a7f0_row33_col1\" class=\"data row33 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_ride_hail_ASC_walk_work_univ_school_escort_atwork</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row34\" class=\"row_heading level0 row34\" >coef_drive_transit_ASC_lightrail_work</th>\n",
+       "      <td id=\"T_6a7f0_row34_col0\" class=\"data row34 col0\" > 0.635</td>\n",
+       "      <td id=\"T_6a7f0_row34_col1\" class=\"data row34 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_walk_ASC_rh_work_univ_school_escort_atwork</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row35\" class=\"row_heading level0 row35\" >coef_drive_transit_ASC_rh</th>\n",
+       "      <td id=\"T_6a7f0_row35_col0\" class=\"data row35 col0\" >-3.91</td>\n",
+       "      <td id=\"T_6a7f0_row35_col1\" class=\"data row35 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_walk_transit_ASC_commuter_work_univ_school_escort_atwork</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row36\" class=\"row_heading level0 row36\" >coef_hhsize1_sr</th>\n",
+       "      <td id=\"T_6a7f0_row36_col0\" class=\"data row36 col0\" >-0.790</td>\n",
+       "      <td id=\"T_6a7f0_row36_col1\" class=\"data row36 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_walk_transit_ASC_express_work_univ_school_escort_atwork</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row37\" class=\"row_heading level0 row37\" >coef_hhsize2_sr</th>\n",
+       "      <td id=\"T_6a7f0_row37_col0\" class=\"data row37 col0\" >-0.0583</td>\n",
+       "      <td id=\"T_6a7f0_row37_col1\" class=\"data row37 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_walk_transit_ASC_ferry_work_univ_school_escort_atwork</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row38\" class=\"row_heading level0 row38\" >coef_ivt_escort_shopping_eatout_othdiscr_atwork</th>\n",
+       "      <td id=\"T_6a7f0_row38_col0\" class=\"data row38 col0\" >-0.0120</td>\n",
+       "      <td id=\"T_6a7f0_row38_col1\" class=\"data row38 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_walk_transit_ASC_heavyrail_work_univ_school_escort_atwork</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row39\" class=\"row_heading level0 row39\" >coef_ivt_othmaint_social</th>\n",
+       "      <td id=\"T_6a7f0_row39_col0\" class=\"data row39 col0\" >-0.00816</td>\n",
+       "      <td id=\"T_6a7f0_row39_col1\" class=\"data row39 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_walk_transit_ASC_lightrail_work_univ_school_escort_atwork</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row40\" class=\"row_heading level0 row40\" >coef_ivt_univ_school</th>\n",
+       "      <td id=\"T_6a7f0_row40_col0\" class=\"data row40 col0\" >-0.0162</td>\n",
+       "      <td id=\"T_6a7f0_row40_col1\" class=\"data row40 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_walk_transit_ASC_rh_work_univ_school_escort_atwork</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row41\" class=\"row_heading level0 row41\" >coef_ivt_work</th>\n",
+       "      <td id=\"T_6a7f0_row41_col0\" class=\"data row41 col0\" >-0.0150</td>\n",
+       "      <td id=\"T_6a7f0_row41_col1\" class=\"data row41 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_walk_transit_ASC_sr2_work_univ_school_escort_atwork</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row42\" class=\"row_heading level0 row42\" >coef_joint_auto_ASC_rh_shopping_eatout_othmaint_social_othdiscr</th>\n",
+       "      <td id=\"T_6a7f0_row42_col0\" class=\"data row42 col0\" >-7.35</td>\n",
+       "      <td id=\"T_6a7f0_row42_col1\" class=\"data row42 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_walk_transit_ASC_sr3p_work_univ_school_escort_atwork</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row43\" class=\"row_heading level0 row43\" >coef_joint_auto_ASC_rh_work_univ_school_escort_atwork</th>\n",
+       "      <td id=\"T_6a7f0_row43_col0\" class=\"data row43 col0\" > 0.00</td>\n",
+       "      <td id=\"T_6a7f0_row43_col1\" class=\"data row43 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_walk_transit_ASC_walk_work_univ_school_escort_atwork</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row44\" class=\"row_heading level0 row44\" >coef_joint_auto_ASC_sr2_eatout_othmaint_social_othdiscr</th>\n",
+       "      <td id=\"T_6a7f0_row44_col0\" class=\"data row44 col0\" > 1.28</td>\n",
+       "      <td id=\"T_6a7f0_row44_col1\" class=\"data row44 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_nest_AUTO</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row45\" class=\"row_heading level0 row45\" >coef_joint_auto_ASC_sr2_shopping</th>\n",
+       "      <td id=\"T_6a7f0_row45_col0\" class=\"data row45 col0\" > 2.35</td>\n",
+       "      <td id=\"T_6a7f0_row45_col1\" class=\"data row45 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_nest_AUTO_DRIVEALONE</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row46\" class=\"row_heading level0 row46\" >coef_joint_auto_ASC_sr2_work_univ_school_escort_atwork</th>\n",
+       "      <td id=\"T_6a7f0_row46_col0\" class=\"data row46 col0\" > 0.00</td>\n",
+       "      <td id=\"T_6a7f0_row46_col1\" class=\"data row46 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_nest_AUTO_SHAREDRIDE2</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row47\" class=\"row_heading level0 row47\" >coef_joint_auto_ASC_sr3p_eatout_othmaint_social_othdiscr</th>\n",
+       "      <td id=\"T_6a7f0_row47_col0\" class=\"data row47 col0\" > 1.25</td>\n",
+       "      <td id=\"T_6a7f0_row47_col1\" class=\"data row47 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_nest_AUTO_SHAREDRIDE3</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row48\" class=\"row_heading level0 row48\" >coef_joint_auto_ASC_sr3p_shopping</th>\n",
+       "      <td id=\"T_6a7f0_row48_col0\" class=\"data row48 col0\" >-19.0</td>\n",
+       "      <td id=\"T_6a7f0_row48_col1\" class=\"data row48 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_nest_NONMOTORIZED</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row49\" class=\"row_heading level0 row49\" >coef_joint_auto_ASC_sr3p_work_univ_school_escort_atwork</th>\n",
+       "      <td id=\"T_6a7f0_row49_col0\" class=\"data row49 col0\" > 0.00</td>\n",
+       "      <td id=\"T_6a7f0_row49_col1\" class=\"data row49 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_nest_RIDEHAIL</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row50\" class=\"row_heading level0 row50\" >coef_joint_auto_ASC_walk_eatout_othmaint_social_othdiscr</th>\n",
+       "      <td id=\"T_6a7f0_row50_col0\" class=\"data row50 col0\" >-0.0990</td>\n",
+       "      <td id=\"T_6a7f0_row50_col1\" class=\"data row50 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_nest_TRANSIT</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row51\" class=\"row_heading level0 row51\" >coef_joint_auto_ASC_walk_shopping</th>\n",
+       "      <td id=\"T_6a7f0_row51_col0\" class=\"data row51 col0\" >-23.5</td>\n",
+       "      <td id=\"T_6a7f0_row51_col1\" class=\"data row51 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_nest_TRANSIT_DRIVEACCESS</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row52\" class=\"row_heading level0 row52\" >coef_joint_auto_ASC_walk_work_univ_school_escort_atwork</th>\n",
+       "      <td id=\"T_6a7f0_row52_col0\" class=\"data row52 col0\" > 0.00</td>\n",
+       "      <td id=\"T_6a7f0_row52_col1\" class=\"data row52 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_nest_TRANSIT_WALKACCESS</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row53\" class=\"row_heading level0 row53\" >coef_joint_bike_ASC_rh_shopping_eatout_othmaint_social_othdiscr</th>\n",
+       "      <td id=\"T_6a7f0_row53_col0\" class=\"data row53 col0\" >-12.3</td>\n",
+       "      <td id=\"T_6a7f0_row53_col1\" class=\"data row53 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_ride_hail_ASC_sr2_work</th>\n",
-       "      <td>-1.076131e-17</td>\n",
+       "      <th id=\"T_6a7f0_level0_row54\" class=\"row_heading level0 row54\" >coef_joint_bike_ASC_rh_work_univ_school_escort_atwork</th>\n",
+       "      <td id=\"T_6a7f0_row54_col0\" class=\"data row54 col0\" > 0.00</td>\n",
+       "      <td id=\"T_6a7f0_row54_col1\" class=\"data row54 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_ride_hail_ASC_sr3p_work_escort_shopping_othmaint_atwork</th>\n",
-       "      <td>-4.912817e-20</td>\n",
+       "      <th id=\"T_6a7f0_level0_row55\" class=\"row_heading level0 row55\" >coef_joint_bike_ASC_walk_eatout</th>\n",
+       "      <td id=\"T_6a7f0_row55_col0\" class=\"data row55 col0\" >-15.6</td>\n",
+       "      <td id=\"T_6a7f0_row55_col1\" class=\"data row55 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_ride_hail_ASC_taxi_work</th>\n",
-       "      <td>-2.445223e-27</td>\n",
+       "      <th id=\"T_6a7f0_level0_row56\" class=\"row_heading level0 row56\" >coef_joint_bike_ASC_walk_othdiscr</th>\n",
+       "      <td id=\"T_6a7f0_row56_col0\" class=\"data row56 col0\" >-14.4</td>\n",
+       "      <td id=\"T_6a7f0_row56_col1\" class=\"data row56 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_ride_hail_ASC_tnc_shared</th>\n",
-       "      <td>9.512800e-04</td>\n",
+       "      <th id=\"T_6a7f0_level0_row57\" class=\"row_heading level0 row57\" >coef_joint_bike_ASC_walk_othmaint</th>\n",
+       "      <td id=\"T_6a7f0_row57_col0\" class=\"data row57 col0\" >-13.5</td>\n",
+       "      <td id=\"T_6a7f0_row57_col1\" class=\"data row57 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_ride_hail_ASC_tnc_single_work</th>\n",
-       "      <td>-5.210129e-04</td>\n",
+       "      <th id=\"T_6a7f0_level0_row58\" class=\"row_heading level0 row58\" >coef_joint_bike_ASC_walk_shopping</th>\n",
+       "      <td id=\"T_6a7f0_row58_col0\" class=\"data row58 col0\" >-7.05</td>\n",
+       "      <td id=\"T_6a7f0_row58_col1\" class=\"data row58 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_ride_hail_ASC_walk_transit</th>\n",
-       "      <td>-1.264748e-04</td>\n",
+       "      <th id=\"T_6a7f0_level0_row59\" class=\"row_heading level0 row59\" >coef_joint_bike_ASC_walk_social</th>\n",
+       "      <td id=\"T_6a7f0_row59_col0\" class=\"data row59 col0\" >-26.2</td>\n",
+       "      <td id=\"T_6a7f0_row59_col1\" class=\"data row59 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_ride_hail_ASC_walk_work</th>\n",
-       "      <td>-1.549984e-05</td>\n",
+       "      <th id=\"T_6a7f0_level0_row60\" class=\"row_heading level0 row60\" >coef_joint_bike_ASC_walk_work_univ_school_escort_atwork</th>\n",
+       "      <td id=\"T_6a7f0_row60_col0\" class=\"data row60 col0\" > 0.00</td>\n",
+       "      <td id=\"T_6a7f0_row60_col1\" class=\"data row60 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sov_ASC_rh_work_atwork</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row61\" class=\"row_heading level0 row61\" >coef_joint_drive_transit_ASC_commuter_shopping_eatout_othmaint_social_othdiscr</th>\n",
+       "      <td id=\"T_6a7f0_row61_col0\" class=\"data row61 col0\" > 0.513</td>\n",
+       "      <td id=\"T_6a7f0_row61_col1\" class=\"data row61 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sov_ASC_sr2_work_univ_school_shopping_eatout_othmaint_social_othdiscr_atwork</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row62\" class=\"row_heading level0 row62\" >coef_joint_drive_transit_ASC_commuter_work_univ_school_escort_atwork</th>\n",
+       "      <td id=\"T_6a7f0_row62_col0\" class=\"data row62 col0\" > 0.00</td>\n",
+       "      <td id=\"T_6a7f0_row62_col1\" class=\"data row62 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sov_ASC_sr3p_work_univ_school_shopping_eatout_othmaint_social_othdiscr_atwork</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row63\" class=\"row_heading level0 row63\" >coef_joint_drive_transit_ASC_express_shopping_eatout_othmaint_social_othdiscr</th>\n",
+       "      <td id=\"T_6a7f0_row63_col0\" class=\"data row63 col0\" >-0.806</td>\n",
+       "      <td id=\"T_6a7f0_row63_col1\" class=\"data row63 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sov_ASC_walk_work</th>\n",
-       "      <td>-1.293137e-04</td>\n",
+       "      <th id=\"T_6a7f0_level0_row64\" class=\"row_heading level0 row64\" >coef_joint_drive_transit_ASC_express_work_univ_school_escort_atwork</th>\n",
+       "      <td id=\"T_6a7f0_row64_col0\" class=\"data row64 col0\" > 0.00</td>\n",
+       "      <td id=\"T_6a7f0_row64_col1\" class=\"data row64 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr2_ASC_rh_work_school_escort_shopping_eatout_othmaint_social_othdiscr_atwork</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row65\" class=\"row_heading level0 row65\" >coef_joint_drive_transit_ASC_ferry_shopping_eatout_othmaint_social_othdiscr</th>\n",
+       "      <td id=\"T_6a7f0_row65_col0\" class=\"data row65 col0\" > 2.03</td>\n",
+       "      <td id=\"T_6a7f0_row65_col1\" class=\"data row65 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr2_ASC_sr2_work</th>\n",
-       "      <td>-4.657072e-04</td>\n",
+       "      <th id=\"T_6a7f0_level0_row66\" class=\"row_heading level0 row66\" >coef_joint_drive_transit_ASC_ferry_work_univ_school_escort_atwork</th>\n",
+       "      <td id=\"T_6a7f0_row66_col0\" class=\"data row66 col0\" > 0.00</td>\n",
+       "      <td id=\"T_6a7f0_row66_col1\" class=\"data row66 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr2_ASC_sr3p</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row67\" class=\"row_heading level0 row67\" >coef_joint_drive_transit_ASC_heavyrail_shopping_eatout_othmaint_social_othdiscr</th>\n",
+       "      <td id=\"T_6a7f0_row67_col0\" class=\"data row67 col0\" > 3.19</td>\n",
+       "      <td id=\"T_6a7f0_row67_col1\" class=\"data row67 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr2_ASC_walk_work</th>\n",
-       "      <td>-5.813633e-05</td>\n",
+       "      <th id=\"T_6a7f0_level0_row68\" class=\"row_heading level0 row68\" >coef_joint_drive_transit_ASC_heavyrail_work_univ_school_escort_atwork</th>\n",
+       "      <td id=\"T_6a7f0_row68_col0\" class=\"data row68 col0\" > 0.00</td>\n",
+       "      <td id=\"T_6a7f0_row68_col1\" class=\"data row68 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr3p_ASC_rh_work</th>\n",
-       "      <td>-8.206902e-30</td>\n",
+       "      <th id=\"T_6a7f0_level0_row69\" class=\"row_heading level0 row69\" >coef_joint_drive_transit_ASC_lightrail_shopping_eatout_othmaint_social_othdiscr</th>\n",
+       "      <td id=\"T_6a7f0_row69_col0\" class=\"data row69 col0\" > 0.539</td>\n",
+       "      <td id=\"T_6a7f0_row69_col1\" class=\"data row69 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr3p_ASC_sr2_work</th>\n",
-       "      <td>2.351910e-04</td>\n",
+       "      <th id=\"T_6a7f0_level0_row70\" class=\"row_heading level0 row70\" >coef_joint_drive_transit_ASC_lightrail_work_univ_school_escort_atwork</th>\n",
+       "      <td id=\"T_6a7f0_row70_col0\" class=\"data row70 col0\" > 0.00</td>\n",
+       "      <td id=\"T_6a7f0_row70_col1\" class=\"data row70 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr3p_ASC_sr3p_work</th>\n",
-       "      <td>-5.735054e-04</td>\n",
+       "      <th id=\"T_6a7f0_level0_row71\" class=\"row_heading level0 row71\" >coef_joint_drive_transit_ASC_rh_shopping_eatout_othmaint_social_othdiscr</th>\n",
+       "      <td id=\"T_6a7f0_row71_col0\" class=\"data row71 col0\" > 2.05</td>\n",
+       "      <td id=\"T_6a7f0_row71_col1\" class=\"data row71 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr3p_ASC_walk_work</th>\n",
-       "      <td>3.486286e-05</td>\n",
+       "      <th id=\"T_6a7f0_level0_row72\" class=\"row_heading level0 row72\" >coef_joint_drive_transit_ASC_rh_work_univ_school_escort_atwork</th>\n",
+       "      <td id=\"T_6a7f0_row72_col0\" class=\"data row72 col0\" > 0.00</td>\n",
+       "      <td id=\"T_6a7f0_row72_col1\" class=\"data row72 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_ASC_rh</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row73\" class=\"row_heading level0 row73\" >coef_joint_ride_hail_ASC_sr2_shopping_eatout_othmaint_social_othdiscr</th>\n",
+       "      <td id=\"T_6a7f0_row73_col0\" class=\"data row73 col0\" >-6.82</td>\n",
+       "      <td id=\"T_6a7f0_row73_col1\" class=\"data row73 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_commuter_work</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row74\" class=\"row_heading level0 row74\" >coef_joint_ride_hail_ASC_sr2_work_univ_school_escort_atwork</th>\n",
+       "      <td id=\"T_6a7f0_row74_col0\" class=\"data row74 col0\" > 0.00</td>\n",
+       "      <td id=\"T_6a7f0_row74_col1\" class=\"data row74 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_express_work</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row75\" class=\"row_heading level0 row75\" >coef_joint_ride_hail_ASC_sr3p_shopping_eatout_othmaint_social_othdiscr</th>\n",
+       "      <td id=\"T_6a7f0_row75_col0\" class=\"data row75 col0\" >-6.82</td>\n",
+       "      <td id=\"T_6a7f0_row75_col1\" class=\"data row75 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_ferry_work</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row76\" class=\"row_heading level0 row76\" >coef_joint_ride_hail_ASC_sr3p_work_univ_school_escort_atwork</th>\n",
+       "      <td id=\"T_6a7f0_row76_col0\" class=\"data row76 col0\" > 0.00</td>\n",
+       "      <td id=\"T_6a7f0_row76_col1\" class=\"data row76 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_heavyrail_work</th>\n",
-       "      <td>3.025768e-04</td>\n",
+       "      <th id=\"T_6a7f0_level0_row77\" class=\"row_heading level0 row77\" >coef_joint_ride_hail_ASC_taxi_shopping_eatout_othmaint_social_othdiscr</th>\n",
+       "      <td id=\"T_6a7f0_row77_col0\" class=\"data row77 col0\" >-7.00</td>\n",
+       "      <td id=\"T_6a7f0_row77_col1\" class=\"data row77 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_lightrail_work</th>\n",
-       "      <td>-1.644943e-03</td>\n",
+       "      <th id=\"T_6a7f0_level0_row78\" class=\"row_heading level0 row78\" >coef_joint_ride_hail_ASC_taxi_work_univ_school_escort_atwork</th>\n",
+       "      <td id=\"T_6a7f0_row78_col0\" class=\"data row78 col0\" > 0.00</td>\n",
+       "      <td id=\"T_6a7f0_row78_col1\" class=\"data row78 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_rh_work</th>\n",
-       "      <td>-2.191119e-05</td>\n",
+       "      <th id=\"T_6a7f0_level0_row79\" class=\"row_heading level0 row79\" >coef_joint_ride_hail_ASC_tnc_shared</th>\n",
+       "      <td id=\"T_6a7f0_row79_col0\" class=\"data row79 col0\" >-0.346</td>\n",
+       "      <td id=\"T_6a7f0_row79_col1\" class=\"data row79 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_sr2_work</th>\n",
-       "      <td>5.241777e-05</td>\n",
+       "      <th id=\"T_6a7f0_level0_row80\" class=\"row_heading level0 row80\" >coef_joint_ride_hail_ASC_tnc_single_shopping_eatout_othmaint_social_othdiscr</th>\n",
+       "      <td id=\"T_6a7f0_row80_col0\" class=\"data row80 col0\" >-4.73</td>\n",
+       "      <td id=\"T_6a7f0_row80_col1\" class=\"data row80 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_sr3p_work</th>\n",
-       "      <td>-2.945579e-05</td>\n",
+       "      <th id=\"T_6a7f0_level0_row81\" class=\"row_heading level0 row81\" >coef_joint_ride_hail_ASC_tnc_single_work_univ_school_escort_atwork</th>\n",
+       "      <td id=\"T_6a7f0_row81_col0\" class=\"data row81 col0\" > 0.00</td>\n",
+       "      <td id=\"T_6a7f0_row81_col1\" class=\"data row81 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_walk_work</th>\n",
-       "      <td>6.752091e-04</td>\n",
+       "      <th id=\"T_6a7f0_level0_row82\" class=\"row_heading level0 row82\" >coef_joint_ride_hail_ASC_walk_shopping_eatout_othmaint_social_othdiscr</th>\n",
+       "      <td id=\"T_6a7f0_row82_col0\" class=\"data row82 col0\" >-7.01</td>\n",
+       "      <td id=\"T_6a7f0_row82_col1\" class=\"data row82 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_bike_ASC_walk_univ</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row83\" class=\"row_heading level0 row83\" >coef_joint_ride_hail_ASC_walk_transit</th>\n",
+       "      <td id=\"T_6a7f0_row83_col0\" class=\"data row83 col0\" > 0.00</td>\n",
+       "      <td id=\"T_6a7f0_row83_col1\" class=\"data row83 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_drive_transit_ASC_commuter_univ_school</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row84\" class=\"row_heading level0 row84\" >coef_joint_ride_hail_ASC_walk_work_univ_school_escort_atwork</th>\n",
+       "      <td id=\"T_6a7f0_row84_col0\" class=\"data row84 col0\" > 0.00</td>\n",
+       "      <td id=\"T_6a7f0_row84_col1\" class=\"data row84 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_drive_transit_ASC_express_univ_school</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row85\" class=\"row_heading level0 row85\" >coef_joint_walk_ASC_rh_shopping_eatout_othmaint_social_othdiscr</th>\n",
+       "      <td id=\"T_6a7f0_row85_col0\" class=\"data row85 col0\" >-3.05</td>\n",
+       "      <td id=\"T_6a7f0_row85_col1\" class=\"data row85 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_drive_transit_ASC_ferry_univ_school</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row86\" class=\"row_heading level0 row86\" >coef_joint_walk_ASC_rh_work_univ_school_escort_atwork</th>\n",
+       "      <td id=\"T_6a7f0_row86_col0\" class=\"data row86 col0\" > 0.00</td>\n",
+       "      <td id=\"T_6a7f0_row86_col1\" class=\"data row86 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_drive_transit_ASC_heavyrail_univ_school</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row87\" class=\"row_heading level0 row87\" >coef_joint_walk_transit_ASC_commuter_shopping_eatout_othmaint_social_othdiscr</th>\n",
+       "      <td id=\"T_6a7f0_row87_col0\" class=\"data row87 col0\" > 0.513</td>\n",
+       "      <td id=\"T_6a7f0_row87_col1\" class=\"data row87 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_drive_transit_ASC_lightrail_univ_school</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row88\" class=\"row_heading level0 row88\" >coef_joint_walk_transit_ASC_commuter_work_univ_school_escort_atwork</th>\n",
+       "      <td id=\"T_6a7f0_row88_col0\" class=\"data row88 col0\" > 0.00</td>\n",
+       "      <td id=\"T_6a7f0_row88_col1\" class=\"data row88 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_ivt_univ_school</th>\n",
-       "      <td>-1.050483e-02</td>\n",
+       "      <th id=\"T_6a7f0_level0_row89\" class=\"row_heading level0 row89\" >coef_joint_walk_transit_ASC_express_shopping_eatout_othmaint_social_othdiscr</th>\n",
+       "      <td id=\"T_6a7f0_row89_col0\" class=\"data row89 col0\" > 0.665</td>\n",
+       "      <td id=\"T_6a7f0_row89_col1\" class=\"data row89 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_ride_hail_ASC_sr2_univ</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row90\" class=\"row_heading level0 row90\" >coef_joint_walk_transit_ASC_express_work_univ_school_escort_atwork</th>\n",
+       "      <td id=\"T_6a7f0_row90_col0\" class=\"data row90 col0\" > 0.00</td>\n",
+       "      <td id=\"T_6a7f0_row90_col1\" class=\"data row90 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_ride_hail_ASC_sr3p_univ</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row91\" class=\"row_heading level0 row91\" >coef_joint_walk_transit_ASC_ferry_shopping_eatout_othmaint_social_othdiscr</th>\n",
+       "      <td id=\"T_6a7f0_row91_col0\" class=\"data row91 col0\" > 0.647</td>\n",
+       "      <td id=\"T_6a7f0_row91_col1\" class=\"data row91 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_ride_hail_ASC_taxi_univ</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row92\" class=\"row_heading level0 row92\" >coef_joint_walk_transit_ASC_ferry_work_univ_school_escort_atwork</th>\n",
+       "      <td id=\"T_6a7f0_row92_col0\" class=\"data row92 col0\" > 0.00</td>\n",
+       "      <td id=\"T_6a7f0_row92_col1\" class=\"data row92 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_ride_hail_ASC_tnc_single_univ</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row93\" class=\"row_heading level0 row93\" >coef_joint_walk_transit_ASC_heavyrail_shopping_eatout_othmaint_social_othdiscr</th>\n",
+       "      <td id=\"T_6a7f0_row93_col0\" class=\"data row93 col0\" > 2.77</td>\n",
+       "      <td id=\"T_6a7f0_row93_col1\" class=\"data row93 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_ride_hail_ASC_walk_univ_escort_shopping_othmaint</th>\n",
-       "      <td>-2.749099e-18</td>\n",
+       "      <th id=\"T_6a7f0_level0_row94\" class=\"row_heading level0 row94\" >coef_joint_walk_transit_ASC_heavyrail_work_univ_school_escort_atwork</th>\n",
+       "      <td id=\"T_6a7f0_row94_col0\" class=\"data row94 col0\" > 0.00</td>\n",
+       "      <td id=\"T_6a7f0_row94_col1\" class=\"data row94 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sov_ASC_rh_univ</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row95\" class=\"row_heading level0 row95\" >coef_joint_walk_transit_ASC_lightrail_shopping_eatout_othmaint_social_othdiscr</th>\n",
+       "      <td id=\"T_6a7f0_row95_col0\" class=\"data row95 col0\" > 0.728</td>\n",
+       "      <td id=\"T_6a7f0_row95_col1\" class=\"data row95 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sov_ASC_walk_univ</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row96\" class=\"row_heading level0 row96\" >coef_joint_walk_transit_ASC_lightrail_work_univ_school_escort_atwork</th>\n",
+       "      <td id=\"T_6a7f0_row96_col0\" class=\"data row96 col0\" > 0.00</td>\n",
+       "      <td id=\"T_6a7f0_row96_col1\" class=\"data row96 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr2_ASC_rh_univ</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row97\" class=\"row_heading level0 row97\" >coef_joint_walk_transit_ASC_rh_shopping_eatout_othmaint_social_othdiscr</th>\n",
+       "      <td id=\"T_6a7f0_row97_col0\" class=\"data row97 col0\" > 0.0739</td>\n",
+       "      <td id=\"T_6a7f0_row97_col1\" class=\"data row97 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr2_ASC_sr2_univ</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row98\" class=\"row_heading level0 row98\" >coef_joint_walk_transit_ASC_rh_work_univ_school_escort_atwork</th>\n",
+       "      <td id=\"T_6a7f0_row98_col0\" class=\"data row98 col0\" > 0.00</td>\n",
+       "      <td id=\"T_6a7f0_row98_col1\" class=\"data row98 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr2_ASC_walk_univ</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row99\" class=\"row_heading level0 row99\" >coef_joint_walk_transit_ASC_sr2_eatout</th>\n",
+       "      <td id=\"T_6a7f0_row99_col0\" class=\"data row99 col0\" >-14.9</td>\n",
+       "      <td id=\"T_6a7f0_row99_col1\" class=\"data row99 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr3p_ASC_rh_univ_escort_shopping_eatout_othmaint_social_othdiscr</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row100\" class=\"row_heading level0 row100\" >coef_joint_walk_transit_ASC_sr2_othdiscr</th>\n",
+       "      <td id=\"T_6a7f0_row100_col0\" class=\"data row100 col0\" >-15.0</td>\n",
+       "      <td id=\"T_6a7f0_row100_col1\" class=\"data row100 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr3p_ASC_sr2_univ</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row101\" class=\"row_heading level0 row101\" >coef_joint_walk_transit_ASC_sr2_othmaint</th>\n",
+       "      <td id=\"T_6a7f0_row101_col0\" class=\"data row101 col0\" >-5.32</td>\n",
+       "      <td id=\"T_6a7f0_row101_col1\" class=\"data row101 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr3p_ASC_sr3p_univ</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row102\" class=\"row_heading level0 row102\" >coef_joint_walk_transit_ASC_sr2_shopping</th>\n",
+       "      <td id=\"T_6a7f0_row102_col0\" class=\"data row102 col0\" >-21.6</td>\n",
+       "      <td id=\"T_6a7f0_row102_col1\" class=\"data row102 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr3p_ASC_walk_univ</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row103\" class=\"row_heading level0 row103\" >coef_joint_walk_transit_ASC_sr2_social</th>\n",
+       "      <td id=\"T_6a7f0_row103_col0\" class=\"data row103 col0\" >-20.5</td>\n",
+       "      <td id=\"T_6a7f0_row103_col1\" class=\"data row103 col1\" > 0.00</td>\n",
        "    </tr>\n",
-       "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_commuter_univ_school</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "    <tr>\n",
+       "      <th id=\"T_6a7f0_level0_row104\" class=\"row_heading level0 row104\" >coef_joint_walk_transit_ASC_sr2_work_univ_school_escort_atwork</th>\n",
+       "      <td id=\"T_6a7f0_row104_col0\" class=\"data row104 col0\" > 0.00</td>\n",
+       "      <td id=\"T_6a7f0_row104_col1\" class=\"data row104 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_express_univ_school</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row105\" class=\"row_heading level0 row105\" >coef_joint_walk_transit_ASC_sr3p_eatout</th>\n",
+       "      <td id=\"T_6a7f0_row105_col0\" class=\"data row105 col0\" >-16.8</td>\n",
+       "      <td id=\"T_6a7f0_row105_col1\" class=\"data row105 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_ferry_univ_school</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row106\" class=\"row_heading level0 row106\" >coef_joint_walk_transit_ASC_sr3p_othdiscr</th>\n",
+       "      <td id=\"T_6a7f0_row106_col0\" class=\"data row106 col0\" >-16.7</td>\n",
+       "      <td id=\"T_6a7f0_row106_col1\" class=\"data row106 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_heavyrail_univ_school</th>\n",
-       "      <td>-5.322431e-05</td>\n",
+       "      <th id=\"T_6a7f0_level0_row107\" class=\"row_heading level0 row107\" >coef_joint_walk_transit_ASC_sr3p_othmaint</th>\n",
+       "      <td id=\"T_6a7f0_row107_col0\" class=\"data row107 col0\" >-3.97</td>\n",
+       "      <td id=\"T_6a7f0_row107_col1\" class=\"data row107 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_lightrail_univ_school</th>\n",
-       "      <td>1.268521e-04</td>\n",
+       "      <th id=\"T_6a7f0_level0_row108\" class=\"row_heading level0 row108\" >coef_joint_walk_transit_ASC_sr3p_shopping</th>\n",
+       "      <td id=\"T_6a7f0_row108_col0\" class=\"data row108 col0\" >-25.6</td>\n",
+       "      <td id=\"T_6a7f0_row108_col1\" class=\"data row108 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_rh_univ</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row109\" class=\"row_heading level0 row109\" >coef_joint_walk_transit_ASC_sr3p_social</th>\n",
+       "      <td id=\"T_6a7f0_row109_col0\" class=\"data row109 col0\" >-34.7</td>\n",
+       "      <td id=\"T_6a7f0_row109_col1\" class=\"data row109 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_sr2_univ</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row110\" class=\"row_heading level0 row110\" >coef_joint_walk_transit_ASC_sr3p_work_univ_school_escort_atwork</th>\n",
+       "      <td id=\"T_6a7f0_row110_col0\" class=\"data row110 col0\" > 0.00</td>\n",
+       "      <td id=\"T_6a7f0_row110_col1\" class=\"data row110 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_sr3p_univ</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row111\" class=\"row_heading level0 row111\" >coef_joint_walk_transit_ASC_walk_eatout</th>\n",
+       "      <td id=\"T_6a7f0_row111_col0\" class=\"data row111 col0\" > 3.42</td>\n",
+       "      <td id=\"T_6a7f0_row111_col1\" class=\"data row111 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_walk_univ</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row112\" class=\"row_heading level0 row112\" >coef_joint_walk_transit_ASC_walk_othdiscr</th>\n",
+       "      <td id=\"T_6a7f0_row112_col0\" class=\"data row112 col0\" >-1.02</td>\n",
+       "      <td id=\"T_6a7f0_row112_col1\" class=\"data row112 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_bike_ASC_walk_school</th>\n",
-       "      <td>-2.045778e-57</td>\n",
+       "      <th id=\"T_6a7f0_level0_row113\" class=\"row_heading level0 row113\" >coef_joint_walk_transit_ASC_walk_othmaint</th>\n",
+       "      <td id=\"T_6a7f0_row113_col0\" class=\"data row113 col0\" > 0.283</td>\n",
+       "      <td id=\"T_6a7f0_row113_col1\" class=\"data row113 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_ride_hail_ASC_sr2_school</th>\n",
-       "      <td>-7.168630e-16</td>\n",
+       "      <th id=\"T_6a7f0_level0_row114\" class=\"row_heading level0 row114\" >coef_joint_walk_transit_ASC_walk_shopping</th>\n",
+       "      <td id=\"T_6a7f0_row114_col0\" class=\"data row114 col0\" > 0.717</td>\n",
+       "      <td id=\"T_6a7f0_row114_col1\" class=\"data row114 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_ride_hail_ASC_sr3p_school</th>\n",
-       "      <td>-4.930109e-16</td>\n",
+       "      <th id=\"T_6a7f0_level0_row115\" class=\"row_heading level0 row115\" >coef_joint_walk_transit_ASC_walk_social</th>\n",
+       "      <td id=\"T_6a7f0_row115_col0\" class=\"data row115 col0\" >-2.27</td>\n",
+       "      <td id=\"T_6a7f0_row115_col1\" class=\"data row115 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_ride_hail_ASC_taxi_school</th>\n",
-       "      <td>-4.621869e-27</td>\n",
+       "      <th id=\"T_6a7f0_level0_row116\" class=\"row_heading level0 row116\" >coef_joint_walk_transit_ASC_walk_work_univ_school_escort_atwork</th>\n",
+       "      <td id=\"T_6a7f0_row116_col0\" class=\"data row116 col0\" > 0.00</td>\n",
+       "      <td id=\"T_6a7f0_row116_col1\" class=\"data row116 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_ride_hail_ASC_tnc_single_school</th>\n",
-       "      <td>-1.784036e-04</td>\n",
+       "      <th id=\"T_6a7f0_level0_row117\" class=\"row_heading level0 row117\" >coef_nest_AUTO</th>\n",
+       "      <td id=\"T_6a7f0_row117_col0\" class=\"data row117 col0\" > 0.720</td>\n",
+       "      <td id=\"T_6a7f0_row117_col1\" class=\"data row117 col1\" > 1.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_ride_hail_ASC_walk_school</th>\n",
-       "      <td>-4.237276e-16</td>\n",
+       "      <th id=\"T_6a7f0_level0_row118\" class=\"row_heading level0 row118\" >coef_nest_AUTO_DRIVEALONE</th>\n",
+       "      <td id=\"T_6a7f0_row118_col0\" class=\"data row118 col0\" > 0.350</td>\n",
+       "      <td id=\"T_6a7f0_row118_col1\" class=\"data row118 col1\" > 1.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sov_ASC_rh_school</th>\n",
-       "      <td>-4.635032e-48</td>\n",
+       "      <th id=\"T_6a7f0_level0_row119\" class=\"row_heading level0 row119\" >coef_nest_AUTO_SHAREDRIDE2</th>\n",
+       "      <td id=\"T_6a7f0_row119_col0\" class=\"data row119 col0\" > 0.350</td>\n",
+       "      <td id=\"T_6a7f0_row119_col1\" class=\"data row119 col1\" > 1.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sov_ASC_walk_school</th>\n",
-       "      <td>-2.359157e-05</td>\n",
+       "      <th id=\"T_6a7f0_level0_row120\" class=\"row_heading level0 row120\" >coef_nest_AUTO_SHAREDRIDE3</th>\n",
+       "      <td id=\"T_6a7f0_row120_col0\" class=\"data row120 col0\" > 0.350</td>\n",
+       "      <td id=\"T_6a7f0_row120_col1\" class=\"data row120 col1\" > 1.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr2_ASC_sr2_school</th>\n",
-       "      <td>5.082394e-05</td>\n",
+       "      <th id=\"T_6a7f0_level0_row121\" class=\"row_heading level0 row121\" >coef_nest_NONMOTORIZED</th>\n",
+       "      <td id=\"T_6a7f0_row121_col0\" class=\"data row121 col0\" > 0.720</td>\n",
+       "      <td id=\"T_6a7f0_row121_col1\" class=\"data row121 col1\" > 1.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr2_ASC_walk_school</th>\n",
-       "      <td>-3.377311e-05</td>\n",
+       "      <th id=\"T_6a7f0_level0_row122\" class=\"row_heading level0 row122\" >coef_nest_RIDEHAIL</th>\n",
+       "      <td id=\"T_6a7f0_row122_col0\" class=\"data row122 col0\" > 0.360</td>\n",
+       "      <td id=\"T_6a7f0_row122_col1\" class=\"data row122 col1\" > 1.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr3p_ASC_rh_school</th>\n",
-       "      <td>-8.786869e-64</td>\n",
+       "      <th id=\"T_6a7f0_level0_row123\" class=\"row_heading level0 row123\" >coef_nest_TRANSIT</th>\n",
+       "      <td id=\"T_6a7f0_row123_col0\" class=\"data row123 col0\" > 0.720</td>\n",
+       "      <td id=\"T_6a7f0_row123_col1\" class=\"data row123 col1\" > 1.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr3p_ASC_sr2_school</th>\n",
-       "      <td>-1.979710e-04</td>\n",
+       "      <th id=\"T_6a7f0_level0_row124\" class=\"row_heading level0 row124\" >coef_nest_TRANSIT_DRIVEACCESS</th>\n",
+       "      <td id=\"T_6a7f0_row124_col0\" class=\"data row124 col0\" > 0.500</td>\n",
+       "      <td id=\"T_6a7f0_row124_col1\" class=\"data row124 col1\" > 1.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr3p_ASC_sr3p_school</th>\n",
-       "      <td>2.444092e-04</td>\n",
+       "      <th id=\"T_6a7f0_level0_row125\" class=\"row_heading level0 row125\" >coef_nest_TRANSIT_WALKACCESS</th>\n",
+       "      <td id=\"T_6a7f0_row125_col0\" class=\"data row125 col0\" > 0.500</td>\n",
+       "      <td id=\"T_6a7f0_row125_col1\" class=\"data row125 col1\" > 1.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr3p_ASC_walk_school</th>\n",
-       "      <td>-1.610767e-04</td>\n",
+       "      <th id=\"T_6a7f0_level0_row126\" class=\"row_heading level0 row126\" >coef_ride_hail_ASC_sr2_eatout_social_othdiscr</th>\n",
+       "      <td id=\"T_6a7f0_row126_col0\" class=\"data row126 col0\" >-6.47</td>\n",
+       "      <td id=\"T_6a7f0_row126_col1\" class=\"data row126 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_rh_school</th>\n",
-       "      <td>1.961319e-05</td>\n",
+       "      <th id=\"T_6a7f0_level0_row127\" class=\"row_heading level0 row127\" >coef_ride_hail_ASC_sr2_escort_shopping_othmaint</th>\n",
+       "      <td id=\"T_6a7f0_row127_col0\" class=\"data row127 col0\" >-3.84</td>\n",
+       "      <td id=\"T_6a7f0_row127_col1\" class=\"data row127 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_sr2_school</th>\n",
-       "      <td>2.811230e-05</td>\n",
+       "      <th id=\"T_6a7f0_level0_row128\" class=\"row_heading level0 row128\" >coef_ride_hail_ASC_sr2_school</th>\n",
+       "      <td id=\"T_6a7f0_row128_col0\" class=\"data row128 col0\" >-1.92</td>\n",
+       "      <td id=\"T_6a7f0_row128_col1\" class=\"data row128 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_sr3p_school</th>\n",
-       "      <td>-4.190001e-05</td>\n",
+       "      <th id=\"T_6a7f0_level0_row129\" class=\"row_heading level0 row129\" >coef_ride_hail_ASC_sr2_univ</th>\n",
+       "      <td id=\"T_6a7f0_row129_col0\" class=\"data row129 col0\" >-4.34</td>\n",
+       "      <td id=\"T_6a7f0_row129_col1\" class=\"data row129 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_walk_school</th>\n",
-       "      <td>-1.524977e-05</td>\n",
+       "      <th id=\"T_6a7f0_level0_row130\" class=\"row_heading level0 row130\" >coef_ride_hail_ASC_sr2_work</th>\n",
+       "      <td id=\"T_6a7f0_row130_col0\" class=\"data row130 col0\" >-12.5</td>\n",
+       "      <td id=\"T_6a7f0_row130_col1\" class=\"data row130 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_bike_ASC_walk_escort</th>\n",
-       "      <td>-8.352243e-10</td>\n",
+       "      <th id=\"T_6a7f0_level0_row131\" class=\"row_heading level0 row131\" >coef_ride_hail_ASC_sr3p_eatout_social_othdiscr</th>\n",
+       "      <td id=\"T_6a7f0_row131_col0\" class=\"data row131 col0\" >-6.91</td>\n",
+       "      <td id=\"T_6a7f0_row131_col1\" class=\"data row131 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_drive_transit_ASC_commuter_escort</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row132\" class=\"row_heading level0 row132\" >coef_ride_hail_ASC_sr3p_school</th>\n",
+       "      <td id=\"T_6a7f0_row132_col0\" class=\"data row132 col0\" >-8.86</td>\n",
+       "      <td id=\"T_6a7f0_row132_col1\" class=\"data row132 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_drive_transit_ASC_express_escort</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row133\" class=\"row_heading level0 row133\" >coef_ride_hail_ASC_sr3p_univ</th>\n",
+       "      <td id=\"T_6a7f0_row133_col0\" class=\"data row133 col0\" >-4.92</td>\n",
+       "      <td id=\"T_6a7f0_row133_col1\" class=\"data row133 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_drive_transit_ASC_ferry_escort</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row134\" class=\"row_heading level0 row134\" >coef_ride_hail_ASC_sr3p_work_escort_shopping_othmaint_atwork</th>\n",
+       "      <td id=\"T_6a7f0_row134_col0\" class=\"data row134 col0\" >-10.1</td>\n",
+       "      <td id=\"T_6a7f0_row134_col1\" class=\"data row134 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_drive_transit_ASC_heavyrail_escort</th>\n",
-       "      <td>-1.175371e-11</td>\n",
+       "      <th id=\"T_6a7f0_level0_row135\" class=\"row_heading level0 row135\" >coef_ride_hail_ASC_taxi_eatout_social_othdiscr</th>\n",
+       "      <td id=\"T_6a7f0_row135_col0\" class=\"data row135 col0\" >-2.56</td>\n",
+       "      <td id=\"T_6a7f0_row135_col1\" class=\"data row135 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_drive_transit_ASC_lightrail_escort</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row136\" class=\"row_heading level0 row136\" >coef_ride_hail_ASC_taxi_escort_shopping_othmaint</th>\n",
+       "      <td id=\"T_6a7f0_row136_col0\" class=\"data row136 col0\" >-3.67</td>\n",
+       "      <td id=\"T_6a7f0_row136_col1\" class=\"data row136 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_ivt_escort_shopping_eatout_othdiscr_atwork</th>\n",
-       "      <td>-7.640350e-02</td>\n",
+       "      <th id=\"T_6a7f0_level0_row137\" class=\"row_heading level0 row137\" >coef_ride_hail_ASC_taxi_school</th>\n",
+       "      <td id=\"T_6a7f0_row137_col0\" class=\"data row137 col0\" > 0.195</td>\n",
+       "      <td id=\"T_6a7f0_row137_col1\" class=\"data row137 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_ride_hail_ASC_sr2_escort_shopping_othmaint</th>\n",
-       "      <td>-2.138916e-17</td>\n",
+       "      <th id=\"T_6a7f0_level0_row138\" class=\"row_heading level0 row138\" >coef_ride_hail_ASC_taxi_univ</th>\n",
+       "      <td id=\"T_6a7f0_row138_col0\" class=\"data row138 col0\" >-1.60</td>\n",
+       "      <td id=\"T_6a7f0_row138_col1\" class=\"data row138 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_ride_hail_ASC_taxi_escort_shopping_othmaint</th>\n",
-       "      <td>-2.798746e-29</td>\n",
+       "      <th id=\"T_6a7f0_level0_row139\" class=\"row_heading level0 row139\" >coef_ride_hail_ASC_taxi_work</th>\n",
+       "      <td id=\"T_6a7f0_row139_col0\" class=\"data row139 col0\" >-2.42</td>\n",
+       "      <td id=\"T_6a7f0_row139_col1\" class=\"data row139 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_ride_hail_ASC_tnc_single_escort_shopping_othmaint</th>\n",
-       "      <td>9.394624e-05</td>\n",
+       "      <th id=\"T_6a7f0_level0_row140\" class=\"row_heading level0 row140\" >coef_ride_hail_ASC_tnc_shared</th>\n",
+       "      <td id=\"T_6a7f0_row140_col0\" class=\"data row140 col0\" > 0.940</td>\n",
+       "      <td id=\"T_6a7f0_row140_col1\" class=\"data row140 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sov_ASC_rh_escort_shopping_eatout_othmaint_social_othdiscr</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row141\" class=\"row_heading level0 row141\" >coef_ride_hail_ASC_tnc_single_eatout_social_othdiscr</th>\n",
+       "      <td id=\"T_6a7f0_row141_col0\" class=\"data row141 col0\" > 3.02</td>\n",
+       "      <td id=\"T_6a7f0_row141_col1\" class=\"data row141 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sov_ASC_sr2_escort</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row142\" class=\"row_heading level0 row142\" >coef_ride_hail_ASC_tnc_single_escort_shopping_othmaint</th>\n",
+       "      <td id=\"T_6a7f0_row142_col0\" class=\"data row142 col0\" > 2.44</td>\n",
+       "      <td id=\"T_6a7f0_row142_col1\" class=\"data row142 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sov_ASC_sr3p_escort</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row143\" class=\"row_heading level0 row143\" >coef_ride_hail_ASC_tnc_single_school</th>\n",
+       "      <td id=\"T_6a7f0_row143_col0\" class=\"data row143 col0\" > 2.04</td>\n",
+       "      <td id=\"T_6a7f0_row143_col1\" class=\"data row143 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sov_ASC_walk_escort</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row144\" class=\"row_heading level0 row144\" >coef_ride_hail_ASC_tnc_single_univ</th>\n",
+       "      <td id=\"T_6a7f0_row144_col0\" class=\"data row144 col0\" > 0.108</td>\n",
+       "      <td id=\"T_6a7f0_row144_col1\" class=\"data row144 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr2_ASC_sr2_escort</th>\n",
-       "      <td>-6.160566e-04</td>\n",
+       "      <th id=\"T_6a7f0_level0_row145\" class=\"row_heading level0 row145\" >coef_ride_hail_ASC_tnc_single_work</th>\n",
+       "      <td id=\"T_6a7f0_row145_col0\" class=\"data row145 col0\" > 2.66</td>\n",
+       "      <td id=\"T_6a7f0_row145_col1\" class=\"data row145 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr2_ASC_walk_escort</th>\n",
-       "      <td>-1.374539e-08</td>\n",
+       "      <th id=\"T_6a7f0_level0_row146\" class=\"row_heading level0 row146\" >coef_ride_hail_ASC_walk_eatout_social_othdiscr</th>\n",
+       "      <td id=\"T_6a7f0_row146_col0\" class=\"data row146 col0\" >-1.92</td>\n",
+       "      <td id=\"T_6a7f0_row146_col1\" class=\"data row146 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr3p_ASC_sr2_escort</th>\n",
-       "      <td>4.939249e-05</td>\n",
+       "      <th id=\"T_6a7f0_level0_row147\" class=\"row_heading level0 row147\" >coef_ride_hail_ASC_walk_school</th>\n",
+       "      <td id=\"T_6a7f0_row147_col0\" class=\"data row147 col0\" >-0.961</td>\n",
+       "      <td id=\"T_6a7f0_row147_col1\" class=\"data row147 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr3p_ASC_sr3p_escort</th>\n",
-       "      <td>-5.312809e-05</td>\n",
+       "      <th id=\"T_6a7f0_level0_row148\" class=\"row_heading level0 row148\" >coef_ride_hail_ASC_walk_transit</th>\n",
+       "      <td id=\"T_6a7f0_row148_col0\" class=\"data row148 col0\" > 1.26</td>\n",
+       "      <td id=\"T_6a7f0_row148_col1\" class=\"data row148 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr3p_ASC_walk_escort</th>\n",
-       "      <td>7.813745e-07</td>\n",
+       "      <th id=\"T_6a7f0_level0_row149\" class=\"row_heading level0 row149\" >coef_ride_hail_ASC_walk_univ_escort_shopping_othmaint</th>\n",
+       "      <td id=\"T_6a7f0_row149_col0\" class=\"data row149 col0\" >-3.68</td>\n",
+       "      <td id=\"T_6a7f0_row149_col1\" class=\"data row149 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_commuter_escort</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row150\" class=\"row_heading level0 row150\" >coef_ride_hail_ASC_walk_work</th>\n",
+       "      <td id=\"T_6a7f0_row150_col0\" class=\"data row150 col0\" > 1.33</td>\n",
+       "      <td id=\"T_6a7f0_row150_col1\" class=\"data row150 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_express_escort</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row151\" class=\"row_heading level0 row151\" >coef_sov_ASC_rh_escort_shopping_eatout_othmaint_social_othdiscr</th>\n",
+       "      <td id=\"T_6a7f0_row151_col0\" class=\"data row151 col0\" > 0.00</td>\n",
+       "      <td id=\"T_6a7f0_row151_col1\" class=\"data row151 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_ferry_escort</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row152\" class=\"row_heading level0 row152\" >coef_sov_ASC_rh_school</th>\n",
+       "      <td id=\"T_6a7f0_row152_col0\" class=\"data row152 col0\" >-9.21</td>\n",
+       "      <td id=\"T_6a7f0_row152_col1\" class=\"data row152 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_heavyrail_escort</th>\n",
-       "      <td>1.847275e-05</td>\n",
+       "      <th id=\"T_6a7f0_level0_row153\" class=\"row_heading level0 row153\" >coef_sov_ASC_rh_univ</th>\n",
+       "      <td id=\"T_6a7f0_row153_col0\" class=\"data row153 col0\" >-6.65</td>\n",
+       "      <td id=\"T_6a7f0_row153_col1\" class=\"data row153 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_lightrail_escort</th>\n",
-       "      <td>-6.175222e-05</td>\n",
+       "      <th id=\"T_6a7f0_level0_row154\" class=\"row_heading level0 row154\" >coef_sov_ASC_rh_work_atwork</th>\n",
+       "      <td id=\"T_6a7f0_row154_col0\" class=\"data row154 col0\" >-7.00</td>\n",
+       "      <td id=\"T_6a7f0_row154_col1\" class=\"data row154 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_rh_escort_shopping_othmaint</th>\n",
-       "      <td>-3.544690e-05</td>\n",
+       "      <th id=\"T_6a7f0_level0_row155\" class=\"row_heading level0 row155\" >coef_sov_ASC_sr2_escort</th>\n",
+       "      <td id=\"T_6a7f0_row155_col0\" class=\"data row155 col0\" > 0.00</td>\n",
+       "      <td id=\"T_6a7f0_row155_col1\" class=\"data row155 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_sr2_escort</th>\n",
-       "      <td>-4.425501e-05</td>\n",
+       "      <th id=\"T_6a7f0_level0_row156\" class=\"row_heading level0 row156\" >coef_sov_ASC_sr2_work_univ_school_shopping_eatout_othmaint_social_othdiscr_atwork</th>\n",
+       "      <td id=\"T_6a7f0_row156_col0\" class=\"data row156 col0\" >-999.</td>\n",
+       "      <td id=\"T_6a7f0_row156_col1\" class=\"data row156 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_sr3p_escort</th>\n",
-       "      <td>-4.715077e-99</td>\n",
+       "      <th id=\"T_6a7f0_level0_row157\" class=\"row_heading level0 row157\" >coef_sov_ASC_sr3p_escort</th>\n",
+       "      <td id=\"T_6a7f0_row157_col0\" class=\"data row157 col0\" > 0.00</td>\n",
+       "      <td id=\"T_6a7f0_row157_col1\" class=\"data row157 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_walk_escort</th>\n",
-       "      <td>-5.506864e-35</td>\n",
+       "      <th id=\"T_6a7f0_level0_row158\" class=\"row_heading level0 row158\" >coef_sov_ASC_sr3p_work_univ_school_shopping_eatout_othmaint_social_othdiscr_atwork</th>\n",
+       "      <td id=\"T_6a7f0_row158_col0\" class=\"data row158 col0\" >-999.</td>\n",
+       "      <td id=\"T_6a7f0_row158_col1\" class=\"data row158 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_bike_ASC_walk_shopping</th>\n",
-       "      <td>-1.404547e-12</td>\n",
+       "      <th id=\"T_6a7f0_level0_row159\" class=\"row_heading level0 row159\" >coef_sov_ASC_walk_eatout</th>\n",
+       "      <td id=\"T_6a7f0_row159_col0\" class=\"data row159 col0\" >-1.88</td>\n",
+       "      <td id=\"T_6a7f0_row159_col1\" class=\"data row159 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_drive_transit_ASC_commuter_shopping_eatout_othmaint_social_othdiscr_atwork</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row160\" class=\"row_heading level0 row160\" >coef_sov_ASC_walk_escort</th>\n",
+       "      <td id=\"T_6a7f0_row160_col0\" class=\"data row160 col0\" > 0.00</td>\n",
+       "      <td id=\"T_6a7f0_row160_col1\" class=\"data row160 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_drive_transit_ASC_express_shopping_eatout_othmaint_social_othdiscr_atwork</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row161\" class=\"row_heading level0 row161\" >coef_sov_ASC_walk_othdiscr</th>\n",
+       "      <td id=\"T_6a7f0_row161_col0\" class=\"data row161 col0\" >-1.66</td>\n",
+       "      <td id=\"T_6a7f0_row161_col1\" class=\"data row161 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_drive_transit_ASC_ferry_shopping_eatout_othmaint_social_othdiscr_atwork</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row162\" class=\"row_heading level0 row162\" >coef_sov_ASC_walk_othmaint</th>\n",
+       "      <td id=\"T_6a7f0_row162_col0\" class=\"data row162 col0\" >-1.38</td>\n",
+       "      <td id=\"T_6a7f0_row162_col1\" class=\"data row162 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_drive_transit_ASC_heavyrail_shopping_eatout_othmaint_social_othdiscr_atwork</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row163\" class=\"row_heading level0 row163\" >coef_sov_ASC_walk_school</th>\n",
+       "      <td id=\"T_6a7f0_row163_col0\" class=\"data row163 col0\" >-2.30</td>\n",
+       "      <td id=\"T_6a7f0_row163_col1\" class=\"data row163 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_drive_transit_ASC_lightrail_shopping_eatout_othmaint_social_othdiscr_atwork</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row164\" class=\"row_heading level0 row164\" >coef_sov_ASC_walk_shopping</th>\n",
+       "      <td id=\"T_6a7f0_row164_col0\" class=\"data row164 col0\" >-1.59</td>\n",
+       "      <td id=\"T_6a7f0_row164_col1\" class=\"data row164 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_auto_ASC_rh_shopping_eatout_othmaint_social_othdiscr</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row165\" class=\"row_heading level0 row165\" >coef_sov_ASC_walk_social</th>\n",
+       "      <td id=\"T_6a7f0_row165_col0\" class=\"data row165 col0\" >-1.87</td>\n",
+       "      <td id=\"T_6a7f0_row165_col1\" class=\"data row165 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_auto_ASC_sr2_shopping</th>\n",
-       "      <td>1.199811e-05</td>\n",
+       "      <th id=\"T_6a7f0_level0_row166\" class=\"row_heading level0 row166\" >coef_sov_ASC_walk_univ</th>\n",
+       "      <td id=\"T_6a7f0_row166_col0\" class=\"data row166 col0\" >-1.06</td>\n",
+       "      <td id=\"T_6a7f0_row166_col1\" class=\"data row166 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_auto_ASC_sr3p_shopping</th>\n",
-       "      <td>-5.796288e-07</td>\n",
+       "      <th id=\"T_6a7f0_level0_row167\" class=\"row_heading level0 row167\" >coef_sov_ASC_walk_work</th>\n",
+       "      <td id=\"T_6a7f0_row167_col0\" class=\"data row167 col0\" >-1.17</td>\n",
+       "      <td id=\"T_6a7f0_row167_col1\" class=\"data row167 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_auto_ASC_walk_shopping</th>\n",
-       "      <td>-1.431461e-09</td>\n",
+       "      <th id=\"T_6a7f0_level0_row168\" class=\"row_heading level0 row168\" >coef_sr2_ASC_rh_univ</th>\n",
+       "      <td id=\"T_6a7f0_row168_col0\" class=\"data row168 col0\" >-6.69</td>\n",
+       "      <td id=\"T_6a7f0_row168_col1\" class=\"data row168 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_bike_ASC_rh_shopping_eatout_othmaint_social_othdiscr</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row169\" class=\"row_heading level0 row169\" >coef_sr2_ASC_rh_work_school_escort_shopping_eatout_othmaint_social_othdiscr_atwork</th>\n",
+       "      <td id=\"T_6a7f0_row169_col0\" class=\"data row169 col0\" >-7.00</td>\n",
+       "      <td id=\"T_6a7f0_row169_col1\" class=\"data row169 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_bike_ASC_walk_shopping</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row170\" class=\"row_heading level0 row170\" >coef_sr2_ASC_sr2_eatout</th>\n",
+       "      <td id=\"T_6a7f0_row170_col0\" class=\"data row170 col0\" > 1.54</td>\n",
+       "      <td id=\"T_6a7f0_row170_col1\" class=\"data row170 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_drive_transit_ASC_commuter_shopping_eatout_othmaint_social_othdiscr</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row171\" class=\"row_heading level0 row171\" >coef_sr2_ASC_sr2_escort</th>\n",
+       "      <td id=\"T_6a7f0_row171_col0\" class=\"data row171 col0\" > 0.829</td>\n",
+       "      <td id=\"T_6a7f0_row171_col1\" class=\"data row171 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_drive_transit_ASC_express_shopping_eatout_othmaint_social_othdiscr</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row172\" class=\"row_heading level0 row172\" >coef_sr2_ASC_sr2_othdiscr</th>\n",
+       "      <td id=\"T_6a7f0_row172_col0\" class=\"data row172 col0\" > 1.16</td>\n",
+       "      <td id=\"T_6a7f0_row172_col1\" class=\"data row172 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_drive_transit_ASC_ferry_shopping_eatout_othmaint_social_othdiscr</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row173\" class=\"row_heading level0 row173\" >coef_sr2_ASC_sr2_othmaint</th>\n",
+       "      <td id=\"T_6a7f0_row173_col0\" class=\"data row173 col0\" > 1.50</td>\n",
+       "      <td id=\"T_6a7f0_row173_col1\" class=\"data row173 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_drive_transit_ASC_heavyrail_shopping_eatout_othmaint_social_othdiscr</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row174\" class=\"row_heading level0 row174\" >coef_sr2_ASC_sr2_school</th>\n",
+       "      <td id=\"T_6a7f0_row174_col0\" class=\"data row174 col0\" >-0.206</td>\n",
+       "      <td id=\"T_6a7f0_row174_col1\" class=\"data row174 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_drive_transit_ASC_lightrail_shopping_eatout_othmaint_social_othdiscr</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row175\" class=\"row_heading level0 row175\" >coef_sr2_ASC_sr2_shopping</th>\n",
+       "      <td id=\"T_6a7f0_row175_col0\" class=\"data row175 col0\" > 1.78</td>\n",
+       "      <td id=\"T_6a7f0_row175_col1\" class=\"data row175 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_drive_transit_ASC_rh_shopping_eatout_othmaint_social_othdiscr</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row176\" class=\"row_heading level0 row176\" >coef_sr2_ASC_sr2_social</th>\n",
+       "      <td id=\"T_6a7f0_row176_col0\" class=\"data row176 col0\" > 0.975</td>\n",
+       "      <td id=\"T_6a7f0_row176_col1\" class=\"data row176 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_ride_hail_ASC_sr2_shopping_eatout_othmaint_social_othdiscr</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row177\" class=\"row_heading level0 row177\" >coef_sr2_ASC_sr2_univ</th>\n",
+       "      <td id=\"T_6a7f0_row177_col0\" class=\"data row177 col0\" > 0.430</td>\n",
+       "      <td id=\"T_6a7f0_row177_col1\" class=\"data row177 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_ride_hail_ASC_sr3p_shopping_eatout_othmaint_social_othdiscr</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row178\" class=\"row_heading level0 row178\" >coef_sr2_ASC_sr2_work</th>\n",
+       "      <td id=\"T_6a7f0_row178_col0\" class=\"data row178 col0\" > 0.470</td>\n",
+       "      <td id=\"T_6a7f0_row178_col1\" class=\"data row178 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_ride_hail_ASC_taxi_shopping_eatout_othmaint_social_othdiscr</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row179\" class=\"row_heading level0 row179\" >coef_sr2_ASC_sr3p</th>\n",
+       "      <td id=\"T_6a7f0_row179_col0\" class=\"data row179 col0\" >-999.</td>\n",
+       "      <td id=\"T_6a7f0_row179_col1\" class=\"data row179 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_ride_hail_ASC_tnc_single_shopping_eatout_othmaint_social_othdiscr</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row180\" class=\"row_heading level0 row180\" >coef_sr2_ASC_walk_eatout</th>\n",
+       "      <td id=\"T_6a7f0_row180_col0\" class=\"data row180 col0\" >-0.189</td>\n",
+       "      <td id=\"T_6a7f0_row180_col1\" class=\"data row180 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_ride_hail_ASC_walk_shopping_eatout_othmaint_social_othdiscr</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row181\" class=\"row_heading level0 row181\" >coef_sr2_ASC_walk_escort</th>\n",
+       "      <td id=\"T_6a7f0_row181_col0\" class=\"data row181 col0\" >-2.21</td>\n",
+       "      <td id=\"T_6a7f0_row181_col1\" class=\"data row181 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_walk_ASC_rh_shopping_eatout_othmaint_social_othdiscr</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row182\" class=\"row_heading level0 row182\" >coef_sr2_ASC_walk_othdiscr</th>\n",
+       "      <td id=\"T_6a7f0_row182_col0\" class=\"data row182 col0\" >-0.449</td>\n",
+       "      <td id=\"T_6a7f0_row182_col1\" class=\"data row182 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_walk_transit_ASC_commuter_shopping_eatout_othmaint_social_othdiscr</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row183\" class=\"row_heading level0 row183\" >coef_sr2_ASC_walk_othmaint</th>\n",
+       "      <td id=\"T_6a7f0_row183_col0\" class=\"data row183 col0\" >-0.603</td>\n",
+       "      <td id=\"T_6a7f0_row183_col1\" class=\"data row183 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_walk_transit_ASC_express_shopping_eatout_othmaint_social_othdiscr</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row184\" class=\"row_heading level0 row184\" >coef_sr2_ASC_walk_school</th>\n",
+       "      <td id=\"T_6a7f0_row184_col0\" class=\"data row184 col0\" >-0.134</td>\n",
+       "      <td id=\"T_6a7f0_row184_col1\" class=\"data row184 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_walk_transit_ASC_ferry_shopping_eatout_othmaint_social_othdiscr</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row185\" class=\"row_heading level0 row185\" >coef_sr2_ASC_walk_shopping</th>\n",
+       "      <td id=\"T_6a7f0_row185_col0\" class=\"data row185 col0\" >-0.528</td>\n",
+       "      <td id=\"T_6a7f0_row185_col1\" class=\"data row185 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_walk_transit_ASC_heavyrail_shopping_eatout_othmaint_social_othdiscr</th>\n",
-       "      <td>3.150898e-09</td>\n",
+       "      <th id=\"T_6a7f0_level0_row186\" class=\"row_heading level0 row186\" >coef_sr2_ASC_walk_social</th>\n",
+       "      <td id=\"T_6a7f0_row186_col0\" class=\"data row186 col0\" >-0.791</td>\n",
+       "      <td id=\"T_6a7f0_row186_col1\" class=\"data row186 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_walk_transit_ASC_lightrail_shopping_eatout_othmaint_social_othdiscr</th>\n",
-       "      <td>-1.676959e-05</td>\n",
+       "      <th id=\"T_6a7f0_level0_row187\" class=\"row_heading level0 row187\" >coef_sr2_ASC_walk_univ</th>\n",
+       "      <td id=\"T_6a7f0_row187_col0\" class=\"data row187 col0\" > 1.30</td>\n",
+       "      <td id=\"T_6a7f0_row187_col1\" class=\"data row187 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_walk_transit_ASC_rh_shopping_eatout_othmaint_social_othdiscr</th>\n",
-       "      <td>-4.853053e-05</td>\n",
+       "      <th id=\"T_6a7f0_level0_row188\" class=\"row_heading level0 row188\" >coef_sr2_ASC_walk_work</th>\n",
+       "      <td id=\"T_6a7f0_row188_col0\" class=\"data row188 col0\" >-0.125</td>\n",
+       "      <td id=\"T_6a7f0_row188_col1\" class=\"data row188 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_walk_transit_ASC_sr2_shopping</th>\n",
-       "      <td>-6.388223e-11</td>\n",
+       "      <th id=\"T_6a7f0_level0_row189\" class=\"row_heading level0 row189\" >coef_sr3p_ASC_rh_school</th>\n",
+       "      <td id=\"T_6a7f0_row189_col0\" class=\"data row189 col0\" >-6.90</td>\n",
+       "      <td id=\"T_6a7f0_row189_col1\" class=\"data row189 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_walk_transit_ASC_sr3p_shopping</th>\n",
-       "      <td>-3.009123e-13</td>\n",
+       "      <th id=\"T_6a7f0_level0_row190\" class=\"row_heading level0 row190\" >coef_sr3p_ASC_rh_univ_escort_shopping_eatout_othmaint_social_othdiscr</th>\n",
+       "      <td id=\"T_6a7f0_row190_col0\" class=\"data row190 col0\" >-7.00</td>\n",
+       "      <td id=\"T_6a7f0_row190_col1\" class=\"data row190 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_walk_transit_ASC_walk_shopping</th>\n",
-       "      <td>-1.854492e-40</td>\n",
+       "      <th id=\"T_6a7f0_level0_row191\" class=\"row_heading level0 row191\" >coef_sr3p_ASC_rh_work</th>\n",
+       "      <td id=\"T_6a7f0_row191_col0\" class=\"data row191 col0\" >-71.9</td>\n",
+       "      <td id=\"T_6a7f0_row191_col1\" class=\"data row191 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sov_ASC_walk_shopping</th>\n",
-       "      <td>1.979504e-05</td>\n",
+       "      <th id=\"T_6a7f0_level0_row192\" class=\"row_heading level0 row192\" >coef_sr3p_ASC_sr2_eatout</th>\n",
+       "      <td id=\"T_6a7f0_row192_col0\" class=\"data row192 col0\" > 0.0170</td>\n",
+       "      <td id=\"T_6a7f0_row192_col1\" class=\"data row192 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr2_ASC_sr2_shopping</th>\n",
-       "      <td>-1.633169e-04</td>\n",
+       "      <th id=\"T_6a7f0_level0_row193\" class=\"row_heading level0 row193\" >coef_sr3p_ASC_sr2_escort</th>\n",
+       "      <td id=\"T_6a7f0_row193_col0\" class=\"data row193 col0\" > 0.132</td>\n",
+       "      <td id=\"T_6a7f0_row193_col1\" class=\"data row193 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr2_ASC_walk_shopping</th>\n",
-       "      <td>-2.087183e-05</td>\n",
+       "      <th id=\"T_6a7f0_level0_row194\" class=\"row_heading level0 row194\" >coef_sr3p_ASC_sr2_othdiscr</th>\n",
+       "      <td id=\"T_6a7f0_row194_col0\" class=\"data row194 col0\" >-0.193</td>\n",
+       "      <td id=\"T_6a7f0_row194_col1\" class=\"data row194 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr3p_ASC_sr2_shopping</th>\n",
-       "      <td>-2.114611e-05</td>\n",
+       "      <th id=\"T_6a7f0_level0_row195\" class=\"row_heading level0 row195\" >coef_sr3p_ASC_sr2_othmaint</th>\n",
+       "      <td id=\"T_6a7f0_row195_col0\" class=\"data row195 col0\" > 0.0597</td>\n",
+       "      <td id=\"T_6a7f0_row195_col1\" class=\"data row195 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr3p_ASC_sr3p_shopping</th>\n",
-       "      <td>-7.777893e-06</td>\n",
+       "      <th id=\"T_6a7f0_level0_row196\" class=\"row_heading level0 row196\" >coef_sr3p_ASC_sr2_school</th>\n",
+       "      <td id=\"T_6a7f0_row196_col0\" class=\"data row196 col0\" >-1.38</td>\n",
+       "      <td id=\"T_6a7f0_row196_col1\" class=\"data row196 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr3p_ASC_walk_shopping</th>\n",
-       "      <td>-5.499761e-05</td>\n",
+       "      <th id=\"T_6a7f0_level0_row197\" class=\"row_heading level0 row197\" >coef_sr3p_ASC_sr2_shopping</th>\n",
+       "      <td id=\"T_6a7f0_row197_col0\" class=\"data row197 col0\" > 0.409</td>\n",
+       "      <td id=\"T_6a7f0_row197_col1\" class=\"data row197 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_commuter_shopping_eatout_othmaint_social_othdiscr_atwork</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row198\" class=\"row_heading level0 row198\" >coef_sr3p_ASC_sr2_social</th>\n",
+       "      <td id=\"T_6a7f0_row198_col0\" class=\"data row198 col0\" > 0.441</td>\n",
+       "      <td id=\"T_6a7f0_row198_col1\" class=\"data row198 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_express_shopping_eatout_othmaint_social_othdiscr_atwork</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row199\" class=\"row_heading level0 row199\" >coef_sr3p_ASC_sr2_univ</th>\n",
+       "      <td id=\"T_6a7f0_row199_col0\" class=\"data row199 col0\" >-0.312</td>\n",
+       "      <td id=\"T_6a7f0_row199_col1\" class=\"data row199 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_ferry_shopping_eatout_othmaint_social_othdiscr_atwork</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row200\" class=\"row_heading level0 row200\" >coef_sr3p_ASC_sr2_work</th>\n",
+       "      <td id=\"T_6a7f0_row200_col0\" class=\"data row200 col0\" >-0.769</td>\n",
+       "      <td id=\"T_6a7f0_row200_col1\" class=\"data row200 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_heavyrail_shopping_eatout_othmaint_social_othdiscr_atwork</th>\n",
-       "      <td>-9.355912e-05</td>\n",
+       "      <th id=\"T_6a7f0_level0_row201\" class=\"row_heading level0 row201\" >coef_sr3p_ASC_sr3p_eatout</th>\n",
+       "      <td id=\"T_6a7f0_row201_col0\" class=\"data row201 col0\" > 1.75</td>\n",
+       "      <td id=\"T_6a7f0_row201_col1\" class=\"data row201 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_lightrail_shopping_eatout_othmaint_social_othdiscr_atwork</th>\n",
-       "      <td>1.458827e-04</td>\n",
+       "      <th id=\"T_6a7f0_level0_row202\" class=\"row_heading level0 row202\" >coef_sr3p_ASC_sr3p_escort</th>\n",
+       "      <td id=\"T_6a7f0_row202_col0\" class=\"data row202 col0\" > 1.12</td>\n",
+       "      <td id=\"T_6a7f0_row202_col1\" class=\"data row202 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_sr2_shopping</th>\n",
-       "      <td>-4.838269e-05</td>\n",
+       "      <th id=\"T_6a7f0_level0_row203\" class=\"row_heading level0 row203\" >coef_sr3p_ASC_sr3p_othdiscr</th>\n",
+       "      <td id=\"T_6a7f0_row203_col0\" class=\"data row203 col0\" > 1.21</td>\n",
+       "      <td id=\"T_6a7f0_row203_col1\" class=\"data row203 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_sr3p_shopping</th>\n",
-       "      <td>-7.841219e-48</td>\n",
+       "      <th id=\"T_6a7f0_level0_row204\" class=\"row_heading level0 row204\" >coef_sr3p_ASC_sr3p_othmaint</th>\n",
+       "      <td id=\"T_6a7f0_row204_col0\" class=\"data row204 col0\" > 1.48</td>\n",
+       "      <td id=\"T_6a7f0_row204_col1\" class=\"data row204 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_walk_shopping</th>\n",
-       "      <td>-5.761910e-05</td>\n",
+       "      <th id=\"T_6a7f0_level0_row205\" class=\"row_heading level0 row205\" >coef_sr3p_ASC_sr3p_school</th>\n",
+       "      <td id=\"T_6a7f0_row205_col0\" class=\"data row205 col0\" >-0.385</td>\n",
+       "      <td id=\"T_6a7f0_row205_col1\" class=\"data row205 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_bike_ASC_walk_eatout</th>\n",
-       "      <td>-5.163611e-94</td>\n",
+       "      <th id=\"T_6a7f0_level0_row206\" class=\"row_heading level0 row206\" >coef_sr3p_ASC_sr3p_shopping</th>\n",
+       "      <td id=\"T_6a7f0_row206_col0\" class=\"data row206 col0\" > 1.86</td>\n",
+       "      <td id=\"T_6a7f0_row206_col1\" class=\"data row206 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_auto_ASC_sr2_eatout_othmaint_social_othdiscr</th>\n",
-       "      <td>1.042498e-05</td>\n",
+       "      <th id=\"T_6a7f0_level0_row207\" class=\"row_heading level0 row207\" >coef_sr3p_ASC_sr3p_social</th>\n",
+       "      <td id=\"T_6a7f0_row207_col0\" class=\"data row207 col0\" > 1.38</td>\n",
+       "      <td id=\"T_6a7f0_row207_col1\" class=\"data row207 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_auto_ASC_sr3p_eatout_othmaint_social_othdiscr</th>\n",
-       "      <td>6.920224e-06</td>\n",
+       "      <th id=\"T_6a7f0_level0_row208\" class=\"row_heading level0 row208\" >coef_sr3p_ASC_sr3p_univ</th>\n",
+       "      <td id=\"T_6a7f0_row208_col0\" class=\"data row208 col0\" > 0.629</td>\n",
+       "      <td id=\"T_6a7f0_row208_col1\" class=\"data row208 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_auto_ASC_walk_eatout_othmaint_social_othdiscr</th>\n",
-       "      <td>-5.600401e-05</td>\n",
+       "      <th id=\"T_6a7f0_level0_row209\" class=\"row_heading level0 row209\" >coef_sr3p_ASC_sr3p_work</th>\n",
+       "      <td id=\"T_6a7f0_row209_col0\" class=\"data row209 col0\" > 0.255</td>\n",
+       "      <td id=\"T_6a7f0_row209_col1\" class=\"data row209 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_bike_ASC_walk_eatout</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row210\" class=\"row_heading level0 row210\" >coef_sr3p_ASC_walk_eatout</th>\n",
+       "      <td id=\"T_6a7f0_row210_col0\" class=\"data row210 col0\" >-0.240</td>\n",
+       "      <td id=\"T_6a7f0_row210_col1\" class=\"data row210 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_walk_transit_ASC_sr2_eatout</th>\n",
-       "      <td>-2.828607e-08</td>\n",
+       "      <th id=\"T_6a7f0_level0_row211\" class=\"row_heading level0 row211\" >coef_sr3p_ASC_walk_escort</th>\n",
+       "      <td id=\"T_6a7f0_row211_col0\" class=\"data row211 col0\" >-1.30</td>\n",
+       "      <td id=\"T_6a7f0_row211_col1\" class=\"data row211 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_walk_transit_ASC_sr3p_eatout</th>\n",
-       "      <td>-2.226057e-09</td>\n",
+       "      <th id=\"T_6a7f0_level0_row212\" class=\"row_heading level0 row212\" >coef_sr3p_ASC_walk_othdiscr</th>\n",
+       "      <td id=\"T_6a7f0_row212_col0\" class=\"data row212 col0\" >-0.712</td>\n",
+       "      <td id=\"T_6a7f0_row212_col1\" class=\"data row212 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_walk_transit_ASC_walk_eatout</th>\n",
-       "      <td>-1.504477e-05</td>\n",
+       "      <th id=\"T_6a7f0_level0_row213\" class=\"row_heading level0 row213\" >coef_sr3p_ASC_walk_othmaint</th>\n",
+       "      <td id=\"T_6a7f0_row213_col0\" class=\"data row213 col0\" >-0.347</td>\n",
+       "      <td id=\"T_6a7f0_row213_col1\" class=\"data row213 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_ride_hail_ASC_sr2_eatout_social_othdiscr</th>\n",
-       "      <td>-3.869795e-16</td>\n",
+       "      <th id=\"T_6a7f0_level0_row214\" class=\"row_heading level0 row214\" >coef_sr3p_ASC_walk_school</th>\n",
+       "      <td id=\"T_6a7f0_row214_col0\" class=\"data row214 col0\" >-0.603</td>\n",
+       "      <td id=\"T_6a7f0_row214_col1\" class=\"data row214 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_ride_hail_ASC_sr3p_eatout_social_othdiscr</th>\n",
-       "      <td>-1.643875e-13</td>\n",
+       "      <th id=\"T_6a7f0_level0_row215\" class=\"row_heading level0 row215\" >coef_sr3p_ASC_walk_shopping</th>\n",
+       "      <td id=\"T_6a7f0_row215_col0\" class=\"data row215 col0\" >-0.431</td>\n",
+       "      <td id=\"T_6a7f0_row215_col1\" class=\"data row215 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_ride_hail_ASC_taxi_eatout_social_othdiscr</th>\n",
-       "      <td>-2.363466e-28</td>\n",
+       "      <th id=\"T_6a7f0_level0_row216\" class=\"row_heading level0 row216\" >coef_sr3p_ASC_walk_social</th>\n",
+       "      <td id=\"T_6a7f0_row216_col0\" class=\"data row216 col0\" >-0.451</td>\n",
+       "      <td id=\"T_6a7f0_row216_col1\" class=\"data row216 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_ride_hail_ASC_tnc_single_eatout_social_othdiscr</th>\n",
-       "      <td>-2.038351e-04</td>\n",
+       "      <th id=\"T_6a7f0_level0_row217\" class=\"row_heading level0 row217\" >coef_sr3p_ASC_walk_univ</th>\n",
+       "      <td id=\"T_6a7f0_row217_col0\" class=\"data row217 col0\" > 1.68</td>\n",
+       "      <td id=\"T_6a7f0_row217_col1\" class=\"data row217 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_ride_hail_ASC_walk_eatout_social_othdiscr</th>\n",
-       "      <td>-1.208287e-15</td>\n",
+       "      <th id=\"T_6a7f0_level0_row218\" class=\"row_heading level0 row218\" >coef_sr3p_ASC_walk_work</th>\n",
+       "      <td id=\"T_6a7f0_row218_col0\" class=\"data row218 col0\" >-0.120</td>\n",
+       "      <td id=\"T_6a7f0_row218_col1\" class=\"data row218 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sov_ASC_walk_eatout</th>\n",
-       "      <td>1.478005e-05</td>\n",
+       "      <th id=\"T_6a7f0_level0_row219\" class=\"row_heading level0 row219\" >coef_walk_ASC_rh</th>\n",
+       "      <td id=\"T_6a7f0_row219_col0\" class=\"data row219 col0\" >-7.00</td>\n",
+       "      <td id=\"T_6a7f0_row219_col1\" class=\"data row219 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr2_ASC_sr2_eatout</th>\n",
-       "      <td>1.134955e-05</td>\n",
+       "      <th id=\"T_6a7f0_level0_row220\" class=\"row_heading level0 row220\" >coef_walk_transit_ASC_commuter_escort</th>\n",
+       "      <td id=\"T_6a7f0_row220_col0\" class=\"data row220 col0\" > 0.544</td>\n",
+       "      <td id=\"T_6a7f0_row220_col1\" class=\"data row220 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr2_ASC_walk_eatout</th>\n",
-       "      <td>-5.387236e-05</td>\n",
+       "      <th id=\"T_6a7f0_level0_row221\" class=\"row_heading level0 row221\" >coef_walk_transit_ASC_commuter_shopping_eatout_othmaint_social_othdiscr_atwork</th>\n",
+       "      <td id=\"T_6a7f0_row221_col0\" class=\"data row221 col0\" > 0.183</td>\n",
+       "      <td id=\"T_6a7f0_row221_col1\" class=\"data row221 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr3p_ASC_sr2_eatout</th>\n",
-       "      <td>-4.592690e-05</td>\n",
+       "      <th id=\"T_6a7f0_level0_row222\" class=\"row_heading level0 row222\" >coef_walk_transit_ASC_commuter_univ_school</th>\n",
+       "      <td id=\"T_6a7f0_row222_col0\" class=\"data row222 col0\" > 2.15</td>\n",
+       "      <td id=\"T_6a7f0_row222_col1\" class=\"data row222 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr3p_ASC_sr3p_eatout</th>\n",
-       "      <td>8.013239e-05</td>\n",
+       "      <th id=\"T_6a7f0_level0_row223\" class=\"row_heading level0 row223\" >coef_walk_transit_ASC_commuter_work</th>\n",
+       "      <td id=\"T_6a7f0_row223_col0\" class=\"data row223 col0\" > 0.646</td>\n",
+       "      <td id=\"T_6a7f0_row223_col1\" class=\"data row223 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr3p_ASC_walk_eatout</th>\n",
-       "      <td>-2.559943e-05</td>\n",
+       "      <th id=\"T_6a7f0_level0_row224\" class=\"row_heading level0 row224\" >coef_walk_transit_ASC_express_escort</th>\n",
+       "      <td id=\"T_6a7f0_row224_col0\" class=\"data row224 col0\" > 0.755</td>\n",
+       "      <td id=\"T_6a7f0_row224_col1\" class=\"data row224 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_rh_eatout_social_othdiscr</th>\n",
-       "      <td>2.475426e-05</td>\n",
+       "      <th id=\"T_6a7f0_level0_row225\" class=\"row_heading level0 row225\" >coef_walk_transit_ASC_express_shopping_eatout_othmaint_social_othdiscr_atwork</th>\n",
+       "      <td id=\"T_6a7f0_row225_col0\" class=\"data row225 col0\" > 1.09</td>\n",
+       "      <td id=\"T_6a7f0_row225_col1\" class=\"data row225 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_sr2_eatout</th>\n",
-       "      <td>-8.378197e-06</td>\n",
+       "      <th id=\"T_6a7f0_level0_row226\" class=\"row_heading level0 row226\" >coef_walk_transit_ASC_express_univ_school</th>\n",
+       "      <td id=\"T_6a7f0_row226_col0\" class=\"data row226 col0\" > 0.736</td>\n",
+       "      <td id=\"T_6a7f0_row226_col1\" class=\"data row226 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_sr3p_eatout</th>\n",
-       "      <td>5.928461e-05</td>\n",
+       "      <th id=\"T_6a7f0_level0_row227\" class=\"row_heading level0 row227\" >coef_walk_transit_ASC_express_work</th>\n",
+       "      <td id=\"T_6a7f0_row227_col0\" class=\"data row227 col0\" >-0.116</td>\n",
+       "      <td id=\"T_6a7f0_row227_col1\" class=\"data row227 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_walk_eatout</th>\n",
-       "      <td>3.351367e-05</td>\n",
+       "      <th id=\"T_6a7f0_level0_row228\" class=\"row_heading level0 row228\" >coef_walk_transit_ASC_ferry_escort</th>\n",
+       "      <td id=\"T_6a7f0_row228_col0\" class=\"data row228 col0\" > 0.601</td>\n",
+       "      <td id=\"T_6a7f0_row228_col1\" class=\"data row228 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_bike_ASC_walk_othmaint</th>\n",
-       "      <td>-1.105637e-05</td>\n",
+       "      <th id=\"T_6a7f0_level0_row229\" class=\"row_heading level0 row229\" >coef_walk_transit_ASC_ferry_shopping_eatout_othmaint_social_othdiscr_atwork</th>\n",
+       "      <td id=\"T_6a7f0_row229_col0\" class=\"data row229 col0\" >-5.31</td>\n",
+       "      <td id=\"T_6a7f0_row229_col1\" class=\"data row229 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_ivt_othmaint_social</th>\n",
-       "      <td>5.370351e-02</td>\n",
+       "      <th id=\"T_6a7f0_level0_row230\" class=\"row_heading level0 row230\" >coef_walk_transit_ASC_ferry_univ_school</th>\n",
+       "      <td id=\"T_6a7f0_row230_col0\" class=\"data row230 col0\" > 0.102</td>\n",
+       "      <td id=\"T_6a7f0_row230_col1\" class=\"data row230 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_bike_ASC_walk_othmaint</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row231\" class=\"row_heading level0 row231\" >coef_walk_transit_ASC_ferry_work</th>\n",
+       "      <td id=\"T_6a7f0_row231_col0\" class=\"data row231 col0\" >-0.283</td>\n",
+       "      <td id=\"T_6a7f0_row231_col1\" class=\"data row231 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_walk_transit_ASC_sr2_othmaint</th>\n",
-       "      <td>-1.624906e-06</td>\n",
+       "      <th id=\"T_6a7f0_level0_row232\" class=\"row_heading level0 row232\" >coef_walk_transit_ASC_heavyrail_escort</th>\n",
+       "      <td id=\"T_6a7f0_row232_col0\" class=\"data row232 col0\" > 1.73</td>\n",
+       "      <td id=\"T_6a7f0_row232_col1\" class=\"data row232 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_walk_transit_ASC_sr3p_othmaint</th>\n",
-       "      <td>-7.397451e-24</td>\n",
+       "      <th id=\"T_6a7f0_level0_row233\" class=\"row_heading level0 row233\" >coef_walk_transit_ASC_heavyrail_shopping_eatout_othmaint_social_othdiscr_atwork</th>\n",
+       "      <td id=\"T_6a7f0_row233_col0\" class=\"data row233 col0\" > 1.19</td>\n",
+       "      <td id=\"T_6a7f0_row233_col1\" class=\"data row233 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_walk_transit_ASC_walk_othmaint</th>\n",
-       "      <td>-3.953263e-30</td>\n",
+       "      <th id=\"T_6a7f0_level0_row234\" class=\"row_heading level0 row234\" >coef_walk_transit_ASC_heavyrail_univ_school</th>\n",
+       "      <td id=\"T_6a7f0_row234_col0\" class=\"data row234 col0\" > 1.50</td>\n",
+       "      <td id=\"T_6a7f0_row234_col1\" class=\"data row234 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sov_ASC_walk_othmaint</th>\n",
-       "      <td>5.401771e-05</td>\n",
+       "      <th id=\"T_6a7f0_level0_row235\" class=\"row_heading level0 row235\" >coef_walk_transit_ASC_heavyrail_work</th>\n",
+       "      <td id=\"T_6a7f0_row235_col0\" class=\"data row235 col0\" > 0.661</td>\n",
+       "      <td id=\"T_6a7f0_row235_col1\" class=\"data row235 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr2_ASC_sr2_othmaint</th>\n",
-       "      <td>-4.666221e-05</td>\n",
+       "      <th id=\"T_6a7f0_level0_row236\" class=\"row_heading level0 row236\" >coef_walk_transit_ASC_lightrail_escort</th>\n",
+       "      <td id=\"T_6a7f0_row236_col0\" class=\"data row236 col0\" > 2.37</td>\n",
+       "      <td id=\"T_6a7f0_row236_col1\" class=\"data row236 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr2_ASC_walk_othmaint</th>\n",
-       "      <td>4.186596e-05</td>\n",
+       "      <th id=\"T_6a7f0_level0_row237\" class=\"row_heading level0 row237\" >coef_walk_transit_ASC_lightrail_shopping_eatout_othmaint_social_othdiscr_atwork</th>\n",
+       "      <td id=\"T_6a7f0_row237_col0\" class=\"data row237 col0\" > 0.939</td>\n",
+       "      <td id=\"T_6a7f0_row237_col1\" class=\"data row237 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr3p_ASC_sr2_othmaint</th>\n",
-       "      <td>7.950676e-05</td>\n",
+       "      <th id=\"T_6a7f0_level0_row238\" class=\"row_heading level0 row238\" >coef_walk_transit_ASC_lightrail_univ_school</th>\n",
+       "      <td id=\"T_6a7f0_row238_col0\" class=\"data row238 col0\" > 1.96</td>\n",
+       "      <td id=\"T_6a7f0_row238_col1\" class=\"data row238 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr3p_ASC_sr3p_othmaint</th>\n",
-       "      <td>-8.383183e-05</td>\n",
+       "      <th id=\"T_6a7f0_level0_row239\" class=\"row_heading level0 row239\" >coef_walk_transit_ASC_lightrail_work</th>\n",
+       "      <td id=\"T_6a7f0_row239_col0\" class=\"data row239 col0\" > 0.724</td>\n",
+       "      <td id=\"T_6a7f0_row239_col1\" class=\"data row239 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr3p_ASC_walk_othmaint</th>\n",
-       "      <td>1.080875e-04</td>\n",
+       "      <th id=\"T_6a7f0_level0_row240\" class=\"row_heading level0 row240\" >coef_walk_transit_ASC_rh_eatout_social_othdiscr</th>\n",
+       "      <td id=\"T_6a7f0_row240_col0\" class=\"data row240 col0\" >-4.96</td>\n",
+       "      <td id=\"T_6a7f0_row240_col1\" class=\"data row240 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_sr2_othmaint</th>\n",
-       "      <td>-4.017102e-15</td>\n",
+       "      <th id=\"T_6a7f0_level0_row241\" class=\"row_heading level0 row241\" >coef_walk_transit_ASC_rh_escort_shopping_othmaint</th>\n",
+       "      <td id=\"T_6a7f0_row241_col0\" class=\"data row241 col0\" >-5.01</td>\n",
+       "      <td id=\"T_6a7f0_row241_col1\" class=\"data row241 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_sr3p_othmaint</th>\n",
-       "      <td>-6.376816e-12</td>\n",
+       "      <th id=\"T_6a7f0_level0_row242\" class=\"row_heading level0 row242\" >coef_walk_transit_ASC_rh_school</th>\n",
+       "      <td id=\"T_6a7f0_row242_col0\" class=\"data row242 col0\" >-7.20</td>\n",
+       "      <td id=\"T_6a7f0_row242_col1\" class=\"data row242 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_walk_othmaint</th>\n",
-       "      <td>1.941271e-05</td>\n",
+       "      <th id=\"T_6a7f0_level0_row243\" class=\"row_heading level0 row243\" >coef_walk_transit_ASC_rh_univ</th>\n",
+       "      <td id=\"T_6a7f0_row243_col0\" class=\"data row243 col0\" >-4.27</td>\n",
+       "      <td id=\"T_6a7f0_row243_col1\" class=\"data row243 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_bike_ASC_walk_social</th>\n",
-       "      <td>-7.802548e-08</td>\n",
+       "      <th id=\"T_6a7f0_level0_row244\" class=\"row_heading level0 row244\" >coef_walk_transit_ASC_rh_work</th>\n",
+       "      <td id=\"T_6a7f0_row244_col0\" class=\"data row244 col0\" >-4.01</td>\n",
+       "      <td id=\"T_6a7f0_row244_col1\" class=\"data row244 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_bike_ASC_walk_social</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row245\" class=\"row_heading level0 row245\" >coef_walk_transit_ASC_sr2_eatout</th>\n",
+       "      <td id=\"T_6a7f0_row245_col0\" class=\"data row245 col0\" >-2.12</td>\n",
+       "      <td id=\"T_6a7f0_row245_col1\" class=\"data row245 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_walk_transit_ASC_sr2_social</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row246\" class=\"row_heading level0 row246\" >coef_walk_transit_ASC_sr2_escort</th>\n",
+       "      <td id=\"T_6a7f0_row246_col0\" class=\"data row246 col0\" >-0.579</td>\n",
+       "      <td id=\"T_6a7f0_row246_col1\" class=\"data row246 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_walk_transit_ASC_sr3p_social</th>\n",
-       "      <td>-2.473076e-24</td>\n",
+       "      <th id=\"T_6a7f0_level0_row247\" class=\"row_heading level0 row247\" >coef_walk_transit_ASC_sr2_othdiscr</th>\n",
+       "      <td id=\"T_6a7f0_row247_col0\" class=\"data row247 col0\" >-1.93</td>\n",
+       "      <td id=\"T_6a7f0_row247_col1\" class=\"data row247 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_walk_transit_ASC_walk_social</th>\n",
-       "      <td>-4.316912e-11</td>\n",
+       "      <th id=\"T_6a7f0_level0_row248\" class=\"row_heading level0 row248\" >coef_walk_transit_ASC_sr2_othmaint</th>\n",
+       "      <td id=\"T_6a7f0_row248_col0\" class=\"data row248 col0\" >-34.7</td>\n",
+       "      <td id=\"T_6a7f0_row248_col1\" class=\"data row248 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sov_ASC_walk_social</th>\n",
-       "      <td>-5.943503e-10</td>\n",
+       "      <th id=\"T_6a7f0_level0_row249\" class=\"row_heading level0 row249\" >coef_walk_transit_ASC_sr2_school</th>\n",
+       "      <td id=\"T_6a7f0_row249_col0\" class=\"data row249 col0\" >-3.46</td>\n",
+       "      <td id=\"T_6a7f0_row249_col1\" class=\"data row249 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr2_ASC_sr2_social</th>\n",
-       "      <td>-2.952234e-05</td>\n",
+       "      <th id=\"T_6a7f0_level0_row250\" class=\"row_heading level0 row250\" >coef_walk_transit_ASC_sr2_shopping</th>\n",
+       "      <td id=\"T_6a7f0_row250_col0\" class=\"data row250 col0\" >-2.57</td>\n",
+       "      <td id=\"T_6a7f0_row250_col1\" class=\"data row250 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr2_ASC_walk_social</th>\n",
-       "      <td>2.268310e-05</td>\n",
+       "      <th id=\"T_6a7f0_level0_row251\" class=\"row_heading level0 row251\" >coef_walk_transit_ASC_sr2_social</th>\n",
+       "      <td id=\"T_6a7f0_row251_col0\" class=\"data row251 col0\" >-2.27</td>\n",
+       "      <td id=\"T_6a7f0_row251_col1\" class=\"data row251 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr3p_ASC_sr2_social</th>\n",
-       "      <td>1.341521e-05</td>\n",
+       "      <th id=\"T_6a7f0_level0_row252\" class=\"row_heading level0 row252\" >coef_walk_transit_ASC_sr2_univ</th>\n",
+       "      <td id=\"T_6a7f0_row252_col0\" class=\"data row252 col0\" >-4.00</td>\n",
+       "      <td id=\"T_6a7f0_row252_col1\" class=\"data row252 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr3p_ASC_sr3p_social</th>\n",
-       "      <td>3.699722e-05</td>\n",
+       "      <th id=\"T_6a7f0_level0_row253\" class=\"row_heading level0 row253\" >coef_walk_transit_ASC_sr2_work</th>\n",
+       "      <td id=\"T_6a7f0_row253_col0\" class=\"data row253 col0\" >-2.58</td>\n",
+       "      <td id=\"T_6a7f0_row253_col1\" class=\"data row253 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr3p_ASC_walk_social</th>\n",
-       "      <td>1.658572e-05</td>\n",
+       "      <th id=\"T_6a7f0_level0_row254\" class=\"row_heading level0 row254\" >coef_walk_transit_ASC_sr3p_eatout</th>\n",
+       "      <td id=\"T_6a7f0_row254_col0\" class=\"data row254 col0\" >-4.64</td>\n",
+       "      <td id=\"T_6a7f0_row254_col1\" class=\"data row254 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_sr2_social</th>\n",
-       "      <td>2.083999e-04</td>\n",
+       "      <th id=\"T_6a7f0_level0_row255\" class=\"row_heading level0 row255\" >coef_walk_transit_ASC_sr3p_escort</th>\n",
+       "      <td id=\"T_6a7f0_row255_col0\" class=\"data row255 col0\" >-4.04</td>\n",
+       "      <td id=\"T_6a7f0_row255_col1\" class=\"data row255 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_sr3p_social</th>\n",
-       "      <td>-4.566934e-12</td>\n",
+       "      <th id=\"T_6a7f0_level0_row256\" class=\"row_heading level0 row256\" >coef_walk_transit_ASC_sr3p_othdiscr</th>\n",
+       "      <td id=\"T_6a7f0_row256_col0\" class=\"data row256 col0\" >-1.89</td>\n",
+       "      <td id=\"T_6a7f0_row256_col1\" class=\"data row256 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_walk_social</th>\n",
-       "      <td>-1.676922e-04</td>\n",
+       "      <th id=\"T_6a7f0_level0_row257\" class=\"row_heading level0 row257\" >coef_walk_transit_ASC_sr3p_othmaint</th>\n",
+       "      <td id=\"T_6a7f0_row257_col0\" class=\"data row257 col0\" >-29.4</td>\n",
+       "      <td id=\"T_6a7f0_row257_col1\" class=\"data row257 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_bike_ASC_walk_othdiscr</th>\n",
-       "      <td>5.983509e-05</td>\n",
+       "      <th id=\"T_6a7f0_level0_row258\" class=\"row_heading level0 row258\" >coef_walk_transit_ASC_sr3p_school</th>\n",
+       "      <td id=\"T_6a7f0_row258_col0\" class=\"data row258 col0\" >-3.51</td>\n",
+       "      <td id=\"T_6a7f0_row258_col1\" class=\"data row258 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_bike_ASC_walk_othdiscr</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row259\" class=\"row_heading level0 row259\" >coef_walk_transit_ASC_sr3p_shopping</th>\n",
+       "      <td id=\"T_6a7f0_row259_col0\" class=\"data row259 col0\" >-2.48</td>\n",
+       "      <td id=\"T_6a7f0_row259_col1\" class=\"data row259 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_walk_transit_ASC_sr2_othdiscr</th>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <th id=\"T_6a7f0_level0_row260\" class=\"row_heading level0 row260\" >coef_walk_transit_ASC_sr3p_social</th>\n",
+       "      <td id=\"T_6a7f0_row260_col0\" class=\"data row260 col0\" >-21.6</td>\n",
+       "      <td id=\"T_6a7f0_row260_col1\" class=\"data row260 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_walk_transit_ASC_sr3p_othdiscr</th>\n",
-       "      <td>-5.170098e-09</td>\n",
+       "      <th id=\"T_6a7f0_level0_row261\" class=\"row_heading level0 row261\" >coef_walk_transit_ASC_sr3p_univ</th>\n",
+       "      <td id=\"T_6a7f0_row261_col0\" class=\"data row261 col0\" >-28.7</td>\n",
+       "      <td id=\"T_6a7f0_row261_col1\" class=\"data row261 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_joint_walk_transit_ASC_walk_othdiscr</th>\n",
-       "      <td>-8.676475e-14</td>\n",
+       "      <th id=\"T_6a7f0_level0_row262\" class=\"row_heading level0 row262\" >coef_walk_transit_ASC_sr3p_work</th>\n",
+       "      <td id=\"T_6a7f0_row262_col0\" class=\"data row262 col0\" >-3.23</td>\n",
+       "      <td id=\"T_6a7f0_row262_col1\" class=\"data row262 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sov_ASC_walk_othdiscr</th>\n",
-       "      <td>4.282980e-06</td>\n",
+       "      <th id=\"T_6a7f0_level0_row263\" class=\"row_heading level0 row263\" >coef_walk_transit_ASC_walk_eatout</th>\n",
+       "      <td id=\"T_6a7f0_row263_col0\" class=\"data row263 col0\" > 1.42</td>\n",
+       "      <td id=\"T_6a7f0_row263_col1\" class=\"data row263 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr2_ASC_sr2_othdiscr</th>\n",
-       "      <td>-6.122804e-05</td>\n",
+       "      <th id=\"T_6a7f0_level0_row264\" class=\"row_heading level0 row264\" >coef_walk_transit_ASC_walk_escort</th>\n",
+       "      <td id=\"T_6a7f0_row264_col0\" class=\"data row264 col0\" >-1.54</td>\n",
+       "      <td id=\"T_6a7f0_row264_col1\" class=\"data row264 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr2_ASC_walk_othdiscr</th>\n",
-       "      <td>-2.831322e-05</td>\n",
+       "      <th id=\"T_6a7f0_level0_row265\" class=\"row_heading level0 row265\" >coef_walk_transit_ASC_walk_othdiscr</th>\n",
+       "      <td id=\"T_6a7f0_row265_col0\" class=\"data row265 col0\" >-0.863</td>\n",
+       "      <td id=\"T_6a7f0_row265_col1\" class=\"data row265 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr3p_ASC_sr2_othdiscr</th>\n",
-       "      <td>-4.358718e-05</td>\n",
+       "      <th id=\"T_6a7f0_level0_row266\" class=\"row_heading level0 row266\" >coef_walk_transit_ASC_walk_othmaint</th>\n",
+       "      <td id=\"T_6a7f0_row266_col0\" class=\"data row266 col0\" > 0.213</td>\n",
+       "      <td id=\"T_6a7f0_row266_col1\" class=\"data row266 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr3p_ASC_sr3p_othdiscr</th>\n",
-       "      <td>-8.122719e-06</td>\n",
+       "      <th id=\"T_6a7f0_level0_row267\" class=\"row_heading level0 row267\" >coef_walk_transit_ASC_walk_school</th>\n",
+       "      <td id=\"T_6a7f0_row267_col0\" class=\"data row267 col0\" >-1.57</td>\n",
+       "      <td id=\"T_6a7f0_row267_col1\" class=\"data row267 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_sr3p_ASC_walk_othdiscr</th>\n",
-       "      <td>4.957928e-05</td>\n",
+       "      <th id=\"T_6a7f0_level0_row268\" class=\"row_heading level0 row268\" >coef_walk_transit_ASC_walk_shopping</th>\n",
+       "      <td id=\"T_6a7f0_row268_col0\" class=\"data row268 col0\" >-1.25</td>\n",
+       "      <td id=\"T_6a7f0_row268_col1\" class=\"data row268 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_sr2_othdiscr</th>\n",
-       "      <td>8.887145e-06</td>\n",
+       "      <th id=\"T_6a7f0_level0_row269\" class=\"row_heading level0 row269\" >coef_walk_transit_ASC_walk_social</th>\n",
+       "      <td id=\"T_6a7f0_row269_col0\" class=\"data row269 col0\" >-0.846</td>\n",
+       "      <td id=\"T_6a7f0_row269_col1\" class=\"data row269 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_sr3p_othdiscr</th>\n",
-       "      <td>2.325113e-05</td>\n",
+       "      <th id=\"T_6a7f0_level0_row270\" class=\"row_heading level0 row270\" >coef_walk_transit_ASC_walk_univ</th>\n",
+       "      <td id=\"T_6a7f0_row270_col0\" class=\"data row270 col0\" >-1.03</td>\n",
+       "      <td id=\"T_6a7f0_row270_col1\" class=\"data row270 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>coef_walk_transit_ASC_walk_othdiscr</th>\n",
-       "      <td>-4.684099e-05</td>\n",
+       "      <th id=\"T_6a7f0_level0_row271\" class=\"row_heading level0 row271\" >coef_walk_transit_ASC_walk_work</th>\n",
+       "      <td id=\"T_6a7f0_row271_col0\" class=\"data row271 col0\" > 0.296</td>\n",
+       "      <td id=\"T_6a7f0_row271_col1\" class=\"data row271 col1\" > 0.00</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
-       "</table></td></tr><tr><td>nit</td><td style=\"text-align:left;\">110</td></tr><tr><td>nfev</td><td style=\"text-align:left;\">255</td></tr><tr><td>njev</td><td style=\"text-align:left;\">110</td></tr><tr><td>status</td><td style=\"text-align:left;\">0</td></tr><tr><td>message</td><td style=\"text-align:left;\">'Optimization terminated successfully'</td></tr><tr><td>success</td><td style=\"text-align:left;\">True</td></tr><tr><td>elapsed_time</td><td style=\"text-align:left;\">0:02:12.823819</td></tr><tr><td>method</td><td style=\"text-align:left;\">'SLSQP'</td></tr><tr><td>n_cases</td><td style=\"text-align:left;\">13279</td></tr><tr><td>iteration_number</td><td style=\"text-align:left;\">110</td></tr><tr><td>logloss</td><td style=\"text-align:left;\">0.5679149515725046</td></tr></table></div>"
-      ],
-      "text/plain": [
-       "┣                x: -999                                  -999.000000\n",
-       "┃                   1                                        1.000000\n",
-       "┃                   coef_age010_trn                          0.360551\n",
-       "┃                   coef_age1619_da                          0.344530\n",
-       "┃                   coef_age16p_sr                          -0.151886\n",
-       "┃                                                             ...    \n",
-       "┃                   coef_sr3p_ASC_sr3p_othdiscr              0.844944\n",
-       "┃                   coef_sr3p_ASC_walk_othdiscr             -5.841028\n",
-       "┃                   coef_walk_transit_ASC_sr2_othdiscr      -1.232224\n",
-       "┃                   coef_walk_transit_ASC_sr3p_othdiscr     -1.199264\n",
-       "┃                   coef_walk_transit_ASC_walk_othdiscr     -0.980497\n",
-       "┃                   Length: 272, dtype: float64\n",
-       "┣          loglike: -7541.342641931288\n",
-       "┣        d_loglike: -999                                   0.000000\n",
-       "┃                   1                                      0.000000\n",
-       "┃                   coef_age010_trn                        0.000007\n",
-       "┃                   coef_age1619_da                       -0.000020\n",
-       "┃                   coef_age16p_sr                        -0.001532\n",
-       "┃                                                            ...   \n",
-       "┃                   coef_sr3p_ASC_sr3p_othdiscr           -0.000008\n",
-       "┃                   coef_sr3p_ASC_walk_othdiscr            0.000050\n",
-       "┃                   coef_walk_transit_ASC_sr2_othdiscr     0.000009\n",
-       "┃                   coef_walk_transit_ASC_sr3p_othdiscr    0.000023\n",
-       "┃                   coef_walk_transit_ASC_walk_othdiscr   -0.000047\n",
-       "┃                   Length: 272, dtype: float64\n",
-       "┣              nit: 110\n",
-       "┣             nfev: 255\n",
-       "┣             njev: 110\n",
-       "┣           status: 0\n",
-       "┣          message: 'Optimization terminated successfully'\n",
-       "┣          success: True\n",
-       "┣     elapsed_time: datetime.timedelta(seconds=132, microseconds=823819)\n",
-       "┣           method: 'SLSQP'\n",
-       "┣          n_cases: 13279\n",
-       "┣ iteration_number: 110\n",
-       "┣          logloss: 0.5679149515725046"
-      ]
-     },
-     "execution_count": 8,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "model.maximize_loglike(method='SLSQP', options={\"maxiter\": 1000})"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Estimated coefficients"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<style  type=\"text/css\" >\n",
-       "    #T_f1126_ th {\n",
-       "          vertical-align: top;\n",
-       "          text-align: left;\n",
-       "    }    #T_f1126_ td {\n",
-       "          vertical-align: top;\n",
-       "          text-align: left;\n",
-       "    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-       "            font-family: monospace;\n",
-       "        }</style><table id=\"T_f1126_\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >Value</th>        <th class=\"col_heading level0 col1\" >Null Value</th>    </tr></thead><tbody>\n",
-       "                <tr>\n",
-       "                        <th id=\"T_f1126_level0_row0\" class=\"row_heading level0 row0\" >-999</th>\n",
-       "                        <td id=\"T_f1126_row0_col0\" class=\"data row0 col0\" >-999.</td>\n",
-       "                        <td id=\"T_f1126_row0_col1\" class=\"data row0 col1\" >-999.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
-       "                        <td id=\"T_f1126_row1_col0\" class=\"data row1 col0\" > 1.00</td>\n",
-       "                        <td id=\"T_f1126_row1_col1\" class=\"data row1 col1\" > 1.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row2\" class=\"row_heading level0 row2\" >coef_age010_trn</th>\n",
-       "                        <td id=\"T_f1126_row2_col0\" class=\"data row2 col0\" > 0.361</td>\n",
-       "                        <td id=\"T_f1126_row2_col1\" class=\"data row2 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row3\" class=\"row_heading level0 row3\" >coef_age1619_da</th>\n",
-       "                        <td id=\"T_f1126_row3_col0\" class=\"data row3 col0\" > 0.345</td>\n",
-       "                        <td id=\"T_f1126_row3_col1\" class=\"data row3 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row4\" class=\"row_heading level0 row4\" >coef_age16p_sr</th>\n",
-       "                        <td id=\"T_f1126_row4_col0\" class=\"data row4 col0\" >-0.152</td>\n",
-       "                        <td id=\"T_f1126_row4_col1\" class=\"data row4 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row5\" class=\"row_heading level0 row5\" >coef_bike_ASC_rh</th>\n",
-       "                        <td id=\"T_f1126_row5_col0\" class=\"data row5 col0\" >-7.00</td>\n",
-       "                        <td id=\"T_f1126_row5_col1\" class=\"data row5 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row6\" class=\"row_heading level0 row6\" >coef_bike_ASC_walk_work</th>\n",
-       "                        <td id=\"T_f1126_row6_col0\" class=\"data row6 col0\" >-2.66</td>\n",
-       "                        <td id=\"T_f1126_row6_col1\" class=\"data row6 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row7\" class=\"row_heading level0 row7\" >coef_drive_transit_ASC_commuter_work</th>\n",
-       "                        <td id=\"T_f1126_row7_col0\" class=\"data row7 col0\" > 0.427</td>\n",
-       "                        <td id=\"T_f1126_row7_col1\" class=\"data row7 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row8\" class=\"row_heading level0 row8\" >coef_drive_transit_ASC_express_work</th>\n",
-       "                        <td id=\"T_f1126_row8_col0\" class=\"data row8 col0\" >-0.355</td>\n",
-       "                        <td id=\"T_f1126_row8_col1\" class=\"data row8 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row9\" class=\"row_heading level0 row9\" >coef_drive_transit_ASC_ferry_work</th>\n",
-       "                        <td id=\"T_f1126_row9_col0\" class=\"data row9 col0\" > 0.528</td>\n",
-       "                        <td id=\"T_f1126_row9_col1\" class=\"data row9 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row10\" class=\"row_heading level0 row10\" >coef_drive_transit_ASC_heavyrail_work</th>\n",
-       "                        <td id=\"T_f1126_row10_col0\" class=\"data row10 col0\" >-12.0</td>\n",
-       "                        <td id=\"T_f1126_row10_col1\" class=\"data row10 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row11\" class=\"row_heading level0 row11\" >coef_drive_transit_ASC_lightrail_work</th>\n",
-       "                        <td id=\"T_f1126_row11_col0\" class=\"data row11 col0\" >-10.3</td>\n",
-       "                        <td id=\"T_f1126_row11_col1\" class=\"data row11 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row12\" class=\"row_heading level0 row12\" >coef_drive_transit_ASC_rh</th>\n",
-       "                        <td id=\"T_f1126_row12_col0\" class=\"data row12 col0\" >-162.</td>\n",
-       "                        <td id=\"T_f1126_row12_col1\" class=\"data row12 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row13\" class=\"row_heading level0 row13\" >coef_hhsize1_sr</th>\n",
-       "                        <td id=\"T_f1126_row13_col0\" class=\"data row13 col0\" >-0.891</td>\n",
-       "                        <td id=\"T_f1126_row13_col1\" class=\"data row13 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row14\" class=\"row_heading level0 row14\" >coef_hhsize2_sr</th>\n",
-       "                        <td id=\"T_f1126_row14_col0\" class=\"data row14 col0\" > 0.0397</td>\n",
-       "                        <td id=\"T_f1126_row14_col1\" class=\"data row14 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row15\" class=\"row_heading level0 row15\" >coef_ivt_work</th>\n",
-       "                        <td id=\"T_f1126_row15_col0\" class=\"data row15 col0\" >-0.0102</td>\n",
-       "                        <td id=\"T_f1126_row15_col1\" class=\"data row15 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row16\" class=\"row_heading level0 row16\" >coef_joint_auto_ASC_rh_work_univ_school_escort_atwork</th>\n",
-       "                        <td id=\"T_f1126_row16_col0\" class=\"data row16 col0\" > 0.00</td>\n",
-       "                        <td id=\"T_f1126_row16_col1\" class=\"data row16 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row17\" class=\"row_heading level0 row17\" >coef_joint_auto_ASC_sr2_work_univ_school_escort_atwork</th>\n",
-       "                        <td id=\"T_f1126_row17_col0\" class=\"data row17 col0\" > 0.00</td>\n",
-       "                        <td id=\"T_f1126_row17_col1\" class=\"data row17 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row18\" class=\"row_heading level0 row18\" >coef_joint_auto_ASC_sr3p_work_univ_school_escort_atwork</th>\n",
-       "                        <td id=\"T_f1126_row18_col0\" class=\"data row18 col0\" > 0.00</td>\n",
-       "                        <td id=\"T_f1126_row18_col1\" class=\"data row18 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row19\" class=\"row_heading level0 row19\" >coef_joint_auto_ASC_walk_work_univ_school_escort_atwork</th>\n",
-       "                        <td id=\"T_f1126_row19_col0\" class=\"data row19 col0\" > 0.00</td>\n",
-       "                        <td id=\"T_f1126_row19_col1\" class=\"data row19 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row20\" class=\"row_heading level0 row20\" >coef_joint_bike_ASC_rh_work_univ_school_escort_atwork</th>\n",
-       "                        <td id=\"T_f1126_row20_col0\" class=\"data row20 col0\" > 0.00</td>\n",
-       "                        <td id=\"T_f1126_row20_col1\" class=\"data row20 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row21\" class=\"row_heading level0 row21\" >coef_joint_bike_ASC_walk_work_univ_school_escort_atwork</th>\n",
-       "                        <td id=\"T_f1126_row21_col0\" class=\"data row21 col0\" > 0.00</td>\n",
-       "                        <td id=\"T_f1126_row21_col1\" class=\"data row21 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row22\" class=\"row_heading level0 row22\" >coef_joint_drive_transit_ASC_commuter_work_univ_school_escort_atwork</th>\n",
-       "                        <td id=\"T_f1126_row22_col0\" class=\"data row22 col0\" > 0.00</td>\n",
-       "                        <td id=\"T_f1126_row22_col1\" class=\"data row22 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row23\" class=\"row_heading level0 row23\" >coef_joint_drive_transit_ASC_express_work_univ_school_escort_atwork</th>\n",
-       "                        <td id=\"T_f1126_row23_col0\" class=\"data row23 col0\" > 0.00</td>\n",
-       "                        <td id=\"T_f1126_row23_col1\" class=\"data row23 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row24\" class=\"row_heading level0 row24\" >coef_joint_drive_transit_ASC_ferry_work_univ_school_escort_atwork</th>\n",
-       "                        <td id=\"T_f1126_row24_col0\" class=\"data row24 col0\" > 0.00</td>\n",
-       "                        <td id=\"T_f1126_row24_col1\" class=\"data row24 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row25\" class=\"row_heading level0 row25\" >coef_joint_drive_transit_ASC_heavyrail_work_univ_school_escort_atwork</th>\n",
-       "                        <td id=\"T_f1126_row25_col0\" class=\"data row25 col0\" > 0.00</td>\n",
-       "                        <td id=\"T_f1126_row25_col1\" class=\"data row25 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row26\" class=\"row_heading level0 row26\" >coef_joint_drive_transit_ASC_lightrail_work_univ_school_escort_atwork</th>\n",
-       "                        <td id=\"T_f1126_row26_col0\" class=\"data row26 col0\" > 0.00</td>\n",
-       "                        <td id=\"T_f1126_row26_col1\" class=\"data row26 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row27\" class=\"row_heading level0 row27\" >coef_joint_drive_transit_ASC_rh_work_univ_school_escort_atwork</th>\n",
-       "                        <td id=\"T_f1126_row27_col0\" class=\"data row27 col0\" > 0.00</td>\n",
-       "                        <td id=\"T_f1126_row27_col1\" class=\"data row27 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row28\" class=\"row_heading level0 row28\" >coef_joint_ride_hail_ASC_sr2_work_univ_school_escort_atwork</th>\n",
-       "                        <td id=\"T_f1126_row28_col0\" class=\"data row28 col0\" > 0.00</td>\n",
-       "                        <td id=\"T_f1126_row28_col1\" class=\"data row28 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row29\" class=\"row_heading level0 row29\" >coef_joint_ride_hail_ASC_sr3p_work_univ_school_escort_atwork</th>\n",
-       "                        <td id=\"T_f1126_row29_col0\" class=\"data row29 col0\" > 0.00</td>\n",
-       "                        <td id=\"T_f1126_row29_col1\" class=\"data row29 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row30\" class=\"row_heading level0 row30\" >coef_joint_ride_hail_ASC_taxi_work_univ_school_escort_atwork</th>\n",
-       "                        <td id=\"T_f1126_row30_col0\" class=\"data row30 col0\" > 0.00</td>\n",
-       "                        <td id=\"T_f1126_row30_col1\" class=\"data row30 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row31\" class=\"row_heading level0 row31\" >coef_joint_ride_hail_ASC_tnc_shared</th>\n",
-       "                        <td id=\"T_f1126_row31_col0\" class=\"data row31 col0\" > 0.00</td>\n",
-       "                        <td id=\"T_f1126_row31_col1\" class=\"data row31 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row32\" class=\"row_heading level0 row32\" >coef_joint_ride_hail_ASC_tnc_single_work_univ_school_escort_atwork</th>\n",
-       "                        <td id=\"T_f1126_row32_col0\" class=\"data row32 col0\" > 0.00</td>\n",
-       "                        <td id=\"T_f1126_row32_col1\" class=\"data row32 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row33\" class=\"row_heading level0 row33\" >coef_joint_ride_hail_ASC_walk_transit</th>\n",
-       "                        <td id=\"T_f1126_row33_col0\" class=\"data row33 col0\" > 0.00</td>\n",
-       "                        <td id=\"T_f1126_row33_col1\" class=\"data row33 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row34\" class=\"row_heading level0 row34\" >coef_joint_ride_hail_ASC_walk_work_univ_school_escort_atwork</th>\n",
-       "                        <td id=\"T_f1126_row34_col0\" class=\"data row34 col0\" > 0.00</td>\n",
-       "                        <td id=\"T_f1126_row34_col1\" class=\"data row34 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row35\" class=\"row_heading level0 row35\" >coef_joint_walk_ASC_rh_work_univ_school_escort_atwork</th>\n",
-       "                        <td id=\"T_f1126_row35_col0\" class=\"data row35 col0\" > 0.00</td>\n",
-       "                        <td id=\"T_f1126_row35_col1\" class=\"data row35 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row36\" class=\"row_heading level0 row36\" >coef_joint_walk_transit_ASC_commuter_work_univ_school_escort_atwork</th>\n",
-       "                        <td id=\"T_f1126_row36_col0\" class=\"data row36 col0\" > 0.00</td>\n",
-       "                        <td id=\"T_f1126_row36_col1\" class=\"data row36 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row37\" class=\"row_heading level0 row37\" >coef_joint_walk_transit_ASC_express_work_univ_school_escort_atwork</th>\n",
-       "                        <td id=\"T_f1126_row37_col0\" class=\"data row37 col0\" > 0.00</td>\n",
-       "                        <td id=\"T_f1126_row37_col1\" class=\"data row37 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row38\" class=\"row_heading level0 row38\" >coef_joint_walk_transit_ASC_ferry_work_univ_school_escort_atwork</th>\n",
-       "                        <td id=\"T_f1126_row38_col0\" class=\"data row38 col0\" > 0.00</td>\n",
-       "                        <td id=\"T_f1126_row38_col1\" class=\"data row38 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row39\" class=\"row_heading level0 row39\" >coef_joint_walk_transit_ASC_heavyrail_work_univ_school_escort_atwork</th>\n",
-       "                        <td id=\"T_f1126_row39_col0\" class=\"data row39 col0\" > 0.00</td>\n",
-       "                        <td id=\"T_f1126_row39_col1\" class=\"data row39 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row40\" class=\"row_heading level0 row40\" >coef_joint_walk_transit_ASC_lightrail_work_univ_school_escort_atwork</th>\n",
-       "                        <td id=\"T_f1126_row40_col0\" class=\"data row40 col0\" > 0.00</td>\n",
-       "                        <td id=\"T_f1126_row40_col1\" class=\"data row40 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row41\" class=\"row_heading level0 row41\" >coef_joint_walk_transit_ASC_rh_work_univ_school_escort_atwork</th>\n",
-       "                        <td id=\"T_f1126_row41_col0\" class=\"data row41 col0\" > 0.00</td>\n",
-       "                        <td id=\"T_f1126_row41_col1\" class=\"data row41 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row42\" class=\"row_heading level0 row42\" >coef_joint_walk_transit_ASC_sr2_work_univ_school_escort_atwork</th>\n",
-       "                        <td id=\"T_f1126_row42_col0\" class=\"data row42 col0\" > 0.00</td>\n",
-       "                        <td id=\"T_f1126_row42_col1\" class=\"data row42 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row43\" class=\"row_heading level0 row43\" >coef_joint_walk_transit_ASC_sr3p_work_univ_school_escort_atwork</th>\n",
-       "                        <td id=\"T_f1126_row43_col0\" class=\"data row43 col0\" > 0.00</td>\n",
-       "                        <td id=\"T_f1126_row43_col1\" class=\"data row43 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row44\" class=\"row_heading level0 row44\" >coef_joint_walk_transit_ASC_walk_work_univ_school_escort_atwork</th>\n",
-       "                        <td id=\"T_f1126_row44_col0\" class=\"data row44 col0\" > 0.00</td>\n",
-       "                        <td id=\"T_f1126_row44_col1\" class=\"data row44 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row45\" class=\"row_heading level0 row45\" >coef_nest_AUTO</th>\n",
-       "                        <td id=\"T_f1126_row45_col0\" class=\"data row45 col0\" > 0.720</td>\n",
-       "                        <td id=\"T_f1126_row45_col1\" class=\"data row45 col1\" > 1.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row46\" class=\"row_heading level0 row46\" >coef_nest_AUTO_DRIVEALONE</th>\n",
-       "                        <td id=\"T_f1126_row46_col0\" class=\"data row46 col0\" > 0.350</td>\n",
-       "                        <td id=\"T_f1126_row46_col1\" class=\"data row46 col1\" > 1.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row47\" class=\"row_heading level0 row47\" >coef_nest_AUTO_SHAREDRIDE2</th>\n",
-       "                        <td id=\"T_f1126_row47_col0\" class=\"data row47 col0\" > 0.350</td>\n",
-       "                        <td id=\"T_f1126_row47_col1\" class=\"data row47 col1\" > 1.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row48\" class=\"row_heading level0 row48\" >coef_nest_AUTO_SHAREDRIDE3</th>\n",
-       "                        <td id=\"T_f1126_row48_col0\" class=\"data row48 col0\" > 0.350</td>\n",
-       "                        <td id=\"T_f1126_row48_col1\" class=\"data row48 col1\" > 1.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row49\" class=\"row_heading level0 row49\" >coef_nest_NONMOTORIZED</th>\n",
-       "                        <td id=\"T_f1126_row49_col0\" class=\"data row49 col0\" > 0.720</td>\n",
-       "                        <td id=\"T_f1126_row49_col1\" class=\"data row49 col1\" > 1.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row50\" class=\"row_heading level0 row50\" >coef_nest_RIDEHAIL</th>\n",
-       "                        <td id=\"T_f1126_row50_col0\" class=\"data row50 col0\" > 0.360</td>\n",
-       "                        <td id=\"T_f1126_row50_col1\" class=\"data row50 col1\" > 1.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row51\" class=\"row_heading level0 row51\" >coef_nest_TRANSIT</th>\n",
-       "                        <td id=\"T_f1126_row51_col0\" class=\"data row51 col0\" > 0.720</td>\n",
-       "                        <td id=\"T_f1126_row51_col1\" class=\"data row51 col1\" > 1.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row52\" class=\"row_heading level0 row52\" >coef_nest_TRANSIT_DRIVEACCESS</th>\n",
-       "                        <td id=\"T_f1126_row52_col0\" class=\"data row52 col0\" > 0.500</td>\n",
-       "                        <td id=\"T_f1126_row52_col1\" class=\"data row52 col1\" > 1.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row53\" class=\"row_heading level0 row53\" >coef_nest_TRANSIT_WALKACCESS</th>\n",
-       "                        <td id=\"T_f1126_row53_col0\" class=\"data row53 col0\" > 0.500</td>\n",
-       "                        <td id=\"T_f1126_row53_col1\" class=\"data row53 col1\" > 1.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row54\" class=\"row_heading level0 row54\" >coef_ride_hail_ASC_sr2_work</th>\n",
-       "                        <td id=\"T_f1126_row54_col0\" class=\"data row54 col0\" >-25.0</td>\n",
-       "                        <td id=\"T_f1126_row54_col1\" class=\"data row54 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row55\" class=\"row_heading level0 row55\" >coef_ride_hail_ASC_sr3p_work_escort_shopping_othmaint_atwork</th>\n",
-       "                        <td id=\"T_f1126_row55_col0\" class=\"data row55 col0\" >-29.7</td>\n",
-       "                        <td id=\"T_f1126_row55_col1\" class=\"data row55 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row56\" class=\"row_heading level0 row56\" >coef_ride_hail_ASC_taxi_work</th>\n",
-       "                        <td id=\"T_f1126_row56_col0\" class=\"data row56 col0\" >-2.52</td>\n",
-       "                        <td id=\"T_f1126_row56_col1\" class=\"data row56 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row57\" class=\"row_heading level0 row57\" >coef_ride_hail_ASC_tnc_shared</th>\n",
-       "                        <td id=\"T_f1126_row57_col0\" class=\"data row57 col0\" > 23.3</td>\n",
-       "                        <td id=\"T_f1126_row57_col1\" class=\"data row57 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row58\" class=\"row_heading level0 row58\" >coef_ride_hail_ASC_tnc_single_work</th>\n",
-       "                        <td id=\"T_f1126_row58_col0\" class=\"data row58 col0\" > 24.0</td>\n",
-       "                        <td id=\"T_f1126_row58_col1\" class=\"data row58 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row59\" class=\"row_heading level0 row59\" >coef_ride_hail_ASC_walk_transit</th>\n",
-       "                        <td id=\"T_f1126_row59_col0\" class=\"data row59 col0\" > 22.1</td>\n",
-       "                        <td id=\"T_f1126_row59_col1\" class=\"data row59 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row60\" class=\"row_heading level0 row60\" >coef_ride_hail_ASC_walk_work</th>\n",
-       "                        <td id=\"T_f1126_row60_col0\" class=\"data row60 col0\" > 21.8</td>\n",
-       "                        <td id=\"T_f1126_row60_col1\" class=\"data row60 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row61\" class=\"row_heading level0 row61\" >coef_sov_ASC_rh_work_atwork</th>\n",
-       "                        <td id=\"T_f1126_row61_col0\" class=\"data row61 col0\" >-7.00</td>\n",
-       "                        <td id=\"T_f1126_row61_col1\" class=\"data row61 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row62\" class=\"row_heading level0 row62\" >coef_sov_ASC_sr2_work_univ_school_shopping_eatout_othmaint_social_othdiscr_atwork</th>\n",
-       "                        <td id=\"T_f1126_row62_col0\" class=\"data row62 col0\" >-999.</td>\n",
-       "                        <td id=\"T_f1126_row62_col1\" class=\"data row62 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row63\" class=\"row_heading level0 row63\" >coef_sov_ASC_sr3p_work_univ_school_shopping_eatout_othmaint_social_othdiscr_atwork</th>\n",
-       "                        <td id=\"T_f1126_row63_col0\" class=\"data row63 col0\" >-999.</td>\n",
-       "                        <td id=\"T_f1126_row63_col1\" class=\"data row63 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row64\" class=\"row_heading level0 row64\" >coef_sov_ASC_walk_work</th>\n",
-       "                        <td id=\"T_f1126_row64_col0\" class=\"data row64 col0\" >-3.01</td>\n",
-       "                        <td id=\"T_f1126_row64_col1\" class=\"data row64 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row65\" class=\"row_heading level0 row65\" >coef_sr2_ASC_rh_work_school_escort_shopping_eatout_othmaint_social_othdiscr_atwork</th>\n",
-       "                        <td id=\"T_f1126_row65_col0\" class=\"data row65 col0\" >-7.00</td>\n",
-       "                        <td id=\"T_f1126_row65_col1\" class=\"data row65 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row66\" class=\"row_heading level0 row66\" >coef_sr2_ASC_sr2_work</th>\n",
-       "                        <td id=\"T_f1126_row66_col0\" class=\"data row66 col0\" > 0.197</td>\n",
-       "                        <td id=\"T_f1126_row66_col1\" class=\"data row66 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row67\" class=\"row_heading level0 row67\" >coef_sr2_ASC_sr3p</th>\n",
-       "                        <td id=\"T_f1126_row67_col0\" class=\"data row67 col0\" >-999.</td>\n",
-       "                        <td id=\"T_f1126_row67_col1\" class=\"data row67 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row68\" class=\"row_heading level0 row68\" >coef_sr2_ASC_walk_work</th>\n",
-       "                        <td id=\"T_f1126_row68_col0\" class=\"data row68 col0\" >-2.22</td>\n",
-       "                        <td id=\"T_f1126_row68_col1\" class=\"data row68 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row69\" class=\"row_heading level0 row69\" >coef_sr3p_ASC_rh_work</th>\n",
-       "                        <td id=\"T_f1126_row69_col0\" class=\"data row69 col0\" >-71.9</td>\n",
-       "                        <td id=\"T_f1126_row69_col1\" class=\"data row69 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row70\" class=\"row_heading level0 row70\" >coef_sr3p_ASC_sr2_work</th>\n",
-       "                        <td id=\"T_f1126_row70_col0\" class=\"data row70 col0\" >-0.954</td>\n",
-       "                        <td id=\"T_f1126_row70_col1\" class=\"data row70 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row71\" class=\"row_heading level0 row71\" >coef_sr3p_ASC_sr3p_work</th>\n",
-       "                        <td id=\"T_f1126_row71_col0\" class=\"data row71 col0\" > 0.00228</td>\n",
-       "                        <td id=\"T_f1126_row71_col1\" class=\"data row71 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row72\" class=\"row_heading level0 row72\" >coef_sr3p_ASC_walk_work</th>\n",
-       "                        <td id=\"T_f1126_row72_col0\" class=\"data row72 col0\" >-2.36</td>\n",
-       "                        <td id=\"T_f1126_row72_col1\" class=\"data row72 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row73\" class=\"row_heading level0 row73\" >coef_walk_ASC_rh</th>\n",
-       "                        <td id=\"T_f1126_row73_col0\" class=\"data row73 col0\" >-7.00</td>\n",
-       "                        <td id=\"T_f1126_row73_col1\" class=\"data row73 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row74\" class=\"row_heading level0 row74\" >coef_walk_transit_ASC_commuter_work</th>\n",
-       "                        <td id=\"T_f1126_row74_col0\" class=\"data row74 col0\" > 0.401</td>\n",
-       "                        <td id=\"T_f1126_row74_col1\" class=\"data row74 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row75\" class=\"row_heading level0 row75\" >coef_walk_transit_ASC_express_work</th>\n",
-       "                        <td id=\"T_f1126_row75_col0\" class=\"data row75 col0\" >-0.355</td>\n",
-       "                        <td id=\"T_f1126_row75_col1\" class=\"data row75 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row76\" class=\"row_heading level0 row76\" >coef_walk_transit_ASC_ferry_work</th>\n",
-       "                        <td id=\"T_f1126_row76_col0\" class=\"data row76 col0\" > 0.528</td>\n",
-       "                        <td id=\"T_f1126_row76_col1\" class=\"data row76 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row77\" class=\"row_heading level0 row77\" >coef_walk_transit_ASC_heavyrail_work</th>\n",
-       "                        <td id=\"T_f1126_row77_col0\" class=\"data row77 col0\" > 0.503</td>\n",
-       "                        <td id=\"T_f1126_row77_col1\" class=\"data row77 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row78\" class=\"row_heading level0 row78\" >coef_walk_transit_ASC_lightrail_work</th>\n",
-       "                        <td id=\"T_f1126_row78_col0\" class=\"data row78 col0\" > 0.633</td>\n",
-       "                        <td id=\"T_f1126_row78_col1\" class=\"data row78 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row79\" class=\"row_heading level0 row79\" >coef_walk_transit_ASC_rh_work</th>\n",
-       "                        <td id=\"T_f1126_row79_col0\" class=\"data row79 col0\" >-2.87</td>\n",
-       "                        <td id=\"T_f1126_row79_col1\" class=\"data row79 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row80\" class=\"row_heading level0 row80\" >coef_walk_transit_ASC_sr2_work</th>\n",
-       "                        <td id=\"T_f1126_row80_col0\" class=\"data row80 col0\" >-2.26</td>\n",
-       "                        <td id=\"T_f1126_row80_col1\" class=\"data row80 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row81\" class=\"row_heading level0 row81\" >coef_walk_transit_ASC_sr3p_work</th>\n",
-       "                        <td id=\"T_f1126_row81_col0\" class=\"data row81 col0\" >-2.65</td>\n",
-       "                        <td id=\"T_f1126_row81_col1\" class=\"data row81 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row82\" class=\"row_heading level0 row82\" >coef_walk_transit_ASC_walk_work</th>\n",
-       "                        <td id=\"T_f1126_row82_col0\" class=\"data row82 col0\" >-0.391</td>\n",
-       "                        <td id=\"T_f1126_row82_col1\" class=\"data row82 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row83\" class=\"row_heading level0 row83\" >coef_bike_ASC_walk_univ</th>\n",
-       "                        <td id=\"T_f1126_row83_col0\" class=\"data row83 col0\" >-0.340</td>\n",
-       "                        <td id=\"T_f1126_row83_col1\" class=\"data row83 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row84\" class=\"row_heading level0 row84\" >coef_drive_transit_ASC_commuter_univ_school</th>\n",
-       "                        <td id=\"T_f1126_row84_col0\" class=\"data row84 col0\" > 0.908</td>\n",
-       "                        <td id=\"T_f1126_row84_col1\" class=\"data row84 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row85\" class=\"row_heading level0 row85\" >coef_drive_transit_ASC_express_univ_school</th>\n",
-       "                        <td id=\"T_f1126_row85_col0\" class=\"data row85 col0\" > 0.322</td>\n",
-       "                        <td id=\"T_f1126_row85_col1\" class=\"data row85 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row86\" class=\"row_heading level0 row86\" >coef_drive_transit_ASC_ferry_univ_school</th>\n",
-       "                        <td id=\"T_f1126_row86_col0\" class=\"data row86 col0\" > 1.72</td>\n",
-       "                        <td id=\"T_f1126_row86_col1\" class=\"data row86 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row87\" class=\"row_heading level0 row87\" >coef_drive_transit_ASC_heavyrail_univ_school</th>\n",
-       "                        <td id=\"T_f1126_row87_col0\" class=\"data row87 col0\" > 0.849</td>\n",
-       "                        <td id=\"T_f1126_row87_col1\" class=\"data row87 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row88\" class=\"row_heading level0 row88\" >coef_drive_transit_ASC_lightrail_univ_school</th>\n",
-       "                        <td id=\"T_f1126_row88_col0\" class=\"data row88 col0\" > 1.44</td>\n",
-       "                        <td id=\"T_f1126_row88_col1\" class=\"data row88 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row89\" class=\"row_heading level0 row89\" >coef_ivt_univ_school</th>\n",
-       "                        <td id=\"T_f1126_row89_col0\" class=\"data row89 col0\" >-0.00827</td>\n",
-       "                        <td id=\"T_f1126_row89_col1\" class=\"data row89 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row90\" class=\"row_heading level0 row90\" >coef_ride_hail_ASC_sr2_univ</th>\n",
-       "                        <td id=\"T_f1126_row90_col0\" class=\"data row90 col0\" >-4.34</td>\n",
-       "                        <td id=\"T_f1126_row90_col1\" class=\"data row90 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row91\" class=\"row_heading level0 row91\" >coef_ride_hail_ASC_sr3p_univ</th>\n",
-       "                        <td id=\"T_f1126_row91_col0\" class=\"data row91 col0\" >-4.92</td>\n",
-       "                        <td id=\"T_f1126_row91_col1\" class=\"data row91 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row92\" class=\"row_heading level0 row92\" >coef_ride_hail_ASC_taxi_univ</th>\n",
-       "                        <td id=\"T_f1126_row92_col0\" class=\"data row92 col0\" >-1.60</td>\n",
-       "                        <td id=\"T_f1126_row92_col1\" class=\"data row92 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row93\" class=\"row_heading level0 row93\" >coef_ride_hail_ASC_tnc_single_univ</th>\n",
-       "                        <td id=\"T_f1126_row93_col0\" class=\"data row93 col0\" > 0.108</td>\n",
-       "                        <td id=\"T_f1126_row93_col1\" class=\"data row93 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row94\" class=\"row_heading level0 row94\" >coef_ride_hail_ASC_walk_univ_escort_shopping_othmaint</th>\n",
-       "                        <td id=\"T_f1126_row94_col0\" class=\"data row94 col0\" >-26.3</td>\n",
-       "                        <td id=\"T_f1126_row94_col1\" class=\"data row94 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row95\" class=\"row_heading level0 row95\" >coef_sov_ASC_rh_univ</th>\n",
-       "                        <td id=\"T_f1126_row95_col0\" class=\"data row95 col0\" >-6.65</td>\n",
-       "                        <td id=\"T_f1126_row95_col1\" class=\"data row95 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row96\" class=\"row_heading level0 row96\" >coef_sov_ASC_walk_univ</th>\n",
-       "                        <td id=\"T_f1126_row96_col0\" class=\"data row96 col0\" >-1.06</td>\n",
-       "                        <td id=\"T_f1126_row96_col1\" class=\"data row96 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row97\" class=\"row_heading level0 row97\" >coef_sr2_ASC_rh_univ</th>\n",
-       "                        <td id=\"T_f1126_row97_col0\" class=\"data row97 col0\" >-6.69</td>\n",
-       "                        <td id=\"T_f1126_row97_col1\" class=\"data row97 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row98\" class=\"row_heading level0 row98\" >coef_sr2_ASC_sr2_univ</th>\n",
-       "                        <td id=\"T_f1126_row98_col0\" class=\"data row98 col0\" > 0.430</td>\n",
-       "                        <td id=\"T_f1126_row98_col1\" class=\"data row98 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row99\" class=\"row_heading level0 row99\" >coef_sr2_ASC_walk_univ</th>\n",
-       "                        <td id=\"T_f1126_row99_col0\" class=\"data row99 col0\" > 1.30</td>\n",
-       "                        <td id=\"T_f1126_row99_col1\" class=\"data row99 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row100\" class=\"row_heading level0 row100\" >coef_sr3p_ASC_rh_univ_escort_shopping_eatout_othmaint_social_othdiscr</th>\n",
-       "                        <td id=\"T_f1126_row100_col0\" class=\"data row100 col0\" >-7.00</td>\n",
-       "                        <td id=\"T_f1126_row100_col1\" class=\"data row100 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row101\" class=\"row_heading level0 row101\" >coef_sr3p_ASC_sr2_univ</th>\n",
-       "                        <td id=\"T_f1126_row101_col0\" class=\"data row101 col0\" >-0.312</td>\n",
-       "                        <td id=\"T_f1126_row101_col1\" class=\"data row101 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row102\" class=\"row_heading level0 row102\" >coef_sr3p_ASC_sr3p_univ</th>\n",
-       "                        <td id=\"T_f1126_row102_col0\" class=\"data row102 col0\" > 0.629</td>\n",
-       "                        <td id=\"T_f1126_row102_col1\" class=\"data row102 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row103\" class=\"row_heading level0 row103\" >coef_sr3p_ASC_walk_univ</th>\n",
-       "                        <td id=\"T_f1126_row103_col0\" class=\"data row103 col0\" > 1.68</td>\n",
-       "                        <td id=\"T_f1126_row103_col1\" class=\"data row103 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row104\" class=\"row_heading level0 row104\" >coef_walk_transit_ASC_commuter_univ_school</th>\n",
-       "                        <td id=\"T_f1126_row104_col0\" class=\"data row104 col0\" > 0.908</td>\n",
-       "                        <td id=\"T_f1126_row104_col1\" class=\"data row104 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row105\" class=\"row_heading level0 row105\" >coef_walk_transit_ASC_express_univ_school</th>\n",
-       "                        <td id=\"T_f1126_row105_col0\" class=\"data row105 col0\" > 0.322</td>\n",
-       "                        <td id=\"T_f1126_row105_col1\" class=\"data row105 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row106\" class=\"row_heading level0 row106\" >coef_walk_transit_ASC_ferry_univ_school</th>\n",
-       "                        <td id=\"T_f1126_row106_col0\" class=\"data row106 col0\" > 1.72</td>\n",
-       "                        <td id=\"T_f1126_row106_col1\" class=\"data row106 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row107\" class=\"row_heading level0 row107\" >coef_walk_transit_ASC_heavyrail_univ_school</th>\n",
-       "                        <td id=\"T_f1126_row107_col0\" class=\"data row107 col0\" > 0.867</td>\n",
-       "                        <td id=\"T_f1126_row107_col1\" class=\"data row107 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row108\" class=\"row_heading level0 row108\" >coef_walk_transit_ASC_lightrail_univ_school</th>\n",
-       "                        <td id=\"T_f1126_row108_col0\" class=\"data row108 col0\" > 1.57</td>\n",
-       "                        <td id=\"T_f1126_row108_col1\" class=\"data row108 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row109\" class=\"row_heading level0 row109\" >coef_walk_transit_ASC_rh_univ</th>\n",
-       "                        <td id=\"T_f1126_row109_col0\" class=\"data row109 col0\" >-4.27</td>\n",
-       "                        <td id=\"T_f1126_row109_col1\" class=\"data row109 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row110\" class=\"row_heading level0 row110\" >coef_walk_transit_ASC_sr2_univ</th>\n",
-       "                        <td id=\"T_f1126_row110_col0\" class=\"data row110 col0\" >-4.00</td>\n",
-       "                        <td id=\"T_f1126_row110_col1\" class=\"data row110 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row111\" class=\"row_heading level0 row111\" >coef_walk_transit_ASC_sr3p_univ</th>\n",
-       "                        <td id=\"T_f1126_row111_col0\" class=\"data row111 col0\" >-28.7</td>\n",
-       "                        <td id=\"T_f1126_row111_col1\" class=\"data row111 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row112\" class=\"row_heading level0 row112\" >coef_walk_transit_ASC_walk_univ</th>\n",
-       "                        <td id=\"T_f1126_row112_col0\" class=\"data row112 col0\" >-1.03</td>\n",
-       "                        <td id=\"T_f1126_row112_col1\" class=\"data row112 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row113\" class=\"row_heading level0 row113\" >coef_bike_ASC_walk_school</th>\n",
-       "                        <td id=\"T_f1126_row113_col0\" class=\"data row113 col0\" >-106.</td>\n",
-       "                        <td id=\"T_f1126_row113_col1\" class=\"data row113 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row114\" class=\"row_heading level0 row114\" >coef_ride_hail_ASC_sr2_school</th>\n",
-       "                        <td id=\"T_f1126_row114_col0\" class=\"data row114 col0\" >-17.6</td>\n",
-       "                        <td id=\"T_f1126_row114_col1\" class=\"data row114 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row115\" class=\"row_heading level0 row115\" >coef_ride_hail_ASC_sr3p_school</th>\n",
-       "                        <td id=\"T_f1126_row115_col0\" class=\"data row115 col0\" >-17.9</td>\n",
-       "                        <td id=\"T_f1126_row115_col1\" class=\"data row115 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row116\" class=\"row_heading level0 row116\" >coef_ride_hail_ASC_taxi_school</th>\n",
-       "                        <td id=\"T_f1126_row116_col0\" class=\"data row116 col0\" >-1.64</td>\n",
-       "                        <td id=\"T_f1126_row116_col1\" class=\"data row116 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row117\" class=\"row_heading level0 row117\" >coef_ride_hail_ASC_tnc_single_school</th>\n",
-       "                        <td id=\"T_f1126_row117_col0\" class=\"data row117 col0\" > 23.7</td>\n",
-       "                        <td id=\"T_f1126_row117_col1\" class=\"data row117 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row118\" class=\"row_heading level0 row118\" >coef_ride_hail_ASC_walk_school</th>\n",
-       "                        <td id=\"T_f1126_row118_col0\" class=\"data row118 col0\" >-17.9</td>\n",
-       "                        <td id=\"T_f1126_row118_col1\" class=\"data row118 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row119\" class=\"row_heading level0 row119\" >coef_sov_ASC_rh_school</th>\n",
-       "                        <td id=\"T_f1126_row119_col0\" class=\"data row119 col0\" >-126.</td>\n",
-       "                        <td id=\"T_f1126_row119_col1\" class=\"data row119 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row120\" class=\"row_heading level0 row120\" >coef_sov_ASC_walk_school</th>\n",
-       "                        <td id=\"T_f1126_row120_col0\" class=\"data row120 col0\" >-3.12</td>\n",
-       "                        <td id=\"T_f1126_row120_col1\" class=\"data row120 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row121\" class=\"row_heading level0 row121\" >coef_sr2_ASC_sr2_school</th>\n",
-       "                        <td id=\"T_f1126_row121_col0\" class=\"data row121 col0\" >-0.541</td>\n",
-       "                        <td id=\"T_f1126_row121_col1\" class=\"data row121 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row122\" class=\"row_heading level0 row122\" >coef_sr2_ASC_walk_school</th>\n",
-       "                        <td id=\"T_f1126_row122_col0\" class=\"data row122 col0\" >-2.04</td>\n",
-       "                        <td id=\"T_f1126_row122_col1\" class=\"data row122 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row123\" class=\"row_heading level0 row123\" >coef_sr3p_ASC_rh_school</th>\n",
-       "                        <td id=\"T_f1126_row123_col0\" class=\"data row123 col0\" >-168.</td>\n",
-       "                        <td id=\"T_f1126_row123_col1\" class=\"data row123 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row124\" class=\"row_heading level0 row124\" >coef_sr3p_ASC_sr2_school</th>\n",
-       "                        <td id=\"T_f1126_row124_col0\" class=\"data row124 col0\" >-1.02</td>\n",
-       "                        <td id=\"T_f1126_row124_col1\" class=\"data row124 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row125\" class=\"row_heading level0 row125\" >coef_sr3p_ASC_sr3p_school</th>\n",
-       "                        <td id=\"T_f1126_row125_col0\" class=\"data row125 col0\" > 0.193</td>\n",
-       "                        <td id=\"T_f1126_row125_col1\" class=\"data row125 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row126\" class=\"row_heading level0 row126\" >coef_sr3p_ASC_walk_school</th>\n",
-       "                        <td id=\"T_f1126_row126_col0\" class=\"data row126 col0\" >-2.44</td>\n",
-       "                        <td id=\"T_f1126_row126_col1\" class=\"data row126 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row127\" class=\"row_heading level0 row127\" >coef_walk_transit_ASC_rh_school</th>\n",
-       "                        <td id=\"T_f1126_row127_col0\" class=\"data row127 col0\" >-4.36</td>\n",
-       "                        <td id=\"T_f1126_row127_col1\" class=\"data row127 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row128\" class=\"row_heading level0 row128\" >coef_walk_transit_ASC_sr2_school</th>\n",
-       "                        <td id=\"T_f1126_row128_col0\" class=\"data row128 col0\" >-2.27</td>\n",
-       "                        <td id=\"T_f1126_row128_col1\" class=\"data row128 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row129\" class=\"row_heading level0 row129\" >coef_walk_transit_ASC_sr3p_school</th>\n",
-       "                        <td id=\"T_f1126_row129_col0\" class=\"data row129 col0\" >-2.41</td>\n",
-       "                        <td id=\"T_f1126_row129_col1\" class=\"data row129 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row130\" class=\"row_heading level0 row130\" >coef_walk_transit_ASC_walk_school</th>\n",
-       "                        <td id=\"T_f1126_row130_col0\" class=\"data row130 col0\" >-1.50</td>\n",
-       "                        <td id=\"T_f1126_row130_col1\" class=\"data row130 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row131\" class=\"row_heading level0 row131\" >coef_bike_ASC_walk_escort</th>\n",
-       "                        <td id=\"T_f1126_row131_col0\" class=\"data row131 col0\" >-13.5</td>\n",
-       "                        <td id=\"T_f1126_row131_col1\" class=\"data row131 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row132\" class=\"row_heading level0 row132\" >coef_drive_transit_ASC_commuter_escort</th>\n",
-       "                        <td id=\"T_f1126_row132_col0\" class=\"data row132 col0\" > 0.544</td>\n",
-       "                        <td id=\"T_f1126_row132_col1\" class=\"data row132 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row133\" class=\"row_heading level0 row133\" >coef_drive_transit_ASC_express_escort</th>\n",
-       "                        <td id=\"T_f1126_row133_col0\" class=\"data row133 col0\" > 0.755</td>\n",
-       "                        <td id=\"T_f1126_row133_col1\" class=\"data row133 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row134\" class=\"row_heading level0 row134\" >coef_drive_transit_ASC_ferry_escort</th>\n",
-       "                        <td id=\"T_f1126_row134_col0\" class=\"data row134 col0\" > 0.601</td>\n",
-       "                        <td id=\"T_f1126_row134_col1\" class=\"data row134 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row135\" class=\"row_heading level0 row135\" >coef_drive_transit_ASC_heavyrail_escort</th>\n",
-       "                        <td id=\"T_f1126_row135_col0\" class=\"data row135 col0\" >-14.2</td>\n",
-       "                        <td id=\"T_f1126_row135_col1\" class=\"data row135 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row136\" class=\"row_heading level0 row136\" >coef_drive_transit_ASC_lightrail_escort</th>\n",
-       "                        <td id=\"T_f1126_row136_col0\" class=\"data row136 col0\" > 0.525</td>\n",
-       "                        <td id=\"T_f1126_row136_col1\" class=\"data row136 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row137\" class=\"row_heading level0 row137\" >coef_ivt_escort_shopping_eatout_othdiscr_atwork</th>\n",
-       "                        <td id=\"T_f1126_row137_col0\" class=\"data row137 col0\" >-0.0119</td>\n",
-       "                        <td id=\"T_f1126_row137_col1\" class=\"data row137 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row138\" class=\"row_heading level0 row138\" >coef_ride_hail_ASC_sr2_escort_shopping_othmaint</th>\n",
-       "                        <td id=\"T_f1126_row138_col0\" class=\"data row138 col0\" >-23.9</td>\n",
-       "                        <td id=\"T_f1126_row138_col1\" class=\"data row138 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row139\" class=\"row_heading level0 row139\" >coef_ride_hail_ASC_taxi_escort_shopping_othmaint</th>\n",
-       "                        <td id=\"T_f1126_row139_col0\" class=\"data row139 col0\" >-3.66</td>\n",
-       "                        <td id=\"T_f1126_row139_col1\" class=\"data row139 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row140\" class=\"row_heading level0 row140\" >coef_ride_hail_ASC_tnc_single_escort_shopping_othmaint</th>\n",
-       "                        <td id=\"T_f1126_row140_col0\" class=\"data row140 col0\" > 24.2</td>\n",
-       "                        <td id=\"T_f1126_row140_col1\" class=\"data row140 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row141\" class=\"row_heading level0 row141\" >coef_sov_ASC_rh_escort_shopping_eatout_othmaint_social_othdiscr</th>\n",
-       "                        <td id=\"T_f1126_row141_col0\" class=\"data row141 col0\" > 0.00</td>\n",
-       "                        <td id=\"T_f1126_row141_col1\" class=\"data row141 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row142\" class=\"row_heading level0 row142\" >coef_sov_ASC_sr2_escort</th>\n",
-       "                        <td id=\"T_f1126_row142_col0\" class=\"data row142 col0\" > 0.00</td>\n",
-       "                        <td id=\"T_f1126_row142_col1\" class=\"data row142 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row143\" class=\"row_heading level0 row143\" >coef_sov_ASC_sr3p_escort</th>\n",
-       "                        <td id=\"T_f1126_row143_col0\" class=\"data row143 col0\" > 0.00</td>\n",
-       "                        <td id=\"T_f1126_row143_col1\" class=\"data row143 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row144\" class=\"row_heading level0 row144\" >coef_sov_ASC_walk_escort</th>\n",
-       "                        <td id=\"T_f1126_row144_col0\" class=\"data row144 col0\" > 0.00</td>\n",
-       "                        <td id=\"T_f1126_row144_col1\" class=\"data row144 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row145\" class=\"row_heading level0 row145\" >coef_sr2_ASC_sr2_escort</th>\n",
-       "                        <td id=\"T_f1126_row145_col0\" class=\"data row145 col0\" > 0.488</td>\n",
-       "                        <td id=\"T_f1126_row145_col1\" class=\"data row145 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row146\" class=\"row_heading level0 row146\" >coef_sr2_ASC_walk_escort</th>\n",
-       "                        <td id=\"T_f1126_row146_col0\" class=\"data row146 col0\" >-25.5</td>\n",
-       "                        <td id=\"T_f1126_row146_col1\" class=\"data row146 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row147\" class=\"row_heading level0 row147\" >coef_sr3p_ASC_sr2_escort</th>\n",
-       "                        <td id=\"T_f1126_row147_col0\" class=\"data row147 col0\" >-0.207</td>\n",
-       "                        <td id=\"T_f1126_row147_col1\" class=\"data row147 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row148\" class=\"row_heading level0 row148\" >coef_sr3p_ASC_sr3p_escort</th>\n",
-       "                        <td id=\"T_f1126_row148_col0\" class=\"data row148 col0\" > 0.896</td>\n",
-       "                        <td id=\"T_f1126_row148_col1\" class=\"data row148 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row149\" class=\"row_heading level0 row149\" >coef_sr3p_ASC_walk_escort</th>\n",
-       "                        <td id=\"T_f1126_row149_col0\" class=\"data row149 col0\" >-3.42</td>\n",
-       "                        <td id=\"T_f1126_row149_col1\" class=\"data row149 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row150\" class=\"row_heading level0 row150\" >coef_walk_transit_ASC_commuter_escort</th>\n",
-       "                        <td id=\"T_f1126_row150_col0\" class=\"data row150 col0\" > 0.544</td>\n",
-       "                        <td id=\"T_f1126_row150_col1\" class=\"data row150 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row151\" class=\"row_heading level0 row151\" >coef_walk_transit_ASC_express_escort</th>\n",
-       "                        <td id=\"T_f1126_row151_col0\" class=\"data row151 col0\" > 0.755</td>\n",
-       "                        <td id=\"T_f1126_row151_col1\" class=\"data row151 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row152\" class=\"row_heading level0 row152\" >coef_walk_transit_ASC_ferry_escort</th>\n",
-       "                        <td id=\"T_f1126_row152_col0\" class=\"data row152 col0\" > 0.601</td>\n",
-       "                        <td id=\"T_f1126_row152_col1\" class=\"data row152 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row153\" class=\"row_heading level0 row153\" >coef_walk_transit_ASC_heavyrail_escort</th>\n",
-       "                        <td id=\"T_f1126_row153_col0\" class=\"data row153 col0\" > 0.850</td>\n",
-       "                        <td id=\"T_f1126_row153_col1\" class=\"data row153 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row154\" class=\"row_heading level0 row154\" >coef_walk_transit_ASC_lightrail_escort</th>\n",
-       "                        <td id=\"T_f1126_row154_col0\" class=\"data row154 col0\" > 1.13</td>\n",
-       "                        <td id=\"T_f1126_row154_col1\" class=\"data row154 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row155\" class=\"row_heading level0 row155\" >coef_walk_transit_ASC_rh_escort_shopping_othmaint</th>\n",
-       "                        <td id=\"T_f1126_row155_col0\" class=\"data row155 col0\" >-2.36</td>\n",
-       "                        <td id=\"T_f1126_row155_col1\" class=\"data row155 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row156\" class=\"row_heading level0 row156\" >coef_walk_transit_ASC_sr2_escort</th>\n",
-       "                        <td id=\"T_f1126_row156_col0\" class=\"data row156 col0\" >-1.02</td>\n",
-       "                        <td id=\"T_f1126_row156_col1\" class=\"data row156 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row157\" class=\"row_heading level0 row157\" >coef_walk_transit_ASC_sr3p_escort</th>\n",
-       "                        <td id=\"T_f1126_row157_col0\" class=\"data row157 col0\" >-185.</td>\n",
-       "                        <td id=\"T_f1126_row157_col1\" class=\"data row157 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row158\" class=\"row_heading level0 row158\" >coef_walk_transit_ASC_walk_escort</th>\n",
-       "                        <td id=\"T_f1126_row158_col0\" class=\"data row158 col0\" >-88.1</td>\n",
-       "                        <td id=\"T_f1126_row158_col1\" class=\"data row158 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row159\" class=\"row_heading level0 row159\" >coef_bike_ASC_walk_shopping</th>\n",
-       "                        <td id=\"T_f1126_row159_col0\" class=\"data row159 col0\" >-23.2</td>\n",
-       "                        <td id=\"T_f1126_row159_col1\" class=\"data row159 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row160\" class=\"row_heading level0 row160\" >coef_drive_transit_ASC_commuter_shopping_eatout_othmaint_social_othdiscr_atwork</th>\n",
-       "                        <td id=\"T_f1126_row160_col0\" class=\"data row160 col0\" > 0.513</td>\n",
-       "                        <td id=\"T_f1126_row160_col1\" class=\"data row160 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row161\" class=\"row_heading level0 row161\" >coef_drive_transit_ASC_express_shopping_eatout_othmaint_social_othdiscr_atwork</th>\n",
-       "                        <td id=\"T_f1126_row161_col0\" class=\"data row161 col0\" > 0.665</td>\n",
-       "                        <td id=\"T_f1126_row161_col1\" class=\"data row161 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row162\" class=\"row_heading level0 row162\" >coef_drive_transit_ASC_ferry_shopping_eatout_othmaint_social_othdiscr_atwork</th>\n",
-       "                        <td id=\"T_f1126_row162_col0\" class=\"data row162 col0\" > 0.647</td>\n",
-       "                        <td id=\"T_f1126_row162_col1\" class=\"data row162 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row163\" class=\"row_heading level0 row163\" >coef_drive_transit_ASC_heavyrail_shopping_eatout_othmaint_social_othdiscr_atwork</th>\n",
-       "                        <td id=\"T_f1126_row163_col0\" class=\"data row163 col0\" > 0.540</td>\n",
-       "                        <td id=\"T_f1126_row163_col1\" class=\"data row163 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row164\" class=\"row_heading level0 row164\" >coef_drive_transit_ASC_lightrail_shopping_eatout_othmaint_social_othdiscr_atwork</th>\n",
-       "                        <td id=\"T_f1126_row164_col0\" class=\"data row164 col0\" > 0.539</td>\n",
-       "                        <td id=\"T_f1126_row164_col1\" class=\"data row164 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row165\" class=\"row_heading level0 row165\" >coef_joint_auto_ASC_rh_shopping_eatout_othmaint_social_othdiscr</th>\n",
-       "                        <td id=\"T_f1126_row165_col0\" class=\"data row165 col0\" >-7.00</td>\n",
-       "                        <td id=\"T_f1126_row165_col1\" class=\"data row165 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row166\" class=\"row_heading level0 row166\" >coef_joint_auto_ASC_sr2_shopping</th>\n",
-       "                        <td id=\"T_f1126_row166_col0\" class=\"data row166 col0\" > 2.78</td>\n",
-       "                        <td id=\"T_f1126_row166_col1\" class=\"data row166 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row167\" class=\"row_heading level0 row167\" >coef_joint_auto_ASC_sr3p_shopping</th>\n",
-       "                        <td id=\"T_f1126_row167_col0\" class=\"data row167 col0\" >-19.1</td>\n",
-       "                        <td id=\"T_f1126_row167_col1\" class=\"data row167 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row168\" class=\"row_heading level0 row168\" >coef_joint_auto_ASC_walk_shopping</th>\n",
-       "                        <td id=\"T_f1126_row168_col0\" class=\"data row168 col0\" >-23.5</td>\n",
-       "                        <td id=\"T_f1126_row168_col1\" class=\"data row168 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row169\" class=\"row_heading level0 row169\" >coef_joint_bike_ASC_rh_shopping_eatout_othmaint_social_othdiscr</th>\n",
-       "                        <td id=\"T_f1126_row169_col0\" class=\"data row169 col0\" >-12.3</td>\n",
-       "                        <td id=\"T_f1126_row169_col1\" class=\"data row169 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row170\" class=\"row_heading level0 row170\" >coef_joint_bike_ASC_walk_shopping</th>\n",
-       "                        <td id=\"T_f1126_row170_col0\" class=\"data row170 col0\" >-7.05</td>\n",
-       "                        <td id=\"T_f1126_row170_col1\" class=\"data row170 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row171\" class=\"row_heading level0 row171\" >coef_joint_drive_transit_ASC_commuter_shopping_eatout_othmaint_social_othdiscr</th>\n",
-       "                        <td id=\"T_f1126_row171_col0\" class=\"data row171 col0\" > 0.513</td>\n",
-       "                        <td id=\"T_f1126_row171_col1\" class=\"data row171 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row172\" class=\"row_heading level0 row172\" >coef_joint_drive_transit_ASC_express_shopping_eatout_othmaint_social_othdiscr</th>\n",
-       "                        <td id=\"T_f1126_row172_col0\" class=\"data row172 col0\" > 0.665</td>\n",
-       "                        <td id=\"T_f1126_row172_col1\" class=\"data row172 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row173\" class=\"row_heading level0 row173\" >coef_joint_drive_transit_ASC_ferry_shopping_eatout_othmaint_social_othdiscr</th>\n",
-       "                        <td id=\"T_f1126_row173_col0\" class=\"data row173 col0\" > 0.647</td>\n",
-       "                        <td id=\"T_f1126_row173_col1\" class=\"data row173 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row174\" class=\"row_heading level0 row174\" >coef_joint_drive_transit_ASC_heavyrail_shopping_eatout_othmaint_social_othdiscr</th>\n",
-       "                        <td id=\"T_f1126_row174_col0\" class=\"data row174 col0\" > 0.540</td>\n",
-       "                        <td id=\"T_f1126_row174_col1\" class=\"data row174 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row175\" class=\"row_heading level0 row175\" >coef_joint_drive_transit_ASC_lightrail_shopping_eatout_othmaint_social_othdiscr</th>\n",
-       "                        <td id=\"T_f1126_row175_col0\" class=\"data row175 col0\" > 0.539</td>\n",
-       "                        <td id=\"T_f1126_row175_col1\" class=\"data row175 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row176\" class=\"row_heading level0 row176\" >coef_joint_drive_transit_ASC_rh_shopping_eatout_othmaint_social_othdiscr</th>\n",
-       "                        <td id=\"T_f1126_row176_col0\" class=\"data row176 col0\" > 4.61</td>\n",
-       "                        <td id=\"T_f1126_row176_col1\" class=\"data row176 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row177\" class=\"row_heading level0 row177\" >coef_joint_ride_hail_ASC_sr2_shopping_eatout_othmaint_social_othdiscr</th>\n",
-       "                        <td id=\"T_f1126_row177_col0\" class=\"data row177 col0\" >-7.00</td>\n",
-       "                        <td id=\"T_f1126_row177_col1\" class=\"data row177 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row178\" class=\"row_heading level0 row178\" >coef_joint_ride_hail_ASC_sr3p_shopping_eatout_othmaint_social_othdiscr</th>\n",
-       "                        <td id=\"T_f1126_row178_col0\" class=\"data row178 col0\" >-7.00</td>\n",
-       "                        <td id=\"T_f1126_row178_col1\" class=\"data row178 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row179\" class=\"row_heading level0 row179\" >coef_joint_ride_hail_ASC_taxi_shopping_eatout_othmaint_social_othdiscr</th>\n",
-       "                        <td id=\"T_f1126_row179_col0\" class=\"data row179 col0\" >-7.00</td>\n",
-       "                        <td id=\"T_f1126_row179_col1\" class=\"data row179 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row180\" class=\"row_heading level0 row180\" >coef_joint_ride_hail_ASC_tnc_single_shopping_eatout_othmaint_social_othdiscr</th>\n",
-       "                        <td id=\"T_f1126_row180_col0\" class=\"data row180 col0\" >-4.73</td>\n",
-       "                        <td id=\"T_f1126_row180_col1\" class=\"data row180 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row181\" class=\"row_heading level0 row181\" >coef_joint_ride_hail_ASC_walk_shopping_eatout_othmaint_social_othdiscr</th>\n",
-       "                        <td id=\"T_f1126_row181_col0\" class=\"data row181 col0\" >-7.00</td>\n",
-       "                        <td id=\"T_f1126_row181_col1\" class=\"data row181 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row182\" class=\"row_heading level0 row182\" >coef_joint_walk_ASC_rh_shopping_eatout_othmaint_social_othdiscr</th>\n",
-       "                        <td id=\"T_f1126_row182_col0\" class=\"data row182 col0\" >-3.04</td>\n",
-       "                        <td id=\"T_f1126_row182_col1\" class=\"data row182 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row183\" class=\"row_heading level0 row183\" >coef_joint_walk_transit_ASC_commuter_shopping_eatout_othmaint_social_othdiscr</th>\n",
-       "                        <td id=\"T_f1126_row183_col0\" class=\"data row183 col0\" > 0.513</td>\n",
-       "                        <td id=\"T_f1126_row183_col1\" class=\"data row183 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row184\" class=\"row_heading level0 row184\" >coef_joint_walk_transit_ASC_express_shopping_eatout_othmaint_social_othdiscr</th>\n",
-       "                        <td id=\"T_f1126_row184_col0\" class=\"data row184 col0\" > 0.665</td>\n",
-       "                        <td id=\"T_f1126_row184_col1\" class=\"data row184 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row185\" class=\"row_heading level0 row185\" >coef_joint_walk_transit_ASC_ferry_shopping_eatout_othmaint_social_othdiscr</th>\n",
-       "                        <td id=\"T_f1126_row185_col0\" class=\"data row185 col0\" > 0.647</td>\n",
-       "                        <td id=\"T_f1126_row185_col1\" class=\"data row185 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row186\" class=\"row_heading level0 row186\" >coef_joint_walk_transit_ASC_heavyrail_shopping_eatout_othmaint_social_othdiscr</th>\n",
-       "                        <td id=\"T_f1126_row186_col0\" class=\"data row186 col0\" > 21.6</td>\n",
-       "                        <td id=\"T_f1126_row186_col1\" class=\"data row186 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row187\" class=\"row_heading level0 row187\" >coef_joint_walk_transit_ASC_lightrail_shopping_eatout_othmaint_social_othdiscr</th>\n",
-       "                        <td id=\"T_f1126_row187_col0\" class=\"data row187 col0\" > 0.924</td>\n",
-       "                        <td id=\"T_f1126_row187_col1\" class=\"data row187 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row188\" class=\"row_heading level0 row188\" >coef_joint_walk_transit_ASC_rh_shopping_eatout_othmaint_social_othdiscr</th>\n",
-       "                        <td id=\"T_f1126_row188_col0\" class=\"data row188 col0\" > 3.13</td>\n",
-       "                        <td id=\"T_f1126_row188_col1\" class=\"data row188 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row189\" class=\"row_heading level0 row189\" >coef_joint_walk_transit_ASC_sr2_shopping</th>\n",
-       "                        <td id=\"T_f1126_row189_col0\" class=\"data row189 col0\" >-21.6</td>\n",
-       "                        <td id=\"T_f1126_row189_col1\" class=\"data row189 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row190\" class=\"row_heading level0 row190\" >coef_joint_walk_transit_ASC_sr3p_shopping</th>\n",
-       "                        <td id=\"T_f1126_row190_col0\" class=\"data row190 col0\" >-25.6</td>\n",
-       "                        <td id=\"T_f1126_row190_col1\" class=\"data row190 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row191\" class=\"row_heading level0 row191\" >coef_joint_walk_transit_ASC_walk_shopping</th>\n",
-       "                        <td id=\"T_f1126_row191_col0\" class=\"data row191 col0\" >-102.</td>\n",
-       "                        <td id=\"T_f1126_row191_col1\" class=\"data row191 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row192\" class=\"row_heading level0 row192\" >coef_sov_ASC_walk_shopping</th>\n",
-       "                        <td id=\"T_f1126_row192_col0\" class=\"data row192 col0\" >-3.79</td>\n",
-       "                        <td id=\"T_f1126_row192_col1\" class=\"data row192 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row193\" class=\"row_heading level0 row193\" >coef_sr2_ASC_sr2_shopping</th>\n",
-       "                        <td id=\"T_f1126_row193_col0\" class=\"data row193 col0\" > 1.75</td>\n",
-       "                        <td id=\"T_f1126_row193_col1\" class=\"data row193 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row194\" class=\"row_heading level0 row194\" >coef_sr2_ASC_walk_shopping</th>\n",
-       "                        <td id=\"T_f1126_row194_col0\" class=\"data row194 col0\" >-3.65</td>\n",
-       "                        <td id=\"T_f1126_row194_col1\" class=\"data row194 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row195\" class=\"row_heading level0 row195\" >coef_sr3p_ASC_sr2_shopping</th>\n",
-       "                        <td id=\"T_f1126_row195_col0\" class=\"data row195 col0\" > 0.336</td>\n",
-       "                        <td id=\"T_f1126_row195_col1\" class=\"data row195 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row196\" class=\"row_heading level0 row196\" >coef_sr3p_ASC_sr3p_shopping</th>\n",
-       "                        <td id=\"T_f1126_row196_col0\" class=\"data row196 col0\" > 1.64</td>\n",
-       "                        <td id=\"T_f1126_row196_col1\" class=\"data row196 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row197\" class=\"row_heading level0 row197\" >coef_sr3p_ASC_walk_shopping</th>\n",
-       "                        <td id=\"T_f1126_row197_col0\" class=\"data row197 col0\" >-3.92</td>\n",
-       "                        <td id=\"T_f1126_row197_col1\" class=\"data row197 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row198\" class=\"row_heading level0 row198\" >coef_walk_transit_ASC_commuter_shopping_eatout_othmaint_social_othdiscr_atwork</th>\n",
-       "                        <td id=\"T_f1126_row198_col0\" class=\"data row198 col0\" > 0.513</td>\n",
-       "                        <td id=\"T_f1126_row198_col1\" class=\"data row198 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row199\" class=\"row_heading level0 row199\" >coef_walk_transit_ASC_express_shopping_eatout_othmaint_social_othdiscr_atwork</th>\n",
-       "                        <td id=\"T_f1126_row199_col0\" class=\"data row199 col0\" > 0.665</td>\n",
-       "                        <td id=\"T_f1126_row199_col1\" class=\"data row199 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row200\" class=\"row_heading level0 row200\" >coef_walk_transit_ASC_ferry_shopping_eatout_othmaint_social_othdiscr_atwork</th>\n",
-       "                        <td id=\"T_f1126_row200_col0\" class=\"data row200 col0\" > 0.647</td>\n",
-       "                        <td id=\"T_f1126_row200_col1\" class=\"data row200 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row201\" class=\"row_heading level0 row201\" >coef_walk_transit_ASC_heavyrail_shopping_eatout_othmaint_social_othdiscr_atwork</th>\n",
-       "                        <td id=\"T_f1126_row201_col0\" class=\"data row201 col0\" > 0.926</td>\n",
-       "                        <td id=\"T_f1126_row201_col1\" class=\"data row201 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row202\" class=\"row_heading level0 row202\" >coef_walk_transit_ASC_lightrail_shopping_eatout_othmaint_social_othdiscr_atwork</th>\n",
-       "                        <td id=\"T_f1126_row202_col0\" class=\"data row202 col0\" > 0.831</td>\n",
-       "                        <td id=\"T_f1126_row202_col1\" class=\"data row202 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row203\" class=\"row_heading level0 row203\" >coef_walk_transit_ASC_sr2_shopping</th>\n",
-       "                        <td id=\"T_f1126_row203_col0\" class=\"data row203 col0\" >-2.12</td>\n",
-       "                        <td id=\"T_f1126_row203_col1\" class=\"data row203 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row204\" class=\"row_heading level0 row204\" >coef_walk_transit_ASC_sr3p_shopping</th>\n",
-       "                        <td id=\"T_f1126_row204_col0\" class=\"data row204 col0\" >-91.1</td>\n",
-       "                        <td id=\"T_f1126_row204_col1\" class=\"data row204 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row205\" class=\"row_heading level0 row205\" >coef_walk_transit_ASC_walk_shopping</th>\n",
-       "                        <td id=\"T_f1126_row205_col0\" class=\"data row205 col0\" >-0.814</td>\n",
-       "                        <td id=\"T_f1126_row205_col1\" class=\"data row205 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row206\" class=\"row_heading level0 row206\" >coef_bike_ASC_walk_eatout</th>\n",
-       "                        <td id=\"T_f1126_row206_col0\" class=\"data row206 col0\" >-175.</td>\n",
-       "                        <td id=\"T_f1126_row206_col1\" class=\"data row206 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row207\" class=\"row_heading level0 row207\" >coef_joint_auto_ASC_sr2_eatout_othmaint_social_othdiscr</th>\n",
-       "                        <td id=\"T_f1126_row207_col0\" class=\"data row207 col0\" > 0.381</td>\n",
-       "                        <td id=\"T_f1126_row207_col1\" class=\"data row207 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row208\" class=\"row_heading level0 row208\" >coef_joint_auto_ASC_sr3p_eatout_othmaint_social_othdiscr</th>\n",
-       "                        <td id=\"T_f1126_row208_col0\" class=\"data row208 col0\" > 0.389</td>\n",
-       "                        <td id=\"T_f1126_row208_col1\" class=\"data row208 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row209\" class=\"row_heading level0 row209\" >coef_joint_auto_ASC_walk_eatout_othmaint_social_othdiscr</th>\n",
-       "                        <td id=\"T_f1126_row209_col0\" class=\"data row209 col0\" >-4.38</td>\n",
-       "                        <td id=\"T_f1126_row209_col1\" class=\"data row209 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row210\" class=\"row_heading level0 row210\" >coef_joint_bike_ASC_walk_eatout</th>\n",
-       "                        <td id=\"T_f1126_row210_col0\" class=\"data row210 col0\" >-15.6</td>\n",
-       "                        <td id=\"T_f1126_row210_col1\" class=\"data row210 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row211\" class=\"row_heading level0 row211\" >coef_joint_walk_transit_ASC_sr2_eatout</th>\n",
-       "                        <td id=\"T_f1126_row211_col0\" class=\"data row211 col0\" >-14.9</td>\n",
-       "                        <td id=\"T_f1126_row211_col1\" class=\"data row211 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row212\" class=\"row_heading level0 row212\" >coef_joint_walk_transit_ASC_sr3p_eatout</th>\n",
-       "                        <td id=\"T_f1126_row212_col0\" class=\"data row212 col0\" >-16.8</td>\n",
-       "                        <td id=\"T_f1126_row212_col1\" class=\"data row212 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row213\" class=\"row_heading level0 row213\" >coef_joint_walk_transit_ASC_walk_eatout</th>\n",
-       "                        <td id=\"T_f1126_row213_col0\" class=\"data row213 col0\" > 1.10</td>\n",
-       "                        <td id=\"T_f1126_row213_col1\" class=\"data row213 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row214\" class=\"row_heading level0 row214\" >coef_ride_hail_ASC_sr2_eatout_social_othdiscr</th>\n",
-       "                        <td id=\"T_f1126_row214_col0\" class=\"data row214 col0\" >-16.9</td>\n",
-       "                        <td id=\"T_f1126_row214_col1\" class=\"data row214 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row215\" class=\"row_heading level0 row215\" >coef_ride_hail_ASC_sr3p_eatout_social_othdiscr</th>\n",
-       "                        <td id=\"T_f1126_row215_col0\" class=\"data row215 col0\" >-11.9</td>\n",
-       "                        <td id=\"T_f1126_row215_col1\" class=\"data row215 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row216\" class=\"row_heading level0 row216\" >coef_ride_hail_ASC_taxi_eatout_social_othdiscr</th>\n",
-       "                        <td id=\"T_f1126_row216_col0\" class=\"data row216 col0\" >-2.56</td>\n",
-       "                        <td id=\"T_f1126_row216_col1\" class=\"data row216 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row217\" class=\"row_heading level0 row217\" >coef_ride_hail_ASC_tnc_single_eatout_social_othdiscr</th>\n",
-       "                        <td id=\"T_f1126_row217_col0\" class=\"data row217 col0\" > 24.0</td>\n",
-       "                        <td id=\"T_f1126_row217_col1\" class=\"data row217 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row218\" class=\"row_heading level0 row218\" >coef_ride_hail_ASC_walk_eatout_social_othdiscr</th>\n",
-       "                        <td id=\"T_f1126_row218_col0\" class=\"data row218 col0\" >-17.7</td>\n",
-       "                        <td id=\"T_f1126_row218_col1\" class=\"data row218 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row219\" class=\"row_heading level0 row219\" >coef_sov_ASC_walk_eatout</th>\n",
-       "                        <td id=\"T_f1126_row219_col0\" class=\"data row219 col0\" >-2.63</td>\n",
-       "                        <td id=\"T_f1126_row219_col1\" class=\"data row219 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row220\" class=\"row_heading level0 row220\" >coef_sr2_ASC_sr2_eatout</th>\n",
-       "                        <td id=\"T_f1126_row220_col0\" class=\"data row220 col0\" > 1.10</td>\n",
-       "                        <td id=\"T_f1126_row220_col1\" class=\"data row220 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row221\" class=\"row_heading level0 row221\" >coef_sr2_ASC_walk_eatout</th>\n",
-       "                        <td id=\"T_f1126_row221_col0\" class=\"data row221 col0\" >-4.55</td>\n",
-       "                        <td id=\"T_f1126_row221_col1\" class=\"data row221 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row222\" class=\"row_heading level0 row222\" >coef_sr3p_ASC_sr2_eatout</th>\n",
-       "                        <td id=\"T_f1126_row222_col0\" class=\"data row222 col0\" >-0.213</td>\n",
-       "                        <td id=\"T_f1126_row222_col1\" class=\"data row222 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row223\" class=\"row_heading level0 row223\" >coef_sr3p_ASC_sr3p_eatout</th>\n",
-       "                        <td id=\"T_f1126_row223_col0\" class=\"data row223 col0\" > 1.47</td>\n",
-       "                        <td id=\"T_f1126_row223_col1\" class=\"data row223 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row224\" class=\"row_heading level0 row224\" >coef_sr3p_ASC_walk_eatout</th>\n",
-       "                        <td id=\"T_f1126_row224_col0\" class=\"data row224 col0\" >-2.51</td>\n",
-       "                        <td id=\"T_f1126_row224_col1\" class=\"data row224 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row225\" class=\"row_heading level0 row225\" >coef_walk_transit_ASC_rh_eatout_social_othdiscr</th>\n",
-       "                        <td id=\"T_f1126_row225_col0\" class=\"data row225 col0\" >-2.66</td>\n",
-       "                        <td id=\"T_f1126_row225_col1\" class=\"data row225 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row226\" class=\"row_heading level0 row226\" >coef_walk_transit_ASC_sr2_eatout</th>\n",
-       "                        <td id=\"T_f1126_row226_col0\" class=\"data row226 col0\" >-2.01</td>\n",
-       "                        <td id=\"T_f1126_row226_col1\" class=\"data row226 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row227\" class=\"row_heading level0 row227\" >coef_walk_transit_ASC_sr3p_eatout</th>\n",
-       "                        <td id=\"T_f1126_row227_col0\" class=\"data row227 col0\" >-2.52</td>\n",
-       "                        <td id=\"T_f1126_row227_col1\" class=\"data row227 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row228\" class=\"row_heading level0 row228\" >coef_walk_transit_ASC_walk_eatout</th>\n",
-       "                        <td id=\"T_f1126_row228_col0\" class=\"data row228 col0\" > 0.166</td>\n",
-       "                        <td id=\"T_f1126_row228_col1\" class=\"data row228 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row229\" class=\"row_heading level0 row229\" >coef_bike_ASC_walk_othmaint</th>\n",
-       "                        <td id=\"T_f1126_row229_col0\" class=\"data row229 col0\" >-0.784</td>\n",
-       "                        <td id=\"T_f1126_row229_col1\" class=\"data row229 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row230\" class=\"row_heading level0 row230\" >coef_ivt_othmaint_social</th>\n",
-       "                        <td id=\"T_f1126_row230_col0\" class=\"data row230 col0\" >-0.0121</td>\n",
-       "                        <td id=\"T_f1126_row230_col1\" class=\"data row230 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row231\" class=\"row_heading level0 row231\" >coef_joint_bike_ASC_walk_othmaint</th>\n",
-       "                        <td id=\"T_f1126_row231_col0\" class=\"data row231 col0\" >-13.5</td>\n",
-       "                        <td id=\"T_f1126_row231_col1\" class=\"data row231 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row232\" class=\"row_heading level0 row232\" >coef_joint_walk_transit_ASC_sr2_othmaint</th>\n",
-       "                        <td id=\"T_f1126_row232_col0\" class=\"data row232 col0\" >-11.3</td>\n",
-       "                        <td id=\"T_f1126_row232_col1\" class=\"data row232 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row233\" class=\"row_heading level0 row233\" >coef_joint_walk_transit_ASC_sr3p_othmaint</th>\n",
-       "                        <td id=\"T_f1126_row233_col0\" class=\"data row233 col0\" >-44.0</td>\n",
-       "                        <td id=\"T_f1126_row233_col1\" class=\"data row233 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row234\" class=\"row_heading level0 row234\" >coef_joint_walk_transit_ASC_walk_othmaint</th>\n",
-       "                        <td id=\"T_f1126_row234_col0\" class=\"data row234 col0\" >-73.6</td>\n",
-       "                        <td id=\"T_f1126_row234_col1\" class=\"data row234 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row235\" class=\"row_heading level0 row235\" >coef_sov_ASC_walk_othmaint</th>\n",
-       "                        <td id=\"T_f1126_row235_col0\" class=\"data row235 col0\" >-4.43</td>\n",
-       "                        <td id=\"T_f1126_row235_col1\" class=\"data row235 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row236\" class=\"row_heading level0 row236\" >coef_sr2_ASC_sr2_othmaint</th>\n",
-       "                        <td id=\"T_f1126_row236_col0\" class=\"data row236 col0\" > 0.935</td>\n",
-       "                        <td id=\"T_f1126_row236_col1\" class=\"data row236 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row237\" class=\"row_heading level0 row237\" >coef_sr2_ASC_walk_othmaint</th>\n",
-       "                        <td id=\"T_f1126_row237_col0\" class=\"data row237 col0\" >-3.14</td>\n",
-       "                        <td id=\"T_f1126_row237_col1\" class=\"data row237 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row238\" class=\"row_heading level0 row238\" >coef_sr3p_ASC_sr2_othmaint</th>\n",
-       "                        <td id=\"T_f1126_row238_col0\" class=\"data row238 col0\" > 0.0421</td>\n",
-       "                        <td id=\"T_f1126_row238_col1\" class=\"data row238 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row239\" class=\"row_heading level0 row239\" >coef_sr3p_ASC_sr3p_othmaint</th>\n",
-       "                        <td id=\"T_f1126_row239_col0\" class=\"data row239 col0\" > 1.13</td>\n",
-       "                        <td id=\"T_f1126_row239_col1\" class=\"data row239 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row240\" class=\"row_heading level0 row240\" >coef_sr3p_ASC_walk_othmaint</th>\n",
-       "                        <td id=\"T_f1126_row240_col0\" class=\"data row240 col0\" >-5.07</td>\n",
-       "                        <td id=\"T_f1126_row240_col1\" class=\"data row240 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row241\" class=\"row_heading level0 row241\" >coef_walk_transit_ASC_sr2_othmaint</th>\n",
-       "                        <td id=\"T_f1126_row241_col0\" class=\"data row241 col0\" >-34.7</td>\n",
-       "                        <td id=\"T_f1126_row241_col1\" class=\"data row241 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row242\" class=\"row_heading level0 row242\" >coef_walk_transit_ASC_sr3p_othmaint</th>\n",
-       "                        <td id=\"T_f1126_row242_col0\" class=\"data row242 col0\" >-29.4</td>\n",
-       "                        <td id=\"T_f1126_row242_col1\" class=\"data row242 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row243\" class=\"row_heading level0 row243\" >coef_walk_transit_ASC_walk_othmaint</th>\n",
-       "                        <td id=\"T_f1126_row243_col0\" class=\"data row243 col0\" >-0.288</td>\n",
-       "                        <td id=\"T_f1126_row243_col1\" class=\"data row243 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row244\" class=\"row_heading level0 row244\" >coef_bike_ASC_walk_social</th>\n",
-       "                        <td id=\"T_f1126_row244_col0\" class=\"data row244 col0\" >-13.2</td>\n",
-       "                        <td id=\"T_f1126_row244_col1\" class=\"data row244 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row245\" class=\"row_heading level0 row245\" >coef_joint_bike_ASC_walk_social</th>\n",
-       "                        <td id=\"T_f1126_row245_col0\" class=\"data row245 col0\" >-26.2</td>\n",
-       "                        <td id=\"T_f1126_row245_col1\" class=\"data row245 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row246\" class=\"row_heading level0 row246\" >coef_joint_walk_transit_ASC_sr2_social</th>\n",
-       "                        <td id=\"T_f1126_row246_col0\" class=\"data row246 col0\" >-20.5</td>\n",
-       "                        <td id=\"T_f1126_row246_col1\" class=\"data row246 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row247\" class=\"row_heading level0 row247\" >coef_joint_walk_transit_ASC_sr3p_social</th>\n",
-       "                        <td id=\"T_f1126_row247_col0\" class=\"data row247 col0\" >-34.7</td>\n",
-       "                        <td id=\"T_f1126_row247_col1\" class=\"data row247 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row248\" class=\"row_heading level0 row248\" >coef_joint_walk_transit_ASC_walk_social</th>\n",
-       "                        <td id=\"T_f1126_row248_col0\" class=\"data row248 col0\" >-2.39</td>\n",
-       "                        <td id=\"T_f1126_row248_col1\" class=\"data row248 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row249\" class=\"row_heading level0 row249\" >coef_sov_ASC_walk_social</th>\n",
-       "                        <td id=\"T_f1126_row249_col0\" class=\"data row249 col0\" >-25.3</td>\n",
-       "                        <td id=\"T_f1126_row249_col1\" class=\"data row249 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row250\" class=\"row_heading level0 row250\" >coef_sr2_ASC_sr2_social</th>\n",
-       "                        <td id=\"T_f1126_row250_col0\" class=\"data row250 col0\" > 0.768</td>\n",
-       "                        <td id=\"T_f1126_row250_col1\" class=\"data row250 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row251\" class=\"row_heading level0 row251\" >coef_sr2_ASC_walk_social</th>\n",
-       "                        <td id=\"T_f1126_row251_col0\" class=\"data row251 col0\" >-2.85</td>\n",
-       "                        <td id=\"T_f1126_row251_col1\" class=\"data row251 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row252\" class=\"row_heading level0 row252\" >coef_sr3p_ASC_sr2_social</th>\n",
-       "                        <td id=\"T_f1126_row252_col0\" class=\"data row252 col0\" >-0.122</td>\n",
-       "                        <td id=\"T_f1126_row252_col1\" class=\"data row252 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row253\" class=\"row_heading level0 row253\" >coef_sr3p_ASC_sr3p_social</th>\n",
-       "                        <td id=\"T_f1126_row253_col0\" class=\"data row253 col0\" > 1.21</td>\n",
-       "                        <td id=\"T_f1126_row253_col1\" class=\"data row253 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row254\" class=\"row_heading level0 row254\" >coef_sr3p_ASC_walk_social</th>\n",
-       "                        <td id=\"T_f1126_row254_col0\" class=\"data row254 col0\" >-3.08</td>\n",
-       "                        <td id=\"T_f1126_row254_col1\" class=\"data row254 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row255\" class=\"row_heading level0 row255\" >coef_walk_transit_ASC_sr2_social</th>\n",
-       "                        <td id=\"T_f1126_row255_col0\" class=\"data row255 col0\" >-2.06</td>\n",
-       "                        <td id=\"T_f1126_row255_col1\" class=\"data row255 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row256\" class=\"row_heading level0 row256\" >coef_walk_transit_ASC_sr3p_social</th>\n",
-       "                        <td id=\"T_f1126_row256_col0\" class=\"data row256 col0\" >-21.6</td>\n",
-       "                        <td id=\"T_f1126_row256_col1\" class=\"data row256 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row257\" class=\"row_heading level0 row257\" >coef_walk_transit_ASC_walk_social</th>\n",
-       "                        <td id=\"T_f1126_row257_col0\" class=\"data row257 col0\" >-2.31</td>\n",
-       "                        <td id=\"T_f1126_row257_col1\" class=\"data row257 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row258\" class=\"row_heading level0 row258\" >coef_bike_ASC_walk_othdiscr</th>\n",
-       "                        <td id=\"T_f1126_row258_col0\" class=\"data row258 col0\" >-1.40</td>\n",
-       "                        <td id=\"T_f1126_row258_col1\" class=\"data row258 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row259\" class=\"row_heading level0 row259\" >coef_joint_bike_ASC_walk_othdiscr</th>\n",
-       "                        <td id=\"T_f1126_row259_col0\" class=\"data row259 col0\" >-14.4</td>\n",
-       "                        <td id=\"T_f1126_row259_col1\" class=\"data row259 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row260\" class=\"row_heading level0 row260\" >coef_joint_walk_transit_ASC_sr2_othdiscr</th>\n",
-       "                        <td id=\"T_f1126_row260_col0\" class=\"data row260 col0\" >-15.0</td>\n",
-       "                        <td id=\"T_f1126_row260_col1\" class=\"data row260 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row261\" class=\"row_heading level0 row261\" >coef_joint_walk_transit_ASC_sr3p_othdiscr</th>\n",
-       "                        <td id=\"T_f1126_row261_col0\" class=\"data row261 col0\" >-16.7</td>\n",
-       "                        <td id=\"T_f1126_row261_col1\" class=\"data row261 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row262\" class=\"row_heading level0 row262\" >coef_joint_walk_transit_ASC_walk_othdiscr</th>\n",
-       "                        <td id=\"T_f1126_row262_col0\" class=\"data row262 col0\" >-25.9</td>\n",
-       "                        <td id=\"T_f1126_row262_col1\" class=\"data row262 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row263\" class=\"row_heading level0 row263\" >coef_sov_ASC_walk_othdiscr</th>\n",
-       "                        <td id=\"T_f1126_row263_col0\" class=\"data row263 col0\" >-4.94</td>\n",
-       "                        <td id=\"T_f1126_row263_col1\" class=\"data row263 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row264\" class=\"row_heading level0 row264\" >coef_sr2_ASC_sr2_othdiscr</th>\n",
-       "                        <td id=\"T_f1126_row264_col0\" class=\"data row264 col0\" > 0.856</td>\n",
-       "                        <td id=\"T_f1126_row264_col1\" class=\"data row264 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row265\" class=\"row_heading level0 row265\" >coef_sr2_ASC_walk_othdiscr</th>\n",
-       "                        <td id=\"T_f1126_row265_col0\" class=\"data row265 col0\" >-2.47</td>\n",
-       "                        <td id=\"T_f1126_row265_col1\" class=\"data row265 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row266\" class=\"row_heading level0 row266\" >coef_sr3p_ASC_sr2_othdiscr</th>\n",
-       "                        <td id=\"T_f1126_row266_col0\" class=\"data row266 col0\" >-0.418</td>\n",
-       "                        <td id=\"T_f1126_row266_col1\" class=\"data row266 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row267\" class=\"row_heading level0 row267\" >coef_sr3p_ASC_sr3p_othdiscr</th>\n",
-       "                        <td id=\"T_f1126_row267_col0\" class=\"data row267 col0\" > 0.845</td>\n",
-       "                        <td id=\"T_f1126_row267_col1\" class=\"data row267 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row268\" class=\"row_heading level0 row268\" >coef_sr3p_ASC_walk_othdiscr</th>\n",
-       "                        <td id=\"T_f1126_row268_col0\" class=\"data row268 col0\" >-5.84</td>\n",
-       "                        <td id=\"T_f1126_row268_col1\" class=\"data row268 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row269\" class=\"row_heading level0 row269\" >coef_walk_transit_ASC_sr2_othdiscr</th>\n",
-       "                        <td id=\"T_f1126_row269_col0\" class=\"data row269 col0\" >-1.23</td>\n",
-       "                        <td id=\"T_f1126_row269_col1\" class=\"data row269 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row270\" class=\"row_heading level0 row270\" >coef_walk_transit_ASC_sr3p_othdiscr</th>\n",
-       "                        <td id=\"T_f1126_row270_col0\" class=\"data row270 col0\" >-1.20</td>\n",
-       "                        <td id=\"T_f1126_row270_col1\" class=\"data row270 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_f1126_level0_row271\" class=\"row_heading level0 row271\" >coef_walk_transit_ASC_walk_othdiscr</th>\n",
-       "                        <td id=\"T_f1126_row271_col0\" class=\"data row271 col0\" >-0.980</td>\n",
-       "                        <td id=\"T_f1126_row271_col1\" class=\"data row271 col1\" > 0.00</td>\n",
-       "            </tr>\n",
-       "    </tbody></table>"
+       "</table>\n"
       ],
       "text/plain": [
-       "<pandas.io.formats.style.Styler at 0x7f7ea81cf040>"
+       "<pandas.io.formats.style.Styler at 0x17f604670>"
       ]
      },
      "execution_count": 9,
@@ -5168,7 +5189,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -5189,7 +5210,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -5211,7 +5232,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
@@ -5280,7 +5301,7 @@
        "    <tr>\n",
        "      <th>309</th>\n",
        "      <td>coef_walk_transit_ASC_walk_eatout</td>\n",
-       "      <td>0.166429</td>\n",
+       "      <td>1.418767</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -5320,7 +5341,7 @@
        "3                            coef_nest_AUTO_DRIVEALONE   0.350000         T\n",
        "4                           coef_nest_AUTO_SHAREDRIDE2   0.350000         T\n",
        "..                                                 ...        ...       ...\n",
-       "309                  coef_walk_transit_ASC_walk_eatout   0.166429         F\n",
+       "309                  coef_walk_transit_ASC_walk_eatout   1.418767         F\n",
        "310                               walk_express_penalty  10.000000         T\n",
        "311                                  adjust_tnc_shared  30.000000         T\n",
        "312       coef_origin_density_applied_work_univ_school   0.000000         T\n",
@@ -5329,7 +5350,7 @@
        "[314 rows x 3 columns]"
       ]
      },
-     "execution_count": 19,
+     "execution_count": 12,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -5346,7 +5367,7 @@
    "toc_visible": true
   },
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "ESTER",
    "language": "python",
    "name": "python3"
   },
@@ -5360,7 +5381,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.8.6"
+   "version": "3.10.15"
   },
   "toc": {
    "base_numbering": 1,
diff --git a/activitysim/examples/example_estimation/notebooks/est_mode_setup.py b/activitysim/examples/example_estimation/notebooks/est_mode_setup.py
new file mode 100644
index 0000000000..af0546cbe2
--- /dev/null
+++ b/activitysim/examples/example_estimation/notebooks/est_mode_setup.py
@@ -0,0 +1,83 @@
+from __future__ import annotations
+
+import argparse
+import os
+import shutil
+import sys
+import warnings
+from pathlib import Path
+
+# suppress RuntimeWarning from xarray
+warnings.filterwarnings(
+    "ignore",
+    category=RuntimeWarning,
+    module="xarray",
+)
+
+
+def prepare(
+    household_sample_size: int = 20_000, subdir: str = "test-estimation-data"
+) -> Path:
+    """Prepare the example for estimation.
+
+    This function prepares the example for estimation by downloading the example data and
+    setting up the working directory. The current working directory is then set to the
+    created example directory.
+
+    Parameters
+    ----------
+    household_sample_size : int, optional
+        The number of households to sample from the synthetic population. The default is 20_000.
+    subdir : str, optional
+        The subdirectory to store the example data. The default is "test-estimation-data".
+
+    Returns
+    -------
+    Path
+        The path to the created example directory.
+    """
+    root_dir = Path(__file__).parent.parent.resolve()
+    sys.path.insert(0, str(root_dir))
+
+    try:
+        from build_full_mtc_example import as_needed
+    except ImportError:
+        print(
+            "Please run this script from the "
+            "activitysim/examples/example_estimation/notebooks directory."
+        )
+        raise
+
+    as_needed(root_dir / "notebooks" / subdir, household_sample_size)
+    relative_path = os.path.relpath(
+        root_dir / "notebooks" / subdir / "activitysim-prototype-mtc-extended"
+    )
+    os.chdir(relative_path)
+    return Path(relative_path)
+
+
+def backup(filename: str | os.PathLike):
+    """Create or restore from a backup copy of a file."""
+    backup_filename = f"{filename}.bak"
+    if Path(backup_filename).exists():
+        shutil.copy(backup_filename, filename)
+    else:
+        shutil.copy(filename, backup_filename)
+
+
+if __name__ == "__main__":
+    parser = argparse.ArgumentParser(description="Prepare the example for estimation.")
+    parser.add_argument(
+        "--household_sample_size",
+        type=int,
+        default=20_000,
+        help="The number of households to sample from the synthetic population.",
+    )
+    parser.add_argument(
+        "--subdir",
+        type=str,
+        default="test-estimation-data",
+        help="The subdirectory to store the example data.",
+    )
+    args = parser.parse_args()
+    prepare(args.household_sample_size, args.subdir)
diff --git a/activitysim/examples/example_estimation/scripts/infer.py b/activitysim/examples/example_estimation/scripts/infer.py
index 02fbd97d8f..94869cffb2 100644
--- a/activitysim/examples/example_estimation/scripts/infer.py
+++ b/activitysim/examples/example_estimation/scripts/infer.py
@@ -1,6 +1,8 @@
 # ActivitySim
 # See full license in LICENSE.txt.
 
+from __future__ import annotations
+
 import logging
 import os
 import sys
@@ -165,7 +167,8 @@ def read_alts():
 
     alts = read_alts()
     tour_types = list(alts.columns.values)
-    tour_types.remove("tot_tours")
+    if "tot_tours" in tour_types:
+        tour_types.remove("tot_tours")
 
     # tour_frequency is index in alts table
     alts["alt_id"] = alts.index
diff --git a/activitysim/examples/placeholder_psrc/configs/tour_scheduling_school.csv b/activitysim/examples/placeholder_psrc/configs/tour_scheduling_school.csv
index 8cc5fb59e8..039fa9e66d 100755
--- a/activitysim/examples/placeholder_psrc/configs/tour_scheduling_school.csv
+++ b/activitysim/examples/placeholder_psrc/configs/tour_scheduling_school.csv
@@ -33,7 +33,7 @@ util_adjacent_window_exists_before_this_departure_hour_second_plus_tour_interact
 util_adjacent_window_exists_after_this_arrival_hour_second_plus_tour_interaction,Adjacent window exists after this arrival hour - second+ tour interaction,"@(df.tour_num > 1) * _adjacent_window_after",coef_adjacent_window_exists_after_this_arrival_hour_second_plus_tour_interaction
 util_remaining_work_school_tours_to_be_scheduled_div_number_of_unscheduled_hours,Remaining work/school tours to be scheduled / number of unscheduled hours,"@((df.tour_count>1) & (df.tour_num == 1)) * 1.0 / tt.remaining_periods_available(df.person_id, df.start, df.end)",coef_remaining_work_school_tours_to_be_scheduled_div_number_of_unscheduled_hours
 util_departure_constants_early_up_to_5,Departure Constants -- Early (up to 5),start < 6,coef_departure_constants_early
-util_departure_constants_am_peak_1 _6,Departure Constants -- AM peak 1 (6),start == 6,coef_departure_constants_am_peak_1
+util_departure_constants_am_peak_1_6,Departure Constants -- AM peak 1 (6),start == 6,coef_departure_constants_am_peak_1
 util_departure_constants_am_peak_2_7,Departure Constants -- AM peak 2 (7),start == 7,coef_departure_constants_am_peak_2
 util_departure_constants_am_peak_3_8,Departure Constants -- AM peak 3 (8),start == 8,coef_departure_constants_am_peak_3
 util_departure_constants_am_peak_4_9,Departure Constants -- AM peak 4 (9),start == 9,coef_departure_constants_am_peak_4
diff --git a/activitysim/examples/prototype_mtc/configs/tour_scheduling_school.csv b/activitysim/examples/prototype_mtc/configs/tour_scheduling_school.csv
index 6c735c4237..779109503a 100644
--- a/activitysim/examples/prototype_mtc/configs/tour_scheduling_school.csv
+++ b/activitysim/examples/prototype_mtc/configs/tour_scheduling_school.csv
@@ -32,7 +32,7 @@ util_adjacent_window_exists_after_this_arrival_hour_second_plus_tour_interaction
 util_remaining_work_school_tours_to_be_scheduled_div_number_of_unscheduled_hours,Remaining work/school tours to be scheduled / number of unscheduled hours,"@((df.tour_count>1) & (df.tour_num == 1)) * 1.0 / tt.remaining_periods_available(df.person_id, df.start, df.end)",coef_remaining_work_school_tours_to_be_scheduled_div_number_of_unscheduled_hours
 #,,,
 util_departure_constants_early_up_to_5,Departure Constants -- Early (up to 5),start < 6,coef_departure_constants_early
-util_departure_constants_am_peak_1 _6,Departure Constants -- AM peak 1 (6),start == 6,coef_departure_constants_am_peak_1
+util_departure_constants_am_peak_1_6,Departure Constants -- AM peak 1 (6),start == 6,coef_departure_constants_am_peak_1
 util_departure_constants_am_peak_2_7,Departure Constants -- AM peak 2 (7),start == 7,coef_departure_constants_am_peak_2
 util_departure_constants_am_peak_3_8,Departure Constants -- AM peak 3 (8),start == 8,coef_departure_constants_am_peak_3
 util_departure_constants_am_peak_4_9,Departure Constants -- AM peak 4 (9),start == 9,coef_departure_constants_am_peak_4
diff --git a/activitysim/examples/prototype_sandag_xborder/configs/estimation.yaml b/activitysim/examples/prototype_sandag_xborder/configs/estimation.yaml
index bbe11f7fc8..d3844fc4fc 100644
--- a/activitysim/examples/prototype_sandag_xborder/configs/estimation.yaml
+++ b/activitysim/examples/prototype_sandag_xborder/configs/estimation.yaml
@@ -40,7 +40,7 @@ estimation_table_recipes:
       alternatives_combined:
         - interaction_sample_alternatives
         - interaction_expression_values
-    omnibus_tables_append_columns: [choosers_combined]
+    omnibus_tables_append_columns: [choosers_combined, alternatives_combined]
 
   interaction_simulate:
     omnibus_tables:
@@ -77,7 +77,7 @@ estimation_table_recipes:
     omnibus_tables_append_columns: [values_combined]
 
 
-model_estimation_table_types:
+estimation_table_types:
   tour_scheduling_probabilistic: simple_probabilistic
   tour_od_choice: interaction_sample_simulate
   school_location: interaction_sample_simulate
diff --git a/conda-environments/activitysim-dev-base.yml b/conda-environments/activitysim-dev-base.yml
index f7aa5c735b..18c02afaaa 100644
--- a/conda-environments/activitysim-dev-base.yml
+++ b/conda-environments/activitysim-dev-base.yml
@@ -31,7 +31,7 @@ dependencies:
 - ipykernel  # so this env will appear in jupyter as a selection
 - isort
 - jupyterlab
-- larch = 5.7.*
+- larch6 >= 6.0.34
 - matplotlib
 - myst-parser  # allows markdown in sphinx
 - nbconvert
diff --git a/conda-environments/activitysim-dev.yml b/conda-environments/activitysim-dev.yml
index 107b4b355e..35cda2bce6 100644
--- a/conda-environments/activitysim-dev.yml
+++ b/conda-environments/activitysim-dev.yml
@@ -27,7 +27,6 @@ dependencies:
 - ipykernel  # so this env will appear in jupyter as a selection
 - isort
 - jupyterlab
-- larch = 5.7.*
 - matplotlib
 - myst-parser  # allows markdown in sphinx
 - nbconvert
@@ -75,4 +74,5 @@ dependencies:
 
 - pip:
   - autodoc_pydantic
+  - larch6 >= 6.0.34
   - -e ..
diff --git a/conda-environments/docbuild.yml b/conda-environments/docbuild.yml
index 2553fbb17f..30385c9718 100644
--- a/conda-environments/docbuild.yml
+++ b/conda-environments/docbuild.yml
@@ -23,7 +23,6 @@ dependencies:
 - git
 - jupyter-book
 - jupyterlab
-- larch >=5.5.3
 - matplotlib
 - myst-nb
 - myst-parser
@@ -59,4 +58,5 @@ dependencies:
 
 - pip:
   - autodoc_pydantic
+  - larch6 >= 6.0.34
   - -e ..
diff --git a/conda-environments/github-actions-tests.yml b/conda-environments/github-actions-tests.yml
index 692ee11928..d38d75650d 100644
--- a/conda-environments/github-actions-tests.yml
+++ b/conda-environments/github-actions-tests.yml
@@ -12,6 +12,7 @@ dependencies:
 - cytoolz = 0.12.2
 - dask = 2023.3.2
 - isort = 5.12.0
+- matplotlib = 3.9.*
 - nbmake = 1.4.6
 - numba = 0.57.*
 - numpy = 1.23.5
@@ -36,5 +37,6 @@ dependencies:
 - simwrapper > 1.7
 - sparse
 - xarray = 2023.2.*
+- xlsxwriter = 3.2.*
 - zarr = 2.14.*
 - zstandard
diff --git a/pyproject.toml b/pyproject.toml
index b92b00856c..1cb6915f10 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -75,7 +75,6 @@ log_cli = true
 tb = "native"
 
 [tool.ruff]
-select = ["E", "F", "B", "UP", "TID"]
 line-length = 140
 exclude = [
     ".git",
@@ -87,12 +86,15 @@ exclude = [
     "sandbox/"
 ]
 
-[tool.ruff.isort]
+[tool.ruff.lint]
+select = ["E", "F", "B", "UP", "TID"]
+
+[tool.ruff.lint.isort]
 known-first-party = ["activitysim"]
 required-imports = ["from __future__ import annotations"]
 
-[tool.ruff.pydocstyle]
+[tool.ruff.lint.pydocstyle]
 convention = "numpy"
 
-[tool.ruff.per-file-ignores]
+[tool.ruff.lint.per-file-ignores]
 "__init__.py" = ["E402", "F401"]  # Ignore import violations in all `__init__.py` files

From aa874f69a5f3aa7caae6eab0a44b63289f4528b7 Mon Sep 17 00:00:00 2001
From: David Hensle <51132108+dhensle@users.noreply.github.com>
Date: Fri, 13 Dec 2024 16:22:17 -0800
Subject: [PATCH 28/56] Removing estimation.yaml settings that are no longer
 needed

---
 activitysim/core/estimation.py                | 172 +++++++-----------
 .../estimation_template.yaml                  |  51 ------
 .../configs_estimation/estimation.yaml        |  49 -----
 3 files changed, 63 insertions(+), 209 deletions(-)

diff --git a/activitysim/core/estimation.py b/activitysim/core/estimation.py
index 98bbb73f7c..4c10492c9b 100644
--- a/activitysim/core/estimation.py
+++ b/activitysim/core/estimation.py
@@ -21,6 +21,49 @@
 
 ESTIMATION_SETTINGS_FILE_NAME = "estimation.yaml"
 
+ESTIMATION_TABLE_RECIPES = {
+    "interaction_sample_simulate": {
+        "omnibus_tables": {
+            "choosers_combined": ["choices", "override_choices", "choosers"],
+            "alternatives_combined": [
+                "interaction_sample_alternatives",
+                "interaction_expression_values",
+            ],
+        },
+        "omnibus_tables_append_columns": ["choosers_combined", "alternatives_combined"],
+    },
+    "interaction_simulate": {
+        "omnibus_tables": {
+            "choosers_combined": ["choices", "override_choices", "choosers"],
+            "alternatives_combined": ["interaction_expression_values"],
+        },
+        "omnibus_tables_append_columns": ["choosers_combined", "alternatives_combined"],
+    },
+    "simple_simulate": {
+        "omnibus_tables": {
+            "values_combined": [
+                "choices",
+                "override_choices",
+                "expression_values",
+                "choosers",
+            ]
+        },
+        "omnibus_tables_append_columns": ["values_combined"],
+    },
+    "cdap_simulate": {
+        "omnibus_tables": {
+            "values_combined": ["choices", "override_choices", "choosers"]
+        },
+        "omnibus_tables_append_columns": ["values_combined"],
+    },
+    "simple_probabilistic": {
+        "omnibus_tables": {
+            "values_combined": ["choices", "override_choices", "choosers", "probs"]
+        },
+        "omnibus_tables_append_columns": ["values_combined"],
+    },
+}
+
 
 def unlink_files(directory_path, file_types=("csv", "yaml", "parquet", "pkl")):
     """
@@ -76,12 +119,7 @@ class EstimationConfig(PydanticReadable):
     if you do not care about the estimation output for all models.
     """
     EDB_FILETYPE: Literal["csv", "parquet", "pkl"] = "csv"
-    EDB_ALTS_FILE_FORMAT: Literal["verbose", "compact"] = "compact"
-    """Format of the alternatives table in the estimation data bundle.
 
-    verbose: every possible alternative is listed in the table
-    compact: alternatives are renumbered from 1 to sample_size
-    """
     DELETE_MP_SUBDIRS: bool = True
     """Flag to delete the multiprocessing subdirectories after coalescing the results.
 
@@ -104,8 +142,10 @@ class EstimationConfig(PydanticReadable):
     'interaction_sample_simulate', etc.
     """
 
-    estimation_table_recipes: dict[str, EstimationTableRecipeConfig] = {}
-    """Mapping of estimation table recipe names to their configurations.
+    estimation_table_recipes: dict[str, EstimationTableRecipeConfig] = None
+    """This option has been removed from the user-facing configuration file.
+    
+    Mapping of estimation table recipe names to their configurations.
 
     The keys of this mapping are the names of the estimation table recipes.
     The recipes are generally related to the generic model types, such as
@@ -113,6 +153,17 @@ class EstimationConfig(PydanticReadable):
     etc. The values are the configurations for the estimation table recipes.
     """
 
+    @model_validator(mode="before")
+    def check_estimation_table_recipes(cls, values):
+        if (
+            "estimation_table_recipes" in values
+            and values["estimation_table_recipes"] is not None
+        ):
+            raise ValueError(
+                "estimation_table_recipes is no longer an accepted input. Please delete it from your estimation.yaml file."
+            )
+        return values
+
     survey_tables: dict[str, SurveyTableConfig] = {}
 
     # pydantic class validator to ensure that the estimation_table_types
@@ -121,7 +172,7 @@ class EstimationConfig(PydanticReadable):
     @model_validator(mode="after")
     def validate_estimation_table_types(self):
         for key, value in self.estimation_table_types.items():
-            if value not in self.estimation_table_recipes:
+            if value not in ESTIMATION_TABLE_RECIPES:
                 raise ValueError(
                     f"estimation_table_types value '{value}' not in estimation_table_recipes"
                 )
@@ -639,100 +690,7 @@ def write_model_settings(
                     model_settings, "inherited_model_settings", bundle_directory
                 )
 
-    def melt_alternatives(self, df):
-        alt_id_name = self.alt_id_column_name
-
-        assert alt_id_name is not None, (
-            "alt_id not set. Did you forget to call set_alt_id()? (%s)"
-            % self.model_name
-        )
-        assert (
-            alt_id_name in df
-        ), "alt_id_column_name '%s' not in alternatives table (%s)" % (
-            alt_id_name,
-            self.model_name,
-        )
-
-        variable_column = "variable"
-
-        #            alt_dest  util_dist_0_1  util_dist_1_2  ...
-        # person_id                                          ...
-        # 31153             1            1.0           0.75  ...
-        # 31153             2            1.0           0.46  ...
-        # 31153             3            1.0           0.28  ...
-
-        if df.index.name is not None:
-            chooser_name = df.index.name
-            assert self.chooser_id_column_name in (chooser_name, None)
-            df = df.reset_index()
-        else:
-            assert self.chooser_id_column_name is not None
-            chooser_name = self.chooser_id_column_name
-            assert chooser_name in df
-
-        # mergesort is the only stable sort, and we want the expressions to appear in original df column order
-        melt_df = (
-            pd.melt(df, id_vars=[chooser_name, alt_id_name])
-            .sort_values(by=[chooser_name, alt_id_name, "variable"], kind="mergesort")
-            .rename(columns={"variable": variable_column})
-        )
-
-        # person_id,alt_dest,expression,value
-        # 31153,1,util_dist_0_1,1.0
-        # 31153,2,util_dist_0_1,1.0
-        # 31153,3,util_dist_0_1,1.0
-
-        output_format = self.settings.EDB_ALTS_FILE_FORMAT
-        assert output_format in ["verbose", "compact"]
-
-        # original_alt_ids = None
-        # if output_format == "compact":
-        #     # preserve the original alt_ids in the EDB output
-        #     original_alt_ids = melt_df[[chooser_name, alt_id_name]].drop_duplicates(
-        #         ignore_index=True
-        #     )
-        #     original_alt_ids = original_alt_ids.set_index(
-        #         [chooser_name, alt_id_name], drop=False
-        #     )[alt_id_name]
-        #     original_alt_ids.index = pd.MultiIndex.from_arrays(
-        #         [
-        #             original_alt_ids.index.get_level_values(0),
-        #             original_alt_ids.groupby(level=0).cumcount(),
-        #         ],
-        #         names=[chooser_name, alt_id_name],
-        #     )
-        #     original_alt_ids = original_alt_ids.unstack(1, fill_value=-1)
-        #
-        #     # renumber the alt_id column to just count from 1 to n
-        #     # this loses the alt_id information, but drops all of the empty columns
-        #     # (can still get empty columns if not every chooser has same number of alts)
-        #     # (this can happen if the pick count > 1 and/or sampled alts are not included)
-        #     melt_df[alt_id_name] = melt_df.groupby([chooser_name, variable_column])[
-        #         alt_id_name
-        #     ].cumcount()
-
-        melt_df = melt_df.set_index(
-            [chooser_name, variable_column, alt_id_name]
-        ).unstack(2)
-        melt_df.columns = melt_df.columns.droplevel(0)
-        # if original_alt_ids is not None:
-        #     original_alt_ids.index = pd.MultiIndex.from_arrays(
-        #         [original_alt_ids.index, pd.Index(["alt_id"] * len(original_alt_ids))],
-        #         names=melt_df.index.names,
-        #     )
-        #     melt_df = pd.concat([melt_df, original_alt_ids], axis=0)
-        melt_df = melt_df.sort_index().reset_index(1)
-
-        # person_id,expression,1,2,3,4,5,...
-        # 31153,util_dist_0_1,0.75,0.46,0.27,0.63,0.48,...
-        # 31153,util_dist_1_2,0.0,0.0,0.0,0.0,0.0,...
-        # 31153,util_dist_2_3,0.0,0.0,0.0,0.0,0.0,...
-
-        return melt_df
-
     def write_interaction_expression_values(self, df):
-        if self.settings.EDB_ALTS_FILE_FORMAT == "verbose":
-            df = self.melt_alternatives(df)
         self.write_table(
             df,
             "interaction_expression_values",
@@ -757,8 +715,6 @@ def write_alternatives(self, alternatives_df, bundle_directory=False):
         )
 
     def write_interaction_sample_alternatives(self, alternatives_df):
-        if self.settings.EDB_ALTS_FILE_FORMAT == "verbose":
-            alternatives_df = self.melt_alternatives(alternatives_df)
         self.write_table(
             alternatives_df,
             "interaction_sample_alternatives",
@@ -767,8 +723,6 @@ def write_interaction_sample_alternatives(self, alternatives_df):
         )
 
     def write_interaction_simulate_alternatives(self, interaction_df):
-        if self.settings.EDB_ALTS_FILE_FORMAT == "verbose":
-            interaction_df = self.melt_alternatives(interaction_df)
         self.write_table(
             interaction_df,
             "interaction_simulate_alternatives",
@@ -828,7 +782,7 @@ def initialize_settings(self, state):
         self.bundles = self.settings.bundles
 
         self.estimation_table_types = self.settings.estimation_table_types
-        self.estimation_table_recipes = self.settings.estimation_table_recipes
+        self.estimation_table_recipes = ESTIMATION_TABLE_RECIPES
 
         if self.enabled:
             self.survey_tables = self.settings.survey_tables
@@ -925,9 +879,9 @@ def begin_estimation(
             state,
             bundle_name,
             model_name,
-            estimation_table_recipe=self.estimation_table_recipes[
-                model_estimation_table_type
-            ],
+            estimation_table_recipe=EstimationTableRecipeConfig(
+                **self.estimation_table_recipes[model_estimation_table_type]
+            ),
             settings=self.settings,
         )
 
diff --git a/activitysim/estimation/test/test_edb_creation/configs_estimation/estimation_template.yaml b/activitysim/estimation/test/test_edb_creation/configs_estimation/estimation_template.yaml
index ff50c99ab5..6cab9136ad 100644
--- a/activitysim/estimation/test/test_edb_creation/configs_estimation/estimation_template.yaml
+++ b/activitysim/estimation/test/test_edb_creation/configs_estimation/estimation_template.yaml
@@ -1,6 +1,4 @@
-EDB_ALTS_FILE_FORMAT: compact   # options: compact, verbose
 EDB_FILETYPE: csv            # options: csv, parquet, pkl
-DELETE_MP_SUBDIRS: True
 
 enable: True
 
@@ -52,55 +50,6 @@ survey_tables:
     file_name: override_trips.csv
     index_col: trip_id
 
-estimation_table_recipes:
-
-  interaction_sample_simulate:
-    omnibus_tables:
-      choosers_combined:
-        - choices
-        - override_choices
-        - choosers
-      alternatives_combined:
-        - interaction_sample_alternatives
-        - interaction_expression_values
-    omnibus_tables_append_columns: [choosers_combined, alternatives_combined]
-
-  interaction_simulate:
-    omnibus_tables:
-      choosers_combined:
-        - choices
-        - override_choices
-        - choosers
-      alternatives_combined:
-        - interaction_expression_values
-    omnibus_tables_append_columns: [choosers_combined, alternatives_combined]
-
-  simple_simulate:
-    omnibus_tables:
-      values_combined:
-        - choices
-        - override_choices
-        - expression_values
-        - choosers
-    omnibus_tables_append_columns: [values_combined]
-
-  cdap_simulate:
-    omnibus_tables:
-      values_combined:
-        - choices
-        - override_choices
-        - choosers
-    omnibus_tables_append_columns: [values_combined]
-
-  simple_probabilistic:
-    omnibus_tables:
-      values_combined:
-        - choices
-        - override_choices
-        - choosers
-        - probs
-    omnibus_tables_append_columns: [values_combined]
-
 
 estimation_table_types:
   school_location: interaction_sample_simulate
diff --git a/activitysim/examples/example_estimation/configs_estimation/estimation.yaml b/activitysim/examples/example_estimation/configs_estimation/estimation.yaml
index 1f7bdfa6cd..dd9cd0c24c 100644
--- a/activitysim/examples/example_estimation/configs_estimation/estimation.yaml
+++ b/activitysim/examples/example_estimation/configs_estimation/estimation.yaml
@@ -1,4 +1,3 @@
-EDB_ALTS_FILE_FORMAT: compact   # options: compact, verbose
 EDB_FILETYPE: parquet           # options: csv, parquet, pkl
 
 enable: True
@@ -51,54 +50,6 @@ survey_tables:
     file_name: override_trips.csv
     index_col: trip_id
 
-estimation_table_recipes:
-
-  interaction_sample_simulate:
-    omnibus_tables:
-      choosers_combined:
-        - choices
-        - override_choices
-        - choosers
-      alternatives_combined:
-        - interaction_sample_alternatives
-        - interaction_expression_values
-    omnibus_tables_append_columns: [choosers_combined, alternatives_combined]
-
-  interaction_simulate:
-    omnibus_tables:
-      choosers_combined:
-        - choices
-        - override_choices
-        - choosers
-    omnibus_tables_append_columns: [choosers_combined]
-
-  simple_simulate:
-    omnibus_tables:
-      values_combined:
-        - choices
-        - override_choices
-        - expression_values
-        - choosers
-    omnibus_tables_append_columns: [values_combined]
-
-  cdap_simulate:
-    omnibus_tables:
-      values_combined:
-        - choices
-        - override_choices
-        - choosers
-    omnibus_tables_append_columns: [values_combined]
-
-  simple_probabilistic:
-    omnibus_tables:
-      values_combined:
-        - choices
-        - override_choices
-        - choosers
-        - probs
-    omnibus_tables_append_columns: [values_combined]
-
-
 estimation_table_types:
   school_location: interaction_sample_simulate
   workplace_location:  interaction_sample_simulate

From af7e67ea6659b1ae05b6b4dc17f1af4597f1ea6a Mon Sep 17 00:00:00 2001
From: David Hensle <51132108+dhensle@users.noreply.github.com>
Date: Fri, 13 Dec 2024 16:42:04 -0800
Subject: [PATCH 29/56] fixing unit tests, setting parquet edb default

---
 activitysim/core/estimation.py                |  2 +-
 .../configs/estimation.yaml                   | 48 -------------------
 2 files changed, 1 insertion(+), 49 deletions(-)

diff --git a/activitysim/core/estimation.py b/activitysim/core/estimation.py
index 4c10492c9b..d320cc9315 100644
--- a/activitysim/core/estimation.py
+++ b/activitysim/core/estimation.py
@@ -118,7 +118,7 @@ class EstimationConfig(PydanticReadable):
     This is useful for saving disk space and decreasing runtime
     if you do not care about the estimation output for all models.
     """
-    EDB_FILETYPE: Literal["csv", "parquet", "pkl"] = "csv"
+    EDB_FILETYPE: Literal["csv", "parquet", "pkl"] = "parquet"
 
     DELETE_MP_SUBDIRS: bool = True
     """Flag to delete the multiprocessing subdirectories after coalescing the results.
diff --git a/activitysim/examples/example_estimation/configs/estimation.yaml b/activitysim/examples/example_estimation/configs/estimation.yaml
index b6bb5831ab..0c86d786d3 100644
--- a/activitysim/examples/example_estimation/configs/estimation.yaml
+++ b/activitysim/examples/example_estimation/configs/estimation.yaml
@@ -49,54 +49,6 @@ survey_tables:
     file_name:  survey_data/override_trips.csv
     index_col: trip_id
 
-estimation_table_recipes:
-
-  interaction_sample_simulate:
-    omnibus_tables:
-      choosers_combined:
-        - choices
-        - override_choices
-        - choosers
-      alternatives_combined:
-        - interaction_sample_alternatives
-        - interaction_expression_values
-    omnibus_tables_append_columns: [choosers_combined, alternatives_combined]
-
-  interaction_simulate:
-    omnibus_tables:
-      choosers_combined:
-        - choices
-        - override_choices
-        - choosers
-    omnibus_tables_append_columns: [choosers_combined]
-
-  simple_simulate:
-    omnibus_tables:
-      values_combined:
-        - choices
-        - override_choices
-        - expression_values
-        - choosers
-    omnibus_tables_append_columns: [values_combined]
-
-  cdap_simulate:
-    omnibus_tables:
-      values_combined:
-        - choices
-        - override_choices
-        - choosers
-    omnibus_tables_append_columns: [values_combined]
-
-  simple_probabilistic:
-    omnibus_tables:
-      values_combined:
-        - choices
-        - override_choices
-        - choosers
-        - probs
-    omnibus_tables_append_columns: [values_combined]
-
-
 estimation_table_types:
   school_location: interaction_sample_simulate
   workplace_location:  interaction_sample_simulate

From 99822ca154df836cfa63009ceec0a5a067ab1b0b Mon Sep 17 00:00:00 2001
From: David Hensle <51132108+dhensle@users.noreply.github.com>
Date: Fri, 13 Dec 2024 16:46:09 -0800
Subject: [PATCH 30/56] one more missed estimation.yaml

---
 .../configs/estimation.yaml                   | 48 -------------------
 1 file changed, 48 deletions(-)

diff --git a/activitysim/examples/prototype_sandag_xborder/configs/estimation.yaml b/activitysim/examples/prototype_sandag_xborder/configs/estimation.yaml
index d3844fc4fc..fc857fbb98 100644
--- a/activitysim/examples/prototype_sandag_xborder/configs/estimation.yaml
+++ b/activitysim/examples/prototype_sandag_xborder/configs/estimation.yaml
@@ -29,54 +29,6 @@ survey_tables:
     file_name:  trips_survey.csv
     index_col: trip_id
 
-estimation_table_recipes:
-
-  interaction_sample_simulate:
-    omnibus_tables:
-      choosers_combined:
-        - choices
-        - override_choices
-        - choosers
-      alternatives_combined:
-        - interaction_sample_alternatives
-        - interaction_expression_values
-    omnibus_tables_append_columns: [choosers_combined, alternatives_combined]
-
-  interaction_simulate:
-    omnibus_tables:
-      choosers_combined:
-        - choices
-        - override_choices
-        - choosers
-    omnibus_tables_append_columns: [choosers_combined]
-
-  simple_simulate:
-    omnibus_tables:
-      values_combined:
-        - choices
-        - override_choices
-        - expression_values
-        - choosers
-    omnibus_tables_append_columns: [values_combined]
-
-  cdap_simulate:
-    omnibus_tables:
-      values_combined:
-        - choices
-        - override_choices
-        - choosers
-    omnibus_tables_append_columns: [values_combined]
-
-  simple_probabilistic:
-    omnibus_tables:
-      values_combined:
-        - choices
-        - override_choices
-        - choosers
-        - probs
-    omnibus_tables_append_columns: [values_combined]
-
-
 estimation_table_types:
   tour_scheduling_probabilistic: simple_probabilistic
   tour_od_choice: interaction_sample_simulate

From 17776375489dca01f9b2bb3b02ea739fbd8b0f95 Mon Sep 17 00:00:00 2001
From: David Hensle <51132108+dhensle@users.noreply.github.com>
Date: Fri, 13 Dec 2024 17:20:16 -0800
Subject: [PATCH 31/56] using df.items for pandas 2 compatibility

---
 activitysim/core/estimation.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/activitysim/core/estimation.py b/activitysim/core/estimation.py
index d320cc9315..4d4836708e 100644
--- a/activitysim/core/estimation.py
+++ b/activitysim/core/estimation.py
@@ -328,7 +328,7 @@ def write_parquet(self, df, file_path, index, append=False):
         ), f"file already exists: {file_path}"
 
         # Explicitly set the data types of the columns
-        for col_name, col_data in df.iteritems():
+        for col_name, col_data in df.items():
             if "int" in str(col_data.dtype):
                 pass
             elif (

From 420ed8e8c19d0b9ea1299e9bcd602ce2e70464f6 Mon Sep 17 00:00:00 2001
From: Jeff Newman <jeff@driftless.xyz>
Date: Tue, 17 Dec 2024 15:06:06 -0600
Subject: [PATCH 32/56] tidy doc

---
 docs/users-guide/model_dev.rst | 56 ++++++++++++++++++++++++----------
 1 file changed, 40 insertions(+), 16 deletions(-)

diff --git a/docs/users-guide/model_dev.rst b/docs/users-guide/model_dev.rst
index b9fbc8572f..dda8c2f0e9 100644
--- a/docs/users-guide/model_dev.rst
+++ b/docs/users-guide/model_dev.rst
@@ -11,30 +11,54 @@ Input Data Preparation
 Estimation
 ----------
 
-ActivitySim includes the ability to re-estimate submodels using choice model estimation tools
-such as `larch <https://larch.newman.me/>`__.  To do so, ActivitySim adopts the concept of an estimation
-data bundle (EDB), which is a collection of the necessary data to re-estimate a submodel.  For example, for the auto ownership submodel,
+ActivitySim includes the ability to re-estimate submodels using choice model estimation
+tools such as `larch <https://larch.driftless.xyz/>`__.  To do so, ActivitySim adopts
+the concept of an estimation data bundle (EDB), which is a collection of the necessary
+data to re-estimate a submodel.  For example, for the auto ownership submodel,
 the EDB consists of the following files:
 
-* model settings - the auto_ownership_model_settings.yaml file
-* coefficients - the auto_ownership_coefficients.csv file with each coefficient name, value, and constrain set to True or False if the coefficient is estimatable
-* utilities specification - the auto_ownership_SPEC.csv utility expressions file
-* chooser and alternatives data - the auto_ownership_values_combined.csv file with all chooser and alternatives data such as household information, land use information, and the utility data components for each alternative
+*   model settings - the auto_ownership_model_settings.yaml file
 
-ActivitySim also includes Jupyter :ref:`estimation_example_notebooks` for estimating submodels with larch, as well as an ``activitysim.estimation.larch`` submodule that transforms EDBs into larch models.  Additional estimation software translators can be added later if desired.
+*   coefficients - the auto_ownership_coefficients.csv file with each coefficient
+    name, value, and constrain set to True or False if the coefficient is estimatable
 
-The combination of writing an EDB for a submodel + a larch estimation notebook means users can easily re-estimate submodels. This
-combination of functionality means:
+*   utilities specification - the auto_ownership_SPEC.csv utility expressions file
 
-* There is no duplication of model specifications. ActivitySim owns the specification and larch pivots off of it.  Users code model specifications and utility expressions in ActivitySim so as to facilitate ease of use and eliminate inconsistencies and errors between the code used to estimate the models and the code used to apply the models.
-* The EDB includes all the data and model structure information and the ``activitysim.estimation.larch`` submodule used by the example notebooks transforms the EDB to larch's data model for estimation.
-* Users are able to add zones, alternatives, new chooser data, new taz data, new modes, new coefficients, revise utilities, and revise nesting structures in ActivitySim and larch responds accordingly.
-* Eventually it may be desirable for ActivitySim to automatically write larch estimators (or other types of estimators), but for now the integration is loosely coupled rather than tightly coupled in order to provide flexibility.
+*   chooser and alternatives data - the auto_ownership_values_combined.csv file with
+    all chooser and alternatives data such as household information, land use
+    information, and the utility data components for each alternative
+
+ActivitySim also includes Jupyter :ref:`estimation_example_notebooks` for estimating
+submodels with larch, as well as an ``activitysim.estimation.larch`` submodule that
+transforms EDBs into larch models.  Additional estimation software translators can
+be added later if desired.
+
+The combination of writing an EDB for a submodel + a larch estimation notebook
+means users can easily re-estimate submodels. This combination of functionality means:
+
+*   There is no duplication of model specifications. ActivitySim owns the specification
+    and larch pivots off of it.  Users code model specifications and utility expressions
+    in ActivitySim so as to facilitate ease of use and eliminate inconsistencies and
+    errors between the code used to estimate the models and the code used to apply the
+    models.
+
+*   The EDB includes all the data and model structure information and the
+    ``activitysim.estimation.larch`` submodule used by the example notebooks transforms
+    the EDB to larch's data model for estimation.
+
+*   Users are able to add zones, alternatives, new chooser data, new taz data, new
+    modes, new coefficients, revise utilities, and revise nesting structures in
+    ActivitySim and larch responds accordingly.
+
+*   In the future ActivitySim may be more tightly coupled to Larch, but for now the
+    integration is loosely coupled to provide flexibility. Users preferring a different
+    estimation tool can write their own translator.
 
 Workflow
 ~~~~~~~~
 
-The general workflow for estimating models is shown in the following figures and explained in more detail below.
+The general workflow for estimating models is shown in the following figures and
+explained in more detail below.
 
 .. image:: ../images/estimation_tools.jpg
 
@@ -193,4 +217,4 @@ Models API
 Calibration
 -----------
 
-<Todo Placeholder>
\ No newline at end of file
+<Todo Placeholder>

From 44bf0374553a9f9d28b90c3055da891db7731f54 Mon Sep 17 00:00:00 2001
From: David Hensle <hensle93@gmail.com>
Date: Fri, 20 Dec 2024 16:48:34 -0800
Subject: [PATCH 33/56] updating edb file name for NMTF

---
 activitysim/estimation/larch/nonmand_tour_freq.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/activitysim/estimation/larch/nonmand_tour_freq.py b/activitysim/estimation/larch/nonmand_tour_freq.py
index ff6835c410..0986e63838 100644
--- a/activitysim/estimation/larch/nonmand_tour_freq.py
+++ b/activitysim/estimation/larch/nonmand_tour_freq.py
@@ -30,7 +30,7 @@ def interaction_simulate_data(
     alt_def_file="{name}_alternatives.csv",
     coefficients_files="{segment_name}/{name}_coefficients_{segment_name}.csv",
     chooser_data_files="{segment_name}/{name}_choosers_combined.csv",
-    alt_values_files="{segment_name}/{name}_interaction_expression_values.csv",
+    alt_values_files="{segment_name}/{name}_alternatives_combined.csv",
     segment_subset=(),
 ):
     edb_directory = edb_directory.format(name=name)

From 8bccf2f1bfdbb8bc555a246e43f3889352a019b9 Mon Sep 17 00:00:00 2001
From: David Hensle <hensle93@gmail.com>
Date: Thu, 26 Dec 2024 11:06:22 -0800
Subject: [PATCH 34/56] updating numba and pandas in the conda env files

---
 conda-environments/activitysim-dev-base.yml | 4 ++--
 conda-environments/activitysim-dev.yml      | 4 ++--
 conda-environments/github-actions-tests.yml | 4 ++--
 3 files changed, 6 insertions(+), 6 deletions(-)

diff --git a/conda-environments/activitysim-dev-base.yml b/conda-environments/activitysim-dev-base.yml
index 18c02afaaa..03e2f7da03 100644
--- a/conda-environments/activitysim-dev-base.yml
+++ b/conda-environments/activitysim-dev-base.yml
@@ -37,13 +37,13 @@ dependencies:
 - nbconvert
 - nbformat
 - nbmake
-- numba = 0.57.*
+- numba = 0.60.*
 - numexpr
 - numpy = 1.23.*
 - numpydoc
 - openmatrix = 0.3.*
 - orca = 1.8
-- pandas = 1.4.*
+- pandas = 1.5.*
 - pandera >= 0.15, <0.18.1
 - platformdirs = 3.2.*
 - pre-commit
diff --git a/conda-environments/activitysim-dev.yml b/conda-environments/activitysim-dev.yml
index 35cda2bce6..5bdd04cb26 100644
--- a/conda-environments/activitysim-dev.yml
+++ b/conda-environments/activitysim-dev.yml
@@ -32,13 +32,13 @@ dependencies:
 - nbconvert
 - nbformat
 - nbmake
-- numba = 0.57.*
+- numba = 0.60.*
 - numexpr
 - numpy = 1.23.*
 - numpydoc
 - openmatrix = 0.3.*
 - orca = 1.8
-- pandas = 1.4.*
+- pandas = 1.5.*
 - pandera >= 0.15, <0.18.1
 - platformdirs = 3.2.*
 - pre-commit
diff --git a/conda-environments/github-actions-tests.yml b/conda-environments/github-actions-tests.yml
index d38d75650d..334628790e 100644
--- a/conda-environments/github-actions-tests.yml
+++ b/conda-environments/github-actions-tests.yml
@@ -14,12 +14,12 @@ dependencies:
 - isort = 5.12.0
 - matplotlib = 3.9.*
 - nbmake = 1.4.6
-- numba = 0.57.*
+- numba = 0.60.*
 - numpy = 1.23.5
 - openmatrix = 0.3.5.0
 - orca = 1.8
 - pandera >= 0.15, <0.18.1
-- pandas = 1.4.*
+- pandas = 1.5.*
 - platformdirs = 3.2.*
 - psutil = 5.9.*
 - pyarrow = 11.*

From 7e59bd3a53d660fb95b7a12c4dd10d9981cda8b0 Mon Sep 17 00:00:00 2001
From: Jeffrey Newman <jeff@driftless.xyz>
Date: Wed, 14 May 2025 20:29:13 -0400
Subject: [PATCH 35/56] Improve test stability (#4)

* handle dev versions of Larch

* test stability

* pin multimethod < 2.0

* add availability_expression

* starting est docs

* Resolve package version conflicts (#923)

* limit multimethod version to 2.0 and earlier

* add multimethod version to other settings

* [makedocs] update installer download link

* [makedocs] update branch docs

* GitHub Actions updates (#926)

* use libmamba solver

* add permissions [makedocs]

* add write permission for dev docs [makedocs]

* conda-solver: classic

* trace proto tables if available, otherwise synthetic population (#901)

Co-authored-by: Jeffrey Newman <jeff@driftless.xyz>

* release instructions (#927)

* use libmamba solver

* add permissions [makedocs]

* add write permission for dev docs [makedocs]

* conda-solver: classic

* include workflow dispatch option for tests

* update release instructions

* add installer build to instructions

* Pin mamba for now, per https://github.com/conda-incubator/setup-miniconda/issues/392

* conda-remove-defaults

* when no unavailability parameters are included

* some general estimation docs

* Use pandas 2 for docbuild environment (#928)

* fix link

* allow failure to import larch

* workflow

* blacken

* try some pins

* speed up docbuild

* use pandas 2 for docs

* oops wrong file

* restore foundation

* Update HOW_TO_RELEASE.md

* refactor(shadow_pricing.py): remove a duplicated `default_segment_to_name_dict` (#930)

* fix typo

* fixing disaggregate accessibility bug in zone sampler

* Revert "fixing disaggregate accessibility bug in zone sampler"

This reverts commit be5d093a972905d2fb4694fed6fa143cda58f581.

* notes on size terms

* clean up docbuild

* fix version check

* add some doc

* tidy

* estimation docs

* more on alternative avail

* model evaluation

* add doc on component_model

* documentation enhancements

* larch6 is now larch>6

* branch docs on workflow_dispatch

* missing doc section on model respec

---------

Co-authored-by: Yue Shuai <48269801+yueshuaing@users.noreply.github.com>
Co-authored-by: David Hensle <51132108+dhensle@users.noreply.github.com>
Co-authored-by: amarin <17020181+asiripanich@users.noreply.github.com>
Co-authored-by: Ali Etezady <58451076+aletzdy@users.noreply.github.com>
Co-authored-by: Sijia Wang <wangsijia0628@gmail.com>
---
 .github/workflows/branch-docs.yml             |  12 +-
 .github/workflows/core_tests.yml              |  52 ++-
 HOW_TO_RELEASE.md                             | 110 +++----
 activitysim/abm/misc.py                       |   3 -
 activitysim/abm/models/auto_ownership.py      |   1 -
 .../abm/models/disaggregate_accessibility.py  |   8 +-
 activitysim/abm/models/initialize.py          |   1 -
 activitysim/abm/models/input_checker.py       |   1 -
 .../models/non_mandatory_tour_frequency.py    |   1 -
 .../models/trip_purpose_and_destination.py    |   1 -
 .../abm/models/trip_scheduling_choice.py      |   2 -
 activitysim/abm/models/util/cdap.py           |   4 -
 activitysim/abm/models/util/overlap.py        |   4 -
 .../models/util/probabilistic_scheduling.py   |   5 -
 .../models/util/test/test_input_checker.py    |   8 +-
 activitysim/abm/models/util/trip.py           |   1 -
 activitysim/abm/tables/households.py          |   1 -
 activitysim/abm/tables/shadow_pricing.py      |   6 -
 activitysim/abm/tables/table_dict.py          |   2 -
 activitysim/abm/test/run_multi_zone_mp.py     |   4 +-
 activitysim/abm/test/test_misc/setup_utils.py |   2 -
 .../abm/test/test_pipeline/test_pipeline.py   |  18 --
 activitysim/benchmarking/latest.py            |  10 +-
 activitysim/benchmarking/profile_inspector.py |   3 +-
 activitysim/cli/main.py                       |   2 -
 activitysim/cli/test/test_cli.py              |   8 +-
 activitysim/core/assign.py                    |   1 -
 activitysim/core/estimation.py                |  18 +-
 activitysim/core/flow.py                      |   5 +-
 activitysim/core/interaction_sample.py        |   1 -
 .../core/interaction_sample_simulate.py       |   4 +-
 activitysim/core/interaction_simulate.py      |   1 -
 activitysim/core/logit.py                     |   3 -
 activitysim/core/mem.py                       |   5 -
 activitysim/core/memory_sidecar.py            |   1 -
 activitysim/core/pathbuilder_cache.py         |   5 -
 activitysim/core/skim_dict_factory.py         |   7 -
 activitysim/core/skim_dictionary.py           |   6 +-
 activitysim/core/test/extensions/steps.py     |   6 -
 activitysim/core/test/test_assign.py          |   1 -
 activitysim/core/test/test_inject_defaults.py |   1 -
 activitysim/core/test/test_input.py           |   7 -
 activitysim/core/test/test_logging.py         |   1 -
 activitysim/core/test/test_los.py             |   9 -
 activitysim/core/test/test_pipeline.py        |   4 -
 activitysim/core/test/test_random.py          |   2 -
 activitysim/core/test/test_simulate.py        |   4 -
 activitysim/core/test/test_skim.py            |   2 -
 activitysim/core/test/test_timetable.py       |   3 -
 activitysim/core/test/test_tracing.py         |   9 -
 activitysim/core/test/test_util.py            |   5 +-
 activitysim/core/timetable.py                 |   7 -
 activitysim/core/workflow/logging.py          |   1 -
 activitysim/core/workflow/tracing.py          |  21 +-
 activitysim/estimation/larch/__init__.py      |  51 ++-
 activitysim/estimation/larch/cdap.py          |  52 +--
 activitysim/estimation/larch/general.py       |  15 +-
 .../estimation/larch/location_choice.py       |  87 ++++-
 activitysim/estimation/larch/mode_choice.py   |  21 +-
 .../estimation/larch/nonmand_tour_freq.py     |  21 +-
 activitysim/estimation/larch/scheduling.py    |  18 +-
 .../estimation/larch/simple_simulate.py       |  18 +-
 .../estimation/larch/stop_frequency.py        |  16 +-
 .../estimation/test/test_larch_estimation.py  |   9 +-
 ...test_loc_trip_destination_BHHH_loglike.csv |   2 +-
 ...est_loc_trip_destination_SLSQP_loglike.csv |   2 +
 ...t_loc_trip_destination_SLSQP_size_spec.csv |  23 ++
 ...tion_model_trip_destination_BHHH_None_.csv |  74 ++---
 ...ion_model_trip_destination_SLSQP_None_.csv |  48 +++
 .../build_example_data/build_stop_coeffs.py   |   3 +-
 activitysim/examples/optimize_example_data.py |   3 +-
 .../scripts/three_zone_example_data.py        |   5 +-
 .../scripts/two_zone_example_data.py          |   5 +-
 .../placeholder_multiple_zone/simulation.py   |   3 +-
 .../test/simulation.py                        |   3 +-
 .../test/test_multiple_zone.py                |   3 -
 .../three_zone_example_data.py                |   5 +-
 .../two_zone_example_data.py                  |   5 +-
 .../placeholder_psrc/scripts/integrity.py     |   3 +-
 .../placeholder_psrc/scripts/psrc_crop.py     |   4 +-
 .../placeholder_psrc/test/simulation.py       |   3 +-
 .../scripts/sandag_crop_1_zone.py             |   4 +-
 .../scripts/sandag_crop_2_zone.py             |   4 +-
 .../scripts/sandag_crop_3_zone.py             |   4 +-
 .../placeholder_sandag/test/simulation.py     |   3 +-
 .../placeholder_sandag/test/test_sandag.py    |   2 -
 .../production_semcog/scripts/semcog_crop.py  |   4 +-
 .../examples/production_semcog/simulation.py  |   7 +-
 .../prototype_arc/scripts/arc_crop.py         |   4 +-
 .../examples/prototype_arc/simulation.py      |   3 +-
 .../examples/prototype_arc/test/simulation.py |   3 +-
 .../examples/prototype_arc/test/test_arc.py   |   1 -
 .../prototype_marin/scripts/marin_crop.py     |   3 +-
 .../prototype_marin/test/simulation.py        |   3 +-
 .../examples/prototype_mtc/simulation.py      |   3 +-
 .../examples/prototype_mtc/test/simulation.py |   3 +-
 .../sampling_scenarios.py                     |   1 -
 .../prototype_mtc_extended/test/simulation.py |   3 +-
 .../prototype_mwcog/scripts/mwcog_crop.py     |  10 +-
 .../examples/prototype_mwcog/simulation.py    |   3 +-
 .../prototype_mwcog/test/test_mwcog.py        |   1 -
 .../extensions/reassign_tour_purpose.py       |   1 -
 .../scripts/sandag_crop_3_zone.py             |   3 +-
 .../prototype_sandag_xborder/simulation.py    |   3 +-
 activitysim/workflows/steps/chunk_sizing.py   |   1 -
 .../workflows/steps/contrast/composite_log.py |   3 +-
 .../workflows/steps/contrast/runtime.py       |   4 +-
 .../steps/contrast/transform_data.py          |   3 +-
 activitysim/workflows/steps/main.py           |   2 -
 .../workflows/steps/memory_stress_test.py     |   1 -
 activitysim/workflows/steps/progression.py    |   4 +-
 .../workflows/steps/reporting/save_report.py  |   3 +-
 conda-environments/activitysim-dev-base.yml   |   3 +-
 conda-environments/activitysim-dev.yml        |   3 +-
 conda-environments/docbuild.yml               |   8 +-
 conda-environments/github-actions-tests.yml   |   1 +
 docs/conf.py                                  |   2 +-
 docs/dev-guide/changes.md                     |  15 +
 docs/gettingstarted.rst                       |   2 +-
 docs/users-guide/estimation-mode/asim-est.md  |  34 ++
 docs/users-guide/estimation-mode/index.md     |  58 ++++
 .../users-guide/estimation-mode/larch-api.rst |  50 +++
 docs/users-guide/estimation-mode/larch.md     | 303 ++++++++++++++++++
 docs/users-guide/index.rst                    |   1 +
 docs/users-guide/modelsetup.rst               |   2 +-
 other_resources/scripts/build_omx.py          |   8 +-
 other_resources/scripts/create_sf_example.py  |   3 +-
 .../scripts/make_pipeline_output.py           |   3 +-
 other_resources/scripts/omx32.py              |   3 +-
 other_resources/scripts/simulation.py         |   6 +-
 other_resources/scripts/verify_results.py     |   3 +-
 pyproject.toml                                |   1 +
 test/cdap/test_cdap.py                        |   1 +
 test/joint_tours/test_joint_tours.py          |   3 +-
 .../test_non_mandatory_tour_frequency.py      |   1 +
 .../parking_location/test_parking_location.py |   1 +
 test/random_seed/simulation.py                |   3 +-
 test/random_seed/test_random_seed.py          |   2 -
 138 files changed, 1034 insertions(+), 495 deletions(-)
 create mode 100644 activitysim/estimation/test/test_larch_estimation/test_loc_trip_destination_SLSQP_loglike.csv
 create mode 100644 activitysim/estimation/test/test_larch_estimation/test_loc_trip_destination_SLSQP_size_spec.csv
 create mode 100644 activitysim/estimation/test/test_larch_estimation/test_location_model_trip_destination_SLSQP_None_.csv
 create mode 100644 docs/users-guide/estimation-mode/asim-est.md
 create mode 100644 docs/users-guide/estimation-mode/index.md
 create mode 100644 docs/users-guide/estimation-mode/larch-api.rst
 create mode 100644 docs/users-guide/estimation-mode/larch.md

diff --git a/.github/workflows/branch-docs.yml b/.github/workflows/branch-docs.yml
index 6447d047d1..3f2b8d549d 100644
--- a/.github/workflows/branch-docs.yml
+++ b/.github/workflows/branch-docs.yml
@@ -7,10 +7,12 @@ on:
 
 jobs:
   docbuild:
-    if: "contains(github.event.head_commit.message, '[makedocs]') && (github.repository_owner != 'ActivitySim') && (github.ref_name != 'develop')"
+    if: "github.event_name == 'workflow_dispatch' || (contains(github.event.head_commit.message, '[makedocs]') && (github.repository_owner != 'ActivitySim') && (github.ref_name != 'develop'))"
     # develop branch docs are built at the end of the core test workflow, regardless of repository owner or commit message flags
     name: ubuntu-latest py3.10
     runs-on: ubuntu-latest
+    permissions:
+      contents: write
     defaults:
       run:
         shell: bash -l {0}
@@ -19,12 +21,10 @@ jobs:
         with:
           fetch-depth: 0  # get all tags, lets setuptools_scm do its thing
 
-      - name: Setup Mambaforge
+      - name: Setup Miniforge
         uses: conda-incubator/setup-miniconda@v2
         with:
-          miniforge-variant: Mambaforge
           miniforge-version: latest
-          use-mamba: true
           python-version: "3.10"
           activate-environment: docbuild
           auto-activate-base: false
@@ -40,7 +40,7 @@ jobs:
         id: cache
 
       - name: Update environment
-        run: mamba env update --verbose -n docbuild -f conda-environments/docbuild.yml
+        run: conda env update --verbose -n docbuild -f conda-environments/docbuild.yml
         if: steps.cache.outputs.cache-hit != 'true'
 
       - name: Install activitysim
@@ -62,7 +62,7 @@ jobs:
           make html
 
       - name: Push to GitHub Pages
-        uses: peaceiris/actions-gh-pages@v3.8.0
+        uses: peaceiris/actions-gh-pages@v4
         with:
           github_token: ${{ secrets.GITHUB_TOKEN }}
           # Token is created automatically by Github Actions, no other config needed
diff --git a/.github/workflows/core_tests.yml b/.github/workflows/core_tests.yml
index 3b1a03b9ed..12f3da09bb 100644
--- a/.github/workflows/core_tests.yml
+++ b/.github/workflows/core_tests.yml
@@ -9,8 +9,10 @@ on:
     branches:
       - '*'
 
+  workflow_dispatch:
+
 env:
-  CACHE_NUMBER: 2  # increase to reset cache manually
+  CACHE_NUMBER: 0  # increase to reset cache manually
 
 jobs:
   foundation:
@@ -29,9 +31,13 @@ jobs:
       - name: Setup Miniforge
         uses: conda-incubator/setup-miniconda@v3
         with:
-            miniforge-version: latest
-            activate-environment: asim-test
-            python-version: ${{ matrix.python-version }}
+          auto-update-conda: true
+          miniforge-version: latest
+          mamba-version: "2.0.5"
+          conda-solver: classic
+          conda-remove-defaults: true
+          activate-environment: asim-test
+          python-version: ${{ matrix.python-version }}
 
       - name: Set cache date for year and month
         run: echo "DATE=$(date +'%Y%m')" >> $GITHUB_ENV
@@ -112,9 +118,13 @@ jobs:
       - name: Setup Miniforge
         uses: conda-incubator/setup-miniconda@v3
         with:
-            miniforge-version: latest
-            activate-environment: asim-test
-            python-version: ${{ matrix.python-version }}
+          auto-update-conda: true
+          miniforge-version: latest
+          mamba-version: "2.0.5"
+          conda-solver: classic
+          conda-remove-defaults: true
+          activate-environment: asim-test
+          python-version: ${{ matrix.python-version }}
 
       - name: Set cache date for year and month
         run: echo "DATE=$(date +'%Y%m')" >> $GITHUB_ENV
@@ -193,7 +203,11 @@ jobs:
       - name: Setup Miniforge
         uses: conda-incubator/setup-miniconda@v3
         with:
+          auto-update-conda: true
           miniforge-version: latest
+          mamba-version: "2.0.5"
+          conda-solver: classic
+          conda-remove-defaults: true
           activate-environment: asim-test
           python-version: ${{ env.python-version }}
 
@@ -279,7 +293,11 @@ jobs:
       - name: Setup Miniforge
         uses: conda-incubator/setup-miniconda@v3
         with:
+          auto-update-conda: true
           miniforge-version: latest
+          mamba-version: "2.0.5"
+          conda-solver: classic
+          conda-remove-defaults: true
           activate-environment: asim-test
           python-version: ${{ env.python-version }}
 
@@ -340,7 +358,11 @@ jobs:
       - name: Setup Miniforge
         uses: conda-incubator/setup-miniconda@v3
         with:
+          auto-update-conda: true
           miniforge-version: latest
+          mamba-version: "2.0.5"
+          conda-solver: classic
+          conda-remove-defaults: true
           activate-environment: asim-test
           python-version: ${{ env.python-version }}
 
@@ -390,7 +412,11 @@ jobs:
       - name: Setup Miniforge
         uses: conda-incubator/setup-miniconda@v3
         with:
+          auto-update-conda: true
           miniforge-version: latest
+          mamba-version: "2.0.5"
+          conda-solver: classic
+          conda-remove-defaults: true
           activate-environment: asim-test
           python-version: ${{ env.python-version }}
 
@@ -409,7 +435,7 @@ jobs:
         if: steps.cache.outputs.cache-hit != 'true'
 
       - name: Install Larch v6
-        run: python -m pip install larch6
+        run: python -m pip install "larch>=6"
 
       - name: Install activitysim
         # installing without dependencies is faster, we trust that all needed dependencies
@@ -465,7 +491,7 @@ jobs:
         uses: ts-graphviz/setup-graphviz@v2
 
       - name: Install Larch v6
-        run: python -m pip install larch6 "pandas<2" pydot
+        run: python -m pip install "larch>=6" "pandas<2" pydot
 
       - name: Install activitysim
         # installing without dependencies is faster, we trust that all needed dependencies
@@ -541,9 +567,11 @@ jobs:
 
   develop-docbuild:
     needs: foundation
-    if: github.ref_name == 'main'
+    if: github.ref_name == 'main' || github.ref_name == 'docs-fix'
     name: develop-docbuild
     runs-on: ubuntu-latest
+    permissions:
+      contents: write
     defaults:
       run:
         shell: bash -l {0}
@@ -559,6 +587,8 @@ jobs:
         uses: conda-incubator/setup-miniconda@v3
         with:
           miniforge-version: latest
+          mamba-version: "2.0.5"
+          conda-remove-defaults: true
           environment-file: conda-environments/docbuild.yml
           python-version: "3.10"
           activate-environment: docbuild
@@ -584,7 +614,7 @@ jobs:
           make clean
           make html
       - name: Push to GitHub Pages
-        uses: peaceiris/actions-gh-pages@v3.8.0
+        uses: peaceiris/actions-gh-pages@v4
         with:
           github_token: ${{ secrets.GITHUB_TOKEN }}
           # Token is created automatically by Github Actions, no other config needed
diff --git a/HOW_TO_RELEASE.md b/HOW_TO_RELEASE.md
index 89558a46c5..786a71d131 100644
--- a/HOW_TO_RELEASE.md
+++ b/HOW_TO_RELEASE.md
@@ -1,35 +1,28 @@
 # How to issue an ActivitySim release
 
-> **WARNING: These instructions are incomplete.**
-
-01. Check that the branch you intend to release is passing tests on Travis.
-    If it's not passing there you should not release it.
+00. Check that the main branch is passing tests, especially the "core tests" on
+    [GitHub Actions](https://github.com/ActivitySim/activitysim/actions/workflows/core_tests.yml). 
+    It is generally the policy that the main branch should always be passing tests, 
+    becuase PRs must pass tests before they can be merged.  However, it is 
+    possible that tests may fail after a PR is merged, so it is important to
+    double-check that the main branch is passing tests before issuing a release.
 
 00. Start from a completely clean conda environment
     and git repository.  Assuming you have `conda` installed, you can do so
     by starting where ActivitySim is not yet cloned (e.g. in an empty
     directory) and running:
     ```sh
-    conda create -n TEMP-ASIM-DEV python=3.10 git gh -c conda-forge --override-channels
-    conda activate TEMP-ASIM-DEV
+    conda create -p ./TEMP-ASIM-DEV python=3.10 git gh -c conda-forge --override-channels
+    conda activate ./TEMP-ASIM-DEV
     gh auth login   # <--- (only needed if gh is not logged in)
     gh repo clone ActivitySim/activitysim
     cd activitysim
     ```
 
-00. Per project policy, code on the main branch should have been released,
-    but if you are *preparing* a release then the code should be on the `develop`
-    branch.  Switch to that branch now, and make sure it is synced to the
-    version on GitHub:
-    ```sh
-    git switch develop
-    git pull
-    ```
-
 00. Update your Conda environment for testing.  We do not want to use an
-    existing environment on your machine, as it may be out-of-date
+    existing environment on your machine, as it may be out-of-sync
     and we want to make sure everything passes muster using the
-    most up-to-date dependencies available.  The following command
+    dependencies as they are available today.  The following command
     will update the active environment (we made this to be `TEMP-ASIM-DEV`
     if you followed the directions above).
     ```sh
@@ -48,7 +41,7 @@
     black --check --diff .
     ```
 
-00. Run the regular test suite on Windows. Most GitHub Actions tests are done on Linux,
+00. Run the regular test suite on Windows. Most GitHub Actions tests are done on
     Linux (it's faster to start up and run a new clean VM for testing) but most
     users are on Windows, and the test suite should also be run on Windows to
     ensure that it works on that platform as well.  If you
@@ -67,7 +60,7 @@
     ```
 
 00. Test the full-scale regional examples. These examples are big, too
-    large to run on Travis, and will take a lot of time (many hours) to
+    large to run on GitHub Actions, and will take a lot of time (many hours) to
     download and run.
     ```sh
     mkdir tmp-asim
@@ -88,30 +81,13 @@
     There are also demo notebooks for estimation, but their functionality
     is completely tested in the unit tests run previously.
 
-00. Use bump2version to tag the release commit and update the
-    version number.  The following code will generate a "patch" release,
-    incrementing the third value in the version number (i.e. "1.2.3"
-    becomes "1.2.4").  Alternatively, make a "minor" or "major" release.
-    The `--list` command will generate output to your console to confirm
-    that the old and new version numbers are what you expect, before you
-    push the commit (with the changed version in the code) and tags to
-    GitHub.
-    ```sh
-    bump2version patch --list
-    ```
-
-    It is also possible to make a development pre-release. To do so,
-    explicitly set the version number to the next patch plus a ".devN"
-    suffix:
-
+00. Tag the release commit with the new version number.  ActivitySim uses
+    dynamic versioning, so the version number is not stored in a file but
+    is instead read from the most recent git tag, so it is important to tag
+    the repository with the correct version.  The following command will 
+    generate a new tag with the version number "1.2.3" (for example):
     ```sh
-    bump2version patch --new-version 1.2.3.dev0 --list
-    ```
-
-    Then, when ready to make a "final" release, set the version by
-    explicitly removing the suffix:
-    ```sh
-    bump2version patch --new-version 1.2.3 --list
+    git -a v1.2.3 -m "Release v1.2.3"
     ```
 
 00. Push the tagged commit to GitHub.
@@ -119,44 +95,40 @@
     git push --tags
     ```
 
-00. For non-development releases, open a pull request to merge the proposed
-    release into main. The following command will open a web browser for
-    you to create the pull request.
-    ```sh
-    gh pr create --web
-    ```
-    After creating the PR, confirm with the ActivitySim PMC that the release
-    is ready before actually merging it.
-
-    Once final approval is granted, merge the PR into main.  The presence
-    of the git tags added earlier will trigger automated build steps to
-    prepare and deploy the release to pypi and conda-forge.
-
-00. Create a "release" on GitHub.
+00. Create a "release" on GitHub.  You can do this from the command line using
+    the `gh` command line tool:
     ```sh
     gh release create v1.2.3
     ```
+    But it may be easier to do this through the 
+    [GitHub web interface](https://github.com/ActivitySim/activitysim/releases/new),
+    where you can select the tag you just created and add a title and description.
+    Both the interactive command line tool shown above and the web interface include
+    the ability to create release notes automatically from the commit messages of
+    all accepted PRs since the last release, but you may want to add additional
+    notes to the release to highlight important changes or new features.
+
     The process of creating and tagging a release will automatically
     trigger various GitHub Actions scripts to build, test, and publish the
     new release to PyPI and conda forge, assuming there are no errors.
 
-    For a development pre-release, include the `--prerelease` argument.
-    As the project's policy is that only formally released code is merged
-    to the main branch, any pre-release should also be built against a
-    non-default branch.  For example, to pre-release from the `develop`
-    branch:
-    ```sh
-    gh release create v1.2.3.dev0 \
-        --prerelease \
-        --target develop \
-        --notes "this pre-release is for a cool new feature" \
-        --title "Development Pre-Release"
-    ```
+00. If the dependencies of ActivitySim have changed, also be sure to update the
+    dependencies of the conda-forge [recipe](https://github.com/conda-forge/activitysim-feedstock/tree/main/recipe).
+    If the dependencies of ActivitySim have not changed, the conda-forge version
+    of ActivitySim should auto-update within a few hours of making the release on
+    Github.
+
+00. Build the ActivitySim Standalone Windows Installer.  This is done using 
+    GitHub Actions, but it is not done automatically when a release is created, 
+    instead it requires a manual workflow dispatch trigger.  You can do this by 
+    going to the [build_installer workflow page](https://github.com/ActivitySim/activitysim/actions/workflows/build_installer.yml)
+    and clicking on the "Run workflow" button.  You will need to provide the 
+    version number and choose to add the built installer to the release.
 
 00. Clean up your workspace, including removing the Conda environment used for
     testing (which will prevent you from accidentally using an old
     environment when you should have a fresh up-to-date one next time).
     ```sh
     conda deactivate
-    conda env remove -n TEMP-ASIM-DEV
+    conda env remove -p ./TEMP-ASIM-DEV
     ```
diff --git a/activitysim/abm/misc.py b/activitysim/abm/misc.py
index 2dd0afdf5f..ddf87af0da 100644
--- a/activitysim/abm/misc.py
+++ b/activitysim/abm/misc.py
@@ -18,7 +18,6 @@
 
 @workflow.cached_object
 def households_sample_size(state: workflow.State, override_hh_ids) -> int:
-
     if override_hh_ids is None:
         return state.settings.households_sample_size
     else:
@@ -27,7 +26,6 @@ def households_sample_size(state: workflow.State, override_hh_ids) -> int:
 
 @workflow.cached_object
 def override_hh_ids(state: workflow.State) -> np.ndarray | None:
-
     hh_ids_filename = state.settings.hh_ids
     if hh_ids_filename is None:
         return None
@@ -65,7 +63,6 @@ def override_hh_ids(state: workflow.State) -> np.ndarray | None:
 
 @workflow.cached_object
 def trace_od(state: workflow.State) -> tuple[int, int] | None:
-
     od = state.settings.trace_od
 
     if od and not (
diff --git a/activitysim/abm/models/auto_ownership.py b/activitysim/abm/models/auto_ownership.py
index 1f6f84648b..a66ce763a7 100644
--- a/activitysim/abm/models/auto_ownership.py
+++ b/activitysim/abm/models/auto_ownership.py
@@ -72,7 +72,6 @@ def auto_ownership_simulate(
     # - preprocessor
     preprocessor_settings = model_settings.preprocessor
     if preprocessor_settings:
-
         locals_d = {}
         if constants is not None:
             locals_d.update(constants)
diff --git a/activitysim/abm/models/disaggregate_accessibility.py b/activitysim/abm/models/disaggregate_accessibility.py
index c5c723f920..de878cfa07 100644
--- a/activitysim/abm/models/disaggregate_accessibility.py
+++ b/activitysim/abm/models/disaggregate_accessibility.py
@@ -923,10 +923,6 @@ def compute_disaggregate_accessibility(
     for ch in list(state.get_rn_generator().channels.keys()):
         state.get_rn_generator().drop_channel(ch)
 
-    # Drop any prematurely added traceables
-    for trace in [x for x in state.tracing.traceable_tables if "proto_" not in x]:
-        state.tracing.deregister_traceable_table(trace)
-
     # # need to clear any premature tables that were added during the previous run
     for name in list(state.existing_table_status):
         if name not in tables_prior:
@@ -955,4 +951,8 @@ def compute_disaggregate_accessibility(
         )
         state.add_table(tablename, df)
 
+    # drop all proto-related tables and make way for synthetic population
+    for trace in state.tracing.traceable_tables:
+        state.tracing.deregister_traceable_table(trace)
+
     return
diff --git a/activitysim/abm/models/initialize.py b/activitysim/abm/models/initialize.py
index af1ba079bb..84fe001e90 100644
--- a/activitysim/abm/models/initialize.py
+++ b/activitysim/abm/models/initialize.py
@@ -148,7 +148,6 @@ def initialize_households(
     model_settings_file_name: str = "initialize_households.yaml",
     trace_label: str = "initialize_households",
 ) -> None:
-
     with chunk.chunk_log(state, trace_label, base=True) as chunk_sizer:
         chunk_sizer.log_rss(f"{trace_label}.inside-yield")
 
diff --git a/activitysim/abm/models/input_checker.py b/activitysim/abm/models/input_checker.py
index 3a24056cea..d1c8284f88 100644
--- a/activitysim/abm/models/input_checker.py
+++ b/activitysim/abm/models/input_checker.py
@@ -209,7 +209,6 @@ class HouseholdValidator(pydantic.BaseModel) list_of_households...
 
 
 def report_errors(state, input_checker_settings, v_warnings, v_errors):
-
     # logging overall statistics first before printing details
     for table_settings in input_checker_settings["table_list"]:
         table_name = table_settings["name"]
diff --git a/activitysim/abm/models/non_mandatory_tour_frequency.py b/activitysim/abm/models/non_mandatory_tour_frequency.py
index f656840e11..532d3386cb 100644
--- a/activitysim/abm/models/non_mandatory_tour_frequency.py
+++ b/activitysim/abm/models/non_mandatory_tour_frequency.py
@@ -236,7 +236,6 @@ def non_mandatory_tour_frequency(
     # - preprocessor
     preprocessor_settings = model_settings.preprocessor
     if preprocessor_settings:
-
         locals_dict = {
             "person_max_window": lambda x: person_max_window(state, x),
             "person_available_periods": lambda persons, start_bin, end_bin, continuous: person_available_periods(
diff --git a/activitysim/abm/models/trip_purpose_and_destination.py b/activitysim/abm/models/trip_purpose_and_destination.py
index 1c91f19bff..66443e0892 100644
--- a/activitysim/abm/models/trip_purpose_and_destination.py
+++ b/activitysim/abm/models/trip_purpose_and_destination.py
@@ -69,7 +69,6 @@ def trip_purpose_and_destination(
     model_settings_file_name: str = "trip_purpose_and_destination.yaml",
     trace_label: str = "trip_purpose_and_destination",
 ) -> None:
-
     if model_settings is None:
         model_settings = TripPurposeAndDestinationSettings.read_settings_file(
             state.filesystem,
diff --git a/activitysim/abm/models/trip_scheduling_choice.py b/activitysim/abm/models/trip_scheduling_choice.py
index a8ac461680..5f58e68ee4 100644
--- a/activitysim/abm/models/trip_scheduling_choice.py
+++ b/activitysim/abm/models/trip_scheduling_choice.py
@@ -358,7 +358,6 @@ def trip_scheduling_choice(
     model_settings_file_name: str = "trip_scheduling_choice.yaml",
     trace_label: str = "trip_scheduling_choice",
 ) -> None:
-
     if model_settings is None:
         model_settings = TripSchedulingChoiceSettings.read_settings_file(
             state.filesystem,
@@ -416,7 +415,6 @@ def trip_scheduling_choice(
     }
 
     if preprocessor_settings:
-
         simulate.set_skim_wrapper_targets(tours_df, skims)
 
         expressions.assign_columns(
diff --git a/activitysim/abm/models/util/cdap.py b/activitysim/abm/models/util/cdap.py
index f7d1d8c062..3b4c41466e 100644
--- a/activitysim/abm/models/util/cdap.py
+++ b/activitysim/abm/models/util/cdap.py
@@ -297,7 +297,6 @@ def cached_joint_spec_name(hhsize):
 
 
 def get_cached_spec(state: workflow.State, hhsize):
-
     spec_name = cached_spec_name(hhsize)
 
     spec = state.get_injectable(spec_name, None)
@@ -319,7 +318,6 @@ def get_cached_spec(state: workflow.State, hhsize):
 
 
 def get_cached_joint_spec(state: workflow.State, hhsize):
-
     spec_name = cached_joint_spec_name(hhsize)
 
     spec = state.get_injectable(spec_name, None)
@@ -625,7 +623,6 @@ def build_cdap_joint_spec(
     #         N_p1  0.0  0.0  0.0  1.0  1.0  1.0  0.0  0.0  0.0
     for pnum in range(1, hhsize + 1):
         for activity in ["M", "N", "H"]:
-
             new_row_index = len(spec)
             spec.loc[new_row_index, expression_name] = add_pn(activity, pnum)
 
@@ -638,7 +635,6 @@ def build_cdap_joint_spec(
 
     # for each row in the joint util table
     for row in joint_tour_coefficients.itertuples():
-
         # if there is no dependencies
         if row.dependency is np.nan:
             expression = row.Expression
diff --git a/activitysim/abm/models/util/overlap.py b/activitysim/abm/models/util/overlap.py
index 514d3d9b3d..2e3b24887f 100644
--- a/activitysim/abm/models/util/overlap.py
+++ b/activitysim/abm/models/util/overlap.py
@@ -138,7 +138,6 @@ def p2p_time_window_overlap(state: workflow.State, p1_ids, p2_ids):
 
 
 def person_pairs(persons):
-
     p = persons[["household_id", "adult"]].reset_index()
     p2p = pd.merge(p, p, left_on="household_id", right_on="household_id", how="outer")
 
@@ -166,7 +165,6 @@ def person_pairs(persons):
 
 
 def hh_time_window_overlap(state: workflow.State, households, persons):
-
     p2p = person_pairs(persons)
 
     p2p["max_overlap"] = p2p_time_window_overlap(state, p2p.person1, p2p.person2)
@@ -189,7 +187,6 @@ def hh_time_window_overlap(state: workflow.State, households, persons):
 
 
 def person_time_window_overlap(state: workflow.State, persons):
-
     p2p = person_pairs(persons)
 
     p2p["max_overlap"] = p2p_time_window_overlap(state, p2p.person1, p2p.person2)
@@ -224,7 +221,6 @@ def person_time_window_overlap(state: workflow.State, persons):
 
 
 def person_max_window(state: workflow.State, persons):
-
     timetable = state.get_injectable("timetable")
 
     # ndarray with one row per person and one column per time period
diff --git a/activitysim/abm/models/util/probabilistic_scheduling.py b/activitysim/abm/models/util/probabilistic_scheduling.py
index 1b6b063baf..cdaf64da5a 100644
--- a/activitysim/abm/models/util/probabilistic_scheduling.py
+++ b/activitysim/abm/models/util/probabilistic_scheduling.py
@@ -93,7 +93,6 @@ def _report_bad_choices(
     # log the indexes of the first MAX_PRINT offending rows
     MAX_PRINT = 0
     for idx in df.index[:MAX_PRINT].values:
-
         row_msg = "%s : failed %s = %s (hh_id = %s)" % (
             trace_label,
             df.index.name,
@@ -113,7 +112,6 @@ def _preprocess_departure_probs(
     depart_alt_base,
     first_trip_in_leg,
 ):
-
     # zero out probs outside earliest-latest window if one exists
     probs_cols = [c for c in probs_spec.columns if c not in probs_join_cols]
     if clip_earliest_latest:
@@ -129,7 +127,6 @@ def _preprocess_departure_probs(
 
 
 def _preprocess_stop_duration_probs(choosers):
-
     # convert wide to long. duration probs are stored in long format so that
     # inbound/outbound duration probs, which both have a 0 alternative, can be
     # stored in a single config file. open to better suggestions here.
@@ -203,7 +200,6 @@ def _preprocess_scheduling_probs(
 def _postprocess_scheduling_choices(
     scheduling_mode, depart_alt_base, choices, choice_cols, choosers
 ):
-
     """
     This method just converts the choice column indexes returned by the
     logit.make_choices() method into actual departure time values that are
@@ -222,7 +218,6 @@ def _postprocess_scheduling_choices(
     # get applied to trip-specific departure and arrival times, so depart_alt_base
     # is a column/series rather than a scalar.
     if scheduling_mode == "stop_duration":
-
         # for outbound trips, offsets get added to the departure time constraint
         if choosers.outbound.all():
             depart_alt_base = choosers["earliest"]
diff --git a/activitysim/abm/models/util/test/test_input_checker.py b/activitysim/abm/models/util/test/test_input_checker.py
index cdd9f41394..daecc47bf3 100644
--- a/activitysim/abm/models/util/test/test_input_checker.py
+++ b/activitysim/abm/models/util/test/test_input_checker.py
@@ -7,11 +7,11 @@
 
 import pandas as pd
 import pandas.testing as pdt
+import pandera as pa
 import pytest
 import yaml
-import pandera as pa
 
-from activitysim.abm.models.input_checker import validate_with_pandera, TABLE_STORE
+from activitysim.abm.models.input_checker import TABLE_STORE, validate_with_pandera
 
 
 @pytest.fixture(scope="class")
@@ -56,7 +56,6 @@ def households():
 
 
 def test_passing_dataframe(households, v_errors, v_warnings, validation_settings):
-
     TABLE_STORE["households"] = households
 
     class input_checker:
@@ -83,7 +82,6 @@ def dummy_example(cls, households: pd.DataFrame):
 
 
 def test_error_dataframe(households, v_errors, v_warnings, validation_settings):
-
     TABLE_STORE["households"] = households
 
     class input_checker:
@@ -107,7 +105,6 @@ class Household(pa.DataFrameModel):
 
 
 def test_warning_dataframe(households, v_errors, v_warnings, validation_settings):
-
     TABLE_STORE["households"] = households
 
     class input_checker:
@@ -132,7 +129,6 @@ class Household(pa.DataFrameModel):
 def test_custom_check_failure_dataframe(
     households, v_errors, v_warnings, validation_settings
 ):
-
     TABLE_STORE["households"] = households
 
     class input_checker:
diff --git a/activitysim/abm/models/util/trip.py b/activitysim/abm/models/util/trip.py
index f427fb8430..e62456f6fa 100644
--- a/activitysim/abm/models/util/trip.py
+++ b/activitysim/abm/models/util/trip.py
@@ -15,7 +15,6 @@
 
 
 def failed_trip_cohorts(trips, failed):
-
     # outbound trips in a tour with a failed outbound trip
     bad_outbound_trips = trips.outbound & (
         trips.tour_id.isin(trips.tour_id[failed & trips.outbound])
diff --git a/activitysim/abm/tables/households.py b/activitysim/abm/tables/households.py
index 142da7a015..9f121e7082 100644
--- a/activitysim/abm/tables/households.py
+++ b/activitysim/abm/tables/households.py
@@ -127,7 +127,6 @@ def households_merged(
     land_use: pd.DataFrame,
     accessibility: pd.DataFrame,
 ) -> pd.DataFrame:
-
     households = simple_table_join(
         households,
         land_use,
diff --git a/activitysim/abm/tables/shadow_pricing.py b/activitysim/abm/tables/shadow_pricing.py
index 1b28883df9..586924efc9 100644
--- a/activitysim/abm/tables/shadow_pricing.py
+++ b/activitysim/abm/tables/shadow_pricing.py
@@ -67,12 +67,6 @@
     "workplace": "income_segment",
 }
 
-default_segment_to_name_dict = {
-    # model_selector : persons_segment_name
-    "school": "school_segment",
-    "workplace": "income_segment",
-}
-
 
 def size_table_name(model_selector):
     """
diff --git a/activitysim/abm/tables/table_dict.py b/activitysim/abm/tables/table_dict.py
index 12894516cb..1c7536d665 100644
--- a/activitysim/abm/tables/table_dict.py
+++ b/activitysim/abm/tables/table_dict.py
@@ -18,13 +18,11 @@
 
 @workflow.cached_object
 def rng_channels(state: workflow.State):
-
     return cid.RANDOM_CHANNELS
 
 
 @workflow.cached_object
 def traceable_tables(state: workflow.State):
-
     # names of all traceable tables ordered by dependency on household_id
     # e.g. 'persons' has to be registered AFTER 'households'
 
diff --git a/activitysim/abm/test/run_multi_zone_mp.py b/activitysim/abm/test/run_multi_zone_mp.py
index f4751864ba..f5d3df7ad2 100644
--- a/activitysim/abm/test/run_multi_zone_mp.py
+++ b/activitysim/abm/test/run_multi_zone_mp.py
@@ -1,3 +1,5 @@
+from __future__ import annotations
+
 # ActivitySim
 # See full license in LICENSE.txt.
 import os
@@ -13,7 +15,6 @@
 
 
 def test_mp_run():
-
     configs_dir = [example_path("configs_3_zone"), example_path("configs")]
     data_dir = example_path("data_3")
 
@@ -34,5 +35,4 @@ def test_mp_run():
 
 
 if __name__ == "__main__":
-
     test_mp_run()
diff --git a/activitysim/abm/test/test_misc/setup_utils.py b/activitysim/abm/test/test_misc/setup_utils.py
index 65deed2129..a4fe7e9c06 100644
--- a/activitysim/abm/test/test_misc/setup_utils.py
+++ b/activitysim/abm/test/test_misc/setup_utils.py
@@ -36,7 +36,6 @@ def example_path(dirname):
 
 
 def setup_dirs(ancillary_configs_dir=None, data_dir=None):
-
     # ancillary_configs_dir is used by run_mp to test multiprocess
 
     # test_pipeline_configs_dir = os.path.join(os.path.dirname(__file__), "configs")
@@ -69,7 +68,6 @@ def setup_dirs(ancillary_configs_dir=None, data_dir=None):
 
 
 def close_handlers():
-
     loggers = logging.Logger.manager.loggerDict
     for name in loggers:
         logger = logging.getLogger(name)
diff --git a/activitysim/abm/test/test_pipeline/test_pipeline.py b/activitysim/abm/test/test_pipeline/test_pipeline.py
index d5b4253b64..70bc26f4b1 100644
--- a/activitysim/abm/test/test_pipeline/test_pipeline.py
+++ b/activitysim/abm/test/test_pipeline/test_pipeline.py
@@ -34,7 +34,6 @@ def example_path(dirname):
 
 
 def setup_dirs(ancillary_configs_dir=None, data_dir=None):
-
     # ancillary_configs_dir is used by run_mp to test multiprocess
 
     test_pipeline_configs_dir = os.path.join(os.path.dirname(__file__), "configs")
@@ -66,7 +65,6 @@ def setup_dirs(ancillary_configs_dir=None, data_dir=None):
 
 
 def close_handlers():
-
     loggers = logging.Logger.manager.loggerDict
     for name in loggers:
         logger = logging.getLogger(name)
@@ -76,7 +74,6 @@ def close_handlers():
 
 
 def test_rng_access():
-
     state = setup_dirs()
     state.settings.rng_base_seed = 0
 
@@ -90,7 +87,6 @@ def test_rng_access():
 
 
 def regress_mini_auto(state: workflow.State):
-
     # regression test: these are among the middle households in households table
     # should be the same results as in run_mp (multiprocessing) test case
     hh_ids = [1099626, 1173905, 1196298, 1286259]
@@ -123,7 +119,6 @@ def regress_mini_auto(state: workflow.State):
 
 
 def regress_mini_mtf(state: workflow.State):
-
     mtf_choice = (
         state.checkpoint.load_dataframe("persons").sort_index().mandatory_tour_frequency
     )
@@ -156,7 +151,6 @@ def regress_mini_mtf(state: workflow.State):
 
 
 def regress_mini_location_choice_logsums(state: workflow.State):
-
     persons = state.checkpoint.load_dataframe("persons")
 
     # DEST_CHOICE_LOGSUM_COLUMN_NAME is specified in school_location.yaml and should be assigned
@@ -168,7 +162,6 @@ def regress_mini_location_choice_logsums(state: workflow.State):
 
 
 def test_mini_pipeline_run():
-
     from activitysim.abm.tables.skims import network_los_preload
 
     state = setup_dirs()
@@ -217,7 +210,6 @@ def test_mini_pipeline_run():
 
 
 def test_mini_pipeline_run2():
-
     # the important thing here is that we should get
     # exactly the same results as for test_mini_pipeline_run
     # when we restart pipeline
@@ -270,7 +262,6 @@ def test_mini_pipeline_run2():
 
 
 def test_mini_pipeline_run3():
-
     # test that hh_ids setting overrides household sampling
 
     state = setup_dirs()
@@ -300,7 +291,6 @@ def full_run(
     trace_od=None,
     check_for_variability=False,
 ):
-
     state = setup_dirs()
 
     state.settings.households_sample_size = households_sample_size
@@ -328,7 +318,6 @@ def full_run(
 
 
 def regress_tour_modes(tours_df):
-
     mode_cols = ["tour_mode", "person_id", "tour_type", "tour_num", "tour_category"]
 
     tours_df = tours_df[tours_df.household_id == HH_ID]
@@ -376,7 +365,6 @@ def regress_tour_modes(tours_df):
 
 
 def regress(state: workflow.State):
-
     persons_df = state.checkpoint.load_dataframe("persons")
     persons_df = persons_df[persons_df.household_id == HH_ID]
     print("persons_df\n%s" % persons_df[["value_of_time", "distance_to_work"]])
@@ -443,7 +431,6 @@ def regress(state: workflow.State):
 
 
 def test_full_run1():
-
     if SKIP_FULL_RUN:
         return
 
@@ -465,7 +452,6 @@ def test_full_run1():
 
 
 def test_full_run2():
-
     # resume_after should successfully load tours table and replicate results
 
     if SKIP_FULL_RUN:
@@ -485,7 +471,6 @@ def test_full_run2():
 
 
 def test_full_run3_with_chunks():
-
     # should get the same result with different chunk size
 
     if SKIP_FULL_RUN:
@@ -507,7 +492,6 @@ def test_full_run3_with_chunks():
 
 
 def test_full_run4_stability():
-
     # hh should get the same result with different sample size
 
     if SKIP_FULL_RUN:
@@ -523,7 +507,6 @@ def test_full_run4_stability():
 
 
 def test_full_run5_singleton():
-
     # should work with only one hh
     # run with minimum chunk size to drive potential chunking errors in models
     # where choosers has multiple rows that all have to be included in the same chunk
@@ -541,7 +524,6 @@ def test_full_run5_singleton():
 
 
 if __name__ == "__main__":
-
     print("running test_full_run1")
     test_full_run1()
     # teardown_function(None)
diff --git a/activitysim/benchmarking/latest.py b/activitysim/benchmarking/latest.py
index 8a6579513d..418b7f012c 100644
--- a/activitysim/benchmarking/latest.py
+++ b/activitysim/benchmarking/latest.py
@@ -1,6 +1,12 @@
 # -*- coding: utf-8 -*-
 
-from __future__ import absolute_import, division, print_function, unicode_literals
+from __future__ import (
+    absolute_import,
+    annotations,
+    division,
+    print_function,
+    unicode_literals,
+)
 
 import logging
 import shlex
@@ -149,7 +155,7 @@ def run_from_conf_args(cls, conf, args, **kwargs):
             pull=not args.no_pull,
             interleave_processes=args.interleave_processes,
             launch_method=args.launch_method,
-            **kwargs
+            **kwargs,
         )
 
 
diff --git a/activitysim/benchmarking/profile_inspector.py b/activitysim/benchmarking/profile_inspector.py
index 1c8ab9e57a..42524f637a 100644
--- a/activitysim/benchmarking/profile_inspector.py
+++ b/activitysim/benchmarking/profile_inspector.py
@@ -1,3 +1,5 @@
+from __future__ import annotations
+
 import base64
 import contextlib
 import io
@@ -51,7 +53,6 @@ def benchmark_snakeviz(json_record, benchmark=None):
         except KeyboardInterrupt:
             pass
         except Exception:
-
             traceback.print_exc()
             input(input("Press Enter to continue..."))
         finally:
diff --git a/activitysim/cli/main.py b/activitysim/cli/main.py
index 2a68910ca3..8ac2666b20 100644
--- a/activitysim/cli/main.py
+++ b/activitysim/cli/main.py
@@ -6,7 +6,6 @@
 
 
 def prog():
-
     from activitysim import __doc__, __version__, workflows
     from activitysim.cli import CLI, benchmark, create, exercise, run
 
@@ -45,7 +44,6 @@ def prog():
 
 
 def main():
-
     # set all these before we import numpy or any other math library
     if len(sys.argv) > 1 and sys.argv[1] == "benchmark":
         os.environ["MKL_NUM_THREADS"] = "1"
diff --git a/activitysim/cli/test/test_cli.py b/activitysim/cli/test/test_cli.py
index 9358fb7405..0a02133529 100644
--- a/activitysim/cli/test/test_cli.py
+++ b/activitysim/cli/test/test_cli.py
@@ -1,3 +1,5 @@
+from __future__ import annotations
+
 # ActivitySim
 # See full license in LICENSE.txt.
 import os
@@ -12,7 +14,6 @@
 
 
 def test_help():
-
     # cp = completed process
     cp = subprocess.run(["activitysim", "-h"], capture_output=True)
 
@@ -20,14 +21,12 @@ def test_help():
 
 
 def test_create_help():
-
     cp = subprocess.run(["activitysim", "create", "-h"], capture_output=True)
 
     assert "usage: activitysim create [-h] (-l | -e PATH) [-d PATH]" in str(cp.stdout)
 
 
 def test_create_list():
-
     cp = subprocess.run(["activitysim", "create", "--list"], capture_output=True)
 
     assert "Available examples" in str(cp.stdout)
@@ -35,7 +34,6 @@ def test_create_list():
 
 
 def test_create_copy():
-
     target = os.path.join(os.path.dirname(__file__), "test_example")
     cp = subprocess.run(
         [
@@ -67,7 +65,6 @@ def test_create_copy():
 
 
 def test_run():
-
     cp = subprocess.run(["activitysim", "run"], capture_output=True)
 
     # expect error
@@ -75,7 +72,6 @@ def test_run():
 
 
 if __name__ == "__main__":
-
     test_help()
     test_create_help()
     test_create_list()
diff --git a/activitysim/core/assign.py b/activitysim/core/assign.py
index 19693f2ab7..4054b2aec9 100644
--- a/activitysim/core/assign.py
+++ b/activitysim/core/assign.py
@@ -282,7 +282,6 @@ def to_series(x):
             n_randoms += 1
             assignment_expressions.loc[expression_idx, "expression"] = expression
     if n_randoms:
-
         try:
             random_draws = state.get_rn_generator().normal_for_df(
                 df, broadcast=True, size=n_randoms
diff --git a/activitysim/core/estimation.py b/activitysim/core/estimation.py
index 4d4836708e..5b29de6960 100644
--- a/activitysim/core/estimation.py
+++ b/activitysim/core/estimation.py
@@ -118,7 +118,19 @@ class EstimationConfig(PydanticReadable):
     This is useful for saving disk space and decreasing runtime
     if you do not care about the estimation output for all models.
     """
+
     EDB_FILETYPE: Literal["csv", "parquet", "pkl"] = "parquet"
+    """File type for dataframes written to the estimation data bundles.
+
+    Options are 'csv', 'parquet', or 'pkl'.  When set to 'parquet', if file
+    writing fails for any reason, it will fall back to 'pkl'.  This typically
+    will happen when the data types in the dataframe are not compatible with
+    parquet (e.g. Python 'object' dtype with mixed format content).
+
+    Legacy ActivitySim used 'csv' to maximize compatibility with other software.
+    As of version 1.4, the default changed to 'parquet', which is more efficient
+    and better preserves data types.
+    """
 
     DELETE_MP_SUBDIRS: bool = True
     """Flag to delete the multiprocessing subdirectories after coalescing the results.
@@ -144,7 +156,7 @@ class EstimationConfig(PydanticReadable):
 
     estimation_table_recipes: dict[str, EstimationTableRecipeConfig] = None
     """This option has been removed from the user-facing configuration file.
-    
+
     Mapping of estimation table recipe names to their configurations.
 
     The keys of this mapping are the names of the estimation table recipes.
@@ -165,6 +177,10 @@ def check_estimation_table_recipes(cls, values):
         return values
 
     survey_tables: dict[str, SurveyTableConfig] = {}
+    """Mapping of survey table names to their configurations.
+
+    Each survey table should have a file name and an index column.  These files
+    are where the survey data is read from while running in estimation mode."""
 
     # pydantic class validator to ensure that the estimation_table_types
     # dictionary is a valid dictionary with string keys and string values, and
diff --git a/activitysim/core/flow.py b/activitysim/core/flow.py
index 0b1e9fce18..d3e83e72bc 100644
--- a/activitysim/core/flow.py
+++ b/activitysim/core/flow.py
@@ -63,7 +63,6 @@ def logtime(tag, tag2=""):
 
 
 class TimeLogger:
-
     aggregate_timing = {}
 
     def __init__(self, tag1):
@@ -662,7 +661,7 @@ def _apply_filter(_dataset, renames: list):
         defs = {}
         # duplicate labels cause problems for sharrow, so we need to dedupe
         existing_labels = set()
-        for (expr, label) in zip(exprs, labels):
+        for expr, label in zip(exprs, labels):
             while label in existing_labels:
                 label = label + "_"
             existing_labels.add(label)
@@ -691,7 +690,7 @@ def _apply_filter(_dataset, renames: list):
         orig_col_name: {orig_col_name}
         dest_col_name: {dest_col_name}
         expressions:"""
-        for (expr, label) in zip(exprs, labels):
+        for expr, label in zip(exprs, labels):
             readme += f"\n            - {label}: {expr}"
         if extra_vars:
             readme += "\n        extra_vars:"
diff --git a/activitysim/core/interaction_sample.py b/activitysim/core/interaction_sample.py
index a43f414106..8db19a416d 100644
--- a/activitysim/core/interaction_sample.py
+++ b/activitysim/core/interaction_sample.py
@@ -251,7 +251,6 @@ def _interaction_sample(
     # check if tracing is enabled and if we have trace targets
     # if not estimation mode, drop unused columns
     if (not have_trace_targets) and (compute_settings.drop_unused_columns):
-
         choosers = util.drop_unused_columns(
             choosers,
             spec,
diff --git a/activitysim/core/interaction_sample_simulate.py b/activitysim/core/interaction_sample_simulate.py
index 2df1fe4ced..9cdea3292d 100644
--- a/activitysim/core/interaction_sample_simulate.py
+++ b/activitysim/core/interaction_sample_simulate.py
@@ -7,8 +7,7 @@
 import numpy as np
 import pandas as pd
 
-
-from activitysim.core import chunk, interaction_simulate, logit, tracing, workflow, util
+from activitysim.core import chunk, interaction_simulate, logit, tracing, util, workflow
 from activitysim.core.configuration.base import ComputeSettings
 from activitysim.core.simulate import set_skim_wrapper_targets
 
@@ -151,7 +150,6 @@ def _interaction_sample_simulate(
         and (estimator is None)
         and (compute_settings.drop_unused_columns)
     ):
-
         choosers = util.drop_unused_columns(
             choosers,
             spec,
diff --git a/activitysim/core/interaction_simulate.py b/activitysim/core/interaction_simulate.py
index 38a90655e0..1089de3edc 100644
--- a/activitysim/core/interaction_simulate.py
+++ b/activitysim/core/interaction_simulate.py
@@ -743,7 +743,6 @@ def _interaction_simulate(
         and (estimator is None)
         and (compute_settings.drop_unused_columns)
     ):
-
         choosers = util.drop_unused_columns(
             choosers,
             spec,
diff --git a/activitysim/core/logit.py b/activitysim/core/logit.py
index 9d282dddaf..034d970ca6 100644
--- a/activitysim/core/logit.py
+++ b/activitysim/core/logit.py
@@ -72,7 +72,6 @@ def report_bad_choices(
 
     # log the indexes of the first MAX_DUMP offending rows
     for idx in df.index[:MAX_PRINT].values:
-
         row_msg = "%s : %s in: %s = %s (hh_id = %s)" % (
             trace_label,
             msg,
@@ -313,7 +312,6 @@ def make_choices(
     ).abs() > BAD_PROB_THRESHOLD * np.ones(len(probs.index))
 
     if bad_probs.any() and not allow_bad_probs:
-
         report_bad_choices(
             state,
             bad_probs,
@@ -458,7 +456,6 @@ def nest_types(cls):
 
 
 def validate_nest_spec(nest_spec: dict | LogitNestSpec, trace_label: str):
-
     keys = []
     duplicates = []
     for nest in each_nest(nest_spec):
diff --git a/activitysim/core/mem.py b/activitysim/core/mem.py
index d17b84adc8..fbfa11fbe5 100644
--- a/activitysim/core/mem.py
+++ b/activitysim/core/mem.py
@@ -147,7 +147,6 @@ def consolidate_logs(state: workflow.State):
 
 
 def check_global_hwm(tag, value, label):
-
     assert value is not None
 
     hwm = GLOBAL_HWM.setdefault(tag, {})
@@ -164,7 +163,6 @@ def check_global_hwm(tag, value, label):
 
 
 def log_global_hwm():
-
     process_name = multiprocessing.current_process().name
 
     for tag in GLOBAL_HWM:
@@ -177,7 +175,6 @@ def log_global_hwm():
 
 
 def trace_memory_info(event, trace_ticks=0, force_garbage_collect=False, *, state):
-
     global MEM_TICK
 
     if state is None:
@@ -232,7 +229,6 @@ def trace_memory_info(event, trace_ticks=0, force_garbage_collect=False, *, stat
     noteworthy = check_global_hwm("uss", uss, event) or noteworthy
 
     if noteworthy:
-
         # logger.debug(f"trace_memory_info {event} "
         #              f"rss: {GB(full_rss) if num_children else GB(rss)} "
         #              f"uss: {GB(rss)} ")
@@ -266,7 +262,6 @@ def trace_memory_info(event, trace_ticks=0, force_garbage_collect=False, *, stat
 
 
 def get_rss(force_garbage_collect=False, uss=False):
-
     if force_garbage_collect:
         was_disabled = not gc.isenabled()
         if was_disabled:
diff --git a/activitysim/core/memory_sidecar.py b/activitysim/core/memory_sidecar.py
index 7ad8d35ffd..301dbaad2a 100644
--- a/activitysim/core/memory_sidecar.py
+++ b/activitysim/core/memory_sidecar.py
@@ -11,7 +11,6 @@
 def record_memory_usage(
     logstream, event="", event_idx=-1, measure_uss=False, measure_cpu=False, pid=None
 ):
-
     if pid is None:
         pid = os.getpid()
     current_process = psutil.Process(pid)
diff --git a/activitysim/core/pathbuilder_cache.py b/activitysim/core/pathbuilder_cache.py
index 02f8db8dd0..a59ca17ec4 100644
--- a/activitysim/core/pathbuilder_cache.py
+++ b/activitysim/core/pathbuilder_cache.py
@@ -70,7 +70,6 @@ class TVPBCache(object):
     """
 
     def __init__(self, network_los: "los.Network_LOS", uid_calculator, cache_tag):
-
         # lightweight until opened
 
         self.cache_tag = cache_tag
@@ -121,7 +120,6 @@ def cleanup(self):
                         break
 
     def write_static_cache(self, data):
-
         assert not self.is_open
         assert self._data is None
         assert not self.is_changed
@@ -336,7 +334,6 @@ class TapTapUidCalculator:
     """
 
     def __init__(self, network_los):
-
         self.network_los = network_los
 
         # ensure that tap_df has been loaded
@@ -420,7 +417,6 @@ def get_unique_ids(self, df, scalar_attributes):
 
         # need to know cardinality and integer representation of each tap/attribute
         for name, ordinalizer in self.ordinalizers.items():
-
             cardinality = ordinalizer.max() + 1
 
             if name in df:
@@ -484,7 +480,6 @@ def each_scalar_attribute_combination(self):
         # attribute names as list of strings
         attribute_names = list(self.segmentation.keys())
         for attribute_value_tuple in self.attribute_combination_tuples:
-
             # attribute_value_tuple is an tuple of attribute values - e.g. (0, 'AM', 'walk')
             # build dict of attribute name:value pairs - e.g. {'demographic_segment': 0, 'tod': 'AM', })
             scalar_attributes = {
diff --git a/activitysim/core/skim_dict_factory.py b/activitysim/core/skim_dict_factory.py
index eb0195749f..78c7053583 100644
--- a/activitysim/core/skim_dict_factory.py
+++ b/activitysim/core/skim_dict_factory.py
@@ -114,11 +114,9 @@ def load_skim_info(self, state, skim_tag):
         self.omx_manifest = {}  # dict mapping { omx_key: skim_name }
 
         for omx_file_path in self.omx_file_paths:
-
             logger.debug(f"load_skim_info {skim_tag} reading {omx_file_path}")
 
             with omx.open_file(omx_file_path, mode="r") as omx_file:
-
                 # fixme call to omx_file.shape() failing in windows p3.5
                 if self.omx_shape is None:
                     self.omx_shape = tuple(
@@ -190,7 +188,6 @@ def load_skim_info(self, state, skim_tag):
         # ('DRV_COM_WLK_BOARDS', 'MD') 4, ...
         self.block_offsets = dict()
         for skim_key in self.omx_keys:
-
             if isinstance(skim_key, tuple):
                 key1, key2 = skim_key
             else:
@@ -281,7 +278,6 @@ def _read_skims_from_omx(self, skim_info, skim_data):
         omx_manifest = skim_info.omx_manifest  # dict mapping { omx_key: skim_name }
 
         for omx_file_path in skim_info.omx_file_paths:
-
             num_skims_loaded = 0
 
             logger.info(f"_read_skims_from_omx {omx_file_path}")
@@ -289,9 +285,7 @@ def _read_skims_from_omx(self, skim_info, skim_data):
             # read skims into skim_data
             with omx.open_file(omx_file_path, mode="r") as omx_file:
                 for skim_key, omx_key in omx_keys.items():
-
                     if omx_manifest[omx_key] == omx_file_path:
-
                         offset = skim_info.block_offsets[skim_key]
                         logger.debug(
                             f"_read_skims_from_omx file {omx_file_path} omx_key {omx_key} "
@@ -366,7 +360,6 @@ def _create_empty_writable_memmap_skim_cache(self, skim_info):
         return data
 
     def copy_omx_to_mmap_file(self, skim_info):
-
         skim_data = self._create_empty_writable_memmap_skim_cache(skim_info)
         self._read_skims_from_omx(skim_info, skim_data)
         skim_data._mmap.close()
diff --git a/activitysim/core/skim_dictionary.py b/activitysim/core/skim_dictionary.py
index caafd08e64..020002e252 100644
--- a/activitysim/core/skim_dictionary.py
+++ b/activitysim/core/skim_dictionary.py
@@ -1,10 +1,10 @@
 # ActivitySim
 # See full license in LICENSE.txt.
 from __future__ import annotations
-from collections import OrderedDict
 
 import logging
 from builtins import object, range
+from collections import OrderedDict
 
 import numpy as np
 import pandas as pd
@@ -38,7 +38,6 @@ class OffsetMapper(object):
     """
 
     def __init__(self, offset_int=None, offset_list=None, offset_series=None):
-
         self.offset_int = self.offset_series = None
 
         assert (offset_int is not None) + (offset_list is not None) + (
@@ -160,7 +159,6 @@ class SkimDict:
     """
 
     def __init__(self, state, skim_tag, skim_info, skim_data):
-
         logger.info(f"SkimDict init {skim_tag}")
 
         self.skim_tag = skim_tag
@@ -772,7 +770,6 @@ def sparse_lookup(self, orig, dest, key):
         is_nan = np.isnan(values)
 
         if max_blend_distance > 0:
-
             # print(f"{is_nan.sum()} nans out of {len(is_nan)} for key '{self.key}")
             # print(f"blend_distance_skim_name {self.blend_distance_skim_name}")
 
@@ -802,7 +799,6 @@ def sparse_lookup(self, orig, dest, key):
             # print(f"{is_nan.sum()} nans out of {len(is_nan)} for key '{self.key}")
 
             if key in self.base_keys:
-
                 # replace nan values using simple backstop without blending
                 backstop_values = super().lookup(orig, dest, key)
                 values = np.where(is_nan, backstop_values, values)
diff --git a/activitysim/core/test/extensions/steps.py b/activitysim/core/test/extensions/steps.py
index 6772853168..0ac63f0952 100644
--- a/activitysim/core/test/extensions/steps.py
+++ b/activitysim/core/test/extensions/steps.py
@@ -7,28 +7,24 @@
 
 @workflow.step
 def step1(state: workflow.State) -> None:
-
     table1 = pd.DataFrame({"c": [1, 2, 3]})
     state.add_table("table1", table1)
 
 
 @workflow.step
 def step2(state: workflow.State) -> None:
-
     table1 = pd.DataFrame({"c": [2, 4, 6]})
     state.add_table("table2", table1)
 
 
 @workflow.step
 def step3(state: workflow.State) -> None:
-
     table1 = pd.DataFrame({"c": [3, 6, 9]})
     state.add_table("table3", table1)
 
 
 @workflow.step
 def step_add_col(state: workflow.State) -> None:
-
     table_name = state.get_step_arg("table_name")
     assert table_name is not None
 
@@ -46,7 +42,6 @@ def step_add_col(state: workflow.State) -> None:
 
 @workflow.step
 def step_forget_tab(state: workflow.State) -> None:
-
     table_name = state.get_step_arg("table_name")
     assert table_name is not None
 
@@ -57,7 +52,6 @@ def step_forget_tab(state: workflow.State) -> None:
 
 @workflow.step
 def create_households(state: workflow.State) -> None:
-
     df = pd.DataFrame({"household_id": [1, 2, 3], "home_zone_id": {100, 100, 101}})
     state.add_table("households", df)
 
diff --git a/activitysim/core/test/test_assign.py b/activitysim/core/test/test_assign.py
index e018ec1d50..192b3b0c8c 100644
--- a/activitysim/core/test/test_assign.py
+++ b/activitysim/core/test/test_assign.py
@@ -14,7 +14,6 @@
 
 
 def close_handlers():
-
     loggers = logging.Logger.manager.loggerDict
     for name in loggers:
         logger = logging.getLogger(name)
diff --git a/activitysim/core/test/test_inject_defaults.py b/activitysim/core/test/test_inject_defaults.py
index 399756ae00..da77f4ccd6 100644
--- a/activitysim/core/test/test_inject_defaults.py
+++ b/activitysim/core/test/test_inject_defaults.py
@@ -15,7 +15,6 @@
 
 
 def test_defaults():
-
     state = workflow.State()
     with pytest.raises(ValidationError):
         state.initialize_filesystem(working_dir=Path(__file__).parents[1])
diff --git a/activitysim/core/test/test_input.py b/activitysim/core/test/test_input.py
index bedf100d75..0db2c43891 100644
--- a/activitysim/core/test/test_input.py
+++ b/activitysim/core/test/test_input.py
@@ -48,7 +48,6 @@ def state():
 
 
 def test_missing_table_list(state):
-
     state.load_settings()
     assert isinstance(state.settings, configuration.Settings)
 
@@ -58,7 +57,6 @@ def test_missing_table_list(state):
 
 
 def test_csv_reader(seed_households, state):
-
     settings_yaml = """
         input_table_list:
           - tablename: households
@@ -83,7 +81,6 @@ def test_csv_reader(seed_households, state):
 
 
 def test_hdf_reader1(seed_households, state):
-
     settings_yaml = """
         input_table_list:
           - tablename: households
@@ -108,7 +105,6 @@ def test_hdf_reader1(seed_households, state):
 
 
 def test_hdf_reader2(seed_households, state):
-
     settings_yaml = """
         input_table_list:
           - tablename: households
@@ -134,7 +130,6 @@ def test_hdf_reader2(seed_households, state):
 
 
 def test_hdf_reader3(seed_households, state):
-
     settings_yaml = """
         input_store: input_data.h5
         input_table_list:
@@ -159,7 +154,6 @@ def test_hdf_reader3(seed_households, state):
 
 
 def test_missing_filename(seed_households, state):
-
     settings_yaml = """
         input_table_list:
           - tablename: households
@@ -178,7 +172,6 @@ def test_missing_filename(seed_households, state):
 
 
 def test_create_input_store(seed_households, state):
-
     settings_yaml = """
         create_input_store: True
         input_table_list:
diff --git a/activitysim/core/test/test_logging.py b/activitysim/core/test/test_logging.py
index b99e808963..5d9b9c8991 100644
--- a/activitysim/core/test/test_logging.py
+++ b/activitysim/core/test/test_logging.py
@@ -114,7 +114,6 @@ def close_handlers():
 
 @pytest.mark.parametrize("logging_yaml", logging_config_content.keys())
 def test_config_logger(capsys, logging_yaml):
-
     print(logging_config_content[logging_yaml])
 
     state = workflow.State.make_temp()
diff --git a/activitysim/core/test/test_los.py b/activitysim/core/test/test_los.py
index 00372a53ef..fdb241ba6c 100644
--- a/activitysim/core/test/test_los.py
+++ b/activitysim/core/test/test_los.py
@@ -15,7 +15,6 @@
 
 
 def add_canonical_dirs(configs_dir_name):
-
     state = workflow.State()
     configs_dir = os.path.join(os.path.dirname(__file__), f"los/{configs_dir_name}")
     data_dir = os.path.join(os.path.dirname(__file__), f"los/data")
@@ -30,7 +29,6 @@ def add_canonical_dirs(configs_dir_name):
 
 
 def test_legacy_configs():
-
     state = add_canonical_dirs("configs_legacy_settings").load_settings()
 
     with pytest.raises(exceptions.SettingsFileNotFoundError):
@@ -42,7 +40,6 @@ def test_legacy_configs():
 
 
 def test_one_zone():
-
     state = add_canonical_dirs("configs_1z").load_settings()
 
     network_los = los.Network_LOS(state)
@@ -88,7 +85,6 @@ def test_one_zone():
 
 
 def test_two_zone():
-
     state = add_canonical_dirs("configs_2z").load_settings()
 
     network_los = los.Network_LOS(state)
@@ -138,7 +134,6 @@ def test_two_zone():
 
 
 def test_three_zone():
-
     state = add_canonical_dirs("configs_3z").load_settings()
 
     network_los = los.Network_LOS(state)
@@ -163,7 +158,6 @@ def test_three_zone():
 
 
 def test_30_minute_windows():
-
     state = add_canonical_dirs("configs_test_misc").default_settings()
     network_los = los.Network_LOS(state, los_settings_file_name="settings_30_min.yaml")
 
@@ -180,7 +174,6 @@ def test_30_minute_windows():
 
 
 def test_60_minute_windows():
-
     state = add_canonical_dirs("configs_test_misc").default_settings()
     network_los = los.Network_LOS(state, los_settings_file_name="settings_60_min.yaml")
 
@@ -197,7 +190,6 @@ def test_60_minute_windows():
 
 
 def test_1_week_time_window():
-
     state = add_canonical_dirs("configs_test_misc").default_settings()
     network_los = los.Network_LOS(state, los_settings_file_name="settings_1_week.yaml")
 
@@ -228,7 +220,6 @@ def test_1_week_time_window():
 
 
 def test_skim_time_periods_future_warning():
-
     state = add_canonical_dirs("configs_test_misc").default_settings()
 
     with pytest.warns(FutureWarning) as warning_test:
diff --git a/activitysim/core/test/test_pipeline.py b/activitysim/core/test/test_pipeline.py
index e061fdbb92..dfa6d770a8 100644
--- a/activitysim/core/test/test_pipeline.py
+++ b/activitysim/core/test/test_pipeline.py
@@ -18,7 +18,6 @@
 
 @pytest.fixture
 def state():
-
     configs_dir = os.path.join(os.path.dirname(__file__), "configs")
     output_dir = os.path.join(os.path.dirname(__file__), "output")
     data_dir = os.path.join(os.path.dirname(__file__), "data")
@@ -38,7 +37,6 @@ def state():
 
 
 def close_handlers():
-
     loggers = logging.Logger.manager.loggerDict
     for name in loggers:
         logger = logging.getLogger(name)
@@ -49,7 +47,6 @@ def close_handlers():
 
 # @pytest.mark.filterwarnings('ignore::tables.NaturalNameWarning')
 def test_pipeline_run(state):
-
     # workflow.step(steps.step1, step_name="step1")
     # workflow.step(steps.step2, step_name="step2")
     # workflow.step(steps.step3, step_name="step3")
@@ -93,7 +90,6 @@ def test_pipeline_run(state):
 
 
 def test_pipeline_checkpoint_drop(state):
-
     # workflow.step(steps.step1, step_name="step1")
     # workflow.step(steps.step2, step_name="step2")
     # workflow.step(steps.step3, step_name="step3")
diff --git a/activitysim/core/test/test_random.py b/activitysim/core/test/test_random.py
index 4a461811fa..63809278c1 100644
--- a/activitysim/core/test/test_random.py
+++ b/activitysim/core/test/test_random.py
@@ -11,7 +11,6 @@
 
 
 def test_basic():
-
     rng = random.Random()
 
     rng.set_base_seed(0)
@@ -34,7 +33,6 @@ def test_basic():
 
 
 def test_channel():
-
     channels = {
         "households": "household_id",
         "persons": "person_id",
diff --git a/activitysim/core/test/test_simulate.py b/activitysim/core/test/test_simulate.py
index 9647b49454..17d4ba2cd6 100644
--- a/activitysim/core/test/test_simulate.py
+++ b/activitysim/core/test/test_simulate.py
@@ -43,7 +43,6 @@ def data(data_dir):
 
 
 def test_read_model_spec(state, spec_name):
-
     spec = state.filesystem.read_model_spec(file_name=spec_name)
 
     assert len(spec) == 4
@@ -53,7 +52,6 @@ def test_read_model_spec(state, spec_name):
 
 
 def test_eval_variables(state, spec, data):
-
     result = simulate.eval_variables(state, spec.index, data)
 
     expected = pd.DataFrame(
@@ -72,7 +70,6 @@ def test_eval_variables(state, spec, data):
 
 
 def test_simple_simulate(state, data, spec):
-
     state.settings.check_for_variability = False
 
     choices = simulate.simple_simulate(state, choosers=data, spec=spec, nest_spec=None)
@@ -81,7 +78,6 @@ def test_simple_simulate(state, data, spec):
 
 
 def test_simple_simulate_chunked(state, data, spec):
-
     state.settings.check_for_variability = False
     state.settings.chunk_size = 2
     choices = simulate.simple_simulate(
diff --git a/activitysim/core/test/test_skim.py b/activitysim/core/test/test_skim.py
index ff6d0a9d19..d497a8656f 100644
--- a/activitysim/core/test/test_skim.py
+++ b/activitysim/core/test/test_skim.py
@@ -22,7 +22,6 @@ def __init__(self):
 
 
 def test_skims(data):
-
     # ROW_MAJOR_LAYOUT
     omx_shape = (10, 10)
     num_skims = 2
@@ -61,7 +60,6 @@ def test_skims(data):
 
 
 def test_3dskims(data):
-
     # ROW_MAJOR_LAYOUT
     omx_shape = (10, 10)
     num_skims = 2
diff --git a/activitysim/core/test/test_timetable.py b/activitysim/core/test/test_timetable.py
index 576217ced7..a7295458f5 100644
--- a/activitysim/core/test/test_timetable.py
+++ b/activitysim/core/test/test_timetable.py
@@ -15,7 +15,6 @@
 
 @pytest.fixture
 def persons():
-
     df = pd.DataFrame(index=list(range(6)))
 
     return df
@@ -55,11 +54,9 @@ def tdd_alts():
 
 
 def test_basic(persons, tdd_alts):
-
     state = workflow.State().default_settings()
 
     with chunk.chunk_log(state, "test_basic", base=True):
-
         person_windows = tt.create_timetable_windows(persons, tdd_alts)
 
         timetable = tt.TimeTable(person_windows, tdd_alts, "person_windows")
diff --git a/activitysim/core/test/test_tracing.py b/activitysim/core/test/test_tracing.py
index 8ae27add1c..ab97fcfa4c 100644
--- a/activitysim/core/test/test_tracing.py
+++ b/activitysim/core/test/test_tracing.py
@@ -13,7 +13,6 @@
 
 
 def close_handlers():
-
     loggers = logging.Logger.manager.loggerDict
     for name in loggers:
         logger = logging.getLogger(name)
@@ -23,7 +22,6 @@ def close_handlers():
 
 
 def add_canonical_dirs():
-
     state = workflow.State()
 
     configs_dir = os.path.join(os.path.dirname(__file__), "configs")
@@ -42,7 +40,6 @@ def add_canonical_dirs():
 
 
 def test_config_logger(capsys):
-
     state = add_canonical_dirs()
 
     state.logging.config_logger()
@@ -81,7 +78,6 @@ def test_config_logger(capsys):
 
 
 def test_print_summary(capsys):
-
     state = add_canonical_dirs()
 
     state.logging.config_logger()
@@ -101,7 +97,6 @@ def test_print_summary(capsys):
 
 
 def test_register_households(capsys):
-
     state = add_canonical_dirs()
     state.load_settings()
 
@@ -130,7 +125,6 @@ def test_register_households(capsys):
 
 
 def test_register_tours(capsys):
-
     state = add_canonical_dirs().load_settings()
 
     state.logging.config_logger()
@@ -178,7 +172,6 @@ def test_register_tours(capsys):
 
 
 def test_write_csv(capsys):
-
     state = add_canonical_dirs()
 
     state.logging.config_logger()
@@ -196,7 +189,6 @@ def test_write_csv(capsys):
 
 
 def test_slice_ids():
-
     df = pd.DataFrame({"household_id": [1, 2, 3]}, index=[11, 12, 13])
 
     # slice by named column
@@ -214,7 +206,6 @@ def test_slice_ids():
 
 
 def test_basic(capsys):
-
     close_handlers()
 
     state = add_canonical_dirs()
diff --git a/activitysim/core/test/test_util.py b/activitysim/core/test/test_util.py
index 415ec1f9ee..940c9a081d 100644
--- a/activitysim/core/test/test_util.py
+++ b/activitysim/core/test/test_util.py
@@ -7,7 +7,7 @@
 import pandas.testing as pdt
 import pytest
 
-from ..util import other_than, quick_loc_df, quick_loc_series, reindex, df_from_dict
+from ..util import df_from_dict, other_than, quick_loc_df, quick_loc_series, reindex
 
 
 @pytest.fixture(scope="module")
@@ -41,7 +41,6 @@ def test_reindex():
 
 
 def test_quick_loc_df():
-
     df = pd.DataFrame({"attrib": ["1", "2", "3", "4", "5"]}, index=[1, 2, 3, 4, 5])
 
     loc_list = np.asanyarray([2, 1, 3, 4, 4, 5, 1])
@@ -54,7 +53,6 @@ def test_quick_loc_df():
 
 
 def test_quick_loc_series():
-
     series = pd.Series(["1", "2", "3", "4", "5"], index=[1, 2, 3, 4, 5])
 
     loc_list = np.asanyarray([2, 1, 3, 4, 4, 5, 1])
@@ -65,7 +63,6 @@ def test_quick_loc_series():
 
 
 def test_df_from_dict():
-
     index = [1, 2, 3, 4, 5]
     df = pd.DataFrame({"attrib": [1, 2, 2, 3, 1]}, index=index)
 
diff --git a/activitysim/core/timetable.py b/activitysim/core/timetable.py
index 85ecc69544..5743aeef0a 100644
--- a/activitysim/core/timetable.py
+++ b/activitysim/core/timetable.py
@@ -176,7 +176,6 @@ def _available_run_length_2(
     available[0] = 0
     available[-1] = 0
     for row in range(num_rows):
-
         row_ix = window_row_mapper[window_row_id_values[row]]
         window_row = windows[row_ix]
         for j in range(1, num_cols - 1):
@@ -205,7 +204,6 @@ def _available_run_length_2(
 
 
 def tour_map(persons, tours, tdd_alts, persons_id_col="person_id"):
-
     sigil = {
         "empty": "   ",
         "overlap": "+++",
@@ -251,7 +249,6 @@ def tour_map(persons, tours, tdd_alts, persons_id_col="person_id"):
     window_periods_df = pd.DataFrame(data=window_periods, index=tdd_alts.index)
 
     for keys, nth_tours in tours.groupby(["tour_type", "tour_type_num"], sort=True):
-
         tour_type = keys[0]
         tour_sigil = sigil[tour_type]
 
@@ -430,7 +427,6 @@ def slice_windows_by_row_id(self, window_row_ids):
         return windows
 
     def slice_windows_by_row_id_and_period(self, window_row_ids, periods):
-
         # row ixs of tour_df group rows in windows
         row_ixs = self.window_row_ix.apply_to(window_row_ids)
 
@@ -442,7 +438,6 @@ def slice_windows_by_row_id_and_period(self, window_row_ids, periods):
         return windows
 
     def get_windows_df(self):
-
         # It appears that assignments into windows write through to underlying pandas table.
         # because we set windows = windows_df.values, and since all the columns are the same type
         # so no need to refresh pandas dataframe, but if we had to it would go here
@@ -611,14 +606,12 @@ def assign_footprints(self, window_row_ids, footprints):
         self.windows[row_ixs] = np.bitwise_or(self.windows[row_ixs], footprints)
 
     def pairwise_available(self, window1_row_ids, window2_row_ids):
-
         available1 = (self.slice_windows_by_row_id(window1_row_ids) != I_MIDDLE) * 1
         available2 = (self.slice_windows_by_row_id(window2_row_ids) != I_MIDDLE) * 1
 
         return available1 * available2
 
     def individually_available(self, window_row_ids):
-
         return (self.slice_windows_by_row_id(window_row_ids) != I_MIDDLE) * 1
 
     def adjacent_window_run_length(self, window_row_ids, periods, before):
diff --git a/activitysim/core/workflow/logging.py b/activitysim/core/workflow/logging.py
index 5f0ddd6fb3..c800ca294a 100644
--- a/activitysim/core/workflow/logging.py
+++ b/activitysim/core/workflow/logging.py
@@ -128,7 +128,6 @@ def config_logger(self, basic=False):
             logger.log(basic, "Configured logging using basicConfig")
 
     def rotate_log_directory(self):
-
         output_dir = self._obj.filesystem.get_output_dir()
         log_dir = output_dir.joinpath("log")
         if not log_dir.exists():
diff --git a/activitysim/core/workflow/tracing.py b/activitysim/core/workflow/tracing.py
index 384e10f59b..580c6fad9b 100644
--- a/activitysim/core/workflow/tracing.py
+++ b/activitysim/core/workflow/tracing.py
@@ -506,18 +506,19 @@ def interaction_trace_rows(self, interaction_df, choosers, sample_size=None):
 
         traceable_table_ids = self.traceable_table_ids
 
-        # Determine whether actual tables or proto_ tables for disaggregate accessibilities
-        persons_table_name = set(traceable_table_ids).intersection(
-            ["persons", "proto_persons"]
-        )
-        households_table_name = set(traceable_table_ids).intersection(
-            ["households", "proto_households"]
+        # trace proto tables if they exist, otherwise trace actual tables
+        # proto tables are used for disaggregate accessibilities and
+        # are removed from the traceable_table_ids after the accessibilities are created
+        households_table_name = (
+            "proto_households"
+            if "proto_households" in traceable_table_ids.keys()
+            else "households"
         )
 
-        assert len(persons_table_name) == 1 and len(persons_table_name) == 1
-        persons_table_name, households_table_name = (
-            persons_table_name.pop(),
-            households_table_name.pop(),
+        persons_table_name = (
+            "proto_persons"
+            if "proto_persons" in traceable_table_ids.keys()
+            else "persons"
         )
 
         if (
diff --git a/activitysim/estimation/larch/__init__.py b/activitysim/estimation/larch/__init__.py
index 76d1cb8e9c..f1baa2404e 100644
--- a/activitysim/estimation/larch/__init__.py
+++ b/activitysim/estimation/larch/__init__.py
@@ -1,6 +1,7 @@
 from __future__ import annotations
 
-import larch as lx
+from typing import Iterable
+
 from packaging.version import Version
 
 from .cdap import *
@@ -13,14 +14,50 @@
 from .simple_simulate import *
 from .stop_frequency import *
 
-# require larch version 6.0.0 or later
-if Version(larch.__version__) < Version("6.0.0"):
-    raise ImportError(
-        f"activitysim estimation mode requires larch version 6.0.0 or later. Found {larch.__version__}"
-    )
+try:
+    import larch as lx
+except ImportError:
+    lx = None
+else:
+    # if larch is installed, require larch version 6.0.0 or later
+    if Version(lx.__version__) < Version("6.0.0"):
+        # when installed from source without a full git history including version
+        # tags, sometimes development versions of larch default to version 0.1.devX
+        if not lx.__version__.startswith("0.1.dev"):
+            raise ImportError(
+                f"activitysim estimation mode requires larch version 6.0.0 or later. Found {lx.__version__}"
+            )
+
+
+def component_model(name: str | Iterable[str], *args, **kwargs):
+    """
+    Load a component model from the estimation data bundle (EDB).
 
+    Parameters
+    ----------
+    name : str or iterable of str
+        The name of the model to load. If an iterable is provided, a ModelGroup
+        will be returned, which will be the collection of models named.
+    *args, **kwargs
+        Additional arguments and keyword arguments to pass to the model constructor.
+        Usually these will include `edb_directory` (a path to the EDB directory),
+        and `return_data` (a boolean indicating whether to return the data objects.
 
-def component_model(name, *args, **kwargs):
+    Returns
+    -------
+    Model or ModelGroup
+        The loaded model or ModelGroup.
+    Dict or list[Dict], optional
+        The data objects associated with the model. If `return_data` is True, this may
+        include the coefficients, chooser data, and alternative values, and possibly
+        other data objects depending on the model. If `name` is a single string, a
+        single data object will be returned. If `name` is an iterable, a list of data
+        objects will be returned, one for each model in the ModelGroup. Note these
+        data objects are primarily for the user to review, and are not the same
+        objects used by the Model or ModelGroup for estimation. If some data transformation
+        or manipulation is needed, it should be done on the data embedded in the
+        Model(s).
+    """
     if isinstance(name, str):
         m = globals().get(f"{name}_model")
         if m:
diff --git a/activitysim/estimation/larch/cdap.py b/activitysim/estimation/larch/cdap.py
index 018c6976da..8944c5c8b5 100644
--- a/activitysim/estimation/larch/cdap.py
+++ b/activitysim/estimation/larch/cdap.py
@@ -7,18 +7,24 @@
 import re
 from pathlib import Path
 
-import larch
 import numpy as np
 import pandas as pd
 import xarray as xr
 import yaml
-from larch import Dataset, Model, P, X
-from larch.model.model_group import ModelGroup
-from larch.util import Dict
 
 from ...abm.models.util import cdap
 from .general import apply_coefficients, explicit_value_parameters
 
+try:
+    import larch as lx
+except ImportError:
+    lx = None
+    logger_name = "larch"
+else:
+    from larch import P, X
+    from larch.util import Dict
+
+
 _logger = logging.getLogger("larch")
 
 MAX_HHSIZE = 5
@@ -151,7 +157,6 @@ def interact_pattern(n_persons, select_persons, tag):
 
 
 def cdap_interaction_utility(model, n_persons, alts, interaction_coef, coefficients):
-
     person_numbers = list(range(1, n_persons + 1))
 
     matcher = re.compile("coef_[HMN]_.*")
@@ -329,12 +334,12 @@ def cdap_split_data(households, values, add_joint):
     return cdap_data
 
 
-def cdap_dataframes(households, values, add_joint) -> dict[int, Dataset]:
+def cdap_dataframes(households, values, add_joint) -> dict[int, lx.Dataset]:
     data = cdap_split_data(households, values, add_joint)
     dfs = {}
     for hhsize in data.keys():
         alts = generate_alternatives(hhsize, add_joint)
-        dfs[hhsize] = Dataset.construct.from_idco(
+        dfs[hhsize] = lx.Dataset.construct.from_idco(
             data[hhsize],
             alts=dict(zip(alts.values(), alts.keys())),
         )
@@ -355,33 +360,6 @@ def cdap_dataframes(households, values, add_joint) -> dict[int, Dataset]:
     return dfs
 
 
-# def _cdap_model(households, values, spec1, interaction_coef, coefficients):
-#     cdap_data = cdap_dataframes(households, values)
-#     m = {}
-#     _logger.info(f"building for model 1")
-#     m[1] = Model(dataservice=cdap_data[1])
-#     cdap_base_utility_by_person(m[1], n_persons=1, spec=spec1)
-#     m[1].choice_any = True
-#     m[1].availability_any = True
-#
-#     # Add cardinality into interaction_coef if not present
-#     if 'cardinality' not in interaction_coef:
-#         interaction_coef['cardinality'] = interaction_coef['interaction_ptypes'].str.len()
-#     for s in [2, 3, 4, 5]:
-#         _logger.info(f"building for model {s}")
-#         m[s] = Model(dataservice=cdap_data[s])
-#         alts = generate_alternatives(s)
-#         cdap_base_utility_by_person(m[s], s, spec1, alts, values.columns)
-#         cdap_interaction_utility(m[s], s, alts, interaction_coef, coefficients)
-#         m[s].choice_any = True
-#         m[s].availability_any = True
-#
-#     result = ModelGroup(m.values())
-#     explicit_value_parameters(result)
-#     apply_coefficients(coefficients, result)
-#     return result
-
-
 def cdap_data(
     name="cdap",
     edb_directory="output/estimation_data_bundle/{name}/",
@@ -515,7 +493,7 @@ def cdap_model(
     cdap_dfs = cdap_dataframes(households, values, add_joint)
     m = {}
     _logger.info(f"building for model 1")
-    m[1] = Model(datatree=cdap_dfs[1], compute_engine="numba")
+    m[1] = lx.Model(datatree=cdap_dfs[1], compute_engine="numba")
     cdap_base_utility_by_person(m[1], n_persons=1, spec=spec1)
     m[1].choice_co_code = "override_choice"
     m[1].availability_any = True
@@ -528,7 +506,7 @@ def cdap_model(
     for s in range(2, MAX_HHSIZE + 1):
         # for s in [2, 3, 4, 5]:
         _logger.info(f"building for model {s}")
-        m[s] = Model(datatree=cdap_dfs[s])
+        m[s] = lx.Model(datatree=cdap_dfs[s])
         alts = generate_alternatives(s, add_joint)
         cdap_base_utility_by_person(m[s], s, spec1, alts, values.columns)
         cdap_interaction_utility(m[s], s, alts, interaction_coef, coefficients)
@@ -537,7 +515,7 @@ def cdap_model(
         m[s].choice_co_code = "override_choice"
         m[s].availability_any = True
 
-    model = ModelGroup(m.values())
+    model = lx.ModelGroup(m.values())
     explicit_value_parameters(model)
     apply_coefficients(coefficients, model)
     if return_data:
diff --git a/activitysim/estimation/larch/general.py b/activitysim/estimation/larch/general.py
index 19fb76e18a..cfb81c756b 100644
--- a/activitysim/estimation/larch/general.py
+++ b/activitysim/estimation/larch/general.py
@@ -7,12 +7,17 @@
 
 import numpy as np
 import pandas as pd
-from larch import Model, P, X  # noqa: F401
 
-# from larch.log import logger_name
-# from larch.model.abstract_model import AbstractChoiceModel
-from larch.model.tree import NestingTree
-from larch.util import Dict  # noqa: F401
+try:
+    # Larch is an optional dependency, and we don't want to fail when importing
+    # this module simply because larch is not installed.
+    import larch as lx
+except ImportError:
+    lx = None
+else:
+    from larch import Model, P, X  # noqa: F401
+    from larch.model.tree import NestingTree
+    from larch.util import Dict  # noqa: F401
 
 _logger = logging.getLogger("larch")
 
diff --git a/activitysim/estimation/larch/location_choice.py b/activitysim/estimation/larch/location_choice.py
index 7d797a754e..784ce4f124 100644
--- a/activitysim/estimation/larch/location_choice.py
+++ b/activitysim/estimation/larch/location_choice.py
@@ -11,8 +11,6 @@
 import numpy as np
 import pandas as pd
 import yaml
-from larch import Dataset, Model, P, X
-from larch.util import Dict
 
 from .general import (
     apply_coefficients,
@@ -24,6 +22,15 @@
     str_repr,
 )
 
+try:
+    # Larch is an optional dependency, and we don't want to fail when importing
+    # this module simply because larch is not installed.
+    import larch as lx
+except ImportError:
+    lx = None
+else:
+    from larch.util import Dict
+
 
 def size_coefficients_from_spec(size_spec):
     size_coef = size_spec.stack().reset_index()
@@ -71,7 +78,58 @@ def location_choice_model(
     chunking_size=None,
     *,
     alts_in_cv_format=False,
-) -> Model | tuple[Model, LocationChoiceData]:
+    availability_expression=None,
+) -> lx.Model | tuple[lx.Model, LocationChoiceData]:
+    """
+    Construct a location choice model from the estimation data bundle.
+
+    Parameters
+    ----------
+    name : str, optional
+        The name of the location choice model. The default is "workplace_location".
+    edb_directory : str, optional
+        The directory containing the estimation data bundle. The default is
+        "output/estimation_data_bundle/{name}/", where "{name}" is the name of
+        the model (see above).
+    coefficients_file : str, optional
+        The name of the coefficients file. The default is "{name}_coefficients.csv",
+        where "{name}" is the name of the model (see above).
+    spec_file : str, optional
+        The name of the spec file. The default is "{name}_SPEC.csv", where "{name}"
+        is the name of the model (see above).
+    size_spec_file : str, optional
+        The name of the size spec file. The default is "{name}_size_terms.csv", where
+        "{name}" is the name of the model (see above).
+    alt_values_file : str, optional
+        The name of the alternative values file. The default is
+        "{name}_alternatives_combined.csv", where "{name}" is the name of the model
+        (see above).
+    chooser_file : str, optional
+        The name of the chooser file. The default is "{name}_choosers_combined.csv",
+        where "{name}" is the name of the model (see above).
+    settings_file : str, optional
+        The name of the settings file. The default is "{name}_model_settings.yaml",
+        where "{name}" is the name of the model (see above).
+    landuse_file : str, optional
+        The name of the land use file. The default is "{name}_landuse.csv", where
+        "{name}" is the name of the model (see above).
+    return_data : bool, optional
+        If True, return a tuple containing the model and the location choice data.
+        The default is False, which returns only the model.
+    alt_values_to_feather : bool, default False
+        If True, convert the alternative values to a feather file.
+    chunking_size : int, optional
+        The number of rows per chunk for processing the alternative values. The default
+        is None, which processes all rows at once.
+    alts_in_cv_format : bool, default False
+        If True, the alternatives are in CV format. The default is False.
+    availability_expression : str, optional
+        The name of the availability expression. This is the "Label" from the
+        spec file that identifies an expression that evaluates truthy (non-zero)
+        if the alternative is available, and falsey otherwise.  If not provided,
+        the code will attempt to infer the availability expression from the
+        expressions, but this is not reliable. The default is None.
+    """
     model_selector = name.replace("_location", "")
     model_selector = model_selector.replace("_destination", "")
     model_selector = model_selector.replace("_subtour", "")
@@ -340,7 +398,14 @@ def split(a, n):
     choice_def = {"choice_ca_var": "override_choice == _original_zone_id"}
 
     # Availability of choice zones
-    if "util_no_attractions" in x_ca_1:
+    if availability_expression is not None and availability_expression in x_ca_1:
+        av = (
+            x_ca_1[availability_expression]
+            .apply(lambda x: False if x == 1 else True)
+            .astype(np.int8)
+            .to_xarray()
+        )
+    elif "util_no_attractions" in x_ca_1:
         av = (
             x_ca_1["util_no_attractions"]
             .apply(lambda x: False if x == 1 else True)
@@ -367,13 +432,13 @@ def split(a, n):
     assert len(x_co) > 0, "Empty chooser dataframe"
     assert len(x_ca_1) > 0, "Empty alternatives dataframe"
 
-    d_ca = Dataset.construct.from_idca(x_ca_1)
-    d_co = Dataset.construct.from_idco(x_co)
+    d_ca = lx.Dataset.construct.from_idca(x_ca_1)
+    d_co = lx.Dataset.construct.from_idco(x_co)
     d = d_ca.merge(d_co)
     if av is not None:
         d["_avail_"] = av
 
-    m = Model(datatree=d, compute_engine="numba")
+    m = lx.Model(datatree=d, compute_engine="numba")
 
     # One of the alternatives might be coded as 0, so
     # we need to explicitly initialize the MNL nesting graph
@@ -422,16 +487,16 @@ def split(a, n):
     if CHOOSER_SEGMENT_COLUMN_NAME is None:
         assert len(size_spec) == 1
         m.quantity_ca = sum(
-            P(f"{i}_{q}") * X(q)
+            lx.P(f"{i}_{q}") * lx.X(q)
             for i in size_spec.index
             for q in size_spec.columns
             if size_spec.loc[i, q] != 0
         )
     else:
         m.quantity_ca = sum(
-            P(f"{i}_{q}")
-            * X(q)
-            * X(f"{CHOOSER_SEGMENT_COLUMN_NAME}=={str_repr(SEGMENT_IDS[i])}")
+            lx.P(f"{i}_{q}")
+            * lx.X(q)
+            * lx.X(f"{CHOOSER_SEGMENT_COLUMN_NAME}=={str_repr(SEGMENT_IDS[i])}")
             for i in size_spec.index
             for q in size_spec.columns
             if size_spec.loc[i, q] != 0
diff --git a/activitysim/estimation/larch/mode_choice.py b/activitysim/estimation/larch/mode_choice.py
index 5e15fd0e0a..4f9e17b7ca 100644
--- a/activitysim/estimation/larch/mode_choice.py
+++ b/activitysim/estimation/larch/mode_choice.py
@@ -8,8 +8,6 @@
 import pandas as pd
 import xarray as xr
 import yaml
-from larch import Dataset, Model, P, X
-from larch.util import Dict
 
 from .general import (
     apply_coefficients,
@@ -21,6 +19,15 @@
 )
 from .simple_simulate import construct_availability, simple_simulate_data
 
+try:
+    # Larch is an optional dependency, and we don't want to fail when importing
+    # this module simply because larch is not installed.
+    import larch as lx
+except ImportError:
+    lx = None
+else:
+    from larch.util import Dict
+
 
 def mode_choice_model(
     name,
@@ -58,7 +65,7 @@ def mode_choice_model(
 
     # Setup purpose specific models
     m = {
-        purpose: Model(graph=tree, title=purpose, compute_engine="numba")
+        purpose: lx.Model(graph=tree, title=purpose, compute_engine="numba")
         for purpose in purposes
     }
     for alt_code, alt_name in tree.elemental_names().items():
@@ -72,7 +79,7 @@ def mode_choice_model(
         for purpose in purposes:
             # Modify utility function based on template for purpose
             u_purp = sum(
-                (P(coef_template[purpose].get(i.param, i.param)) * i.data * i.scale)
+                (lx.P(coef_template[purpose].get(i.param, i.param)) * i.data * i.scale)
                 for i in u
             )
             m[purpose].utility_co[alt_code] = u_purp
@@ -86,7 +93,7 @@ def mode_choice_model(
         m[purposes[0]], chooser_data, data.alt_codes_to_names
     )
 
-    d = Dataset.construct.from_idco(
+    d = lx.Dataset.construct.from_idco(
         chooser_data, alts=dict(zip(data.alt_codes, data.alt_names))
     )
     d["_avail_"] = xr.DataArray(avail, dims=(d.dc.CASEID, d.dc.ALTID))
@@ -100,9 +107,7 @@ def mode_choice_model(
             model.datatree = d
             model.choice_co_code = "override_choice_code"
 
-    from larch.model.model_group import ModelGroup
-
-    mg = ModelGroup(m.values())
+    mg = lx.ModelGroup(m.values())
     explicit_value_parameters(mg)
     apply_coefficients(coefficients, mg)
 
diff --git a/activitysim/estimation/larch/nonmand_tour_freq.py b/activitysim/estimation/larch/nonmand_tour_freq.py
index 0986e63838..90c56ecedb 100644
--- a/activitysim/estimation/larch/nonmand_tour_freq.py
+++ b/activitysim/estimation/larch/nonmand_tour_freq.py
@@ -9,8 +9,6 @@
 
 import pandas as pd
 import yaml
-from larch import Dataset, Model
-from larch.util import Dict
 
 from .general import (
     apply_coefficients,
@@ -19,6 +17,16 @@
     remove_apostrophes,
 )
 
+try:
+    # Larch is an optional dependency, and we don't want to fail when importing
+    # this module simply because larch is not installed.
+    import larch as lx
+except ImportError:
+    lx = None
+else:
+    from larch.util import Dict
+
+
 _logger = logging.getLogger("larch")
 
 
@@ -160,6 +168,9 @@ def unavail(model, x_ca):
         unav = x_ca[lock_data[0]] > 0
         for j in lock_data[1:]:
             unav |= x_ca[j] > 0
+    else:
+        # no unavailability parameters are included
+        return pd.DataFrame(0, index=x_ca.index, columns=["_avail_"])
     return unav
 
 
@@ -284,7 +295,7 @@ def nonmand_tour_freq_model(
     m = {}
     for segment_name in segment_names:
         print(f"Creating larch model for {segment_name}")
-        segment_model = m[segment_name] = Model(compute_engine="numba")
+        segment_model = m[segment_name] = lx.Model(compute_engine="numba")
         # One of the alternatives is coded as 0, so
         # we need to explicitly initialize the MNL nesting graph
         # and set to root_id to a value other than zero.
@@ -318,13 +329,13 @@ def nonmand_tour_freq_model(
         else:
             x_ca = alt_values[segment_name].set_index(["person_id", "alt_id"])
 
-        d_co = Dataset.construct.from_idco(
+        d_co = lx.Dataset.construct.from_idco(
             x_co,
             alts=alt_def.index.rename("alt_id"),
         )
         x_ca["_avail_"] = ~unavail(segment_model, x_ca)
         # we set crack to False here so that we do not dissolve zero variance IDCAs
-        d_ca = Dataset.construct.from_idca(x_ca, crack=False)
+        d_ca = lx.Dataset.construct.from_idca(x_ca, crack=False)
         d = d_ca.merge(d_co)
         m[segment_name].datatree = d
         m[segment_name].availability_ca_var = "_avail_"
diff --git a/activitysim/estimation/larch/scheduling.py b/activitysim/estimation/larch/scheduling.py
index 74d87e8af5..5ef4a72a98 100644
--- a/activitysim/estimation/larch/scheduling.py
+++ b/activitysim/estimation/larch/scheduling.py
@@ -7,8 +7,6 @@
 import numpy as np
 import pandas as pd
 import yaml
-from larch import Dataset, Model, P, X
-from larch.util import Dict
 
 from .general import (
     apply_coefficients,
@@ -20,6 +18,16 @@
     str_repr,
 )
 
+try:
+    # Larch is an optional dependency, and we don't want to fail when importing
+    # this module simply because larch is not installed.
+    import larch as lx
+except ImportError:
+    lx = None
+else:
+    from larch import P, X
+    from larch.util import Dict
+
 
 def schedule_choice_model(
     name,
@@ -102,7 +110,7 @@ def _read_csv(filename, optional=False, **kwargs):
     else:
         raise ValueError("cannot find Label or Expression in spec file")
 
-    m = Model(compute_engine="numba")
+    m = lx.Model(compute_engine="numba")
     if len(spec.columns) == 4 and (
         [c.lower() for c in spec.columns]
         == ["label", "description", "expression", "coefficient"]
@@ -174,12 +182,12 @@ def _read_csv(filename, optional=False, **kwargs):
         joint_avail = None
 
     # d = DataFrames(co=x_co, ca=x_ca, av=joint_avail)  # larch 5.7
-    d_ca = Dataset.construct.from_idca(x_ca)
+    d_ca = lx.Dataset.construct.from_idca(x_ca)
     if joint_avail == "~(mode_choice_logsum_missing)":
         tmp = np.isnan(d_ca["mode_choice_logsum"])
         tmp = tmp.drop_vars(tmp.coords)
         d_ca = d_ca.assign(mode_choice_logsum_missing=tmp)
-    d_co = Dataset.construct.from_idco(x_co)
+    d_co = lx.Dataset.construct.from_idco(x_co)
     d = d_ca.merge(d_co)
     # if joint_avail is not None:
     #     d["_avail_"] = joint_avail
diff --git a/activitysim/estimation/larch/simple_simulate.py b/activitysim/estimation/larch/simple_simulate.py
index f75d9642cb..30a9defffb 100644
--- a/activitysim/estimation/larch/simple_simulate.py
+++ b/activitysim/estimation/larch/simple_simulate.py
@@ -4,12 +4,9 @@
 import os
 from pathlib import Path
 
-import larch
 import numpy as np
 import pandas as pd
 import yaml
-from larch import Model
-from larch.util import Dict
 
 from .general import (
     apply_coefficients,
@@ -18,6 +15,15 @@
     remove_apostrophes,
 )
 
+try:
+    # Larch is an optional dependency, and we don't want to fail when importing
+    # this module simply because larch is not installed.
+    import larch as lx
+except ImportError:
+    lx = None
+else:
+    from larch.util import Dict
+
 
 def construct_availability(model, chooser_data, alt_codes_to_names):
     """
@@ -193,7 +199,7 @@ def simple_simulate_model(
     else:
         tree = construct_nesting_tree(data.alt_names_to_codes, {})
 
-    m = Model(compute_engine="numba")
+    m = lx.Model(compute_engine="numba")
     m.utility_co = dict_of_linear_utility_from_spec(
         spec,
         "Label",
@@ -206,13 +212,13 @@ def simple_simulate_model(
 
     if construct_avail:
         avail = construct_availability(m, chooser_data, data.alt_codes_to_names)
-        d = larch.Dataset.construct.from_idco(
+        d = lx.Dataset.construct.from_idco(
             pd.concat([chooser_data, avail], axis=1),
             alts=dict(zip(alt_codes, alt_names, strict=False)),
         )
     else:
         avail = True
-        d = larch.Dataset.construct.from_idco(
+        d = lx.Dataset.construct.from_idco(
             chooser_data, alts=dict(zip(alt_codes, alt_names, strict=False))
         )
 
diff --git a/activitysim/estimation/larch/stop_frequency.py b/activitysim/estimation/larch/stop_frequency.py
index 17c8bd5050..dea82de5a9 100644
--- a/activitysim/estimation/larch/stop_frequency.py
+++ b/activitysim/estimation/larch/stop_frequency.py
@@ -16,6 +16,15 @@
     remove_apostrophes,
 )
 
+try:
+    # Larch is an optional dependency, and we don't want to fail when importing
+    # this module simply because larch is not installed.
+    import larch as lx
+except ImportError:
+    lx = None
+else:
+    from larch.util import Dict
+
 
 def stop_frequency_data(
     edb_directory="output/estimation_data_bundle/{name}/",
@@ -183,7 +192,6 @@ def stop_frequency_model(
     models = []
 
     for n in range(len(data.spec)):
-
         coefficients = data.coefficients
         # coef_template = data.coef_template # not used
         spec = data.spec[n]
@@ -220,12 +228,6 @@ def stop_frequency_model(
         d = Dataset.construct.from_idco(
             chooser_data, alts=dict(zip(alt_codes, alt_names))
         )
-        # d = DataFrames(
-        #     co=chooser_data,
-        #     av=avail,
-        #     alt_codes=alt_codes,
-        #     alt_names=alt_names,
-        # )
 
         m.datatree = d
         m.choice_co_code = "override_choice_code"
diff --git a/activitysim/estimation/test/test_larch_estimation.py b/activitysim/estimation/test/test_larch_estimation.py
index c0ed4a44d3..2d2427c41b 100644
--- a/activitysim/estimation/test/test_larch_estimation.py
+++ b/activitysim/estimation/test/test_larch_estimation.py
@@ -91,7 +91,7 @@ def test_simple_simulate(est_data, num_regression, dataframe_regression, name, m
         ("non_mandatory_tour_destination", "SLSQP", None),
         ("atwork_subtour_destination", "BHHH", None),
         ("trip_destination", "BHHH", None),
-        # ("trip_destination", "SLSQP", 0.12),
+        ("trip_destination", "SLSQP", None),
         # trip_destination model has unusual parameter variance on a couple
         # parameters when switching platforms, possibly related to default data
         # types and high standard errors.  Most parameters and the overall
@@ -105,6 +105,13 @@ def test_location_model(
     from activitysim.estimation.larch import component_model, update_size_spec
 
     m, data = component_model(name, return_data=True)
+
+    if name == "trip_destination":
+        # this model is overspecified in the example, so we need to lock a
+        # parameter to make it identifiable.
+        m.lock_value("coef_prox_dest_outbound_work", 0.0)
+        m.set_cap(25.0)
+
     m.doctor(repair_av_zq="-", repair_nan_utility=True)
     loglike_prior = m.loglike()
     r = m.maximize_loglike(method=method, options={"maxiter": 1000, "ftol": 1.0e-8})
diff --git a/activitysim/estimation/test/test_larch_estimation/test_loc_trip_destination_BHHH_loglike.csv b/activitysim/estimation/test/test_larch_estimation/test_loc_trip_destination_BHHH_loglike.csv
index b6a4640e0d..83144fe122 100644
--- a/activitysim/estimation/test/test_larch_estimation/test_loc_trip_destination_BHHH_loglike.csv
+++ b/activitysim/estimation/test/test_larch_estimation/test_loc_trip_destination_BHHH_loglike.csv
@@ -1,2 +1,2 @@
 ,loglike_prior,loglike_converge
-0,-21837.014551855944,-8695.4742987000536
+0,-21855.73573427651,-8695.4742752868151
diff --git a/activitysim/estimation/test/test_larch_estimation/test_loc_trip_destination_SLSQP_loglike.csv b/activitysim/estimation/test/test_larch_estimation/test_loc_trip_destination_SLSQP_loglike.csv
new file mode 100644
index 0000000000..a2e43ac4ff
--- /dev/null
+++ b/activitysim/estimation/test/test_larch_estimation/test_loc_trip_destination_SLSQP_loglike.csv
@@ -0,0 +1,2 @@
+,loglike_prior,loglike_converge
+0,-21855.73573427651,-8952.9587499637983
diff --git a/activitysim/estimation/test/test_larch_estimation/test_loc_trip_destination_SLSQP_size_spec.csv b/activitysim/estimation/test/test_larch_estimation/test_loc_trip_destination_SLSQP_size_spec.csv
new file mode 100644
index 0000000000..e3f4e0538d
--- /dev/null
+++ b/activitysim/estimation/test/test_larch_estimation/test_loc_trip_destination_SLSQP_size_spec.csv
@@ -0,0 +1,23 @@
+,segment,model_selector,TOTHH,RETEMPN,FPSEMPN,HEREMPN,OTHEMPN,AGREMPN,MWTEMPN,AGE0519,HSENROLL,COLLFTE,COLLPTE
+0,work_low,workplace,0,0.12912912912912911,0.19319319319319317,0.38338338338338335,0.12012012012012011,0.01001001001001001,0.16416416416416416,0,0,0,0
+1,work_med,workplace,0,0.12012012012012012,0.19719719719719719,0.32532532532532532,0.13913913913913914,0.0080080080080080079,0.21021021021021019,0,0,0,0
+2,work_high,workplace,0,0.11,0.20699999999999999,0.28399999999999997,0.154,0.0060000000000000001,0.23899999999999999,0,0,0,0
+3,work_veryhigh,workplace,0,0.092999999999999999,0.27000000000000002,0.24099999999999999,0.14599999999999999,0.0040000000000000001,0.246,0,0,0,0
+4,university,school,0,0,0,0,0,0,0,0,0,0.59199999999999997,0.40799999999999997
+5,gradeschool,school,0,0,0,0,0,0,0,1,0,0,0
+6,highschool,school,0,0,0,0,0,0,0,0,1,0,0
+7,escort,non_mandatory,0,0.22500000000000001,0,0.14399999999999999,0,0,0,0.46500000000000002,0.16600000000000001,0,0
+8,shopping,non_mandatory,0,1,0,0,0,0,0,0,0,0,0
+9,eatout,non_mandatory,0,0.74199999999999999,0,0.25800000000000001,0,0,0,0,0,0,0
+10,othmaint,non_mandatory,0,0.48199999999999998,0,0.51800000000000002,0,0,0,0,0,0,0
+11,social,non_mandatory,0,0.52200000000000002,0,0.47799999999999998,0,0,0,0,0,0,0
+12,othdiscr,non_mandatory,0.25225225225225223,0.2122122122122122,0,0.2722722722722723,0.16516516516516516,0,0,0,0.098098098098098108,0,0
+13,atwork,atwork,0,0.74199999999999999,0,0.25800000000000001,0,0,0,0,0,0,0
+14,work,trip,0,0.74787786056587513,0.0018538038747582422,0.001853803876100025,0.0018538038747592663,0.24470692393187074,0.0018538038766366914,0,0,0,0
+15,escort,trip,4.4398622176416287e-05,0.0018145828132440462,0,0.00025862750482263144,0,0,0,0.97914326797093931,0.018739123088817596,0,0
+16,shopping,trip,0.28745937648450037,0.71254062351549963,0,0,0,0,0,0,0,0,0
+17,eatout,trip,0,0.99667048634136579,0,0.0033295136586341872,0,0,0,0,0,0,0
+18,othmaint,trip,0.16785550808846833,0.41607224595773862,0,0.41607224595379305,0,0,0,0,0,0,0
+19,social,trip,0.00044482261527767418,0.98033336959213913,0,0.019221807792583361,0,0,0,0,0,0,0
+20,othdiscr,trip,0.9406951398181691,0.022347626204726488,0,0.0092529765597407446,0.009252976559785164,0,0,0,0.018451280857578346,0,0
+21,univ,trip,0.16785550808973149,0,0,0,0,0,0,0,0,0.41607224595513576,0.41607224595513281
diff --git a/activitysim/estimation/test/test_larch_estimation/test_location_model_trip_destination_BHHH_None_.csv b/activitysim/estimation/test/test_larch_estimation/test_location_model_trip_destination_BHHH_None_.csv
index 23e3026cfb..6c9c6beb27 100644
--- a/activitysim/estimation/test/test_larch_estimation/test_location_model_trip_destination_BHHH_None_.csv
+++ b/activitysim/estimation/test/test_larch_estimation/test_location_model_trip_destination_BHHH_None_.csv
@@ -1,48 +1,48 @@
 param_name,value,best,initvalue,nullvalue
 coef_UNAVAILABLE,-999,-999,-999,0
-coef_distance_joint,-0.30113542396064802,-0.30113542396064802,-0.12380000203847885,0
-coef_mode_choice_logsum,0.082682967088151746,0.082682967088151746,1.8209999799728394,0
+coef_distance_joint,-0.30113542071627925,-0.30113542071627925,-0.12380000203847885,0
+coef_mode_choice_logsum,0.082682969035499751,0.082682969035499751,1.8209999799728394,0
 coef_one,1,1,1,0
-coef_prox_dest_outbound_work,6.4877761350612664,6.4877761350612664,-0.25999999046325684,0
-coef_prox_home_inbound_work,-0.42511543980575345,-0.42511543980575345,-0.15000000596046448,0
-coef_prox_home_outbound_work,6.4721898798728912,6.4721898798728912,-0.37999999523162842,0
-coef_util_distance_atwork,-0.12262386654203787,-0.12262386654203787,-0.12233459949493408,0
-coef_util_distance_eatout,-0.31527866138216842,-0.31527866138216842,-0.10289999842643738,0
-coef_util_distance_escort,-0.20896432406414306,-0.20896432406414306,-0.14910000562667847,0
-coef_util_distance_othdiscr,-0.32948687106831859,-0.32948687106831859,-0.12617222964763641,0
-coef_util_distance_othmaint,-0.18983651887636419,-0.18983651887636419,-0.096199996769428253,0
-coef_util_distance_school,-0.10589786663451535,-0.10589786663451535,-0.10559999942779541,0
-coef_util_distance_shopping,-0.31439120424553951,-0.31439120424553951,-0.11919999867677689,0
-coef_util_distance_social,-0.21252031645681738,-0.21252031645681738,-0.13289999961853027,0
-coef_util_distance_univ,-0.16366566512380015,-0.16366566512380015,-0.061299998313188553,0
-coef_util_distance_work_inbound,-6.9206223055934686,-6.9206223055934686,0.14781327545642853,0
-coef_util_distance_work_outbound,-0.15694164906466096,-0.15694164906466096,-0.049725916236639023,0
-eatout_HEREMPN,-819.1055252552693,-819.1055252552693,-1.3547956943511963,0
+coef_prox_dest_outbound_work,0,0,0,0
+coef_prox_home_inbound_work,-0.42511545535361761,-0.42511545535361761,-0.15000000596046448,0
+coef_prox_home_outbound_work,-0.015586316153796702,-0.015586316153796702,-0.37999999523162842,0
+coef_util_distance_atwork,-0.12233412535963523,-0.12233412535963523,-0.12233459949493408,0
+coef_util_distance_eatout,-0.31527860777732059,-0.31527860777732059,-0.10289999842643738,0
+coef_util_distance_escort,-0.20896432333181236,-0.20896432333181236,-0.14910000562667847,0
+coef_util_distance_othdiscr,-0.32948686834710317,-0.32948686834710317,-0.12617222964763641,0
+coef_util_distance_othmaint,-0.189836518023934,-0.189836518023934,-0.096199996769428253,0
+coef_util_distance_school,-0.10560055139570937,-0.10560055139570937,-0.10559999942779541,0
+coef_util_distance_shopping,-0.31439120387739444,-0.31439120387739444,-0.11919999867677689,0
+coef_util_distance_social,-0.21252031607377456,-0.21252031607377456,-0.13289999961853027,0
+coef_util_distance_univ,-0.16366566463671706,-0.16366566463671706,-0.061299998313188553,0
+coef_util_distance_work_inbound,-0.43284610617518143,-0.43284610617518143,0.14781327545642853,0
+coef_util_distance_work_outbound,-0.15694162700147077,-0.15694162700147077,-0.049725916236639023,0
+eatout_HEREMPN,-735.35391763180496,-735.35391763180496,-1.3547956943511963,0
 eatout_RETEMPN,-0.29840603470802307,-0.29840603470802307,-0.29840603470802307,0
-escort_AGE0519,-34.168581928799881,-34.168581928799881,-0.76787072420120239,0
-escort_HEREMPN,-36.209681359186099,-36.209681359186099,-1.9379420280456543,0
-escort_HSENROLL,-35.504680589841293,-35.504680589841293,-1.7957675457000732,0
-escort_RETEMPN,-35.308657067519476,-35.308657067519476,-1.4916548728942871,0
+escort_AGE0519,-34.146330319047635,-34.146330319047635,-0.76787072420120239,0
+escort_HEREMPN,-36.185934740550735,-36.185934740550735,-1.9379420280456543,0
+escort_HSENROLL,-35.482441440764148,-35.482441440764148,-1.7957675457000732,0
+escort_RETEMPN,-35.28779133946658,-35.28779133946658,-1.4916548728942871,0
 escort_TOTHH,-6.9077553749084473,-6.9077553749084473,-6.9077553749084473,0
-othdiscr_HEREMPN,-1590.2443769893835,-1590.2443769893835,-1.3019531965255737,0
-othdiscr_HSENROLL,-17.480780456151027,-17.480780456151027,-2.3227877616882324,0
-othdiscr_OTHEMPN,-4066.3792692241386,-4066.3792692241386,-1.8018097877502441,0
-othdiscr_RETEMPN,-4.8145886079817819,-4.8145886079817819,-1.5511690378189087,0
+othdiscr_HEREMPN,-1407.1767066933987,-1407.1767066933987,-1.3019531965255737,0
+othdiscr_HSENROLL,-16.410343601026089,-16.410343601026089,-2.3227877616882324,0
+othdiscr_OTHEMPN,-18880.507669912509,-18880.507669912509,-1.8018097877502441,0
+othdiscr_RETEMPN,-4.8145914198400339,-4.8145914198400339,-1.5511690378189087,0
 othdiscr_TOTHH,-1.3783261775970459,-1.3783261775970459,-1.3783261775970459,0
-othmaint_HEREMPN,-33.040600275142353,-33.040600275142353,-0.65778005123138428,0
-othmaint_RETEMPN,-32.334391297442174,-32.334391297442174,-0.73188799619674683,0
+othmaint_HEREMPN,-33.024962428999153,-33.024962428999153,-0.65778005123138428,0
+othmaint_RETEMPN,-32.319889481391705,-32.319889481391705,-0.73188799619674683,0
 othmaint_TOTHH,-6.9077553749084473,-6.9077553749084473,-6.9077553749084473,0
-shopping_RETEMPN,-27.336163711692908,-27.336163711692908,-0.0010005002841353416,0
+shopping_RETEMPN,-23.892728970934463,-23.892728970934463,-0.0010005002841353416,0
 shopping_TOTHH,-6.9077553749084473,-6.9077553749084473,-6.9077553749084473,0
-social_HEREMPN,-40.099928545719862,-40.099928545719862,-0.73814451694488525,0
-social_RETEMPN,-38.683289277404818,-38.683289277404818,-0.65200525522232056,0
+social_HEREMPN,-40.084022821895907,-40.084022821895907,-0.73814451694488525,0
+social_RETEMPN,-38.668703835173424,-38.668703835173424,-0.65200525522232056,0
 social_TOTHH,-6.9077553749084473,-6.9077553749084473,-6.9077553749084473,0
-univ_COLLFTE,-53.686637539870517,-53.686637539870517,-0.52424865961074829,0
-univ_COLLPTE,-18324.145024591242,-18324.145024591242,-0.89648813009262085,0
+univ_COLLFTE,-52.916360377104091,-52.916360377104091,-0.52424865961074829,0
+univ_COLLPTE,-19661.749288729949,-19661.749288729949,-0.89648813009262085,0
 univ_TOTHH,-6.9077553749084473,-6.9077553749084473,-6.9077553749084473,0
-work_AGREMPN,-0.045746743293575393,-0.045746743293575393,0,0
-work_FPSEMPN,-334.44500929829275,-334.44500929829275,0,0
-work_HEREMPN,-11947.426957365406,-11947.426957365406,0,0
-work_MWTEMPN,-5.1249753110793721,-5.1249753110793721,0,0
-work_OTHEMPN,-26.746358353776838,-26.746358353776838,0,0
+work_AGREMPN,-0.045747060225834933,-0.045747060225834933,0,0
+work_FPSEMPN,-485.71888319359556,-485.71888319359556,0,0
+work_HEREMPN,-138.10600027993303,-138.10600027993303,0,0
+work_MWTEMPN,-5.1249743665982441,-5.1249743665982441,0,0
+work_OTHEMPN,-24.742530479368806,-24.742530479368806,0,0
 work_RETEMPN,0,0,0,0
diff --git a/activitysim/estimation/test/test_larch_estimation/test_location_model_trip_destination_SLSQP_None_.csv b/activitysim/estimation/test/test_larch_estimation/test_location_model_trip_destination_SLSQP_None_.csv
new file mode 100644
index 0000000000..00234b5079
--- /dev/null
+++ b/activitysim/estimation/test/test_larch_estimation/test_location_model_trip_destination_SLSQP_None_.csv
@@ -0,0 +1,48 @@
+param_name,value,best,initvalue,nullvalue
+coef_UNAVAILABLE,-999,-999,-999,0
+coef_distance_joint,-0.33134844410661268,-0.33135365019482871,-0.12380000203847885,0
+coef_mode_choice_logsum,0.10404782558776673,0.10404902119734737,1.8209999799728394,0
+coef_one,1,1,1,0
+coef_prox_dest_outbound_work,0,0,0,0
+coef_prox_home_inbound_work,-0.43355983407617132,-0.43356515858610667,-0.15000000596046448,0
+coef_prox_home_outbound_work,-0.013630490468606973,-0.013630962107906125,-0.37999999523162842,0
+coef_util_distance_atwork,-0.12233459949493408,-0.12233459949493408,-0.12233459949493408,0
+coef_util_distance_eatout,-0.30369611711207345,-0.30370280168537217,-0.10289999842643738,0
+coef_util_distance_escort,-0.20130525011921385,-0.20130417694904884,-0.14910000562667847,0
+coef_util_distance_othdiscr,-0.31715754635603827,-0.31715481907154325,-0.12617222964763641,0
+coef_util_distance_othmaint,-0.1812975225573846,-0.18128613104067043,-0.096199996769428253,0
+coef_util_distance_school,-0.10559999942779541,-0.10559999942779541,-0.10559999942779541,0
+coef_util_distance_shopping,-0.3307589512022982,-0.33076061020463604,-0.11919999867677689,0
+coef_util_distance_social,-0.2659252249486278,-0.265920931953054,-0.13289999961853027,0
+coef_util_distance_univ,-0.14321261083041822,-0.14321492496348073,-0.061299998313188553,0
+coef_util_distance_work_inbound,-0.42854398962663698,-0.42853407623707079,0.14781327545642853,0
+coef_util_distance_work_outbound,-0.14563469653404526,-0.14563242024181883,-0.049725916236639023,0
+eatout_HEREMPN,-5.9999999999987965,-5.9999999998720117,-1.3547956943511963,0
+eatout_RETEMPN,-0.29840603470802307,-0.29840603470802307,-0.29840603470802307,0
+escort_AGE0519,3.0934694401381719,3.0934669149506493,-0.76787072420120239,0
+escort_HEREMPN,-5.1455749906308634,-5.1455755332943429,-1.9379420280456543,0
+escort_HSENROLL,-0.86259505065782127,-0.86258990666041102,-1.7957675457000732,0
+escort_RETEMPN,-3.197352946486133,-3.1973553524377385,-1.4916548728942871,0
+escort_TOTHH,-6.9077553749084473,-6.9077553749084473,-6.9077553749084473,0
+othdiscr_HEREMPN,-5.9999999999996385,-5.9999999999615348,-1.3019531965255737,0
+othdiscr_HSENROLL,-5.3098114987510021,-5.3098141692353842,-2.3227877616882324,0
+othdiscr_OTHEMPN,-5.9999999999948379,-5.9999999994512185,-1.8018097877502441,0
+othdiscr_RETEMPN,-5.1182251846633031,-5.1182380614929812,-1.5511690378189087,0
+othdiscr_TOTHH,-1.3783261775970459,-1.3783261775970459,-1.3783261775970459,0
+othmaint_HEREMPN,-5.999999999995695,-5.9999999995423137,-0.65778005123138428,0
+othmaint_RETEMPN,-5.9999999999862119,-5.9999999985341876,-0.73188799619674683,0
+othmaint_TOTHH,-6.9077553749084473,-6.9077553749084473,-6.9077553749084473,0
+shopping_RETEMPN,-5.9999999999999991,-5.9999999999999076,-0.0010005002841353416,0
+shopping_TOTHH,-6.9077553749084473,-6.9077553749084473,-6.9077553749084473,0
+social_HEREMPN,-3.1416302242642606,-3.1416126892727569,-0.73814451694488525,0
+social_RETEMPN,0.79021700560209307,0.79019473285367858,-0.65200525522232056,0
+social_TOTHH,-6.9077553749084473,-6.9077553749084473,-6.9077553749084473,0
+univ_COLLFTE,-5.9999999999999929,-5.9999999999999938,-0.52424865961074829,0
+univ_COLLPTE,-6,-5.9999999999999902,-0.89648813009262085,0
+univ_TOTHH,-6.9077553749084473,-6.9077553749084473,-6.9077553749084473,0
+work_AGREMPN,-1.1171784109856115,-1.1171768623786988,0,0
+work_FPSEMPN,-6,-5.9999999999999938,0,0
+work_HEREMPN,-5.9999999992762003,-5.9999999993504787,0,0
+work_MWTEMPN,-5.9999999989867057,-5.9999999990906927,0,0
+work_OTHEMPN,-5.9999999999994476,-5.999999999941287,0,0
+work_RETEMPN,0,0,0,0
diff --git a/activitysim/examples/example_estimation/build_example_data/build_stop_coeffs.py b/activitysim/examples/example_estimation/build_example_data/build_stop_coeffs.py
index 69a3f38fbc..4eb08207f5 100644
--- a/activitysim/examples/example_estimation/build_example_data/build_stop_coeffs.py
+++ b/activitysim/examples/example_estimation/build_example_data/build_stop_coeffs.py
@@ -1,5 +1,7 @@
 #  python ~/work/activitysim/activitysim/examples/example_estimation/build_example_data/build_stop_coeffs.py
 
+from __future__ import annotations
+
 import numpy as np
 import pandas as pd
 
@@ -18,7 +20,6 @@
     "othmaint",
     "othdiscr",
 ]:
-
     if FIRST_RUN:
         df = pd.read_csv(f"stop_frequency_{what}.csv", comment="#")
         df.to_csv(f"stop_frequency_backup_{what}.csv", index=False)
diff --git a/activitysim/examples/optimize_example_data.py b/activitysim/examples/optimize_example_data.py
index 490bea110c..d80da032f7 100644
--- a/activitysim/examples/optimize_example_data.py
+++ b/activitysim/examples/optimize_example_data.py
@@ -1,3 +1,5 @@
+from __future__ import annotations
+
 import os
 
 import openmatrix
@@ -5,7 +7,6 @@
 
 
 def patch_example_sandag_1_zone(example_dir):
-
     cwd = os.getcwd()
     try:
         os.chdir(example_dir)
diff --git a/activitysim/examples/placeholder_multiple_zone/scripts/three_zone_example_data.py b/activitysim/examples/placeholder_multiple_zone/scripts/three_zone_example_data.py
index 248f9e2f45..7291c65337 100644
--- a/activitysim/examples/placeholder_multiple_zone/scripts/three_zone_example_data.py
+++ b/activitysim/examples/placeholder_multiple_zone/scripts/three_zone_example_data.py
@@ -9,6 +9,8 @@
 #
 # This script should work for the full TM1 example as well.
 
+from __future__ import annotations
+
 import os
 import sys
 
@@ -111,7 +113,6 @@
 
 
 with omx.open_file(os.path.join(input_data, "skims.omx")) as ur_skims:
-
     # create df with DIST column
     maz_to_maz = pd.DataFrame(ur_skims["DIST"]).unstack().reset_index()
     maz_to_maz.columns = ["OMAZ", "DMAZ", "DIST"]
@@ -155,9 +156,7 @@
 ) as output_taz_skims_file, omx.open_file(
     os.path.join(output_data, "tap_skims.omx"), "w"
 ) as output_tap_skims_file:
-
     for skim_name in ur_skims.list_matrices():
-
         ur_skim = ur_skims[skim_name][:]
         new_skim = ur_skim[taz_zone_indexes, :][:, taz_zone_indexes]
         # print("skim:", skim_name, ": shape", str(new_skim.shape))
diff --git a/activitysim/examples/placeholder_multiple_zone/scripts/two_zone_example_data.py b/activitysim/examples/placeholder_multiple_zone/scripts/two_zone_example_data.py
index 0b247905f5..a4c6c46fcb 100644
--- a/activitysim/examples/placeholder_multiple_zone/scripts/two_zone_example_data.py
+++ b/activitysim/examples/placeholder_multiple_zone/scripts/two_zone_example_data.py
@@ -9,6 +9,8 @@
 #
 # This script should work for the full TM1 example as well.
 
+from __future__ import annotations
+
 import os
 import sys
 
@@ -107,7 +109,6 @@
 ) as skims_file, omx.open_file(
     os.path.join(output_data, "taz_skims.omx"), "w"
 ) as output_skims_file:
-
     skims = skims_file.list_matrices()
     num_zones = skims_file.shape()[0]
 
@@ -116,7 +117,6 @@
     assert num_zones == len(land_use)
 
     for skim_name in skims_file.list_matrices():
-
         old_skim = skims_file[skim_name][:]
         new_skim = old_skim[new_zone_indexes, :][:, new_zone_indexes]
         output_skims_file[skim_name] = new_skim
@@ -133,7 +133,6 @@
 
 
 with omx.open_file(os.path.join(input_data, "skims.omx")) as skims_file:
-
     # create df with DIST column
     maz_to_maz = pd.DataFrame(np.transpose(skims_file["DIST"])).unstack().reset_index()
     maz_to_maz.columns = ["OMAZ", "DMAZ", "DIST"]
diff --git a/activitysim/examples/placeholder_multiple_zone/simulation.py b/activitysim/examples/placeholder_multiple_zone/simulation.py
index 8313dd45e7..70cf3457fd 100644
--- a/activitysim/examples/placeholder_multiple_zone/simulation.py
+++ b/activitysim/examples/placeholder_multiple_zone/simulation.py
@@ -1,13 +1,14 @@
 # ActivitySim
 # See full license in LICENSE.txt.
 
+from __future__ import annotations
+
 import argparse
 import sys
 
 from activitysim.cli.run import add_run_args, run
 
 if __name__ == "__main__":
-
     parser = argparse.ArgumentParser()
     add_run_args(parser)
     args = parser.parse_args()
diff --git a/activitysim/examples/placeholder_multiple_zone/test/simulation.py b/activitysim/examples/placeholder_multiple_zone/test/simulation.py
index 8313dd45e7..70cf3457fd 100755
--- a/activitysim/examples/placeholder_multiple_zone/test/simulation.py
+++ b/activitysim/examples/placeholder_multiple_zone/test/simulation.py
@@ -1,13 +1,14 @@
 # ActivitySim
 # See full license in LICENSE.txt.
 
+from __future__ import annotations
+
 import argparse
 import sys
 
 from activitysim.cli.run import add_run_args, run
 
 if __name__ == "__main__":
-
     parser = argparse.ArgumentParser()
     add_run_args(parser)
     args = parser.parse_args()
diff --git a/activitysim/examples/placeholder_multiple_zone/test/test_multiple_zone.py b/activitysim/examples/placeholder_multiple_zone/test/test_multiple_zone.py
index f0c9e1587f..46aa8bf466 100644
--- a/activitysim/examples/placeholder_multiple_zone/test/test_multiple_zone.py
+++ b/activitysim/examples/placeholder_multiple_zone/test/test_multiple_zone.py
@@ -44,7 +44,6 @@ def test_path(dirname):
         return os.path.join(os.path.dirname(__file__), dirname)
 
     def regress(zone):
-
         # regress tours
         regress_tours_df = pd.read_csv(
             test_path(f"regress/final_tours_{zone}_zone.csv")
@@ -157,7 +156,6 @@ def test_3_zone_mp(data):
 
 @test.run_if_exists("reference_pipeline_2_zone.zip")
 def test_multizone_progressive(zone="2"):
-
     zone = str(zone)
 
     import activitysim.abm  # register components
@@ -205,7 +203,6 @@ def test_path(dirname):
 
 
 if __name__ == "__main__":
-
     build_data()
     run_test(zone="2", multiprocess=False)
     run_test(zone="2", multiprocess=True)
diff --git a/activitysim/examples/placeholder_multiple_zone/three_zone_example_data.py b/activitysim/examples/placeholder_multiple_zone/three_zone_example_data.py
index 9f0dae1ad7..0a43cce220 100644
--- a/activitysim/examples/placeholder_multiple_zone/three_zone_example_data.py
+++ b/activitysim/examples/placeholder_multiple_zone/three_zone_example_data.py
@@ -9,6 +9,8 @@
 #
 # This script should work for the full TM1 example as well.
 
+from __future__ import annotations
+
 import os
 import shutil
 
@@ -108,7 +110,6 @@
 
 
 with omx.open_file(os.path.join(input_data, "skims.omx")) as ur_skims:
-
     # create df with DIST column
     maz_to_maz = pd.DataFrame(ur_skims["DIST"]).unstack().reset_index()
     maz_to_maz.columns = ["OMAZ", "DMAZ", "DIST"]
@@ -149,9 +150,7 @@
 ) as output_taz_skims_file, omx.open_file(
     os.path.join(output_data, "tap_skims.omx"), "w"
 ) as output_tap_skims_file:
-
     for skim_name in ur_skims.list_matrices():
-
         ur_skim = ur_skims[skim_name][:]
         new_skim = ur_skim[taz_zone_indexes, :][:, taz_zone_indexes]
         # print("skim:", skim_name, ": shape", str(new_skim.shape))
diff --git a/activitysim/examples/placeholder_multiple_zone/two_zone_example_data.py b/activitysim/examples/placeholder_multiple_zone/two_zone_example_data.py
index 90ab0ca1a7..fbb26e2aaa 100644
--- a/activitysim/examples/placeholder_multiple_zone/two_zone_example_data.py
+++ b/activitysim/examples/placeholder_multiple_zone/two_zone_example_data.py
@@ -9,6 +9,8 @@
 #
 # This script should work for the full TM1 example as well.
 
+from __future__ import annotations
+
 import os
 import shutil
 
@@ -104,7 +106,6 @@
 ) as skims_file, omx.open_file(
     os.path.join(output_data, "taz_skims.omx"), "w"
 ) as output_skims_file:
-
     skims = skims_file.list_matrices()
     num_zones = skims_file.shape()[0]
 
@@ -113,7 +114,6 @@
     assert num_zones == len(land_use)
 
     for skim_name in skims_file.list_matrices():
-
         old_skim = skims_file[skim_name][:]
         new_skim = old_skim[new_zone_indexes, :][:, new_zone_indexes]
         output_skims_file[skim_name] = new_skim
@@ -129,7 +129,6 @@
 
 
 with omx.open_file(os.path.join(input_data, "skims.omx")) as skims_file:
-
     # create df with DIST column
     maz_to_maz = pd.DataFrame(np.transpose(skims_file["DIST"])).unstack().reset_index()
     maz_to_maz.columns = ["OMAZ", "DMAZ", "DIST"]
diff --git a/activitysim/examples/placeholder_psrc/scripts/integrity.py b/activitysim/examples/placeholder_psrc/scripts/integrity.py
index b2e81656d8..ea02423b85 100644
--- a/activitysim/examples/placeholder_psrc/scripts/integrity.py
+++ b/activitysim/examples/placeholder_psrc/scripts/integrity.py
@@ -1,3 +1,5 @@
+from __future__ import annotations
+
 import argparse
 import os
 
@@ -60,7 +62,6 @@ def to_csv(df, file_name):
 
 
 def report_baddies(df, tag, fatal=False):
-
     if len(df) > 0:
         print(f"\n### OOPS ### {len(df)} {tag}\n")
 
diff --git a/activitysim/examples/placeholder_psrc/scripts/psrc_crop.py b/activitysim/examples/placeholder_psrc/scripts/psrc_crop.py
index 304963b580..b91e0d70b6 100644
--- a/activitysim/examples/placeholder_psrc/scripts/psrc_crop.py
+++ b/activitysim/examples/placeholder_psrc/scripts/psrc_crop.py
@@ -1,3 +1,5 @@
+from __future__ import annotations
+
 import argparse
 import os
 
@@ -99,7 +101,6 @@ def to_csv(df, file_name):
 
 
 if check_geography:
-
     # ######## check for orphan_households not in any maz in land_use
     land_use = read_csv("land_use.csv")
     land_use = land_use[["MAZ", "TAZ"]]  # King County
@@ -264,7 +265,6 @@ def to_csv(df, file_name):
 
 iskim = 0
 for mat_name in omx_in.list_matrices():
-
     # make sure we have a vanilla numpy array, not a CArray
     m = np.asanyarray(omx_in[mat_name]).astype(skim_data_type)
     m = m[tazs_indexes, :][:, tazs_indexes]
diff --git a/activitysim/examples/placeholder_psrc/test/simulation.py b/activitysim/examples/placeholder_psrc/test/simulation.py
index 8313dd45e7..70cf3457fd 100755
--- a/activitysim/examples/placeholder_psrc/test/simulation.py
+++ b/activitysim/examples/placeholder_psrc/test/simulation.py
@@ -1,13 +1,14 @@
 # ActivitySim
 # See full license in LICENSE.txt.
 
+from __future__ import annotations
+
 import argparse
 import sys
 
 from activitysim.cli.run import add_run_args, run
 
 if __name__ == "__main__":
-
     parser = argparse.ArgumentParser()
     add_run_args(parser)
     args = parser.parse_args()
diff --git a/activitysim/examples/placeholder_sandag/scripts/sandag_crop_1_zone.py b/activitysim/examples/placeholder_sandag/scripts/sandag_crop_1_zone.py
index 0c84e53794..7fe9b6b0ca 100644
--- a/activitysim/examples/placeholder_sandag/scripts/sandag_crop_1_zone.py
+++ b/activitysim/examples/placeholder_sandag/scripts/sandag_crop_1_zone.py
@@ -1,3 +1,5 @@
+from __future__ import annotations
+
 import argparse
 import os
 
@@ -84,7 +86,6 @@ def to_csv(df, file_name):
 
 
 if check_geography:
-
     # ######## check for orphan_households not in any taz in land_use
     land_use = read_csv("land_use.csv")
 
@@ -159,7 +160,6 @@ def to_csv(df, file_name):
 
 iskim = 0
 for mat_name in omx_in.list_matrices():
-
     # make sure we have a vanilla numpy array, not a CArray
     m = np.asanyarray(omx_in[mat_name]).astype(skim_data_type)
     m = m[zone_indexes, :][:, zone_indexes]
diff --git a/activitysim/examples/placeholder_sandag/scripts/sandag_crop_2_zone.py b/activitysim/examples/placeholder_sandag/scripts/sandag_crop_2_zone.py
index bfcf9c84d6..77325c3053 100644
--- a/activitysim/examples/placeholder_sandag/scripts/sandag_crop_2_zone.py
+++ b/activitysim/examples/placeholder_sandag/scripts/sandag_crop_2_zone.py
@@ -1,3 +1,5 @@
+from __future__ import annotations
+
 import argparse
 import os
 
@@ -91,7 +93,6 @@ def to_csv(df, file_name):
 
 
 if check_geography:
-
     # ######## check for orphan_households not in any maz in land_use
     land_use = read_csv("land_use.csv")
     land_use = land_use[["MAZ", "TAZ"]]  # King County
@@ -255,7 +256,6 @@ def to_csv(df, file_name):
 
 iskim = 0
 for mat_name in omx_in.list_matrices():
-
     # make sure we have a vanilla numpy array, not a CArray
     m = np.asanyarray(omx_in[mat_name]).astype(skim_data_type)
     m = m[tazs_indexes, :][:, tazs_indexes]
diff --git a/activitysim/examples/placeholder_sandag/scripts/sandag_crop_3_zone.py b/activitysim/examples/placeholder_sandag/scripts/sandag_crop_3_zone.py
index 908692d3d4..e19ac4939b 100644
--- a/activitysim/examples/placeholder_sandag/scripts/sandag_crop_3_zone.py
+++ b/activitysim/examples/placeholder_sandag/scripts/sandag_crop_3_zone.py
@@ -1,3 +1,5 @@
+from __future__ import annotations
+
 import argparse
 import os
 
@@ -83,7 +85,6 @@ def to_csv(df, file_name):
 
 
 def crop_omx(omx_file_name, zones, num_outfiles=1):
-
     skim_data_type = np.float32
 
     omx_in = omx.open_file(input_path(f"{omx_file_name}.omx"))
@@ -139,7 +140,6 @@ def crop_omx(omx_file_name, zones, num_outfiles=1):
 
 
 if check_geography:
-
     # ######## check for orphan_households not in any maz in land_use
     land_use = read_csv(LAND_USE)
     land_use = land_use[["MAZ", "TAZ"]]
diff --git a/activitysim/examples/placeholder_sandag/test/simulation.py b/activitysim/examples/placeholder_sandag/test/simulation.py
index 8313dd45e7..70cf3457fd 100755
--- a/activitysim/examples/placeholder_sandag/test/simulation.py
+++ b/activitysim/examples/placeholder_sandag/test/simulation.py
@@ -1,13 +1,14 @@
 # ActivitySim
 # See full license in LICENSE.txt.
 
+from __future__ import annotations
+
 import argparse
 import sys
 
 from activitysim.cli.run import add_run_args, run
 
 if __name__ == "__main__":
-
     parser = argparse.ArgumentParser()
     add_run_args(parser)
     args = parser.parse_args()
diff --git a/activitysim/examples/placeholder_sandag/test/test_sandag.py b/activitysim/examples/placeholder_sandag/test/test_sandag.py
index 32e18ff1c9..a907333ee0 100644
--- a/activitysim/examples/placeholder_sandag/test/test_sandag.py
+++ b/activitysim/examples/placeholder_sandag/test/test_sandag.py
@@ -47,7 +47,6 @@ def test_path(dirname):
         return os.path.join(os.path.dirname(__file__), dirname)
 
     def regress(zone):
-
         # ## regress tours
         if sharrow and os.path.isfile(
             test_path(f"regress/final_{zone}_zone_tours_sh.csv")
@@ -315,7 +314,6 @@ def test_3_zone_progressive():
 
 
 if __name__ == "__main__":
-
     # call each test explicitly so we get a pass/fail for each
     build_data()
     run_test(zone="1", multiprocess=False)
diff --git a/activitysim/examples/production_semcog/scripts/semcog_crop.py b/activitysim/examples/production_semcog/scripts/semcog_crop.py
index f20ed4e7ea..289a75142b 100644
--- a/activitysim/examples/production_semcog/scripts/semcog_crop.py
+++ b/activitysim/examples/production_semcog/scripts/semcog_crop.py
@@ -1,3 +1,5 @@
+from __future__ import annotations
+
 import argparse
 import os
 
@@ -94,7 +96,6 @@ def to_csv(df, file_name):
 
 
 if check_geography:
-
     # ######## check for orphan_households not in any maz in land_use
     land_use = read_csv("land_use.csv")
 
@@ -199,7 +200,6 @@ def to_csv(df, file_name):
 
 iskim = 0
 for mat_name in omx_in.list_matrices():
-
     # make sure we have a vanilla numpy array, not a CArray
     m = np.asanyarray(omx_in[mat_name]).astype(skim_data_type)
     m = m[zone_indexes, :][:, zone_indexes]
diff --git a/activitysim/examples/production_semcog/simulation.py b/activitysim/examples/production_semcog/simulation.py
index cba7add1b9..15040c3769 100644
--- a/activitysim/examples/production_semcog/simulation.py
+++ b/activitysim/examples/production_semcog/simulation.py
@@ -1,15 +1,16 @@
 # ActivitySim
 # See full license in LICENSE.txt.
 
+from __future__ import annotations
+
 import argparse
 import sys
 
-from activitysim.cli.run import add_run_args, run
-
 import extensions
 
-if __name__ == "__main__":
+from activitysim.cli.run import add_run_args, run
 
+if __name__ == "__main__":
     parser = argparse.ArgumentParser()
     add_run_args(parser)
     args = parser.parse_args()
diff --git a/activitysim/examples/prototype_arc/scripts/arc_crop.py b/activitysim/examples/prototype_arc/scripts/arc_crop.py
index 32cfc092da..93d878b843 100644
--- a/activitysim/examples/prototype_arc/scripts/arc_crop.py
+++ b/activitysim/examples/prototype_arc/scripts/arc_crop.py
@@ -1,3 +1,5 @@
+from __future__ import annotations
+
 import argparse
 import os
 
@@ -92,7 +94,6 @@ def to_csv(df, file_name):
 
 
 if check_geography:
-
     # ######## check for orphan_households not in any maz in land_use
     land_use = read_csv("land_use.csv")
 
@@ -170,7 +171,6 @@ def to_csv(df, file_name):
 
 iskim = 0
 for mat_name in omx_in.list_matrices():
-
     # make sure we have a vanilla numpy array, not a CArray
     m = np.asanyarray(omx_in[mat_name]).astype(skim_data_type)
     m = m[zone_indexes, :][:, zone_indexes]
diff --git a/activitysim/examples/prototype_arc/simulation.py b/activitysim/examples/prototype_arc/simulation.py
index e328406328..f24e2a0bc0 100644
--- a/activitysim/examples/prototype_arc/simulation.py
+++ b/activitysim/examples/prototype_arc/simulation.py
@@ -4,13 +4,14 @@
 # ActivitySim
 # See full license in LICENSE.txt.
 
+from __future__ import annotations
+
 import argparse
 import sys
 
 from activitysim.cli.run import add_run_args, run
 
 if __name__ == "__main__":
-
     parser = argparse.ArgumentParser()
     add_run_args(parser)
     args = parser.parse_args()
diff --git a/activitysim/examples/prototype_arc/test/simulation.py b/activitysim/examples/prototype_arc/test/simulation.py
index 8313dd45e7..70cf3457fd 100755
--- a/activitysim/examples/prototype_arc/test/simulation.py
+++ b/activitysim/examples/prototype_arc/test/simulation.py
@@ -1,13 +1,14 @@
 # ActivitySim
 # See full license in LICENSE.txt.
 
+from __future__ import annotations
+
 import argparse
 import sys
 
 from activitysim.cli.run import add_run_args, run
 
 if __name__ == "__main__":
-
     parser = argparse.ArgumentParser()
     add_run_args(parser)
     args = parser.parse_args()
diff --git a/activitysim/examples/prototype_arc/test/test_arc.py b/activitysim/examples/prototype_arc/test/test_arc.py
index aeb6a56155..54462ec958 100644
--- a/activitysim/examples/prototype_arc/test/test_arc.py
+++ b/activitysim/examples/prototype_arc/test/test_arc.py
@@ -91,7 +91,6 @@ def test_arc_sharrow():
 
 
 if __name__ == "__main__":
-
     _test_arc()
     _test_arc(recode=True)
     _test_arc(sharrow=True)
diff --git a/activitysim/examples/prototype_marin/scripts/marin_crop.py b/activitysim/examples/prototype_marin/scripts/marin_crop.py
index b82f596c08..c3f75ffc85 100644
--- a/activitysim/examples/prototype_marin/scripts/marin_crop.py
+++ b/activitysim/examples/prototype_marin/scripts/marin_crop.py
@@ -1,6 +1,8 @@
 # crop marin tvpb example data processing to one county
 # Ben Stabler, ben.stabler@rsginc.com, 09/17/20
 
+from __future__ import annotations
+
 import argparse
 import os
 
@@ -95,7 +97,6 @@ def to_csv(df, file_name):
 WORK_TOURS = "work_tours.csv"
 
 if check_geography:
-
     # ######## check for orphan_households not in any maz in land_use
     land_use = read_csv(LAND_USE)
     land_use = land_use[["MAZ", "TAZ"]]
diff --git a/activitysim/examples/prototype_marin/test/simulation.py b/activitysim/examples/prototype_marin/test/simulation.py
index 8313dd45e7..70cf3457fd 100755
--- a/activitysim/examples/prototype_marin/test/simulation.py
+++ b/activitysim/examples/prototype_marin/test/simulation.py
@@ -1,13 +1,14 @@
 # ActivitySim
 # See full license in LICENSE.txt.
 
+from __future__ import annotations
+
 import argparse
 import sys
 
 from activitysim.cli.run import add_run_args, run
 
 if __name__ == "__main__":
-
     parser = argparse.ArgumentParser()
     add_run_args(parser)
     args = parser.parse_args()
diff --git a/activitysim/examples/prototype_mtc/simulation.py b/activitysim/examples/prototype_mtc/simulation.py
index e89ab18e33..27ca7ac3c8 100644
--- a/activitysim/examples/prototype_mtc/simulation.py
+++ b/activitysim/examples/prototype_mtc/simulation.py
@@ -1,6 +1,8 @@
 # ActivitySim
 # See full license in LICENSE.txt.
 
+from __future__ import annotations
+
 import argparse
 import sys
 
@@ -8,7 +10,6 @@
 from activitysim.cli.run import add_run_args, run
 
 if __name__ == "__main__":
-
     parser = argparse.ArgumentParser()
     add_run_args(parser)
     args = parser.parse_args()
diff --git a/activitysim/examples/prototype_mtc/test/simulation.py b/activitysim/examples/prototype_mtc/test/simulation.py
index 8313dd45e7..70cf3457fd 100755
--- a/activitysim/examples/prototype_mtc/test/simulation.py
+++ b/activitysim/examples/prototype_mtc/test/simulation.py
@@ -1,13 +1,14 @@
 # ActivitySim
 # See full license in LICENSE.txt.
 
+from __future__ import annotations
+
 import argparse
 import sys
 
 from activitysim.cli.run import add_run_args, run
 
 if __name__ == "__main__":
-
     parser = argparse.ArgumentParser()
     add_run_args(parser)
     args = parser.parse_args()
diff --git a/activitysim/examples/prototype_mtc_extended/sampling_scenarios.py b/activitysim/examples/prototype_mtc_extended/sampling_scenarios.py
index 03f480fb97..f718f4745d 100644
--- a/activitysim/examples/prototype_mtc_extended/sampling_scenarios.py
+++ b/activitysim/examples/prototype_mtc_extended/sampling_scenarios.py
@@ -95,7 +95,6 @@ def make_scene_name(it, params):
 
 
 def copy_output(scene_name, model_settings):
-
     scene_dir_name = os.path.join("scenarios_output", scene_name)
 
     if os.path.exists(extended_path(scene_dir_name)):
diff --git a/activitysim/examples/prototype_mtc_extended/test/simulation.py b/activitysim/examples/prototype_mtc_extended/test/simulation.py
index 8313dd45e7..70cf3457fd 100644
--- a/activitysim/examples/prototype_mtc_extended/test/simulation.py
+++ b/activitysim/examples/prototype_mtc_extended/test/simulation.py
@@ -1,13 +1,14 @@
 # ActivitySim
 # See full license in LICENSE.txt.
 
+from __future__ import annotations
+
 import argparse
 import sys
 
 from activitysim.cli.run import add_run_args, run
 
 if __name__ == "__main__":
-
     parser = argparse.ArgumentParser()
     add_run_args(parser)
     args = parser.parse_args()
diff --git a/activitysim/examples/prototype_mwcog/scripts/mwcog_crop.py b/activitysim/examples/prototype_mwcog/scripts/mwcog_crop.py
index 3ba678f225..d4094c40b3 100644
--- a/activitysim/examples/prototype_mwcog/scripts/mwcog_crop.py
+++ b/activitysim/examples/prototype_mwcog/scripts/mwcog_crop.py
@@ -1,11 +1,14 @@
 # crop marin tvpb example data processing to one county
 # Ben Stabler, ben.stabler@rsginc.com, 09/17/20
 
-import os
-import pandas as pd
-import openmatrix as omx
+from __future__ import annotations
+
 import argparse
+import os
+
 import numpy as np
+import openmatrix as omx
+import pandas as pd
 
 MAZ_OFFSET = 0
 
@@ -259,7 +262,6 @@ def crop_omx(omx_file_name, zones, num_outfiles=1):
 
 
 if check_geography:
-
     # ######## check for orphan_households not in any maz in land_use
     land_use = read_csv(LAND_USE)
     land_use = land_use[["maz", "taz"]]
diff --git a/activitysim/examples/prototype_mwcog/simulation.py b/activitysim/examples/prototype_mwcog/simulation.py
index 8313dd45e7..70cf3457fd 100644
--- a/activitysim/examples/prototype_mwcog/simulation.py
+++ b/activitysim/examples/prototype_mwcog/simulation.py
@@ -1,13 +1,14 @@
 # ActivitySim
 # See full license in LICENSE.txt.
 
+from __future__ import annotations
+
 import argparse
 import sys
 
 from activitysim.cli.run import add_run_args, run
 
 if __name__ == "__main__":
-
     parser = argparse.ArgumentParser()
     add_run_args(parser)
     args = parser.parse_args()
diff --git a/activitysim/examples/prototype_mwcog/test/test_mwcog.py b/activitysim/examples/prototype_mwcog/test/test_mwcog.py
index 27d56a2a2b..8978d269d0 100644
--- a/activitysim/examples/prototype_mwcog/test/test_mwcog.py
+++ b/activitysim/examples/prototype_mwcog/test/test_mwcog.py
@@ -73,5 +73,4 @@ def test_mwcog_sharrow():
 
 
 if __name__ == "__main__":
-
     test_mwcog()
diff --git a/activitysim/examples/prototype_sandag_xborder/extensions/reassign_tour_purpose.py b/activitysim/examples/prototype_sandag_xborder/extensions/reassign_tour_purpose.py
index cc52818324..be1a05bf48 100644
--- a/activitysim/examples/prototype_sandag_xborder/extensions/reassign_tour_purpose.py
+++ b/activitysim/examples/prototype_sandag_xborder/extensions/reassign_tour_purpose.py
@@ -14,7 +14,6 @@
 
 @workflow.step
 def reassign_tour_purpose_by_poe(state: workflow.State, tours: pd.DataFrame) -> None:
-
     """
     Simulates tour purpose choices after tour origin has been assigned. This
     is useful when the original tour purposes are assigned randomly
diff --git a/activitysim/examples/prototype_sandag_xborder/scripts/sandag_crop_3_zone.py b/activitysim/examples/prototype_sandag_xborder/scripts/sandag_crop_3_zone.py
index f0968d6400..0af73513ae 100644
--- a/activitysim/examples/prototype_sandag_xborder/scripts/sandag_crop_3_zone.py
+++ b/activitysim/examples/prototype_sandag_xborder/scripts/sandag_crop_3_zone.py
@@ -2,6 +2,8 @@
 # crop marin tvpb example data processing to one county
 # Ben Stabler, ben.stabler@rsginc.com, 09/17/20
 
+from __future__ import annotations
+
 import argparse
 import glob
 import os
@@ -83,7 +85,6 @@ def to_csv(df, file_name):
 
 
 def crop_omx(omx_file_name, zones, num_outfiles=1):
-
     skim_data_type = np.float32
 
     omx_in = omx.open_file(input_path(f"{omx_file_name}.omx"))
diff --git a/activitysim/examples/prototype_sandag_xborder/simulation.py b/activitysim/examples/prototype_sandag_xborder/simulation.py
index 9e10fd4c9a..122d47017e 100644
--- a/activitysim/examples/prototype_sandag_xborder/simulation.py
+++ b/activitysim/examples/prototype_sandag_xborder/simulation.py
@@ -1,6 +1,8 @@
 # ActivitySim
 # See full license in LICENSE.txt.
 
+from __future__ import annotations
+
 import argparse
 import os
 import sys
@@ -10,7 +12,6 @@
 from activitysim.cli.run import add_run_args, run
 
 if __name__ == "__main__":
-
     parser = argparse.ArgumentParser()
     add_run_args(parser)
     args = parser.parse_args()
diff --git a/activitysim/workflows/steps/chunk_sizing.py b/activitysim/workflows/steps/chunk_sizing.py
index f19c19ab39..e267835ba9 100644
--- a/activitysim/workflows/steps/chunk_sizing.py
+++ b/activitysim/workflows/steps/chunk_sizing.py
@@ -28,7 +28,6 @@ def chunk_sizing(
 
     # if chunk size is set explicitly, use it without regard to other settings
     if chunk_size is None:
-
         if chunk_size_pct_of_available is not None:
             if chunk_size_pct_of_available > 1:
                 chunk_size_pct_of_available /= 100
diff --git a/activitysim/workflows/steps/contrast/composite_log.py b/activitysim/workflows/steps/contrast/composite_log.py
index 81c90c599a..0ea23c9e4b 100644
--- a/activitysim/workflows/steps/contrast/composite_log.py
+++ b/activitysim/workflows/steps/contrast/composite_log.py
@@ -1,3 +1,5 @@
+from __future__ import annotations
+
 import os
 
 import pandas as pd
@@ -26,7 +28,6 @@ def composite_log(
     archive_dir,
     compares=("compile", "sharrow", "legacy", "reference"),
 ) -> dict:
-
     reset_progress_step(description="composite timing and memory logs")
 
     timings = {}
diff --git a/activitysim/workflows/steps/contrast/runtime.py b/activitysim/workflows/steps/contrast/runtime.py
index 7437f331bc..8c37163305 100644
--- a/activitysim/workflows/steps/contrast/runtime.py
+++ b/activitysim/workflows/steps/contrast/runtime.py
@@ -1,3 +1,5 @@
+from __future__ import annotations
+
 import logging
 
 import altair as alt
@@ -65,7 +67,6 @@ def relabel_source(x):
     )
 
     if len(include_runs) == 1:
-
         result = c.mark_bar(size=6,).encode(
             x=alt.X("seconds:Q", stack=None),
             y=alt.Y("model_name", type="nominal", sort=None),
@@ -79,7 +80,6 @@ def relabel_source(x):
         )
 
     elif len(include_runs) == 2:
-
         result = c.mark_bar(yOffset=-3, size=6,).transform_filter(
             (alt.datum.source == relabel_source(include_runs[0]))
         ).encode(
diff --git a/activitysim/workflows/steps/contrast/transform_data.py b/activitysim/workflows/steps/contrast/transform_data.py
index 1b621631ec..05b777ea21 100644
--- a/activitysim/workflows/steps/contrast/transform_data.py
+++ b/activitysim/workflows/steps/contrast/transform_data.py
@@ -1,3 +1,5 @@
+from __future__ import annotations
+
 import logging
 
 import numpy as np
@@ -22,7 +24,6 @@ def transform_data(
     censor=None,
     eval=None,
 ) -> dict:
-
     if qcut is None and cut is None and clip is None and censor is None:
         raise ValueError("must give at least one of {cut, qcut, clip, censor}")
 
diff --git a/activitysim/workflows/steps/main.py b/activitysim/workflows/steps/main.py
index aa4e0d5281..ccefaa825b 100644
--- a/activitysim/workflows/steps/main.py
+++ b/activitysim/workflows/steps/main.py
@@ -21,7 +21,6 @@ def get_pipeline_definition(pipeline_name, parent):
         with open(workflow_file) as yaml_file:
             return pypyr.yaml.get_pipeline_yaml(yaml_file)
     else:
-
         return get_pipeline_definition(pipeline_name, parent)
 
 
@@ -53,7 +52,6 @@ def main(args):
         os.environ["NO_RICH"] = "1"
 
     with get_progress():
-
         try:
             import pypyr.log.logger
             import pypyr.pipelinerunner
diff --git a/activitysim/workflows/steps/memory_stress_test.py b/activitysim/workflows/steps/memory_stress_test.py
index 371d5104c3..57f1d8a769 100644
--- a/activitysim/workflows/steps/memory_stress_test.py
+++ b/activitysim/workflows/steps/memory_stress_test.py
@@ -25,7 +25,6 @@ def ping_mem(pid=None):
 
 @workstep(updates_context=True)
 def memory_stress_test(n=37):
-
     logging.critical(f"ping_mem = {ping_mem()}")
     big = np.arange(int(2 ** float(n) / 8), dtype=np.float64)
     big *= 2.0
diff --git a/activitysim/workflows/steps/progression.py b/activitysim/workflows/steps/progression.py
index 50c128ac26..c0832dc46c 100644
--- a/activitysim/workflows/steps/progression.py
+++ b/activitysim/workflows/steps/progression.py
@@ -1,3 +1,5 @@
+from __future__ import annotations
+
 import os
 import time
 from datetime import timedelta
@@ -26,12 +28,10 @@ def update(self, *args, **kwargs):
 dummy_progress = DummyProgress()
 
 try:
-
     from rich.panel import Panel
     from rich.progress import Progress, ProgressColumn, Text
 
 except ImportError:
-
     # allow printing in color on windows terminal
     if os.name == "nt":
         import ctypes
diff --git a/activitysim/workflows/steps/reporting/save_report.py b/activitysim/workflows/steps/reporting/save_report.py
index 1722084571..d4d0a17389 100644
--- a/activitysim/workflows/steps/reporting/save_report.py
+++ b/activitysim/workflows/steps/reporting/save_report.py
@@ -1,3 +1,5 @@
+from __future__ import annotations
+
 import logging
 import os
 import shutil
@@ -22,7 +24,6 @@ def save_report(
     toc_color="forest",
     copy_filename=None,
 ):
-
     bootstrap_font_family = (
         'font-family: -apple-system, "system-ui", "Segoe UI",'
         ' "Helvetica Neue", Arial, sans-serif, "Apple Color Emoji",'
diff --git a/conda-environments/activitysim-dev-base.yml b/conda-environments/activitysim-dev-base.yml
index 03e2f7da03..9a5f6d9cfc 100644
--- a/conda-environments/activitysim-dev-base.yml
+++ b/conda-environments/activitysim-dev-base.yml
@@ -31,8 +31,9 @@ dependencies:
 - ipykernel  # so this env will appear in jupyter as a selection
 - isort
 - jupyterlab
-- larch6 >= 6.0.34
+- larch >= 6.0.34
 - matplotlib
+- multimethod <2.0
 - myst-parser  # allows markdown in sphinx
 - nbconvert
 - nbformat
diff --git a/conda-environments/activitysim-dev.yml b/conda-environments/activitysim-dev.yml
index 5bdd04cb26..5f0edf02e5 100644
--- a/conda-environments/activitysim-dev.yml
+++ b/conda-environments/activitysim-dev.yml
@@ -28,6 +28,7 @@ dependencies:
 - isort
 - jupyterlab
 - matplotlib
+- multimethod <2.0
 - myst-parser  # allows markdown in sphinx
 - nbconvert
 - nbformat
@@ -74,5 +75,5 @@ dependencies:
 
 - pip:
   - autodoc_pydantic
-  - larch6 >= 6.0.34
+  - larch >= 6.0.34
   - -e ..
diff --git a/conda-environments/docbuild.yml b/conda-environments/docbuild.yml
index 30385c9718..302ab9379c 100644
--- a/conda-environments/docbuild.yml
+++ b/conda-environments/docbuild.yml
@@ -24,18 +24,18 @@ dependencies:
 - jupyter-book
 - jupyterlab
 - matplotlib
+- multimethod <2.0
 - myst-nb
 - myst-parser
 - numba >= 0.57
 - numpy >= 1.16.1, <2
 - numpydoc
 - openmatrix >= 0.3.4.1
-- orca >= 1.6
-- pandas >= 1.1.0,<2
+- pandas = 2.2.*
 - pandera >= 0.15, <0.18.1
 - platformdirs
 - psutil >= 4.1
-- pyarrow >= 2.0
+- pyarrow >= 2.0,<19
 - pydantic = 2.6.*
 - pypyr >= 5.3
 - pytables >=3.7
@@ -58,5 +58,5 @@ dependencies:
 
 - pip:
   - autodoc_pydantic
-  - larch6 >= 6.0.34
+  - larch >= 6.0.34
   - -e ..
diff --git a/conda-environments/github-actions-tests.yml b/conda-environments/github-actions-tests.yml
index 334628790e..dec794ddc3 100644
--- a/conda-environments/github-actions-tests.yml
+++ b/conda-environments/github-actions-tests.yml
@@ -13,6 +13,7 @@ dependencies:
 - dask = 2023.3.2
 - isort = 5.12.0
 - matplotlib = 3.9.*
+- multimethod < 2.0
 - nbmake = 1.4.6
 - numba = 0.60.*
 - numpy = 1.23.5
diff --git a/docs/conf.py b/docs/conf.py
index ef358b4cfd..c148e6b6bd 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -236,7 +236,7 @@
     "pandas": ("http://pandas.pydata.org/pandas-docs/stable", None),
     "xarray": ("https://docs.xarray.dev/en/stable", None),
     "pyarrow": ("https://arrow.apache.org/docs", None),
-    "numba": ("https://numba.pydata.org/numba-doc/latest", None),
+    "numba": ("https://numba.readthedocs.io/en/latest/", None),
     "psutil": ("https://psutil.readthedocs.io/en/latest", None),
 }
 
diff --git a/docs/dev-guide/changes.md b/docs/dev-guide/changes.md
index e8a94effd4..360ab1026e 100644
--- a/docs/dev-guide/changes.md
+++ b/docs/dev-guide/changes.md
@@ -5,6 +5,21 @@ major new features that may require modifications to existing model configuratio
 or code to utilize, as well as breaking changes that may cause existing model
 configurations or code to fail to run correctly.
 
+## v1.4
+
+### Improved Estimation Mode
+
+Version 1.4 includes several improvements to the estimation mode, including:
+
+- The ability to run estimation mode in parallel, which can significantly
+  speed up the estimation process for large models.
+- The ability to modify the model specification and coefficients file(s) for
+  the estimated submodels without re-running ActivitySim, which allows for more
+  flexibility in the estimation process.
+- Other improvements to the estimation mode workflow, including better error
+  handling, logging, and model evaluation tools.
+
+
 ## v1.3
 
 ### New Canonical Examples
diff --git a/docs/gettingstarted.rst b/docs/gettingstarted.rst
index 3dcb27bada..e318cdba58 100644
--- a/docs/gettingstarted.rst
+++ b/docs/gettingstarted.rst
@@ -24,7 +24,7 @@ installs a variety of things on your system, and it is quite likely to be flagge
 Windows, anti-virus, or institutional IT policies as "unusual" software, which
 may require special treatment to actually install and use.
 
-Download the installer from GitHub `here <https://github.com/ActivitySim/activitysim/releases/download/v1.2.0/Activitysim-1.2.0-Windows-x86_64.exe>`_.
+Download the installer from GitHub `here <https://github.com/ActivitySim/activitysim/releases/download/v1.3.1/Activitysim-1.3.1-Windows-x86_64.exe>`_.
 It is strongly recommended to choose the option to install "for me only", as this
 should not require administrator privileges on your machine.  Pay attention
 to the *complete path* of the installation location. You will need to know
diff --git a/docs/users-guide/estimation-mode/asim-est.md b/docs/users-guide/estimation-mode/asim-est.md
new file mode 100644
index 0000000000..77ef1e65aa
--- /dev/null
+++ b/docs/users-guide/estimation-mode/asim-est.md
@@ -0,0 +1,34 @@
+# Running ActivitySim in Estimation Mode
+
+ActivitySim is run in estimation mode to read ActivitySim-format travel survey
+files, and apply the ActivitySim submodels to write estimation data bundles (EDBs)
+that contains the model utility specifications, coefficients, chooser data, and
+alternatives data for each submodel. These EDBs are then used with Larch to
+re-estimate the model parameters.
+
+ActivitySim can be run in estimation mode by including a few extra settings in
+the `estimation.yaml` config file.  The key setting in this file is the `enabled`
+setting, which must be set to `True` in order to run in estimation mode. The
+default value for this setting is `False`, so if it is not explicitly set to
+`True`, ActivitySim will run in normal simulation mode, and everything else
+in the `estimation.yaml` config file will be ignored. These settings are
+documented below. After running ActivitySim in estimation mode, the EDBs will be
+written to disk, and can be used with Larch to re-estimate the model parameters.
+
+```{eval-rst}
+.. currentmodule:: activitysim.core.estimation
+```
+
+## Configuration Settings
+
+```{eval-rst}
+.. autopydantic_model:: EstimationConfig
+    :inherited-members: PydanticReadable
+    :show-inheritance:
+```
+
+## Survey Table Settings
+
+```{eval-rst}
+.. autopydantic_model:: SurveyTableConfig
+```
diff --git a/docs/users-guide/estimation-mode/index.md b/docs/users-guide/estimation-mode/index.md
new file mode 100644
index 0000000000..4593a5a42c
--- /dev/null
+++ b/docs/users-guide/estimation-mode/index.md
@@ -0,0 +1,58 @@
+
+# Estimation Mode
+
+ActivitySim includes the ability to re-estimate submodels using choice model estimation
+tools. It is possible to output the data needed for estimation and then use more or less
+any parameter estimation tool to find the best-fitting parameters for each model, but
+ActivitySim has a built-in integration with the [`larch`](https://larch.driftless.xyz)
+package, which is an open source Python package for estimating discrete choice models.
+
+## Estimation Workflow, Summarized
+
+The general workflow for estimating models is shown in the following figures and
+explained in more detail below.
+
+![estimation workflow](https://activitysim.github.io/activitysim/develop/_images/estimation_tools.jpg)
+
+First, the user converts their household travel survey into ActivitySim-format
+households, persons, tours, joint tour participants, and trip tables.  The
+households and persons tables must have the same fields as the synthetic population
+input tables since the surveyed households and persons will be run through the same
+set of submodels as the simulated households and persons.
+
+The ActivitySim estimation example [``scripts\infer.py``](https://github.com/ActivitySim/activitysim/blob/main/activitysim/examples/example_estimation/scripts/infer.py)
+module reads the ActivitySim-format household travel survey files and checks for
+inconsistencies in the input tables versus the model design, and calculates
+additional fields such as the household joint tour frequency based on the trips
+and joint tour participants table.  Survey households and persons observed choices
+much match the model design (i.e. a person cannot have more work tours than the model
+allows).
+
+ActivitySim is then run in estimation mode to read the ActivitySim-format
+travel survey files, and apply the ActivitySim submodels to write estimation data bundles
+(EDBs) that contains the model utility specifications, coefficients, chooser data,
+and alternatives data for each submodel.
+
+The relevant EDBs are read and transformed into the format required by the model
+estimation tool (i.e. larch) and then the coefficients are re-estimated. The
+``activitysim.estimation.larch`` library is included for integration with larch
+and there is a Jupyter Notebook estimation example for most core submodels.
+Certain kinds of changes to the model specification are allowed during the estimation
+process, as long as the required data fields are present in the EDB.  For example,
+the user can add new expressions that transform existing data, such as converting
+a continuous variable into a categorical variable, a polynomial transform, or a
+piecewise linear form.  More intensive changes to the model specification, such as
+adding data that is not in the EDB, or adding new alternatives, are generally not
+possible without re-running the estimation mode to write a new EDB.
+
+Based on the results of the estimation, the user can then update the model
+specification and coefficients file(s) for the estimated submodel.
+
+```{eval-rst}
+.. toctree::
+   :maxdepth: 2
+
+    Running ActivitySim in Estimation Mode <asim-est>
+    Using Larch to Re-estimate Models <larch>
+    ActivitySim Larch Tool API <larch-api>
+```
diff --git a/docs/users-guide/estimation-mode/larch-api.rst b/docs/users-guide/estimation-mode/larch-api.rst
new file mode 100644
index 0000000000..94805cda03
--- /dev/null
+++ b/docs/users-guide/estimation-mode/larch-api.rst
@@ -0,0 +1,50 @@
+==============
+Larch Tool API
+==============
+
+.. currentmodule:: activitysim.estimation.larch
+
+
+activitysim.estimation.larch.general
+------------------------------------
+
+.. automodule:: activitysim.estimation.larch.general
+   :members:
+
+
+activitysim.estimation.larch.data_maker
+---------------------------------------
+
+.. automodule:: activitysim.estimation.larch.data_maker
+   :members:
+
+activitysim.estimation.larch.simple_simulate
+--------------------------------------------
+
+.. automodule:: activitysim.estimation.larch.simple_simulate
+   :members:
+
+activitysim.estimation.larch.cdap
+---------------------------------
+
+.. automodule:: activitysim.estimation.larch.cdap
+   :members:
+
+activitysim.estimation.larch.location_choice
+--------------------------------------------
+
+.. automodule:: activitysim.estimation.larch.location_choice
+   :members:
+
+.. automodule:: activitysim.estimation.larch.mode_choice
+   :members:
+
+.. automodule:: activitysim.estimation.larch.nonmand_tour_freq
+   :members:
+
+.. automodule:: activitysim.estimation.larch.scheduling
+   :members:
+
+.. automodule:: activitysim.estimation.larch.stop_frequency
+   :members:
+```
diff --git a/docs/users-guide/estimation-mode/larch.md b/docs/users-guide/estimation-mode/larch.md
new file mode 100644
index 0000000000..370c2ac400
--- /dev/null
+++ b/docs/users-guide/estimation-mode/larch.md
@@ -0,0 +1,303 @@
+# Using Larch
+
+ActivitySim component models are mostly built as discrete choice models.  The
+parameters for these models typically need to be estimated based on observed
+survey data.  The estimation process is facilitated by the Larch package, which
+is a Python package for estimating discrete choice models.  Larch is a
+general-purpose package that can be used to estimate a wide variety of discrete
+choice models, including the multinomial logit and nested logit models that
+are commonly used in ActivitySim.  This section highlights some of the features
+of Larch, particularly as they relate to ActivitySim, as there are a few subtle
+differences between the two packages that users should be aware of when
+estimating models.
+
+## Setting up Larch Models
+
+ActivitySim includes a number of scripts and tools to set up Larch models
+for estimation.  The `activitysim.estimation.larch` library includes
+functions to read the EDBs written by ActivitySim and convert them into
+Larch models, including a generic [`component_model`](activitysim.estimation.larch.component_model)
+function that can be used to load the data and set up Larch for any standard ActivitySim component.
+This function is demonstrated in the [example notebooks](#example-notebooks).
+
+When given a truthy `return_data` argument, the `component_model` function
+will return a 2-tuple of the Larch model and the data used to create it.  The
+data as the second element of this tuple should be treated as a *copy* of the
+data used to create the model, and is provided primarily for the user to review
+and use in debugging if needed. If it is necessary to modify the data (e.g. to
+recreate temporary variables), the user should modify the `data` attribute of
+the model itself (i.e. `model.data` if `model` is the first element of the
+returned tuple), not the data returned in the second element of the tuple.
+
+## Model Specification
+
+By default, the process of estimating parameters for ActivitySim model components
+with Larch is based on the existing model specification files.  These are the
+CSV files that are used to define the utility function for each logit component.
+When running ActivitySim, these files are typically found in the configs directory,
+but when running in estimation mode, they are written out to the EDB as well, which
+is where the `activitysim.estimation.larch` library functions look for these
+input files.
+
+Users are not limited to using the existing model specification files, however. The
+Larch tools for model estimation now allow users to modify the model specification
+files, and then re-estimate the model, including existing and new parameters.
+The revised model specification files must rely on the same data that has already
+been written out to the EDB, but the user can add new expressions to the specification
+to transform the data, or to create new variables.  This is particularly useful
+for creating new piecewise linear transformations, or for creating new categorical
+variables from continuous variables.  The user can also add new variables to the
+specification that are not in the EDB, but this will require re-running ActivitySim
+in estimation mode to write a new EDB.  Examples for how to re-specify the model
+specification files are included in
+[selected example notebooks](#examples-that-include-re-specification).
+
+## Maximum Likelihood Estimation
+
+The approach used to estimate the parameters of a discrete choice model is
+maximum likelihood estimation (MLE).  The goal of MLE is to find the set of
+parameters that maximize the likelihood of observing the choice data that we
+have collected.
+
+Finding the maximum likelihood estimates of the parameters is a non-linear
+optimization problem.  To solve this problem, Larch primarily relies on the
+widely-used `scipy.optimize` package, which provides a number of
+[optimization algorithms](https://docs.scipy.org/doc/scipy/reference/optimize.html#local-multivariate-optimization)
+that can be used to find the maximum likelihood estimates. Different algorithms
+have different strengths and weaknesses, and the choice of algorithm can have a
+significant impact on the speed and accuracy of the estimation process.  By default,
+when no constraints or bounds are present, Larch uses an implementation of the
+[BHHH algorithm](https://en.wikipedia.org/wiki/Berndt–Hall–Hall–Hausman_algorithm),
+which is not included in scipy but is usually efficient for simple, well specified
+choice models without any constraints.  When constraints or bounds are present, by default Larch uses the
+Larch uses the `scipy.optimize.minimize` function with the `SLSQP` algorithm.
+The `larch.Model.estimate` method allows the
+user to specify the optimization algorithm to use via the `method` argument, which
+can be set to 'BHHH', 'SLSQP', or any other algorithm supported by `scipy.optimize.minimize`.
+If you are estimating a model and find the optimization is not converging as
+fast as expected (or at all), you may want to try a different optimization algorithm.
+
+## Model Evaluation
+
+The `larch.Model` class includes a number of methods for evaluating the
+quality of each estimated model. These tools are explained in
+[detail](https://larch.driftless.xyz/v6.0/user-guide/analysis.html) in the
+Larch documentation.
+
+A [simple aggregate analysis](https://larch.driftless.xyz/v6.0/user-guide/analysis.html#choice-and-availability-summary)
+of a Larch model data’s choice and availability statistics is available.
+
+Larch also includes methods to
+[analyze model predictions](https://larch.driftless.xyz/v6.0/user-guide/analysis.html#analyze-predictions)
+across various dimensions. The `analyze_predictions_co` method can be used to
+examine how well the model predicts choices against any available (or computable)
+attribute of the chooser. In addition, there are tools to evaluate
+[demand elasticity](https://larch.driftless.xyz/v6.0/user-guide/analysis.html#elasticity)
+with respect to changes in underlying data.
+
+## Model Overspecification
+
+When using ActivitySim for simulation, there are generally few limitations or
+requirements on the uniqueness of data elements. For example, it may end up being
+confusing for a user, but there is nothing
+fundamentally wrong with having two different variables in the model specification
+that both represent "income" but have different scales, or with having
+alternative-specific constants for all the alternatives.
+In model estimation, however, this can lead to problems.  Having two data elements
+that are perfectly correlated (e.g. two different variables that both represent "income")
+or having a full set of alternative-specific values for all the alternatives can lead to
+numerical problems in the estimation process, as the log likelihood function will
+have flat areas and will not have a unique maximum.  This is called "model overspecification".
+In Larch, the user is warned if an estimated model appears to be overspecified,
+see the Larch documentation [for details](https://larch.driftless.xyz/v6.0/user-guide/choice-models.html#overspecification).
+
+## Recreating Temporary Variables
+
+When writing out estimation data bundles, ActivitySim may omit certain
+temporary variables included in a model spec.  For example, in the example
+workplace location choice model, the spec creates a temporary variable
+["_DIST"](https://github.com/ActivitySim/activitysim-prototype-mtc/blob/7da9d6d6deca670cc4701fea749a270ab6fe77aa/configs/workplace_location.csv#L2)
+which is then reused in several subsequent expressions.  When the model's
+estimation data bundle is written out, the "_DIST" variable may not be
+included[^1]. This is not a problem when simply re-estimating the parameters
+of the current model specification, as all of the piecewise linear transformations
+that use "_DIST" are included.  However, if the user wanted to change those
+piecewise linear transformations (e.g. by moving the breakpoints), the
+absence of the "_DIST" value will be relevant.
+
+[^1]: Future versions of ActivitySim may include these values in the EDB output.
+
+If the missing temporary value can be reconstructed from the data that *is*
+included in the EDB, it can be added back into the model's data.  For example,
+here we reconstitute the total distance by summing up over the piecewise
+component parts:
+
+```{python}
+model.data["_DIST"] = (
+    model.data.util_dist_0_1
+    + model.data.util_dist_1_2
+    + model.data.util_dist_2_5
+    + model.data.util_dist_5_15
+    + model.data.util_dist_15_up
+)
+```
+
+Note in this expression, we are modifying `model.data`, i.e. the data attached
+to the model.  If have other raw data available in our estimation notebook,
+e.g. from running `model, data = component_model(..., return_data=True)`, it
+is not sufficient to manipulate `data` itself, we must manipulate `model.data`
+or otherwise re-attach any data changes to the model, or else the changes will
+not show up in estimation.
+
+## Expressing Alternative Availability
+
+In ActivitySim, the unavailability of alternatives is typically expressed in the
+utility function given in the model specification, by including a indicator variable
+for unavailable alternatives, which is then attached to a large negative coefficient.
+This creates a large negative utility for the unavailable alternative, which will
+render it effectively unavailable in the choice model.  If *all* the alternatives
+are made unavailable in this manner, this can result in a condition where no
+alternative can be chosen, and ActivitySim will raise an error.
+
+When estimating models in Larch for use with ActivitySim, it is totally acceptable and
+appropriate to use this approach to express alternative availability,
+by embedding it in the utility function. This will greatly simplify the process
+of subsequently transferring the resulting model specification and parameters
+back to the ActivitySim model.  However, it is important to note that this
+approach is not the only way to express alternative availability in Larch.
+
+Larch includes a system to define the availability of alternatives explicitly as a
+[separate array of values](https://larch.driftless.xyz/dev/user-guide/choice-models.html#availability),
+which is not included in the utility function.  This is
+more robust in estimation, as the Larch computational engine can (and will)
+automatically shift the utility values to avoid numerical underflow or overflow
+issues that can arise when some choices are very unlikely but not strictly unavailable.
+When using the ActivitySim style of expressing alternative availability, the onus
+is entirely on the user to ensure that the utility values are not so large or small
+that they cause numerical problems. If this is not checked, it is possible that
+the model will appear to be estimating correctly in Larch, but the resulting model
+will underflow in ActivitySim, resulting in an error when the model is run.
+
+The scripts that build Larch models from estimation data bundles
+(`activitysim.estimation.larch`) will attempt to identify unavailability flags
+in the utility specifications, and when such flags are found it will automatically
+convert them to the Larch availability array format. However, since specification
+files can be complex, and the unavailability flags can be expressed in many different
+ways, it is possible that the automatic detection will not always work as expected.
+It is a good idea to check the
+[choice and availability summary](https://larch.driftless.xyz/dev/user-guide/analysis.html#choice-and-availability-summary)
+on the Larch model to confirm that the availability of alternatives is being
+processes as expected.
+
+## Components that have Related Models
+
+Within ActivitySim, it is possible for multiple parts of model components
+to share a common set of coefficients.  It is even possible for completely
+separate components to do so.  For example, in the MTC example model,
+the joint tour destination choice model and the non-mandatory tour destination
+choice model share a common set of coefficients written in a single file.
+To re-estimate these coefficients, the user must simultaneously work with all
+the estimation survey data from both models.
+
+In Larch, the case of two models sharing coefficients is handled by creating two separate
+`Model` objects, one for each model, and then using the `ModelGroup` object to link them
+together.  The `ModelGroup` object allows the user to specify a set of common parameters
+for two or more models, and then estimate them together. In the case of re-estimating
+the joint tour destination choice model and the non-mandatory tour destination
+choice model, it may be that both models have a similar (or even identical)
+utility structure. In other cases, the linked models may have different utility
+structures, which share a subset of parameters, but also may have other parameters
+that are unique to each model.  In either case, when using the `ModelGroup` object,
+parameters are identified as being linked across models by having a common name.
+
+There are also components in ActivitySim where a single component can embed multiple
+discrete choice models which share details, but each sub-model can have a different
+utility structure or different sets of parameters.  For example, the `tour_mode_choice`
+component has a coefficient template file, which allows the model developer to
+specify a different set of coefficients for each tour purpose, which are otherwise
+processed using a common utility function.  This is implemented in Larch with the
+`ModelGroup` object, where each purpose is represented as a separate `Model` object,
+and the `ModelGroup` object is used to link them together.  This logic is further
+extended by including the at-work subtour mode choice component, which allows for
+the joint estimation of the tour mode choice model and the at-work subtour mode
+choice model, which very reasonably share numerous parameters, but also have a few
+differences.  Similarly, the stop frequency and CDAP models are implemented for
+Larch estimation as `ModelGroup` objects, segmented on tour purpose and household
+size, respectively.
+
+When estimating a `ModelGroup` object, process for estimating the likelihood
+maximizing parameters is the same as for a single model: the log likelihood is computed
+for each observation (i.e. chooser) in the data set according to the parameters, model,
+and data for that chooser, and the overall log likelihood is the sum of all the
+chooser log likelihoods.  By using this approach, the rest of the estimation process is
+the same as for a single model, including finding parameter estimates, the standard
+error of those estimates, and any statistical tests or interpretations that are
+desired.
+
+## Components with Size Terms
+
+Location choice models in ActivitySim (and in discrete choice modeling
+in general) usually include a "size" term.  The size term is a measure
+of the quantity of the alternative, which in location choice models is
+typically a geographic area that contains multiple distinct alternatives.
+For example, in a workplace location choice model, the size term might
+be the number of jobs in the zone. In practice, the size term is a statistical
+approximation of the number of opportunities available in the zone, and
+can be composed of multiple components, such as the number of employers, the
+number of households, and/or the number of retail establishments.
+
+The size term is included in the utility function of the model, but it is
+expressed differently from other qualitative measures.  The typical model
+specification for a location choice model will include a utility function
+given in a spec file, which will represent the quality of the alternative(s)
+that are being considered.  Put another way, the "regular" utility function
+is a measure of the quality of the alternative, while the size term is a
+measure of the quantity of the alternative.
+
+In ActivitySim, size terms appear not in the utility spec files, but instead
+are expressed in a separate "size term" spec file, typically named
+"destination_choice_size_terms.csv".  This one file contains all of the size
+terms for all of the location choice models.
+
+When using Larch for model estimation, size terms can be estimated alongside the
+other parameters. The `update_size_spec` function in the `activitysim.estimation.larch` library
+allows the user to update the size term specification for a model.  This function
+takes the existing size term specification and updates the appropriate rows
+that correspond to the model being re-estimated.  The resulting updated size
+term output file will also include the (unmodified) size term specification
+for all other size-based models.  When copying the revised size term specification
+to the model configuration, the user should be careful that re-estimation updates
+from multiple models are not inadvertently overwriting each other.
+
+## Example Notebooks
+
+ActivitySim includes a collection of Jupyter notebooks with
+interactive re-estimation examples for many core submodels, which can be found in the
+GitHub repository under the [`activitysim/examples/example_estimation/notebooks`](https://github.com/ActivitySim/activitysim/tree/main/activitysim/examples/example_estimation/notebooks)
+directory.  Most of these notebooks demonstrate the process of re-estimating model
+parameters, without changing the model specification, i.e. finding updated values
+for coefficients without changing the mathematical form of a model's utility
+function.
+
+### Examples that include Re-Specification
+
+A selection of these notebooks have also been updated to demonstrate
+the process of estimating model parameters and also *changing the model specification*.
+These notebooks generally include instrucations and a demonstration of how to
+modify the model specification, and then re-estimate the model parameters, as
+well as how to compare the results of the original and modified models side-by-side,
+which can be useful for understanding the impact of the changes made, and conducting
+statistical tests to determine if the changes made are statistically significant.
+
+The following notebooks include examples of modifying the model specification:
+
+-   `03_work_location.ipynb`: This notebook includes a demonstration of
+    modification to the SPEC file for a destination choice model, using the
+    "interact-sample-simulate" type model.
+-   `04_auto_ownership.ipynb`: This notebook includes a demonstration of
+    modification to the SPEC file for the
+    auto ownership model. It shows an example of an edit in the utility function
+    for a "simple simulate" type model.
+-   `06_cdap.ipynb`: This notebook includes a demonstration of modification to
+    the SPEC file for the CDAP model. This model has a complex structure that is
+    unique among the ActivitySim component models.
diff --git a/docs/users-guide/index.rst b/docs/users-guide/index.rst
index 35f60622fb..d464a6cd0d 100644
--- a/docs/users-guide/index.rst
+++ b/docs/users-guide/index.rst
@@ -44,6 +44,7 @@ Contents
    visualization
    example_models
    example_performance
+   estimation-mode/index
    .. toctree::
    :maxdepth: 1
    other_examples
diff --git a/docs/users-guide/modelsetup.rst b/docs/users-guide/modelsetup.rst
index 3ba8c650a2..2a64830625 100644
--- a/docs/users-guide/modelsetup.rst
+++ b/docs/users-guide/modelsetup.rst
@@ -134,7 +134,7 @@ installs a variety of things on your system, and it is quite likely to be flagge
 Windows, anti-virus, or institutional IT policies as "unusual" software, which
 may require special treatment to actually install and use.
 
-Download the installer from GitHub `here <https://github.com/ActivitySim/activitysim/releases/download/v1.2.0/Activitysim-1.2.0-Windows-x86_64.exe>`_.
+Download the installer from GitHub `here <https://github.com/ActivitySim/activitysim/releases/download/v1.3.1/Activitysim-1.3.1-Windows-x86_64.exe>`_.
 It is strongly recommended to choose the option to install "for me only", as this
 should not require administrator privileges on your machine.  Pay attention
 to the *complete path* of the installation location. You will need to know
diff --git a/other_resources/scripts/build_omx.py b/other_resources/scripts/build_omx.py
index 4f70265915..f298e34a2e 100644
--- a/other_resources/scripts/build_omx.py
+++ b/other_resources/scripts/build_omx.py
@@ -3,6 +3,8 @@
 # See full license in LICENSE.txt.
 # run from the mtc tm1 skims folder
 
+from __future__ import annotations
+
 import os
 
 import openmatrix as omx
@@ -10,7 +12,6 @@
 
 
 def read_manifest(manifest_file_name):
-
     column_map = {
         "Token": "skim_key1",
         "TimePeriod": "skim_key2",
@@ -29,9 +30,7 @@ def read_manifest(manifest_file_name):
 
 
 def omx_getMatrix(omx_file_name, omx_key):
-
     with omx.open_file(omx_file_name, "r") as omx_file:
-
         if omx_key not in omx_file.list_matrices():
             print(
                 "Source matrix with key '%s' not found in file '%s"
@@ -62,11 +61,9 @@ def omx_getMatrix(omx_file_name, omx_key):
 dest_file_name = os.path.join(dest_data_dir, "skims.omx")
 
 with omx.open_file(dest_file_name, "a") as dest_omx:
-
     manifest = read_manifest(manifest_file_name)
 
     for row in manifest.itertuples(index=True):
-
         source_file_name = os.path.join(source_data_dir, row.source_file_name)
 
         if row.skim_key2:
@@ -83,7 +80,6 @@ def omx_getMatrix(omx_file_name, omx_key):
             )
         )
         with omx.open_file(source_file_name, "r") as source_omx:
-
             if row.source_key not in source_omx.list_matrices():
                 print(
                     "Source matrix with key '%s' not found in file '%s"
diff --git a/other_resources/scripts/create_sf_example.py b/other_resources/scripts/create_sf_example.py
index de6c7758d1..fb6f077124 100644
--- a/other_resources/scripts/create_sf_example.py
+++ b/other_resources/scripts/create_sf_example.py
@@ -1,6 +1,8 @@
 # ActivitySim
 # See full license in LICENSE.txt.
 
+from __future__ import annotations
+
 import os
 import sys
 
@@ -23,7 +25,6 @@
 
 
 def create_subset(dest_store, dest_skims, maxZone, households_sample_size=0):
-
     dest_store_path = os.path.join(dest_data_dir, dest_store)
     dest_skims_path = os.path.join(dest_data_dir, dest_skims)
 
diff --git a/other_resources/scripts/make_pipeline_output.py b/other_resources/scripts/make_pipeline_output.py
index 4dd69d4a8b..deb8965a2d 100644
--- a/other_resources/scripts/make_pipeline_output.py
+++ b/other_resources/scripts/make_pipeline_output.py
@@ -2,6 +2,8 @@
 # Ben Stabler, ben.stabler@rsginc.com, 06/06/18
 # C:\projects\development\activitysim\example>python ../scripts/make_pipeline_output.py
 
+from __future__ import annotations
+
 import pandas as pd
 
 pipeline_filename = "output\\pipeline.h5"
@@ -26,7 +28,6 @@
 # TABLE, FIELD, DTYPE, CREATOR, NCOL, NROW
 tables_fields = dict()
 for i in range(len(p_tables)):
-
     cur_table = p_tables["table"].iloc[i]
     cur_cp = p_tables["cp"].iloc[i]
 
diff --git a/other_resources/scripts/omx32.py b/other_resources/scripts/omx32.py
index 53be977ec5..d471383e1e 100644
--- a/other_resources/scripts/omx32.py
+++ b/other_resources/scripts/omx32.py
@@ -1,3 +1,5 @@
+from __future__ import annotations
+
 import argparse
 import os
 
@@ -37,7 +39,6 @@
 
 
 for mat_name in omx_in.list_matrices():
-
     # make sure we have a vanilla numpy array, not a CArray
     m = np.asanyarray(omx_in[mat_name])
     print(f"{mat_name} {m.shape} {type(m[0,0])}")
diff --git a/other_resources/scripts/simulation.py b/other_resources/scripts/simulation.py
index 0f0d0d5f09..9ad24395aa 100644
--- a/other_resources/scripts/simulation.py
+++ b/other_resources/scripts/simulation.py
@@ -1,6 +1,8 @@
 # ActivitySim
 # See full license in LICENSE.txt.
 
+from __future__ import annotations
+
 import logging
 import sys
 
@@ -13,7 +15,6 @@
 
 
 def cleanup_output_files(state: workflow.State):
-
     active_log_files = [
         h.baseFilename
         for h in logger.root.handlers
@@ -30,7 +31,6 @@ def cleanup_output_files(state: workflow.State):
 
 
 def run(run_list, injectables=None):
-
     if run_list["multiprocess"]:
         logger.info("run multiprocess simulation")
         mp_tasks.run_multiprocess(run_list, injectables)
@@ -42,7 +42,6 @@ def run(run_list, injectables=None):
 
 
 def log_settings(injectables):
-
     settings = [
         "households_sample_size",
         "chunk_size",
@@ -59,7 +58,6 @@ def log_settings(injectables):
 
 
 if __name__ == "__main__":
-
     state.add_injectable("data_dir", "data")
     state.add_injectable("configs_dir", "configs")
 
diff --git a/other_resources/scripts/verify_results.py b/other_resources/scripts/verify_results.py
index d5868ae165..efe93d1c3b 100644
--- a/other_resources/scripts/verify_results.py
+++ b/other_resources/scripts/verify_results.py
@@ -4,6 +4,8 @@
 # C:\projects\activitysim\verification>python compare_results.py
 #############################################################
 
+from __future__ import annotations
+
 import openmatrix as omx
 import pandas as pd
 
@@ -138,7 +140,6 @@
 # work and school location
 
 if process_sp:
-
     if process_tm1:
         tm1_markets = [
             "work_low",
diff --git a/pyproject.toml b/pyproject.toml
index 1cb6915f10..f8990da5ed 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -11,6 +11,7 @@ name = "activitysim"
 dynamic = ["version"]
 dependencies = [
     "cytoolz >= 0.8.1",
+    "multimethod < 2.0",
     "numba >= 0.57",
     "numpy >= 1.16.1, <2",
     "openmatrix >= 0.3.4.1",
diff --git a/test/cdap/test_cdap.py b/test/cdap/test_cdap.py
index c48a4f1ac2..38e2657769 100644
--- a/test/cdap/test_cdap.py
+++ b/test/cdap/test_cdap.py
@@ -18,6 +18,7 @@
 
 logger = logging.getLogger(__name__)
 
+
 # Used by conftest.py initialize_pipeline method
 @pytest.fixture(scope="module")
 def module() -> str:
diff --git a/test/joint_tours/test_joint_tours.py b/test/joint_tours/test_joint_tours.py
index 40c022240e..3f68acb48a 100644
--- a/test/joint_tours/test_joint_tours.py
+++ b/test/joint_tours/test_joint_tours.py
@@ -16,6 +16,7 @@
 
 logger = logging.getLogger(__name__)
 
+
 # Used by conftest.py initialize_pipeline method
 @pytest.fixture(scope="module")
 def module() -> str:
@@ -81,7 +82,6 @@ def test_prepare_input_pipeline(initialize_pipeline: workflow.State, caplog):
 
 
 def test_joint_tours_frequency_composition(reconnect_pipeline: workflow.State, caplog):
-
     caplog.set_level(logging.INFO)
 
     state = reconnect_pipeline
@@ -96,7 +96,6 @@ def test_joint_tours_frequency_composition(reconnect_pipeline: workflow.State, c
 
 
 def test_joint_tours_participation(reconnect_pipeline: workflow.State, caplog):
-
     caplog.set_level(logging.INFO)
 
     state = reconnect_pipeline
diff --git a/test/non_mandatory_tour_frequency/test_non_mandatory_tour_frequency.py b/test/non_mandatory_tour_frequency/test_non_mandatory_tour_frequency.py
index 135ea34542..c11e2f67b8 100644
--- a/test/non_mandatory_tour_frequency/test_non_mandatory_tour_frequency.py
+++ b/test/non_mandatory_tour_frequency/test_non_mandatory_tour_frequency.py
@@ -18,6 +18,7 @@
 
 logger = logging.getLogger(__name__)
 
+
 # Used by conftest.py initialize_pipeline method
 @pytest.fixture(scope="module")
 def module() -> str:
diff --git a/test/parking_location/test_parking_location.py b/test/parking_location/test_parking_location.py
index 3062c3a9d6..53d228ca6e 100644
--- a/test/parking_location/test_parking_location.py
+++ b/test/parking_location/test_parking_location.py
@@ -19,6 +19,7 @@
 
 logger = logging.getLogger(__name__)
 
+
 # Used by conftest.py initialize_pipeline method
 @pytest.fixture(scope="module")
 def module() -> str:
diff --git a/test/random_seed/simulation.py b/test/random_seed/simulation.py
index 8313dd45e7..70cf3457fd 100644
--- a/test/random_seed/simulation.py
+++ b/test/random_seed/simulation.py
@@ -1,13 +1,14 @@
 # ActivitySim
 # See full license in LICENSE.txt.
 
+from __future__ import annotations
+
 import argparse
 import sys
 
 from activitysim.cli.run import add_run_args, run
 
 if __name__ == "__main__":
-
     parser = argparse.ArgumentParser()
     add_run_args(parser)
     args = parser.parse_args()
diff --git a/test/random_seed/test_random_seed.py b/test/random_seed/test_random_seed.py
index e3cae43f1a..6f4997f62d 100644
--- a/test/random_seed/test_random_seed.py
+++ b/test/random_seed/test_random_seed.py
@@ -25,7 +25,6 @@ def update_settings(settings_file, key, value):
 
 
 def run_test_random_seed():
-
     steps_to_run = [
         "initialize_landuse",
         "initialize_households",
@@ -86,7 +85,6 @@ def check_outputs(df1, df2, should_be_equal=True):
     # running prototype mtc model through workplace_location with 3 random seed settings, 0, 1, None, and undefined.
     # final_persons.csv is compared to ensure the same setting returns the same variables and a different setting returns something different.
     for name, seed in runs:
-
         run_args = [
             "-c",
             test_path("configs_random_seed__{}".format(seed)),

From ed3ee7f4c5a7ad982533a66e6fd441b4e45370c9 Mon Sep 17 00:00:00 2001
From: David Hensle <51132108+dhensle@users.noreply.github.com>
Date: Thu, 15 May 2025 16:24:45 -0700
Subject: [PATCH 36/56] handling missing data or availability conditions

---
 activitysim/estimation/larch/location_choice.py   | 4 ++++
 activitysim/estimation/larch/nonmand_tour_freq.py | 2 ++
 2 files changed, 6 insertions(+)

diff --git a/activitysim/estimation/larch/location_choice.py b/activitysim/estimation/larch/location_choice.py
index 784ce4f124..5c50f6b736 100644
--- a/activitysim/estimation/larch/location_choice.py
+++ b/activitysim/estimation/larch/location_choice.py
@@ -350,6 +350,10 @@ def split(a, n):
             total_size_segment += (
                 landuse[land_use_field] * size_spec.loc[segment, land_use_field]
             )
+        if -1 in x_co["override_choice"].values:
+            print("Warning: override_choice contains -1, adding 0 to total_size")
+            print("You should probably remove data containing -1 from your data")
+            total_size_segment.loc[-1] = 0
         x_co["total_size_" + segment] = total_size_segment.loc[
             x_co["override_choice"]
         ].to_numpy()
diff --git a/activitysim/estimation/larch/nonmand_tour_freq.py b/activitysim/estimation/larch/nonmand_tour_freq.py
index 90c56ecedb..5db873b68f 100644
--- a/activitysim/estimation/larch/nonmand_tour_freq.py
+++ b/activitysim/estimation/larch/nonmand_tour_freq.py
@@ -164,6 +164,8 @@ def unavail_data_cols(model):
 
 def unavail(model, x_ca):
     lock_data = unavail_data_cols(model)
+    # intialize unavail to False array of same length as x_ca
+    unav = pd.Series(False, index=x_ca.index)
     if len(lock_data):
         unav = x_ca[lock_data[0]] > 0
         for j in lock_data[1:]:

From 4ed400e815fde2bcd96f279f85d481d65d559f18 Mon Sep 17 00:00:00 2001
From: Jeff Newman <jeff@driftless.xyz>
Date: Mon, 19 May 2025 21:36:47 -0500
Subject: [PATCH 37/56] add docs on locking size terms

---
 docs/users-guide/estimation-mode/larch.md | 10 ++++++++++
 1 file changed, 10 insertions(+)

diff --git a/docs/users-guide/estimation-mode/larch.md b/docs/users-guide/estimation-mode/larch.md
index 370c2ac400..c120111876 100644
--- a/docs/users-guide/estimation-mode/larch.md
+++ b/docs/users-guide/estimation-mode/larch.md
@@ -269,6 +269,16 @@ for all other size-based models.  When copying the revised size term specificati
 to the model configuration, the user should be careful that re-estimation updates
 from multiple models are not inadvertently overwriting each other.
 
+As an alternative, users can choose to *not* re-estimate the size terms, by
+providing exogenous size terms in the model specification, and instructing Larch
+not to re-estimate these parameters.  This is done via the `Model.lock_value`
+command, which will fix any given named parameter to a specific value.  This command
+takes two arguments: the name of the parameter to be fixed, and the value to
+fix it to.  The `lock_value` command can be used to fix the size term parameters
+to the values in the size term specification file, and then the model will be
+estimated without re-estimating the size terms. If no re-estimation is desired,
+users can also safely ignore the `update_size_spec` function.
+
 ## Example Notebooks
 
 ActivitySim includes a collection of Jupyter notebooks with

From 8f3439c0defc520dc1bb880ce31ab98b2d38ef8b Mon Sep 17 00:00:00 2001
From: Jeff Newman <jeff@driftless.xyz>
Date: Tue, 27 May 2025 13:58:05 -0500
Subject: [PATCH 38/56] include constants in CDAP

---
 activitysim/estimation/larch/cdap.py | 31 ++++++++++++++++------------
 1 file changed, 18 insertions(+), 13 deletions(-)

diff --git a/activitysim/estimation/larch/cdap.py b/activitysim/estimation/larch/cdap.py
index 8944c5c8b5..401cb1ae4b 100644
--- a/activitysim/estimation/larch/cdap.py
+++ b/activitysim/estimation/larch/cdap.py
@@ -111,11 +111,17 @@ def cdap_base_utility_by_person(
     if n_persons == 1:
         for i in spec.index:
             if not pd.isna(spec.loc[i, "M"]):
-                model.utility_co[1] += X(spec.Expression[i]) * P(spec.loc[i, "M"])
+                model.utility_co[1] += X(spec.Expression[i].lstrip("@")) * P(
+                    spec.loc[i, "M"]
+                )
             if not pd.isna(spec.loc[i, "N"]):
-                model.utility_co[2] += X(spec.Expression[i]) * P(spec.loc[i, "N"])
+                model.utility_co[2] += X(spec.Expression[i].lstrip("@")) * P(
+                    spec.loc[i, "N"]
+                )
             if not pd.isna(spec.loc[i, "H"]):
-                model.utility_co[3] += X(spec.Expression[i]) * P(spec.loc[i, "H"])
+                model.utility_co[3] += X(spec.Expression[i].lstrip("@")) * P(
+                    spec.loc[i, "H"]
+                )
     else:
         if alts is None:
             alts = generate_alternatives(n_persons, add_joint)
@@ -128,7 +134,9 @@ def cdap_base_utility_by_person(
                         x = apply_replacements(
                             spec.Expression[i], f"p{pnum}", value_tokens
                         )
-                        model.utility_co[anum] += X(x) * P(spec.loc[i, aname[z]])
+                        model.utility_co[anum] += X(x.lstrip("@")) * P(
+                            spec.loc[i, aname[z]]
+                        )
 
 
 def interact_pattern(n_persons, select_persons, tag):
@@ -350,13 +358,6 @@ def cdap_dataframes(households, values, add_joint) -> dict[int, lx.Dataset]:
             dims=dfs[hhsize].override_choice.dims,
             name="override_choice",
         )
-        # dfs[hhsize] = DataFrames(
-        #     co=data[hhsize],
-        #     alt_names=alts.keys(),
-        #     alt_codes=alts.values(),
-        #     av=1,
-        #     ch=data[hhsize].override_choice.map(alts),
-        # )
     return dfs
 
 
@@ -489,11 +490,15 @@ def cdap_model(
     interaction_coef = d.interaction_coef
     coefficients = d.coefficients
     add_joint = d.add_joint
+    extra_vars = d.settings.get("CONSTANTS", {})
 
     cdap_dfs = cdap_dataframes(households, values, add_joint)
     m = {}
     _logger.info(f"building for model 1")
-    m[1] = lx.Model(datatree=cdap_dfs[1], compute_engine="numba")
+    m[1] = lx.Model(
+        datatree=cdap_dfs[1].dc.as_tree("df", extra_vars=extra_vars),
+        compute_engine="numba",
+    )
     cdap_base_utility_by_person(m[1], n_persons=1, spec=spec1)
     m[1].choice_co_code = "override_choice"
     m[1].availability_any = True
@@ -506,7 +511,7 @@ def cdap_model(
     for s in range(2, MAX_HHSIZE + 1):
         # for s in [2, 3, 4, 5]:
         _logger.info(f"building for model {s}")
-        m[s] = lx.Model(datatree=cdap_dfs[s])
+        m[s] = lx.Model(datatree=cdap_dfs[s].dc.as_tree("df", extra_vars=extra_vars))
         alts = generate_alternatives(s, add_joint)
         cdap_base_utility_by_person(m[s], s, spec1, alts, values.columns)
         cdap_interaction_utility(m[s], s, alts, interaction_coef, coefficients)

From c2f8570fbae30dd86080795bf85e4894fc625d58 Mon Sep 17 00:00:00 2001
From: Jeff Newman <jeff@driftless.xyz>
Date: Wed, 28 May 2025 12:14:39 -0500
Subject: [PATCH 39/56] bump larch requirement

---
 conda-environments/activitysim-dev-base.yml | 2 +-
 conda-environments/activitysim-dev.yml      | 2 +-
 conda-environments/docbuild.yml             | 2 +-
 3 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/conda-environments/activitysim-dev-base.yml b/conda-environments/activitysim-dev-base.yml
index 2fd28c5f3e..6b3a2d7911 100644
--- a/conda-environments/activitysim-dev-base.yml
+++ b/conda-environments/activitysim-dev-base.yml
@@ -31,7 +31,7 @@ dependencies:
 - ipykernel  # so this env will appear in jupyter as a selection
 - isort
 - jupyterlab
-- larch >= 6.0.34
+- larch >= 6.0.39
 - matplotlib
 - multimethod <2.0
 - myst-parser  # allows markdown in sphinx
diff --git a/conda-environments/activitysim-dev.yml b/conda-environments/activitysim-dev.yml
index 90faa881b4..bb1549ef8d 100644
--- a/conda-environments/activitysim-dev.yml
+++ b/conda-environments/activitysim-dev.yml
@@ -75,5 +75,5 @@ dependencies:
 
 - pip:
   - autodoc_pydantic
-  - larch >= 6.0.34
+  - larch >= 6.0.39
   - -e ..
diff --git a/conda-environments/docbuild.yml b/conda-environments/docbuild.yml
index 69b8a047f2..de471874b2 100644
--- a/conda-environments/docbuild.yml
+++ b/conda-environments/docbuild.yml
@@ -58,5 +58,5 @@ dependencies:
 
 - pip:
   - autodoc_pydantic
-  - larch >= 6.0.34
+  - larch >= 6.0.39
   - -e ..

From cdc97526f03d665096dc8fb25e680ed5c3312146 Mon Sep 17 00:00:00 2001
From: Jeff Newman <jeff@driftless.xyz>
Date: Thu, 29 May 2025 09:25:56 -0500
Subject: [PATCH 40/56] require larch 6.0.40

---
 conda-environments/activitysim-dev-base.yml | 2 +-
 conda-environments/activitysim-dev.yml      | 2 +-
 conda-environments/docbuild.yml             | 2 +-
 3 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/conda-environments/activitysim-dev-base.yml b/conda-environments/activitysim-dev-base.yml
index 6b3a2d7911..a83aa5d8df 100644
--- a/conda-environments/activitysim-dev-base.yml
+++ b/conda-environments/activitysim-dev-base.yml
@@ -31,7 +31,7 @@ dependencies:
 - ipykernel  # so this env will appear in jupyter as a selection
 - isort
 - jupyterlab
-- larch >= 6.0.39
+- larch >= 6.0.40
 - matplotlib
 - multimethod <2.0
 - myst-parser  # allows markdown in sphinx
diff --git a/conda-environments/activitysim-dev.yml b/conda-environments/activitysim-dev.yml
index bb1549ef8d..b5f7b68adb 100644
--- a/conda-environments/activitysim-dev.yml
+++ b/conda-environments/activitysim-dev.yml
@@ -75,5 +75,5 @@ dependencies:
 
 - pip:
   - autodoc_pydantic
-  - larch >= 6.0.39
+  - larch >= 6.0.40
   - -e ..
diff --git a/conda-environments/docbuild.yml b/conda-environments/docbuild.yml
index de471874b2..c91b734f03 100644
--- a/conda-environments/docbuild.yml
+++ b/conda-environments/docbuild.yml
@@ -58,5 +58,5 @@ dependencies:
 
 - pip:
   - autodoc_pydantic
-  - larch >= 6.0.39
+  - larch >= 6.0.40
   - -e ..

From 6f1b66a7784b9d5973d853281cd45ff07d42991a Mon Sep 17 00:00:00 2001
From: Jeff Newman <jeff@driftless.xyz>
Date: Thu, 29 May 2025 10:20:47 -0500
Subject: [PATCH 41/56] add xlsxwriter to envs

---
 conda-environments/activitysim-dev-base.yml | 1 +
 conda-environments/activitysim-dev.yml      | 1 +
 conda-environments/docbuild.yml             | 1 +
 3 files changed, 3 insertions(+)

diff --git a/conda-environments/activitysim-dev-base.yml b/conda-environments/activitysim-dev-base.yml
index a83aa5d8df..456405ebed 100644
--- a/conda-environments/activitysim-dev-base.yml
+++ b/conda-environments/activitysim-dev-base.yml
@@ -73,6 +73,7 @@ dependencies:
 - sphinx_rtd_theme = 1.2.*
 - sphinx-argparse = 0.4.*
 - xarray = 2025.01.*
+- xlsxwriter
 - xmle
 - zarr>=2,<3
 - zstandard
diff --git a/conda-environments/activitysim-dev.yml b/conda-environments/activitysim-dev.yml
index b5f7b68adb..0cf2805340 100644
--- a/conda-environments/activitysim-dev.yml
+++ b/conda-environments/activitysim-dev.yml
@@ -69,6 +69,7 @@ dependencies:
 - sphinx_rtd_theme = 1.2.*
 - sphinx-argparse = 0.4.*
 - xarray = 2025.01.*
+- xlsxwriter
 - xmle
 - zarr>=2,<3
 - zstandard
diff --git a/conda-environments/docbuild.yml b/conda-environments/docbuild.yml
index c91b734f03..99738e8221 100644
--- a/conda-environments/docbuild.yml
+++ b/conda-environments/docbuild.yml
@@ -54,6 +54,7 @@ dependencies:
 - sphinx-remove-toctrees
 - sphinx_rtd_theme
 - xarray = 2025.01.*
+- xlsxwriter
 - zarr>=2,<3
 
 - pip:

From f08dc51038b98364b152c168cfec8608db9425c3 Mon Sep 17 00:00:00 2001
From: Jeff Newman <jeff@driftless.xyz>
Date: Fri, 30 May 2025 20:17:27 -0500
Subject: [PATCH 42/56] require larch 6.0.41

---
 conda-environments/activitysim-dev-base.yml | 2 +-
 conda-environments/activitysim-dev.yml      | 2 +-
 conda-environments/docbuild.yml             | 2 +-
 3 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/conda-environments/activitysim-dev-base.yml b/conda-environments/activitysim-dev-base.yml
index 456405ebed..64bbbf1309 100644
--- a/conda-environments/activitysim-dev-base.yml
+++ b/conda-environments/activitysim-dev-base.yml
@@ -31,7 +31,7 @@ dependencies:
 - ipykernel  # so this env will appear in jupyter as a selection
 - isort
 - jupyterlab
-- larch >= 6.0.40
+- larch >= 6.0.41
 - matplotlib
 - multimethod <2.0
 - myst-parser  # allows markdown in sphinx
diff --git a/conda-environments/activitysim-dev.yml b/conda-environments/activitysim-dev.yml
index 0cf2805340..f37d6c0d48 100644
--- a/conda-environments/activitysim-dev.yml
+++ b/conda-environments/activitysim-dev.yml
@@ -76,5 +76,5 @@ dependencies:
 
 - pip:
   - autodoc_pydantic
-  - larch >= 6.0.40
+  - larch >= 6.0.41
   - -e ..
diff --git a/conda-environments/docbuild.yml b/conda-environments/docbuild.yml
index 99738e8221..4515cb883a 100644
--- a/conda-environments/docbuild.yml
+++ b/conda-environments/docbuild.yml
@@ -59,5 +59,5 @@ dependencies:
 
 - pip:
   - autodoc_pydantic
-  - larch >= 6.0.40
+  - larch >= 6.0.41
   - -e ..

From aa8091af133f30118416da4c09c0172391ad3982 Mon Sep 17 00:00:00 2001
From: Jeff Newman <jeff@driftless.xyz>
Date: Thu, 5 Jun 2025 09:19:53 -0500
Subject: [PATCH 43/56] add links

---
 docs/users-guide/estimation-mode/larch.md | 10 ++++++----
 1 file changed, 6 insertions(+), 4 deletions(-)

diff --git a/docs/users-guide/estimation-mode/larch.md b/docs/users-guide/estimation-mode/larch.md
index c120111876..e9497657b5 100644
--- a/docs/users-guide/estimation-mode/larch.md
+++ b/docs/users-guide/estimation-mode/larch.md
@@ -301,13 +301,15 @@ statistical tests to determine if the changes made are statistically significant
 
 The following notebooks include examples of modifying the model specification:
 
--   `03_work_location.ipynb`: This notebook includes a demonstration of
+-   [`03_work_location.ipynb`](https://github.com/ActivitySim/activitysim/tree/main/activitysim/examples/example_estimation/notebooks/03_work_location.ipynb):
+    This notebook includes a demonstration of
     modification to the SPEC file for a destination choice model, using the
     "interact-sample-simulate" type model.
--   `04_auto_ownership.ipynb`: This notebook includes a demonstration of
-    modification to the SPEC file for the
+-   [`04_auto_ownership.ipynb`](https://github.com/ActivitySim/activitysim/tree/main/activitysim/examples/example_estimation/notebooks/04_auto_ownership.ipynb):
+    This notebook includes a demonstration of modification to the SPEC file for the
     auto ownership model. It shows an example of an edit in the utility function
     for a "simple simulate" type model.
--   `06_cdap.ipynb`: This notebook includes a demonstration of modification to
+-   [`06_cdap.ipynb`](https://github.com/ActivitySim/activitysim/tree/main/activitysim/examples/example_estimation/notebooks/06_cdap.ipynb):
+    This notebook includes a demonstration of modification to
     the SPEC file for the CDAP model. This model has a complex structure that is
     unique among the ActivitySim component models.

From c08236192c5f00d4ec4ebb005576addc9ad37761 Mon Sep 17 00:00:00 2001
From: Jeff Newman <jeff@driftless.xyz>
Date: Thu, 5 Jun 2025 09:34:12 -0500
Subject: [PATCH 44/56] fix typos and formatting

---
 docs/users-guide/estimation-mode/larch.md | 269 +++++++++++-----------
 1 file changed, 136 insertions(+), 133 deletions(-)

diff --git a/docs/users-guide/estimation-mode/larch.md b/docs/users-guide/estimation-mode/larch.md
index e9497657b5..a1c7ee3ef6 100644
--- a/docs/users-guide/estimation-mode/larch.md
+++ b/docs/users-guide/estimation-mode/larch.md
@@ -1,81 +1,83 @@
 # Using Larch
 
-ActivitySim component models are mostly built as discrete choice models.  The
+ActivitySim component models are mostly built as discrete choice models. The
 parameters for these models typically need to be estimated based on observed
-survey data.  The estimation process is facilitated by the Larch package, which
-is a Python package for estimating discrete choice models.  Larch is a
+survey data. The estimation process is facilitated by the Larch package, which
+is a Python package for estimating discrete choice models. Larch is a
 general-purpose package that can be used to estimate a wide variety of discrete
-choice models, including the multinomial logit and nested logit models that
-are commonly used in ActivitySim.  This section highlights some of the features
-of Larch, particularly as they relate to ActivitySim, as there are a few subtle
+choice models, including the multinomial logit and nested logit models that are
+commonly used in ActivitySim. This section highlights some of the features of
+Larch, particularly as they relate to ActivitySim, as there are a few subtle
 differences between the two packages that users should be aware of when
 estimating models.
 
 ## Setting up Larch Models
 
-ActivitySim includes a number of scripts and tools to set up Larch models
-for estimation.  The `activitysim.estimation.larch` library includes
-functions to read the EDBs written by ActivitySim and convert them into
-Larch models, including a generic [`component_model`](activitysim.estimation.larch.component_model)
-function that can be used to load the data and set up Larch for any standard ActivitySim component.
-This function is demonstrated in the [example notebooks](#example-notebooks).
-
-When given a truthy `return_data` argument, the `component_model` function
-will return a 2-tuple of the Larch model and the data used to create it.  The
-data as the second element of this tuple should be treated as a *copy* of the
-data used to create the model, and is provided primarily for the user to review
-and use in debugging if needed. If it is necessary to modify the data (e.g. to
-recreate temporary variables), the user should modify the `data` attribute of
-the model itself (i.e. `model.data` if `model` is the first element of the
-returned tuple), not the data returned in the second element of the tuple.
+ActivitySim includes a number of scripts and tools to set up Larch models for
+estimation. The `activitysim.estimation.larch` library includes functions to
+read the EDBs written by ActivitySim and convert them into Larch models,
+including a generic [`component_model`](activitysim.estimation.larch.component_model)
+function that can be used to load the data and set up Larch for any standard
+ActivitySim component. This function is demonstrated in the [example notebooks]
+(#example-notebooks).
+
+When given a truthy `return_data` argument, the `component_model` function will
+return a 2-tuple of the Larch model and the data used to create it. The data as
+the second element of this tuple should be treated as a *copy* of the data used
+to create the model, and is provided primarily for the user to review and use in
+debugging if needed. If it is necessary to modify the data (e.g. to recreate
+temporary variables), the user should modify the `data` attribute of the model
+itself (i.e. `model.data` if `model` is the first element of the returned
+tuple), not the data returned in the second element of the tuple.
 
 ## Model Specification
 
-By default, the process of estimating parameters for ActivitySim model components
-with Larch is based on the existing model specification files.  These are the
-CSV files that are used to define the utility function for each logit component.
-When running ActivitySim, these files are typically found in the configs directory,
-but when running in estimation mode, they are written out to the EDB as well, which
-is where the `activitysim.estimation.larch` library functions look for these
-input files.
-
-Users are not limited to using the existing model specification files, however. The
-Larch tools for model estimation now allow users to modify the model specification
-files, and then re-estimate the model, including existing and new parameters.
-The revised model specification files must rely on the same data that has already
-been written out to the EDB, but the user can add new expressions to the specification
-to transform the data, or to create new variables.  This is particularly useful
-for creating new piecewise linear transformations, or for creating new categorical
-variables from continuous variables.  The user can also add new variables to the
-specification that are not in the EDB, but this will require re-running ActivitySim
-in estimation mode to write a new EDB.  Examples for how to re-specify the model
-specification files are included in
-[selected example notebooks](#examples-that-include-re-specification).
+By default, the process of estimating parameters for ActivitySim model
+components with Larch is based on the existing model specification files. These
+are the CSV files that are used to define the utility function for each logit
+component. When running ActivitySim, these files are typically found in the
+configs directory, but when running in estimation mode, they are written out to
+the EDB as well, which is where the `activitysim.estimation.larch` library
+functions look for these input files.
+
+Users are not limited to using the existing model specification files, however.
+The Larch tools for model estimation now allow users to modify the model
+specification files, and then re-estimate the model, including existing and new
+parameters. The revised model specification files must rely on the same data
+that has already been written out to the EDB, but the user can add new
+expressions to the specification to transform the data, or to create new
+variables. This is particularly useful for creating new piecewise linear
+transformations, or for creating new categorical variables from continuous
+variables. The user can also add new variables to the specification that are not
+in the EDB, but this will require re-running ActivitySim in estimation mode to
+write a new EDB. Examples for how to re-specify the model specification files
+are included in [selected example notebooks](#examples-that-include-re-specification).
 
 ## Maximum Likelihood Estimation
 
 The approach used to estimate the parameters of a discrete choice model is
-maximum likelihood estimation (MLE).  The goal of MLE is to find the set of
+maximum likelihood estimation (MLE). The goal of MLE is to find the set of
 parameters that maximize the likelihood of observing the choice data that we
 have collected.
 
 Finding the maximum likelihood estimates of the parameters is a non-linear
-optimization problem.  To solve this problem, Larch primarily relies on the
+optimization problem. To solve this problem, Larch primarily relies on the
 widely-used `scipy.optimize` package, which provides a number of
 [optimization algorithms](https://docs.scipy.org/doc/scipy/reference/optimize.html#local-multivariate-optimization)
 that can be used to find the maximum likelihood estimates. Different algorithms
 have different strengths and weaknesses, and the choice of algorithm can have a
-significant impact on the speed and accuracy of the estimation process.  By default,
-when no constraints or bounds are present, Larch uses an implementation of the
-[BHHH algorithm](https://en.wikipedia.org/wiki/Berndt–Hall–Hall–Hausman_algorithm),
-which is not included in scipy but is usually efficient for simple, well specified
-choice models without any constraints.  When constraints or bounds are present, by default Larch uses the
-Larch uses the `scipy.optimize.minimize` function with the `SLSQP` algorithm.
-The `larch.Model.estimate` method allows the
-user to specify the optimization algorithm to use via the `method` argument, which
-can be set to 'BHHH', 'SLSQP', or any other algorithm supported by `scipy.optimize.minimize`.
+significant impact on the speed and accuracy of the estimation process. By
+default, when no constraints or bounds are present, Larch uses an
+implementation of the [BHHH algorithm](https://en.wikipedia.org/wiki/Berndt–Hall–Hall–Hausman_algorithm),
+which is not included in scipy but is usually efficient for simple, well
+specified choice models without any constraints. When constraints or bounds are
+present, by default Larch uses the `scipy.optimize.minimize` function with the
+`SLSQP` algorithm. The `larch.Model.estimate` method allows the user to specify
+the optimization algorithm to use via the `method` argument, which can be set to
+'BHHH', 'SLSQP', or any other algorithm supported by `scipy.optimize.minimize`.
 If you are estimating a model and find the optimization is not converging as
-fast as expected (or at all), you may want to try a different optimization algorithm.
+fast as expected (or at all), you may want to try a different optimization
+algorithm.
 
 ## Model Evaluation
 
@@ -90,45 +92,46 @@ of a Larch model data’s choice and availability statistics is available.
 Larch also includes methods to
 [analyze model predictions](https://larch.driftless.xyz/v6.0/user-guide/analysis.html#analyze-predictions)
 across various dimensions. The `analyze_predictions_co` method can be used to
-examine how well the model predicts choices against any available (or computable)
-attribute of the chooser. In addition, there are tools to evaluate
-[demand elasticity](https://larch.driftless.xyz/v6.0/user-guide/analysis.html#elasticity)
-with respect to changes in underlying data.
+examine how well the model predicts choices against any available (or
+computable) attribute of the chooser. In addition, there are tools to evaluate
+[demand elasticity](https://larch.driftless.xyz/v6.0/user-guide/analysis.html#elasticity) with
+respect to changes in underlying data.
 
 ## Model Overspecification
 
 When using ActivitySim for simulation, there are generally few limitations or
-requirements on the uniqueness of data elements. For example, it may end up being
-confusing for a user, but there is nothing
-fundamentally wrong with having two different variables in the model specification
-that both represent "income" but have different scales, or with having
-alternative-specific constants for all the alternatives.
-In model estimation, however, this can lead to problems.  Having two data elements
-that are perfectly correlated (e.g. two different variables that both represent "income")
-or having a full set of alternative-specific values for all the alternatives can lead to
-numerical problems in the estimation process, as the log likelihood function will
-have flat areas and will not have a unique maximum.  This is called "model overspecification".
-In Larch, the user is warned if an estimated model appears to be overspecified,
-see the Larch documentation [for details](https://larch.driftless.xyz/v6.0/user-guide/choice-models.html#overspecification).
+requirements on the uniqueness of data elements. For example, it may end up
+being confusing for a user, but there is nothing fundamentally wrong with having
+two different variables in the model specification that both represent "income"
+but have different scales, or with having alternative-specific constants for all
+the alternatives. In model estimation, however, this can lead to problems.
+Having two data elements that are perfectly correlated (e.g. two different
+variables that both represent "income") or having a full set of
+alternative-specific values for all the alternatives can lead to numerical
+problems in the estimation process, as the log likelihood function will have
+flat areas and will not have a unique maximum. This is called "model
+overspecification". In Larch, the user is warned if an estimated model appears
+to be overspecified, see the Larch documentation
+[for details](https://larch.driftless.xyz/v6.0/user-guide/choice-models.html#overspecification).
 
 ## Recreating Temporary Variables
 
-When writing out estimation data bundles, ActivitySim may omit certain
-temporary variables included in a model spec.  For example, in the example
-workplace location choice model, the spec creates a temporary variable
+When writing out estimation data bundles, ActivitySim may omit certain temporary
+variables included in a model spec. For example, in the example workplace
+location choice model, the spec creates a temporary variable
 ["_DIST"](https://github.com/ActivitySim/activitysim-prototype-mtc/blob/7da9d6d6deca670cc4701fea749a270ab6fe77aa/configs/workplace_location.csv#L2)
-which is then reused in several subsequent expressions.  When the model's
+which is then reused in several subsequent expressions. When the model's
 estimation data bundle is written out, the "_DIST" variable may not be
-included[^1]. This is not a problem when simply re-estimating the parameters
-of the current model specification, as all of the piecewise linear transformations
-that use "_DIST" are included.  However, if the user wanted to change those
-piecewise linear transformations (e.g. by moving the breakpoints), the
-absence of the "_DIST" value will be relevant.
+included[^1]. This is not a problem when simply re-estimating the parameters of
+the current model specification, as all the piecewise linear transformations
+that use "_DIST" are included. However, if the user wanted to change those
+piecewise linear transformations (e.g. by moving the breakpoints), the absence
+of the "_DIST" value will be relevant.
 
 [^1]: Future versions of ActivitySim may include these values in the EDB output.
 
 If the missing temporary value can be reconstructed from the data that *is*
-included in the EDB, it can be added back into the model's data.  For example,
+included in the EDB, it can be added back into the model's data. For example,
 here we reconstitute the total distance by summing up over the piecewise
 component parts:
 
@@ -143,19 +146,19 @@ model.data["_DIST"] = (
 ```
 
 Note in this expression, we are modifying `model.data`, i.e. the data attached
-to the model.  If have other raw data available in our estimation notebook,
-e.g. from running `model, data = component_model(..., return_data=True)`, it
-is not sufficient to manipulate `data` itself, we must manipulate `model.data`
-or otherwise re-attach any data changes to the model, or else the changes will
-not show up in estimation.
+to the model. If you have other raw data available in your estimation notebook,
+e.g., from running `model, data = component_model(..., return_data=True)`, it is
+not sufficient to manipulate `data` itself; you must manipulate `model.data` or
+otherwise re-attach any data changes to the model, or else the changes will not
+show up in estimation.
 
 ## Expressing Alternative Availability
 
 In ActivitySim, the unavailability of alternatives is typically expressed in the
-utility function given in the model specification, by including a indicator variable
+utility function given in the model specification, by including an indicator variable
 for unavailable alternatives, which is then attached to a large negative coefficient.
 This creates a large negative utility for the unavailable alternative, which will
-render it effectively unavailable in the choice model.  If *all* the alternatives
+render it effectively unavailable in the choice model. If *all* the alternatives
 are made unavailable in this manner, this can result in a condition where no
 alternative can be chosen, and ActivitySim will raise an error.
 
@@ -163,12 +166,12 @@ When estimating models in Larch for use with ActivitySim, it is totally acceptab
 appropriate to use this approach to express alternative availability,
 by embedding it in the utility function. This will greatly simplify the process
 of subsequently transferring the resulting model specification and parameters
-back to the ActivitySim model.  However, it is important to note that this
+back to the ActivitySim model. However, it is important to note that this
 approach is not the only way to express alternative availability in Larch.
 
 Larch includes a system to define the availability of alternatives explicitly as a
 [separate array of values](https://larch.driftless.xyz/dev/user-guide/choice-models.html#availability),
-which is not included in the utility function.  This is
+which is not included in the utility function. This is
 more robust in estimation, as the Larch computational engine can (and will)
 automatically shift the utility values to avoid numerical underflow or overflow
 issues that can arise when some choices are very unlikely but not strictly unavailable.
@@ -192,8 +195,8 @@ processes as expected.
 ## Components that have Related Models
 
 Within ActivitySim, it is possible for multiple parts of model components
-to share a common set of coefficients.  It is even possible for completely
-separate components to do so.  For example, in the MTC example model,
+to share a common set of coefficients. It is even possible for completely
+separate components to do so. For example, in the MTC example model,
 the joint tour destination choice model and the non-mandatory tour destination
 choice model share a common set of coefficients written in a single file.
 To re-estimate these coefficients, the user must simultaneously work with all
@@ -201,27 +204,27 @@ the estimation survey data from both models.
 
 In Larch, the case of two models sharing coefficients is handled by creating two separate
 `Model` objects, one for each model, and then using the `ModelGroup` object to link them
-together.  The `ModelGroup` object allows the user to specify a set of common parameters
+together. The `ModelGroup` object allows the user to specify a set of common parameters
 for two or more models, and then estimate them together. In the case of re-estimating
 the joint tour destination choice model and the non-mandatory tour destination
 choice model, it may be that both models have a similar (or even identical)
 utility structure. In other cases, the linked models may have different utility
 structures, which share a subset of parameters, but also may have other parameters
-that are unique to each model.  In either case, when using the `ModelGroup` object,
+that are unique to each model. In either case, when using the `ModelGroup` object,
 parameters are identified as being linked across models by having a common name.
 
 There are also components in ActivitySim where a single component can embed multiple
 discrete choice models which share details, but each sub-model can have a different
-utility structure or different sets of parameters.  For example, the `tour_mode_choice`
+utility structure or different sets of parameters. For example, the `tour_mode_choice`
 component has a coefficient template file, which allows the model developer to
 specify a different set of coefficients for each tour purpose, which are otherwise
-processed using a common utility function.  This is implemented in Larch with the
+processed using a common utility function. This is implemented in Larch with the
 `ModelGroup` object, where each purpose is represented as a separate `Model` object,
-and the `ModelGroup` object is used to link them together.  This logic is further
+and the `ModelGroup` object is used to link them together. This logic is further
 extended by including the at-work subtour mode choice component, which allows for
 the joint estimation of the tour mode choice model and the at-work subtour mode
 choice model, which very reasonably share numerous parameters, but also have a few
-differences.  Similarly, the stop frequency and CDAP models are implemented for
+differences. Similarly, the stop frequency and CDAP models are implemented for
 Larch estimation as `ModelGroup` objects, segmented on tour purpose and household
 size, respectively.
 
@@ -229,7 +232,7 @@ When estimating a `ModelGroup` object, process for estimating the likelihood
 maximizing parameters is the same as for a single model: the log likelihood is computed
 for each observation (i.e. chooser) in the data set according to the parameters, model,
 and data for that chooser, and the overall log likelihood is the sum of all the
-chooser log likelihoods.  By using this approach, the rest of the estimation process is
+chooser log likelihoods. By using this approach, the rest of the estimation process is
 the same as for a single model, including finding parameter estimates, the standard
 error of those estimates, and any statistical tests or interpretations that are
 desired.
@@ -237,7 +240,7 @@ desired.
 ## Components with Size Terms
 
 Location choice models in ActivitySim (and in discrete choice modeling
-in general) usually include a "size" term.  The size term is a measure
+in general) usually include a "size" term. The size term is a measure
 of the quantity of the alternative, which in location choice models is
 typically a geographic area that contains multiple distinct alternatives.
 For example, in a workplace location choice model, the size term might
@@ -247,69 +250,69 @@ can be composed of multiple components, such as the number of employers, the
 number of households, and/or the number of retail establishments.
 
 The size term is included in the utility function of the model, but it is
-expressed differently from other qualitative measures.  The typical model
+expressed differently from other qualitative measures. The typical model
 specification for a location choice model will include a utility function
 given in a spec file, which will represent the quality of the alternative(s)
-that are being considered.  Put another way, the "regular" utility function
+that are being considered. Put another way, the "regular" utility function
 is a measure of the quality of the alternative, while the size term is a
 measure of the quantity of the alternative.
 
 In ActivitySim, size terms appear not in the utility spec files, but instead
 are expressed in a separate "size term" spec file, typically named
-"destination_choice_size_terms.csv".  This one file contains all of the size
-terms for all of the location choice models.
+"destination_choice_size_terms.csv". This one file contains all the size
+terms for all the location choice models.
 
 When using Larch for model estimation, size terms can be estimated alongside the
 other parameters. The `update_size_spec` function in the `activitysim.estimation.larch` library
-allows the user to update the size term specification for a model.  This function
+allows the user to update the size term specification for a model. This function
 takes the existing size term specification and updates the appropriate rows
-that correspond to the model being re-estimated.  The resulting updated size
+that correspond to the model being re-estimated. The resulting updated size
 term output file will also include the (unmodified) size term specification
-for all other size-based models.  When copying the revised size term specification
+for all other size-based models. When copying the revised size term specification
 to the model configuration, the user should be careful that re-estimation updates
 from multiple models are not inadvertently overwriting each other.
 
 As an alternative, users can choose to *not* re-estimate the size terms, by
 providing exogenous size terms in the model specification, and instructing Larch
-not to re-estimate these parameters.  This is done via the `Model.lock_value`
-command, which will fix any given named parameter to a specific value.  This command
+not to re-estimate these parameters. This is done via the `Model.lock_value`
+command, which will fix any given named parameter to a specific value. This command
 takes two arguments: the name of the parameter to be fixed, and the value to
-fix it to.  The `lock_value` command can be used to fix the size term parameters
+fix it to. The `lock_value` command can be used to fix the size term parameters
 to the values in the size term specification file, and then the model will be
 estimated without re-estimating the size terms. If no re-estimation is desired,
 users can also safely ignore the `update_size_spec` function.
 
 ## Example Notebooks
 
-ActivitySim includes a collection of Jupyter notebooks with
-interactive re-estimation examples for many core submodels, which can be found in the
-GitHub repository under the [`activitysim/examples/example_estimation/notebooks`](https://github.com/ActivitySim/activitysim/tree/main/activitysim/examples/example_estimation/notebooks)
-directory.  Most of these notebooks demonstrate the process of re-estimating model
-parameters, without changing the model specification, i.e. finding updated values
-for coefficients without changing the mathematical form of a model's utility
-function.
+ActivitySim includes a collection of Jupyter notebooks with interactive
+re-estimation examples for many core submodels, which can be found in the GitHub
+repository under the [`activitysim/examples/example_estimation/notebooks`](https://github.com/ActivitySim/activitysim/tree/main/activitysim/examples/example_estimation/notebooks)
+directory. Most of these notebooks demonstrate the process of re-estimating
+model parameters, without changing the model specification, i.e. finding updated
+values for coefficients without changing the mathematical form of a model's
+utility function.
 
 ### Examples that include Re-Specification
 
-A selection of these notebooks have also been updated to demonstrate
-the process of estimating model parameters and also *changing the model specification*.
-These notebooks generally include instrucations and a demonstration of how to
+A selection of these notebooks have also been updated to demonstrate the process
+of estimating model parameters and also *changing the model specification*.
+These notebooks generally include instructions and a demonstration of how to
 modify the model specification, and then re-estimate the model parameters, as
-well as how to compare the results of the original and modified models side-by-side,
-which can be useful for understanding the impact of the changes made, and conducting
-statistical tests to determine if the changes made are statistically significant.
+well as how to compare the results of the original and modified models
+side-by-side, which can be useful for understanding the impact of the changes
+made, and conducting statistical tests to determine if the changes made are
+statistically significant.
 
 The following notebooks include examples of modifying the model specification:
 
--   [`03_work_location.ipynb`](https://github.com/ActivitySim/activitysim/tree/main/activitysim/examples/example_estimation/notebooks/03_work_location.ipynb):
-    This notebook includes a demonstration of
-    modification to the SPEC file for a destination choice model, using the
-    "interact-sample-simulate" type model.
--   [`04_auto_ownership.ipynb`](https://github.com/ActivitySim/activitysim/tree/main/activitysim/examples/example_estimation/notebooks/04_auto_ownership.ipynb):
-    This notebook includes a demonstration of modification to the SPEC file for the
-    auto ownership model. It shows an example of an edit in the utility function
-    for a "simple simulate" type model.
--   [`06_cdap.ipynb`](https://github.com/ActivitySim/activitysim/tree/main/activitysim/examples/example_estimation/notebooks/06_cdap.ipynb):
-    This notebook includes a demonstration of modification to
-    the SPEC file for the CDAP model. This model has a complex structure that is
-    unique among the ActivitySim component models.
+- [`03_work_location.ipynb`](https://github.com/ActivitySim/activitysim/tree/main/activitysim/examples/example_estimation/notebooks/03_work_location.ipynb):
+  This notebook includes a demonstration of modification to the SPEC file for a
+  destination choice model, using the "interact-sample-simulate" type model.
+- [`04_auto_ownership.ipynb`](https://github.com/ActivitySim/activitysim/tree/main/activitysim/examples/example_estimation/notebooks/04_auto_ownership.ipynb):
+  This notebook includes a demonstration of modification to the SPEC file for the
+  auto ownership model. It shows an example of an edit in the utility function
+  for a "simple simulate" type model.
+- [`06_cdap.ipynb`](https://github.com/ActivitySim/activitysim/tree/main/activitysim/examples/example_estimation/notebooks/06_cdap.ipynb):
+  This notebook includes a demonstration of modification to the SPEC file for the
+  CDAP model. This model has a complex structure that is unique among the
+  ActivitySim component models.

From c1fed6719a7bdf26d14478913bad70fde55850e6 Mon Sep 17 00:00:00 2001
From: David Hensle <51132108+dhensle@users.noreply.github.com>
Date: Wed, 11 Jun 2025 15:38:07 -0700
Subject: [PATCH 45/56] cdap hh and per parquet read match csv

---
 activitysim/estimation/larch/cdap.py | 6 +++++-
 1 file changed, 5 insertions(+), 1 deletion(-)

diff --git a/activitysim/estimation/larch/cdap.py b/activitysim/estimation/larch/cdap.py
index 401cb1ae4b..ba63ec3c3c 100644
--- a/activitysim/estimation/larch/cdap.py
+++ b/activitysim/estimation/larch/cdap.py
@@ -383,7 +383,11 @@ def read_csv(filename, **kwargs):
             if "comment" in kwargs:
                 del kwargs["comment"]
             print(f"Reading {filename.with_suffix('.parquet')}")
-            return pd.read_parquet(filename.with_suffix(".parquet"), **kwargs)
+            df = pd.read_parquet(filename.with_suffix(".parquet"), **kwargs)
+            if df.index.name is not None:
+                # want the data to be read in the same as csv format -- without the index
+                df = df.reset_index(drop=False)
+            return df
         print(f"Reading {filename}")
         return pd.read_csv(filename, **kwargs)
 

From 689e3f641e578f0e6c0b3a4c1c6e9398d5eb0a40 Mon Sep 17 00:00:00 2001
From: Jeff Newman <jeff@driftless.xyz>
Date: Wed, 25 Jun 2025 20:54:26 -0500
Subject: [PATCH 46/56] add missing x_validator for mode choice and nonmand
 tour freq

---
 activitysim/estimation/larch/mode_choice.py       | 2 ++
 activitysim/estimation/larch/nonmand_tour_freq.py | 3 +++
 2 files changed, 5 insertions(+)

diff --git a/activitysim/estimation/larch/mode_choice.py b/activitysim/estimation/larch/mode_choice.py
index 4f9e17b7ca..f3d933d3f1 100644
--- a/activitysim/estimation/larch/mode_choice.py
+++ b/activitysim/estimation/larch/mode_choice.py
@@ -75,6 +75,8 @@ def mode_choice_model(
             x_col="Label",
             p_col=alt_name,
             ignore_x=("#",),
+            x_validator=chooser_data.columns,
+            expr_col="Expression",
         )
         for purpose in purposes:
             # Modify utility function based on template for purpose
diff --git a/activitysim/estimation/larch/nonmand_tour_freq.py b/activitysim/estimation/larch/nonmand_tour_freq.py
index 5db873b68f..7fab946375 100644
--- a/activitysim/estimation/larch/nonmand_tour_freq.py
+++ b/activitysim/estimation/larch/nonmand_tour_freq.py
@@ -308,6 +308,9 @@ def nonmand_tour_freq_model(
             spec,
             x_col="Label",
             p_col=segment_name,
+            x_validator=set(chooser_data[segment_name].columns)
+            + set(alt_values[segment_name].columns),
+            expr_col="Expression",
         )
         apply_coefficients(coefficients[segment_name], segment_model)
         segment_model.choice_co_code = "override_choice"

From cf7f7ee26fe0460e1094f85b51602bb26b8383c4 Mon Sep 17 00:00:00 2001
From: Jeff Newman <jeff@driftless.xyz>
Date: Wed, 25 Jun 2025 21:29:09 -0500
Subject: [PATCH 47/56] add tour mode choice edit example

---
 .../notebooks/17_tour_mode_choice.ipynb       | 12784 +++++++++++++---
 1 file changed, 10718 insertions(+), 2066 deletions(-)

diff --git a/activitysim/examples/example_estimation/notebooks/17_tour_mode_choice.ipynb b/activitysim/examples/example_estimation/notebooks/17_tour_mode_choice.ipynb
index 766538fa48..58246f47ad 100644
--- a/activitysim/examples/example_estimation/notebooks/17_tour_mode_choice.ipynb
+++ b/activitysim/examples/example_estimation/notebooks/17_tour_mode_choice.ipynb
@@ -31,6 +31,13 @@
      "height": 34
     },
     "colab_type": "code",
+    "execution": {
+     "iopub.execute_input": "2025-06-26T02:18:53.757761Z",
+     "iopub.status.busy": "2025-06-26T02:18:53.757352Z",
+     "iopub.status.idle": "2025-06-26T02:18:55.343119Z",
+     "shell.execute_reply": "2025-06-26T02:18:55.342813Z",
+     "shell.execute_reply.started": "2025-06-26T02:18:53.757721Z"
+    },
     "id": "s53VwlPwtNnr",
     "outputId": "d1208b7a-c1f2-4b0b-c439-bf312fe12be0"
    },
@@ -42,15 +49,23 @@
       "JAX not found. Some functionality will be unavailable.\n"
      ]
     },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "OMP: Info #276: omp_set_nested routine deprecated, please use omp_set_max_active_levels instead.\n"
+     ]
+    },
     {
      "data": {
       "text/plain": [
-       "{'larch': '6.0.32',\n",
-       " 'sharrow': '2.13.0',\n",
-       " 'numpy': '1.26.4',\n",
-       " 'pandas': '1.5.3',\n",
-       " 'xarray': '2024.3.0',\n",
-       " 'numba': '0.60.0'}"
+       "{'larch': '6.0.41',\n",
+       " 'sharrow': '2.13.1.dev2+g065e1fe',\n",
+       " 'numpy': '1.24.4',\n",
+       " 'pandas': '2.3.0',\n",
+       " 'xarray': '2025.4.0',\n",
+       " 'numba': '0.60.0',\n",
+       " 'jax': 'not installed'}"
       ]
      },
      "execution_count": 1,
@@ -78,7 +93,15 @@
   {
    "cell_type": "code",
    "execution_count": 2,
-   "metadata": {},
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-06-26T02:18:55.343775Z",
+     "iopub.status.busy": "2025-06-26T02:18:55.343576Z",
+     "iopub.status.idle": "2025-06-26T02:18:55.594289Z",
+     "shell.execute_reply": "2025-06-26T02:18:55.593986Z",
+     "shell.execute_reply.started": "2025-06-26T02:18:55.343766Z"
+    }
+   },
    "outputs": [
     {
      "name": "stdout",
@@ -99,7 +122,7 @@
     }
    ],
    "source": [
-    "from est_mode_setup import prepare\n",
+    "from est_mode_setup import prepare, backup\n",
     "\n",
     "prepare()"
    ]
@@ -108,13 +131,49 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Load data and prep model for estimation"
+    "In this demo notebook, we will (later) edit some model files.  But for demo purposes, we want to\n",
+    "make sure we are starting from the \"original\" files, so we'll check that now.  For actual \n",
+    "applications, this step would not be necessary."
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 3,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-06-26T02:18:55.594903Z",
+     "iopub.status.busy": "2025-06-26T02:18:55.594763Z",
+     "iopub.status.idle": "2025-06-26T02:18:55.597557Z",
+     "shell.execute_reply": "2025-06-26T02:18:55.597315Z",
+     "shell.execute_reply.started": "2025-06-26T02:18:55.594892Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "backup(\"output-est-mode/estimation_data_bundle/tour_mode_choice/tour_mode_choice_coefficients.csv\")\n",
+    "backup(\"output-est-mode/estimation_data_bundle/tour_mode_choice/tour_mode_choice_coefficients_template.csv\")\n",
+    "backup(\"output-est-mode/estimation_data_bundle/tour_mode_choice/tour_mode_choice_SPEC.csv\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
    "metadata": {},
+   "source": [
+    "# Load data and prep model for estimation"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-06-26T02:18:55.599005Z",
+     "iopub.status.busy": "2025-06-26T02:18:55.598789Z",
+     "iopub.status.idle": "2025-06-26T02:19:10.986768Z",
+     "shell.execute_reply": "2025-06-26T02:19:10.986372Z",
+     "shell.execute_reply.started": "2025-06-26T02:18:55.598996Z"
+    }
+   },
    "outputs": [
     {
      "name": "stdout",
@@ -149,8 +208,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {},
+   "execution_count": 5,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-06-26T02:19:10.987338Z",
+     "iopub.status.busy": "2025-06-26T02:19:10.987239Z",
+     "iopub.status.idle": "2025-06-26T02:19:12.247678Z",
+     "shell.execute_reply": "2025-06-26T02:19:12.247318Z",
+     "shell.execute_reply.started": "2025-06-26T02:19:10.987328Z"
+    }
+   },
    "outputs": [
     {
      "name": "stdout",
@@ -173,8 +240,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {},
+   "execution_count": 6,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-06-26T02:19:12.248184Z",
+     "iopub.status.busy": "2025-06-26T02:19:12.248080Z",
+     "iopub.status.idle": "2025-06-26T02:19:14.272297Z",
+     "shell.execute_reply": "2025-06-26T02:19:14.271908Z",
+     "shell.execute_reply.started": "2025-06-26T02:19:12.248174Z"
+    }
+   },
    "outputs": [],
    "source": [
     "model.extend(model2)"
@@ -198,8 +273,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {},
+   "execution_count": 7,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-06-26T02:19:14.272784Z",
+     "iopub.status.busy": "2025-06-26T02:19:14.272698Z",
+     "iopub.status.idle": "2025-06-26T02:19:14.277447Z",
+     "shell.execute_reply": "2025-06-26T02:19:14.277183Z",
+     "shell.execute_reply.started": "2025-06-26T02:19:14.272775Z"
+    }
+   },
    "outputs": [
     {
      "data": {
@@ -263,16 +346,6 @@
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>walk_transit_CBD_ASC_atwork</th>\n",
-       "      <td>0.564</td>\n",
-       "      <td>F</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>drive_transit_CBD_ASC_eatout_escort_othdiscr_othmaint_shopping_social</th>\n",
-       "      <td>0.525</td>\n",
-       "      <td>F</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
        "      <th>drive_transit_CBD_ASC_school_univ</th>\n",
        "      <td>0.672</td>\n",
        "      <td>F</td>\n",
@@ -287,9 +360,19 @@
        "      <td>0.564</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_test_eatout_escort_othdiscr_othmaint_shopping_social_work_atwork</th>\n",
+       "      <td>0.000</td>\n",
+       "      <td>F</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_test_school_univ</th>\n",
+       "      <td>0.000</td>\n",
+       "      <td>F</td>\n",
+       "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>307 rows × 2 columns</p>\n",
+       "<p>309 rows × 2 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
@@ -301,16 +384,16 @@
        "coef_nest_AUTO_DRIVEALONE                           0.350         T\n",
        "coef_nest_AUTO_SHAREDRIDE2                          0.350         T\n",
        "...                                                   ...       ...\n",
-       "walk_transit_CBD_ASC_atwork                         0.564         F\n",
-       "drive_transit_CBD_ASC_eatout_escort_othdiscr_ot...  0.525         F\n",
        "drive_transit_CBD_ASC_school_univ                   0.672         F\n",
        "drive_transit_CBD_ASC_work                          1.100         F\n",
        "drive_transit_CBD_ASC_atwork                        0.564         F\n",
+       "coef_test_eatout_escort_othdiscr_othmaint_shopp...  0.000         F\n",
+       "coef_test_school_univ                               0.000         F\n",
        "\n",
-       "[307 rows x 2 columns]"
+       "[309 rows x 2 columns]"
       ]
      },
-     "execution_count": 6,
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -328,8 +411,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
-   "metadata": {},
+   "execution_count": 8,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-06-26T02:19:14.277824Z",
+     "iopub.status.busy": "2025-06-26T02:19:14.277744Z",
+     "iopub.status.idle": "2025-06-26T02:19:14.284481Z",
+     "shell.execute_reply": "2025-06-26T02:19:14.284213Z",
+     "shell.execute_reply.started": "2025-06-26T02:19:14.277816Z"
+    }
+   },
    "outputs": [
     {
      "data": {
@@ -521,30 +612,6 @@
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>310</th>\n",
-       "      <td>util_Drive_to_Transit_dest_CBD</td>\n",
-       "      <td>Drive to Transit dest CBD</td>\n",
-       "      <td>@df.destination_in_cbd</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>drive_transit_CBD_ASC</td>\n",
-       "      <td>drive_transit_CBD_ASC</td>\n",
-       "      <td>drive_transit_CBD_ASC</td>\n",
-       "      <td>drive_transit_CBD_ASC</td>\n",
-       "      <td>drive_transit_CBD_ASC</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
        "      <th>311</th>\n",
        "      <td>util_Drive_to_Transit_distance_penalty</td>\n",
        "      <td>Drive to Transit - distance penalty</td>\n",
@@ -640,9 +707,33 @@
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "    </tr>\n",
+       "    <tr>\n",
+       "      <th>315</th>\n",
+       "      <td>util_test</td>\n",
+       "      <td>Drive alone not available for escort tours</td>\n",
+       "      <td>@1</td>\n",
+       "      <td>coef_test</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>315 rows × 24 columns</p>\n",
+       "<p>316 rows × 24 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
@@ -653,11 +744,11 @@
        "3      util_DRIVEALONEFREE_Unavailable_for_joint_tours   \n",
        "4    util_DRIVEALONEFREE_Unavailable_if_didnt_drive...   \n",
        "..                                                 ...   \n",
-       "310                     util_Drive_to_Transit_dest_CBD   \n",
        "311             util_Drive_to_Transit_distance_penalty   \n",
        "312         util_Walk_not_available_for_long_distances   \n",
        "313         util_Bike_not_available_for_long_distances   \n",
        "314    util_Drive_alone_not_available_for_escort_tours   \n",
+       "315                                          util_test   \n",
        "\n",
        "                                           Description  \\\n",
        "0                         DRIVEALONEFREE - Unavailable   \n",
@@ -666,11 +757,11 @@
        "3         DRIVEALONEFREE - Unavailable for joint tours   \n",
        "4    DRIVEALONEFREE - Unavailable if didn't drive t...   \n",
        "..                                                 ...   \n",
-       "310                          Drive to Transit dest CBD   \n",
        "311                Drive to Transit - distance penalty   \n",
        "312              Walk not available for long distances   \n",
        "313              Bike not available for long distances   \n",
        "314         Drive alone not available for escort tours   \n",
+       "315         Drive alone not available for escort tours   \n",
        "\n",
        "                                            Expression DRIVEALONEFREE  \\\n",
        "0                               sov_available == False           -999   \n",
@@ -679,11 +770,11 @@
        "3                                     is_joint == True           -999   \n",
        "4                is_atwork_subtour & ~work_tour_is_SOV           -999   \n",
        "..                                                 ...            ...   \n",
-       "310                             @df.destination_in_cbd            NaN   \n",
        "311  @drvtrn_distpen_0_multiplier * (1-od_skims['DI...            NaN   \n",
        "312                      @od_skims.max('DISTWALK') > 3            NaN   \n",
        "313                      @od_skims.max('DISTBIKE') > 8            NaN   \n",
        "314                                          is_escort           -999   \n",
+       "315                                                 @1      coef_test   \n",
        "\n",
        "    DRIVEALONEPAY SHARED2FREE SHARED2PAY SHARED3FREE SHARED3PAY  WALK  ...  \\\n",
        "0             NaN         NaN        NaN         NaN        NaN   NaN  ...   \n",
@@ -692,37 +783,24 @@
        "3             NaN         NaN        NaN         NaN        NaN   NaN  ...   \n",
        "4             NaN         NaN        NaN         NaN        NaN   NaN  ...   \n",
        "..            ...         ...        ...         ...        ...   ...  ...   \n",
-       "310           NaN         NaN        NaN         NaN        NaN   NaN  ...   \n",
        "311           NaN         NaN        NaN         NaN        NaN   NaN  ...   \n",
        "312           NaN         NaN        NaN         NaN        NaN  -999  ...   \n",
        "313           NaN         NaN        NaN         NaN        NaN   NaN  ...   \n",
        "314          -999         NaN        NaN         NaN        NaN   NaN  ...   \n",
+       "315           NaN         NaN        NaN         NaN        NaN   NaN  ...   \n",
        "\n",
-       "    WALK_HVY WALK_COM              DRIVE_LOC              DRIVE_LRF  \\\n",
-       "0        NaN      NaN                    NaN                    NaN   \n",
-       "1        NaN      NaN                    NaN                    NaN   \n",
-       "2        NaN      NaN                    NaN                    NaN   \n",
-       "3        NaN      NaN                    NaN                    NaN   \n",
-       "4        NaN      NaN                    NaN                    NaN   \n",
-       "..       ...      ...                    ...                    ...   \n",
-       "310      NaN      NaN  drive_transit_CBD_ASC  drive_transit_CBD_ASC   \n",
-       "311      NaN      NaN               coef_ivt               coef_ivt   \n",
-       "312      NaN      NaN                    NaN                    NaN   \n",
-       "313      NaN      NaN                    NaN                    NaN   \n",
-       "314      NaN      NaN                    NaN                    NaN   \n",
-       "\n",
-       "                 DRIVE_EXP              DRIVE_HVY              DRIVE_COM TAXI  \\\n",
-       "0                      NaN                    NaN                    NaN  NaN   \n",
-       "1                      NaN                    NaN                    NaN  NaN   \n",
-       "2                      NaN                    NaN                    NaN  NaN   \n",
-       "3                      NaN                    NaN                    NaN  NaN   \n",
-       "4                      NaN                    NaN                    NaN  NaN   \n",
-       "..                     ...                    ...                    ...  ...   \n",
-       "310  drive_transit_CBD_ASC  drive_transit_CBD_ASC  drive_transit_CBD_ASC  NaN   \n",
-       "311               coef_ivt               coef_ivt               coef_ivt  NaN   \n",
-       "312                    NaN                    NaN                    NaN  NaN   \n",
-       "313                    NaN                    NaN                    NaN  NaN   \n",
-       "314                    NaN                    NaN                    NaN  NaN   \n",
+       "    WALK_HVY WALK_COM DRIVE_LOC DRIVE_LRF DRIVE_EXP DRIVE_HVY DRIVE_COM TAXI  \\\n",
+       "0        NaN      NaN       NaN       NaN       NaN       NaN       NaN  NaN   \n",
+       "1        NaN      NaN       NaN       NaN       NaN       NaN       NaN  NaN   \n",
+       "2        NaN      NaN       NaN       NaN       NaN       NaN       NaN  NaN   \n",
+       "3        NaN      NaN       NaN       NaN       NaN       NaN       NaN  NaN   \n",
+       "4        NaN      NaN       NaN       NaN       NaN       NaN       NaN  NaN   \n",
+       "..       ...      ...       ...       ...       ...       ...       ...  ...   \n",
+       "311      NaN      NaN  coef_ivt  coef_ivt  coef_ivt  coef_ivt  coef_ivt  NaN   \n",
+       "312      NaN      NaN       NaN       NaN       NaN       NaN       NaN  NaN   \n",
+       "313      NaN      NaN       NaN       NaN       NaN       NaN       NaN  NaN   \n",
+       "314      NaN      NaN       NaN       NaN       NaN       NaN       NaN  NaN   \n",
+       "315      NaN      NaN       NaN       NaN       NaN       NaN       NaN  NaN   \n",
        "\n",
        "    TNC_SINGLE TNC_SHARED  \n",
        "0          NaN        NaN  \n",
@@ -731,16 +809,16 @@
        "3          NaN        NaN  \n",
        "4          NaN        NaN  \n",
        "..         ...        ...  \n",
-       "310        NaN        NaN  \n",
        "311        NaN        NaN  \n",
        "312        NaN        NaN  \n",
        "313        NaN        NaN  \n",
        "314        NaN        NaN  \n",
+       "315        NaN        NaN  \n",
        "\n",
-       "[315 rows x 24 columns]"
+       "[316 rows x 24 columns]"
       ]
      },
-     "execution_count": 7,
+     "execution_count": 8,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -758,8 +836,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
-   "metadata": {},
+   "execution_count": 9,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-06-26T02:19:14.284943Z",
+     "iopub.status.busy": "2025-06-26T02:19:14.284856Z",
+     "iopub.status.idle": "2025-06-26T02:19:14.298921Z",
+     "shell.execute_reply": "2025-06-26T02:19:14.298594Z",
+     "shell.execute_reply.started": "2025-06-26T02:19:14.284935Z"
+    }
+   },
    "outputs": [
     {
      "data": {
@@ -1271,7 +1357,7 @@
        "[63935 rows x 536 columns]"
       ]
      },
-     "execution_count": 8,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1291,13 +1377,21 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
-   "metadata": {},
+   "execution_count": 10,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-06-26T02:19:14.299439Z",
+     "iopub.status.busy": "2025-06-26T02:19:14.299343Z",
+     "iopub.status.idle": "2025-06-26T02:19:14.389799Z",
+     "shell.execute_reply": "2025-06-26T02:19:14.389326Z",
+     "shell.execute_reply.started": "2025-06-26T02:19:14.299429Z"
+    }
+   },
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "(<larch.ModelGroup \"None\">,\n",
+       "(<larch.ModelGroup>,\n",
        " [(<larch.Model (GEV) \"eatout\">, dictx()),\n",
        "  (<larch.Model (GEV) \"escort\">, dictx()),\n",
        "  (<larch.Model (GEV) \"othdiscr\">, dictx()),\n",
@@ -1310,7 +1404,7 @@
        "  (<larch.Model (GEV) \"atwork\">, dictx())])"
       ]
      },
-     "execution_count": 9,
+     "execution_count": 10,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1321,13 +1415,21 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
-   "metadata": {},
+   "execution_count": 11,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-06-26T02:19:14.390341Z",
+     "iopub.status.busy": "2025-06-26T02:19:14.390244Z",
+     "iopub.status.idle": "2025-06-26T02:20:19.068878Z",
+     "shell.execute_reply": "2025-06-26T02:20:19.068547Z",
+     "shell.execute_reply.started": "2025-06-26T02:19:14.390332Z"
+    }
+   },
    "outputs": [
     {
      "data": {
       "text/html": [
-       "<h3>Iteration 186 [Optimization terminated successfully] </h3>"
+       "<h3>Iteration 189 [Optimization terminated successfully] </h3>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -1339,7 +1441,7 @@
     {
      "data": {
       "text/html": [
-       "<p>Best LL = -76504.13129817661</p>"
+       "<p>Best LL = -76508.28923895479</p>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -1411,8 +1513,8 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>bike_ASC_auto_deficient_atwork</th>\n",
-       "      <td>-0.997746</td>\n",
-       "      <td>-0.997746</td>\n",
+       "      <td>-1.054274</td>\n",
+       "      <td>-1.054274</td>\n",
        "      <td>-0.807408</td>\n",
        "      <td>-inf</td>\n",
        "      <td>inf</td>\n",
@@ -1421,8 +1523,8 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>bike_ASC_auto_deficient_eatout</th>\n",
-       "      <td>-1.673695</td>\n",
-       "      <td>-1.673695</td>\n",
+       "      <td>-1.458927</td>\n",
+       "      <td>-1.458927</td>\n",
        "      <td>-1.569111</td>\n",
        "      <td>-inf</td>\n",
        "      <td>inf</td>\n",
@@ -1431,8 +1533,8 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>bike_ASC_auto_deficient_escort</th>\n",
-       "      <td>-4.147119</td>\n",
-       "      <td>-4.147119</td>\n",
+       "      <td>-3.980018</td>\n",
+       "      <td>-3.980018</td>\n",
        "      <td>-4.527928</td>\n",
        "      <td>-inf</td>\n",
        "      <td>inf</td>\n",
@@ -1451,8 +1553,8 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>walk_transit_ASC_no_auto_work</th>\n",
-       "      <td>4.665799</td>\n",
-       "      <td>4.665799</td>\n",
+       "      <td>4.604150</td>\n",
+       "      <td>4.604150</td>\n",
        "      <td>5.035417</td>\n",
        "      <td>-inf</td>\n",
        "      <td>inf</td>\n",
@@ -1461,8 +1563,8 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>walk_transit_CBD_ASC_atwork</th>\n",
-       "      <td>1.146544</td>\n",
-       "      <td>1.146544</td>\n",
+       "      <td>1.296785</td>\n",
+       "      <td>1.296785</td>\n",
        "      <td>0.564000</td>\n",
        "      <td>-inf</td>\n",
        "      <td>inf</td>\n",
@@ -1471,8 +1573,8 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>walk_transit_CBD_ASC_eatout_escort_othdiscr_othmaint_shopping_social</th>\n",
-       "      <td>1.074027</td>\n",
-       "      <td>1.074027</td>\n",
+       "      <td>1.078110</td>\n",
+       "      <td>1.078110</td>\n",
        "      <td>0.525000</td>\n",
        "      <td>-inf</td>\n",
        "      <td>inf</td>\n",
@@ -1481,8 +1583,8 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>walk_transit_CBD_ASC_school_univ</th>\n",
-       "      <td>0.818861</td>\n",
-       "      <td>0.818861</td>\n",
+       "      <td>0.834010</td>\n",
+       "      <td>0.834010</td>\n",
        "      <td>0.672000</td>\n",
        "      <td>-inf</td>\n",
        "      <td>inf</td>\n",
@@ -1491,8 +1593,8 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>walk_transit_CBD_ASC_work</th>\n",
-       "      <td>1.158108</td>\n",
-       "      <td>1.158108</td>\n",
+       "      <td>1.157993</td>\n",
+       "      <td>1.157993</td>\n",
        "      <td>0.804000</td>\n",
        "      <td>-inf</td>\n",
        "      <td>inf</td>\n",
@@ -1501,7 +1603,7 @@
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>301 rows × 7 columns</p>\n",
+       "<p>303 rows × 7 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
@@ -1509,15 +1611,15 @@
        "param_name                                                                   \n",
        "-999                                               -999.000000 -999.000000   \n",
        "1                                                     1.000000    1.000000   \n",
-       "bike_ASC_auto_deficient_atwork                       -0.997746   -0.997746   \n",
-       "bike_ASC_auto_deficient_eatout                       -1.673695   -1.673695   \n",
-       "bike_ASC_auto_deficient_escort                       -4.147119   -4.147119   \n",
+       "bike_ASC_auto_deficient_atwork                       -1.054274   -1.054274   \n",
+       "bike_ASC_auto_deficient_eatout                       -1.458927   -1.458927   \n",
+       "bike_ASC_auto_deficient_escort                       -3.980018   -3.980018   \n",
        "...                                                        ...         ...   \n",
-       "walk_transit_ASC_no_auto_work                         4.665799    4.665799   \n",
-       "walk_transit_CBD_ASC_atwork                           1.146544    1.146544   \n",
-       "walk_transit_CBD_ASC_eatout_escort_othdiscr_oth...    1.074027    1.074027   \n",
-       "walk_transit_CBD_ASC_school_univ                      0.818861    0.818861   \n",
-       "walk_transit_CBD_ASC_work                             1.158108    1.158108   \n",
+       "walk_transit_ASC_no_auto_work                         4.604150    4.604150   \n",
+       "walk_transit_CBD_ASC_atwork                           1.296785    1.296785   \n",
+       "walk_transit_CBD_ASC_eatout_escort_othdiscr_oth...    1.078110    1.078110   \n",
+       "walk_transit_CBD_ASC_school_univ                      0.834010    0.834010   \n",
+       "walk_transit_CBD_ASC_work                             1.157993    1.157993   \n",
        "\n",
        "                                                     initvalue  minimum  \\\n",
        "param_name                                                                \n",
@@ -1561,7 +1663,7 @@
        "walk_transit_CBD_ASC_school_univ                           0  \n",
        "walk_transit_CBD_ASC_work                                  0  \n",
        "\n",
-       "[301 rows x 7 columns]"
+       "[303 rows x 7 columns]"
       ]
      },
      "metadata": {},
@@ -1571,7 +1673,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/Users/jpn/Git/est-mode/larch/src/larch/model/optimization.py:338: UserWarning: SLSQP may not play nicely with unbounded parameters\n",
+      "/Users/jpn/Git/aestival/repos/larch/src/larch/model/optimization.py:338: UserWarning: SLSQP may not play nicely with unbounded parameters\n",
       "if you get poor results, consider setting global bounds with model.set_cap()\n",
       "  warnings.warn(  # infinite bounds #  )\n"
      ]
@@ -1583,125 +1685,133 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
-   "metadata": {},
+   "execution_count": 12,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-06-26T02:20:19.069508Z",
+     "iopub.status.busy": "2025-06-26T02:20:19.069365Z",
+     "iopub.status.idle": "2025-06-26T02:22:22.469509Z",
+     "shell.execute_reply": "2025-06-26T02:22:22.469199Z",
+     "shell.execute_reply.started": "2025-06-26T02:20:19.069498Z"
+    }
+   },
    "outputs": [
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/var/folders/l1/yt63lf3n60b1dc25d_y2d1q80000gn/T/ipykernel_30646/3375301916.py:1: PossibleOverspecification: Model is possibly over-specified (hessian is nearly singular).\n",
+      "/var/folders/gp/zzfchnm91870k7pvbkmbgwz80000gr/T/ipykernel_45605/3375301916.py:1: PossibleOverspecification: Model is possibly over-specified (hessian is nearly singular).\n",
       "  model.calculate_parameter_covariance()\n"
      ]
     },
     {
      "data": {
       "text/plain": [
-       "(array([0.00000000e+00, 0.00000000e+00, 3.35905128e-01, 4.03997542e-01,\n",
-       "        3.98391399e-01, 2.04116538e-01, 3.43847113e-01, 3.05273022e-01,\n",
-       "        2.20308907e-01, 3.19155920e-01, 3.56339406e-02, 7.75126393e-02,\n",
-       "        4.36635034e+02, 1.46654623e-01, 3.88297006e-01, 9.37023760e-02,\n",
-       "        1.79285943e-01, 1.04219523e-01, 1.29302923e-01, 2.01485594e-01,\n",
-       "        1.57876345e-02, 6.56232000e-02, 7.82486553e+01, 7.76646316e+01,\n",
-       "        7.76685862e+01, 7.76638395e+01, 7.76632845e+01, 1.06222057e+02,\n",
-       "        7.76632209e+01, 7.76636115e+01, 2.25096550e-02, 7.76634919e+01,\n",
-       "                   nan, 1.77157706e-01, 8.99952061e-02, 2.05472670e-01,\n",
-       "        4.24820891e-02, 7.46055946e-02, 8.07063927e-02, 6.81778880e-02,\n",
-       "        3.12545218e-02, 5.76135157e-02, 1.78374744e-02, 9.09277391e-02,\n",
-       "        4.79541094e-04, 1.44415038e-04, 3.21619072e-04, 1.47413838e-04,\n",
+       "(array([0.00000000e+00, 0.00000000e+00, 3.43568882e-01, 3.95622877e-01,\n",
+       "        4.06484604e-01, 2.03367924e-01, 3.22743381e-01, 9.64080406e-01,\n",
+       "        2.18326807e-01, 3.24554296e-01,            nan, 9.25561766e-02,\n",
+       "        4.69818109e+02, 1.59418569e-01, 3.37340862e-01, 1.05444367e-01,\n",
+       "        1.93207745e-01, 9.18689416e-01, 1.38355178e-01, 2.06922312e-01,\n",
+       "        6.56527431e-03, 8.14434243e-02, 7.65331643e+01, 7.59009053e+01,\n",
+       "        7.59050227e+01, 7.59000796e+01, 7.58995284e+01, 1.08570448e+02,\n",
+       "        7.58994612e+01, 7.58998820e+01, 1.48396628e-03, 7.58997989e+01,\n",
+       "        7.84724197e-03, 1.75813808e-01, 8.99726958e-02, 2.05380801e-01,\n",
+       "        4.25371868e-02, 7.47682204e-02, 8.42243554e-02, 6.82331737e-02,\n",
+       "        3.12375884e-02, 5.71491736e-02, 1.78428279e-02, 9.12338677e-02,\n",
+       "        4.78568573e-04, 1.44741724e-04, 3.15779236e-04, 1.47478876e-04,\n",
        "        0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
        "        0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
-       "        0.00000000e+00, 2.66114623e+02, 5.26663465e+02,            nan,\n",
-       "        2.66114883e+02, 5.26663526e+02,            nan, 2.66114620e+02,\n",
-       "        5.26663365e+02,            nan,            nan, 2.66114718e+02,\n",
-       "        2.66114847e+02, 2.66114844e+02, 2.66114783e+02, 5.26663434e+02,\n",
-       "        2.66114849e+02, 2.66114828e+02, 1.96845101e-03,            nan,\n",
-       "                   nan, 2.66114655e+02, 2.66115398e+02, 2.66114582e+02,\n",
-       "        2.66114663e+02, 5.26663397e+02, 2.66114867e+02, 2.66114637e+02,\n",
-       "        5.73064704e-04,            nan, 5.06894612e-04, 8.81447657e-04,\n",
-       "        1.42469103e-01, 2.50086690e-01, 6.99252075e-02, 2.66114564e+02,\n",
-       "        5.26663324e+02,            nan, 2.66114562e+02, 5.26663312e+02,\n",
-       "                   nan, 1.38915167e+00, 5.05947040e-01, 1.11119275e+00,\n",
-       "        2.66119206e+02, 2.66116116e+02, 0.00000000e+00, 0.00000000e+00,\n",
-       "        0.00000000e+00, 0.00000000e+00, 2.65074895e-01, 1.33076851e-01,\n",
-       "        4.58493714e-01, 8.46715712e+00, 0.00000000e+00, 4.30352400e+00,\n",
-       "        1.77738330e+01, 0.00000000e+00, 2.26164465e+00, 7.49236576e+00,\n",
-       "        0.00000000e+00, 2.14611998e+00, 3.86607124e-01, 2.45547273e-01,\n",
-       "        7.28874860e-01, 2.66116062e+02, 7.76653234e+02, 2.66115045e+02,\n",
-       "        2.66114557e+02, 5.26663305e+02,            nan, 1.33960236e-01,\n",
-       "        1.45337406e-01, 1.50779454e-01, 1.18643404e-01, 1.35040865e-01,\n",
-       "        1.74581435e-01, 1.14874686e-01, 2.02810453e-01,            nan,\n",
-       "        7.44275803e-02, 7.83523116e-02, 8.93634110e-02, 1.17097859e-01,\n",
-       "        8.45512521e-02, 8.69508834e-02, 8.03101453e-02, 8.40515360e-02,\n",
-       "        9.53466586e-02,            nan, 7.05312617e-02, 7.76629890e+01,\n",
-       "        1.38422902e-01, 1.81787478e-01, 1.53615374e-01, 1.11522652e-01,\n",
-       "        2.25312662e-01, 1.70430236e-01, 1.26448692e-01, 2.11703942e-01,\n",
-       "        1.00463636e-04, 7.78773706e-02, 7.96472694e-02, 8.94280974e-02,\n",
-       "        1.17124233e-01, 8.41282089e-02, 8.99332671e-02, 7.92471956e-02,\n",
-       "        8.51095807e-02, 9.51004511e-02,            nan, 7.14437036e-02,\n",
-       "        7.76649372e+01, 7.76634882e+01, 7.76971109e+01, 7.76631900e+01,\n",
-       "        7.76636554e+01, 1.02161065e+02, 7.76632041e+01, 7.76663572e+01,\n",
-       "                   nan, 7.76634615e+01, 4.19376350e-01, 4.75794231e-01,\n",
-       "        1.08660603e-01, 2.05327407e-01,            nan, 1.90990221e-01,\n",
-       "        1.50863617e-01, 2.77678758e-01, 8.38599713e-02, 1.28395727e-01,\n",
-       "        2.25501913e-05, 3.63374797e-01, 7.76654777e+01, 7.76655928e+01,\n",
-       "        7.76631787e+01, 0.00000000e+00, 7.76637314e+01, 3.96937689e-01,\n",
-       "        8.13779074e-01, 9.80539206e-02, 1.98619974e-01, 1.81307167e-05,\n",
-       "        2.18036960e-01, 1.66251531e-01, 2.01315564e-01, 7.78727771e-02,\n",
-       "        1.58337584e-01,            nan, 4.17141987e-01, 7.76652111e+01,\n",
-       "        7.76633125e+01, 7.76631841e+01, 0.00000000e+00,            nan,\n",
-       "        7.76636084e+01, 3.07884842e-01, 4.33445098e-01, 9.00217818e-02,\n",
-       "        2.39336326e-01,            nan, 1.05663583e-01, 1.25727813e-01,\n",
-       "        1.47318158e-01, 6.76713842e-02, 1.10083137e-01, 1.23895469e-05,\n",
-       "        1.74012208e-01, 7.76650962e+01, 7.76632452e+01, 7.76631613e+01,\n",
-       "        0.00000000e+00, 1.04117699e-05, 7.76634168e+01, 1.24530579e-01,\n",
-       "        1.89364305e-01, 2.69032593e-01, 1.46357424e-01, 2.05847223e-01,\n",
-       "        1.90302355e-01, 1.27783593e-01, 2.90972416e-01, 9.39599399e-06,\n",
-       "        8.18218251e-02, 5.79983821e-02, 9.32725968e-02, 1.06269272e-01,\n",
-       "        6.62698019e-02, 8.14234831e-02, 8.64218501e-02, 6.38447228e-02,\n",
-       "        1.06704078e-01, 3.73472008e-07, 6.16669696e-02, 7.76651792e+01,\n",
-       "        7.76636230e+01, 7.76641933e+01, 7.76632857e+01, 7.76636358e+01,\n",
-       "        1.06223294e+02, 7.76632267e+01, 7.76635489e+01, 1.10379574e-07,\n",
-       "        7.76634693e+01, 2.66114880e+02, 5.26663563e+02,            nan,\n",
-       "        2.66114563e+02, 5.26663322e+02,            nan, 2.66114705e+02,\n",
-       "        2.66114695e+02, 2.66115789e+02, 2.66114602e+02, 2.66115141e+02,\n",
-       "        5.26663363e+02, 2.66114640e+02, 2.66114710e+02, 0.00000000e+00,\n",
-       "                   nan, 2.66114736e+02, 2.66114602e+02, 2.66114841e+02,\n",
-       "        2.66114569e+02, 2.66114576e+02, 5.26663375e+02, 2.66114585e+02,\n",
-       "        2.66114590e+02, 0.00000000e+00,            nan, 2.80295430e+02,\n",
-       "        2.80294793e+02, 2.80308420e+02, 2.80294699e+02, 2.80294693e+02,\n",
-       "        5.23852106e+02, 2.80294674e+02, 2.80294759e+02, 0.00000000e+00,\n",
-       "                   nan, 2.83410186e-01, 7.56198845e-02, 1.14304792e-01,\n",
-       "        5.38643979e-02]),\n",
+       "        0.00000000e+00, 4.94370981e-02, 9.12949980e-01, 1.63536365e+01,\n",
+       "                   nan, 2.77531481e+02, 1.63577167e+01,            nan,\n",
+       "        2.77531479e+02, 1.63533682e+01,            nan, 2.77531474e+02,\n",
+       "        3.59540175e-04, 1.63548950e+01, 1.63570704e+01, 1.63563610e+01,\n",
+       "        1.63560813e+01,            nan, 1.63568863e+01, 1.63570619e+01,\n",
+       "                   nan, 2.77531528e+02, 1.76087014e-04, 1.63538061e+01,\n",
+       "        1.63648286e+01, 1.63530022e+01, 1.63539908e+01,            nan,\n",
+       "        1.63575583e+01, 1.63537351e+01,            nan, 2.77531508e+02,\n",
+       "                   nan,            nan, 1.42103205e-01, 2.51161193e-01,\n",
+       "        6.97695237e-02, 1.63526899e+01,            nan, 2.77531475e+02,\n",
+       "        1.63526001e+01,            nan, 2.77531471e+02, 1.33597581e+00,\n",
+       "        4.64551594e-01, 1.07997221e+00, 1.64232273e+01, 1.63735494e+01,\n",
+       "        0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
+       "        2.57988724e-01, 1.33447027e-01, 4.70329177e-01, 8.14677991e+00,\n",
+       "        0.00000000e+00, 4.29099062e+00, 1.70018293e+01, 0.00000000e+00,\n",
+       "        2.17642075e+00, 7.19755709e+00, 0.00000000e+00, 2.05173739e+00,\n",
+       "        3.75877587e-01, 2.44612828e-01, 7.26634985e-01, 1.63756367e+01,\n",
+       "        6.54706742e+02, 1.63625643e+01, 1.63525772e+01,            nan,\n",
+       "        2.77531472e+02, 1.31802045e-01, 1.54856832e-01, 1.60191396e-01,\n",
+       "        1.30884481e-01, 1.45237147e-01, 9.27906953e-01, 1.27444227e-01,\n",
+       "        2.14970869e-01,            nan, 8.92015357e-02, 7.83754734e-02,\n",
+       "        1.04828977e-01, 1.28961862e-01, 1.00855258e-01, 1.02878899e-01,\n",
+       "        9.16347963e-01, 1.00453659e-01, 1.10094340e-01,            nan,\n",
+       "        8.59833552e-02, 7.58992488e+01, 1.36179443e-01, 1.87447089e-01,\n",
+       "        1.62833349e-01, 1.24488428e-01, 2.23419023e-01, 9.27089911e-01,\n",
+       "        1.37802147e-01, 2.22797306e-01, 1.82745854e-05, 9.21812970e-02,\n",
+       "        7.96539978e-02, 1.04999071e-01, 1.28985576e-01, 1.00505047e-01,\n",
+       "        1.05433010e-01, 9.16256846e-01, 1.01350960e-01, 1.09870705e-01,\n",
+       "        2.57288423e-05, 8.67595311e-02, 7.59011365e+01, 7.58997610e+01,\n",
+       "        7.59404020e+01, 7.58994418e+01, 7.58999755e+01, 1.04821014e+02,\n",
+       "        7.58994443e+01, 7.59033408e+01, 1.79086329e-05, 7.58997578e+01,\n",
+       "        4.34623540e-01, 4.82712631e-01, 1.17827537e-01, 9.34535479e-01,\n",
+       "        1.61843418e-05, 2.05410943e-01, 1.50299770e-01, 2.46495322e-01,\n",
+       "        9.65073938e-02, 9.21898426e-01,            nan, 3.03132741e-01,\n",
+       "        7.59016253e+01, 7.59019418e+01, 7.58994200e+01, 0.00000000e+00,\n",
+       "        7.59000159e+01, 4.13912102e-01, 8.99832808e-01, 1.09252822e-01,\n",
+       "        9.32969197e-01, 1.25173469e-05, 2.14027564e-01, 1.65755664e-01,\n",
+       "        1.99468519e-01, 9.20396101e-02, 9.26728748e-01,            nan,\n",
+       "        4.10887210e-01, 7.59013539e+01, 7.58995848e+01, 7.58994250e+01,\n",
+       "        0.00000000e+00,            nan, 7.58999400e+01, 3.18871323e-01,\n",
+       "        4.36073743e-01, 1.01858472e-01, 9.43121213e-01,            nan,\n",
+       "        1.15161883e-01, 1.25660723e-01, 1.49149898e-01, 8.32981598e-02,\n",
+       "        9.19608672e-01, 5.09330673e-06, 1.82003483e-01, 7.59012319e+01,\n",
+       "        7.58995121e+01, 7.58994032e+01, 0.00000000e+00,            nan,\n",
+       "        7.58997326e+01, 1.23348929e-01, 1.97972972e-01, 2.64828835e-01,\n",
+       "        1.54433920e-01, 2.07777377e-01, 9.30824872e-01, 1.37078150e-01,\n",
+       "        2.98569183e-01, 1.92139862e-06, 9.55273557e-02, 5.79521800e-02,\n",
+       "        1.06001682e-01, 1.17079290e-01, 8.28631063e-02, 9.55004074e-02,\n",
+       "        9.16882068e-01, 8.10886012e-02, 1.17267376e-01,            nan,\n",
+       "        7.87068490e-02, 7.59013004e+01, 7.58999086e+01, 7.59004734e+01,\n",
+       "        7.58995435e+01, 7.58998937e+01, 1.08571609e+02, 7.58994666e+01,\n",
+       "        7.58998191e+01,            nan, 7.58997790e+01, 1.63576443e+01,\n",
+       "                   nan, 2.77531548e+02, 1.63526485e+01,            nan,\n",
+       "        2.77531477e+02, 1.63547614e+01, 1.63545018e+01, 1.63715432e+01,\n",
+       "        1.63530434e+01, 1.63615194e+01,            nan, 1.63537738e+01,\n",
+       "        1.63551081e+01, 0.00000000e+00, 2.77531520e+02, 1.63551412e+01,\n",
+       "        1.63531880e+01, 1.63558584e+01, 1.63527479e+01, 1.63529252e+01,\n",
+       "                   nan, 1.63530022e+01, 1.63530749e+01, 0.00000000e+00,\n",
+       "        2.77531502e+02, 6.69470694e+01, 6.69450046e+01, 6.69964449e+01,\n",
+       "        6.69446108e+01, 6.69446394e+01,            nan, 6.69445391e+01,\n",
+       "        6.69448938e+01, 0.00000000e+00, 2.84516997e+02, 2.83954667e-01,\n",
+       "        7.56535600e-02, 1.14214645e-01, 5.38649903e-02]),\n",
        " array([[   0.        ,    0.        ,    0.        , ...,    0.        ,\n",
        "            0.        ,    0.        ],\n",
        "        [   0.        ,    0.        ,    0.        , ...,    0.        ,\n",
        "            0.        ,    0.        ],\n",
-       "        [   0.        ,    0.        ,    9.82998593, ...,   -0.        ,\n",
+       "        [   0.        ,    0.        ,    9.31549406, ...,   -0.        ,\n",
        "           -0.        ,   -0.        ],\n",
        "        ...,\n",
-       "        [   0.        ,    0.        ,   -0.        , ...,  344.64106774,\n",
+       "        [   0.        ,    0.        ,   -0.        , ...,  344.54322124,\n",
        "           -0.        ,   -0.        ],\n",
        "        [   0.        ,    0.        ,   -0.        , ...,   -0.        ,\n",
-       "          111.44543719,   -0.        ],\n",
+       "          111.37471744,   -0.        ],\n",
        "        [   0.        ,    0.        ,   -0.        , ...,   -0.        ,\n",
-       "           -0.        , 1012.28623695]]),\n",
+       "           -0.        , 1009.7244553 ]]),\n",
        " array([[0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
        "         0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
        "        [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
        "         0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
-       "        [0.00000000e+00, 0.00000000e+00, 1.12832255e-01, ...,\n",
-       "         3.34859942e-06, 3.86442734e-07, 6.76670308e-07],\n",
+       "        [0.00000000e+00, 0.00000000e+00, 1.18039577e-01, ...,\n",
+       "         3.75007904e-06, 4.08837633e-07, 7.04483539e-07],\n",
        "        ...,\n",
-       "        [0.00000000e+00, 0.00000000e+00, 3.34869387e-06, ...,\n",
-       "         5.71836693e-03, 3.63133762e-07, 7.48336495e-08],\n",
-       "        [0.00000000e+00, 0.00000000e+00, 3.86335320e-07, ...,\n",
-       "         3.63131090e-07, 1.30655854e-02, 6.08624349e-08],\n",
-       "        [0.00000000e+00, 0.00000000e+00, 6.76668721e-07, ...,\n",
-       "         7.48318736e-08, 6.08163487e-08, 2.90137336e-03]]))"
+       "        [0.00000000e+00, 0.00000000e+00, 3.75002665e-06, ...,\n",
+       "         5.72346114e-03, 3.67756592e-07, 7.45127667e-08],\n",
+       "        [0.00000000e+00, 0.00000000e+00, 4.08776137e-07, ...,\n",
+       "         3.67748087e-07, 1.30449851e-02, 6.09830355e-08],\n",
+       "        [0.00000000e+00, 0.00000000e+00, 7.04483132e-07, ...,\n",
+       "         7.45129878e-08, 6.10023447e-08, 2.90143718e-03]]))"
       ]
      },
-     "execution_count": 11,
+     "execution_count": 12,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1719,34 +1829,42 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
-   "metadata": {},
+   "execution_count": 13,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-06-26T02:22:22.471845Z",
+     "iopub.status.busy": "2025-06-26T02:22:22.471733Z",
+     "iopub.status.idle": "2025-06-26T02:22:22.518897Z",
+     "shell.execute_reply": "2025-06-26T02:22:22.518295Z",
+     "shell.execute_reply.started": "2025-06-26T02:22:22.471835Z"
+    }
+   },
    "outputs": [
     {
      "data": {
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#T_4d747_row229_col3, #T_4d747_row229_col4, #T_4d747_row230_col0, #T_4d747_row230_col1, #T_4d747_row230_col2, #T_4d747_row230_col3, #T_4d747_row230_col4, #T_4d747_row231_col0, #T_4d747_row231_col1, #T_4d747_row231_col2, #T_4d747_row231_col3, #T_4d747_row231_col4, #T_4d747_row232_col0, #T_4d747_row232_col1, #T_4d747_row232_col2, #T_4d747_row232_col3, #T_4d747_row232_col4, #T_4d747_row233_col0, #T_4d747_row233_col1, #T_4d747_row233_col2, #T_4d747_row233_col3, #T_4d747_row233_col4, #T_4d747_row234_col0, #T_4d747_row234_col1, #T_4d747_row234_col2, #T_4d747_row234_col3, #T_4d747_row234_col4, #T_4d747_row235_col0, #T_4d747_row235_col1, #T_4d747_row235_col2, #T_4d747_row235_col3, #T_4d747_row235_col4, #T_4d747_row236_col0, #T_4d747_row236_col1, #T_4d747_row236_col2, #T_4d747_row236_col3, #T_4d747_row236_col4, #T_4d747_row237_col0, #T_4d747_row237_col1, #T_4d747_row237_col2, #T_4d747_row237_col3, #T_4d747_row237_col4, #T_4d747_row238_col0, #T_4d747_row238_col1, #T_4d747_row238_col2, #T_4d747_row238_col3, #T_4d747_row238_col4, #T_4d747_row239_col0, #T_4d747_row239_col1, #T_4d747_row239_col2, #T_4d747_row239_col3, #T_4d747_row239_col4, #T_4d747_row240_col0, #T_4d747_row240_col1, #T_4d747_row240_col2, #T_4d747_row240_col3, #T_4d747_row240_col4, #T_4d747_row241_col0, #T_4d747_row241_col1, #T_4d747_row241_col2, #T_4d747_row241_col3, #T_4d747_row241_col4, #T_4d747_row242_col0, #T_4d747_row242_col1, #T_4d747_row242_col2, #T_4d747_row242_col3, #T_4d747_row242_col4, #T_4d747_row243_col0, #T_4d747_row243_col1, #T_4d747_row243_col2, #T_4d747_row243_col3, #T_4d747_row243_col4, #T_4d747_row244_col0, #T_4d747_row244_col1, #T_4d747_row244_col2, #T_4d747_row244_col3, #T_4d747_row244_col4, #T_4d747_row245_col0, #T_4d747_row245_col1, #T_4d747_row245_col2, #T_4d747_row245_col3, #T_4d747_row245_col4, #T_4d747_row246_col0, #T_4d747_row246_col1, #T_4d747_row246_col2, #T_4d747_row246_col3, #T_4d747_row246_col4, #T_4d747_row247_col0, #T_4d747_row247_col1, #T_4d747_row247_col2, #T_4d747_row247_col3, #T_4d747_row247_col4, #T_4d747_row248_col0, #T_4d747_row248_col1, #T_4d747_row248_col2, #T_4d747_row248_col3, #T_4d747_row248_col4, #T_4d747_row249_col0, #T_4d747_row249_col1, #T_4d747_row249_col2, #T_4d747_row249_col3, #T_4d747_row249_col4, #T_4d747_row250_col0, #T_4d747_row250_col1, #T_4d747_row250_col2, #T_4d747_row250_col3, #T_4d747_row250_col4, #T_4d747_row251_col0, #T_4d747_row251_col1, #T_4d747_row251_col2, #T_4d747_row251_col3, #T_4d747_row251_col4, #T_4d747_row252_col0, #T_4d747_row252_col1, #T_4d747_row252_col2, #T_4d747_row252_col3, #T_4d747_row252_col4, #T_4d747_row253_col0, #T_4d747_row253_col1, #T_4d747_row253_col2, #T_4d747_row253_col3, #T_4d747_row253_col4, #T_4d747_row254_col0, #T_4d747_row254_col1, #T_4d747_row254_col2, #T_4d747_row254_col3, #T_4d747_row254_col4, #T_4d747_row255_col0, #T_4d747_row255_col1, #T_4d747_row255_col2, #T_4d747_row255_col3, #T_4d747_row255_col4, #T_4d747_row256_col0, #T_4d747_row256_col1, #T_4d747_row256_col2, #T_4d747_row256_col3, #T_4d747_row256_col4, #T_4d747_row257_col0, #T_4d747_row257_col1, #T_4d747_row257_col2, #T_4d747_row257_col3, #T_4d747_row257_col4, #T_4d747_row258_col0, #T_4d747_row258_col1, #T_4d747_row258_col2, #T_4d747_row258_col3, #T_4d747_row258_col4, #T_4d747_row259_col0, #T_4d747_row259_col1, #T_4d747_row259_col2, #T_4d747_row259_col3, #T_4d747_row259_col4, #T_4d747_row260_col0, #T_4d747_row260_col1, #T_4d747_row260_col2, #T_4d747_row260_col3, #T_4d747_row260_col4, #T_4d747_row261_col0, #T_4d747_row261_col1, #T_4d747_row261_col2, #T_4d747_row261_col3, #T_4d747_row261_col4, #T_4d747_row262_col0, #T_4d747_row262_col1, #T_4d747_row262_col2, #T_4d747_row262_col3, #T_4d747_row262_col4, #T_4d747_row263_col0, #T_4d747_row263_col1, #T_4d747_row263_col2, #T_4d747_row263_col3, #T_4d747_row263_col4, #T_4d747_row264_col0, #T_4d747_row264_col1, #T_4d747_row264_col2, #T_4d747_row264_col3, #T_4d747_row264_col4, #T_4d747_row265_col0, #T_4d747_row265_col1, #T_4d747_row265_col2, #T_4d747_row265_col3, #T_4d747_row265_col4, #T_4d747_row266_col0, #T_4d747_row266_col1, #T_4d747_row266_col2, #T_4d747_row266_col3, #T_4d747_row266_col4, #T_4d747_row267_col0, #T_4d747_row267_col1, #T_4d747_row267_col2, #T_4d747_row267_col3, #T_4d747_row267_col4, #T_4d747_row268_col0, #T_4d747_row268_col1, #T_4d747_row268_col2, #T_4d747_row268_col3, #T_4d747_row268_col4, #T_4d747_row269_col0, #T_4d747_row269_col1, #T_4d747_row269_col2, #T_4d747_row269_col3, #T_4d747_row269_col4, #T_4d747_row270_col0, #T_4d747_row270_col1, #T_4d747_row270_col2, #T_4d747_row270_col3, #T_4d747_row270_col4, #T_4d747_row271_col0, #T_4d747_row271_col1, #T_4d747_row271_col2, #T_4d747_row271_col3, #T_4d747_row271_col4, #T_4d747_row272_col0, #T_4d747_row272_col1, #T_4d747_row272_col2, #T_4d747_row272_col3, #T_4d747_row272_col4, #T_4d747_row273_col0, #T_4d747_row273_col1, #T_4d747_row273_col2, #T_4d747_row273_col3, #T_4d747_row273_col4, #T_4d747_row274_col0, #T_4d747_row274_col1, #T_4d747_row274_col2, #T_4d747_row274_col3, #T_4d747_row274_col4, #T_4d747_row275_col0, #T_4d747_row275_col1, #T_4d747_row275_col2, #T_4d747_row275_col3, #T_4d747_row275_col4, #T_4d747_row276_col0, #T_4d747_row276_col1, #T_4d747_row276_col2, #T_4d747_row276_col3, #T_4d747_row276_col4, #T_4d747_row277_col0, #T_4d747_row277_col1, #T_4d747_row277_col2, #T_4d747_row277_col3, #T_4d747_row277_col4, #T_4d747_row278_col0, #T_4d747_row278_col1, #T_4d747_row278_col2, #T_4d747_row278_col3, #T_4d747_row278_col4, #T_4d747_row279_col0, #T_4d747_row279_col1, #T_4d747_row279_col2, #T_4d747_row279_col3, #T_4d747_row279_col4, #T_4d747_row280_col0, #T_4d747_row280_col1, #T_4d747_row280_col2, #T_4d747_row280_col3, #T_4d747_row280_col4, #T_4d747_row281_col0, #T_4d747_row281_col1, #T_4d747_row281_col2, #T_4d747_row281_col3, #T_4d747_row281_col4, #T_4d747_row282_col0, #T_4d747_row282_col1, #T_4d747_row282_col2, #T_4d747_row282_col3, #T_4d747_row282_col4, #T_4d747_row283_col0, #T_4d747_row283_col1, #T_4d747_row283_col2, #T_4d747_row283_col3, #T_4d747_row283_col4, #T_4d747_row284_col0, #T_4d747_row284_col1, #T_4d747_row284_col2, #T_4d747_row284_col3, #T_4d747_row284_col4, #T_4d747_row285_col0, #T_4d747_row285_col1, #T_4d747_row285_col2, #T_4d747_row285_col3, #T_4d747_row285_col4, #T_4d747_row286_col0, #T_4d747_row286_col1, #T_4d747_row286_col2, #T_4d747_row286_col3, #T_4d747_row286_col4, #T_4d747_row287_col0, #T_4d747_row287_col1, #T_4d747_row287_col2, #T_4d747_row287_col3, #T_4d747_row287_col4, #T_4d747_row288_col0, #T_4d747_row288_col1, #T_4d747_row288_col2, #T_4d747_row288_col3, #T_4d747_row288_col4, #T_4d747_row289_col0, #T_4d747_row289_col1, #T_4d747_row289_col2, #T_4d747_row289_col3, #T_4d747_row289_col4, #T_4d747_row290_col0, #T_4d747_row290_col1, #T_4d747_row290_col2, #T_4d747_row290_col3, #T_4d747_row290_col4, #T_4d747_row291_col0, #T_4d747_row291_col1, #T_4d747_row291_col2, #T_4d747_row291_col3, #T_4d747_row291_col4, #T_4d747_row292_col0, #T_4d747_row292_col1, #T_4d747_row292_col2, #T_4d747_row292_col3, #T_4d747_row292_col4, #T_4d747_row293_col0, #T_4d747_row293_col1, #T_4d747_row293_col2, #T_4d747_row293_col3, #T_4d747_row293_col4, #T_4d747_row294_col0, #T_4d747_row294_col1, #T_4d747_row294_col2, #T_4d747_row294_col3, #T_4d747_row294_col4, #T_4d747_row295_col0, #T_4d747_row295_col1, #T_4d747_row295_col2, #T_4d747_row295_col3, #T_4d747_row295_col4, #T_4d747_row296_col0, #T_4d747_row296_col1, #T_4d747_row296_col2, #T_4d747_row296_col3, #T_4d747_row296_col4, #T_4d747_row297_col0, #T_4d747_row297_col1, #T_4d747_row297_col2, #T_4d747_row297_col3, #T_4d747_row297_col4, #T_4d747_row298_col0, #T_4d747_row298_col1, #T_4d747_row298_col2, #T_4d747_row298_col3, #T_4d747_row298_col4, #T_4d747_row299_col0, #T_4d747_row299_col1, #T_4d747_row299_col2, #T_4d747_row299_col3, #T_4d747_row299_col4, #T_4d747_row300_col0, #T_4d747_row300_col1, #T_4d747_row300_col2, #T_4d747_row300_col3, #T_4d747_row300_col4 {\n",
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#T_e7c3a_row283_col3, #T_e7c3a_row283_col4, #T_e7c3a_row284_col0, #T_e7c3a_row284_col1, #T_e7c3a_row284_col2, #T_e7c3a_row284_col3, #T_e7c3a_row284_col4, #T_e7c3a_row285_col0, #T_e7c3a_row285_col1, #T_e7c3a_row285_col2, #T_e7c3a_row285_col3, #T_e7c3a_row285_col4, #T_e7c3a_row286_col0, #T_e7c3a_row286_col1, #T_e7c3a_row286_col2, #T_e7c3a_row286_col3, #T_e7c3a_row286_col4, #T_e7c3a_row287_col0, #T_e7c3a_row287_col1, #T_e7c3a_row287_col2, #T_e7c3a_row287_col3, #T_e7c3a_row287_col4, #T_e7c3a_row288_col0, #T_e7c3a_row288_col1, #T_e7c3a_row288_col2, #T_e7c3a_row288_col3, #T_e7c3a_row288_col4, #T_e7c3a_row289_col0, #T_e7c3a_row289_col1, #T_e7c3a_row289_col2, #T_e7c3a_row289_col3, #T_e7c3a_row289_col4, #T_e7c3a_row290_col0, #T_e7c3a_row290_col1, #T_e7c3a_row290_col2, #T_e7c3a_row290_col3, #T_e7c3a_row290_col4, #T_e7c3a_row291_col0, #T_e7c3a_row291_col1, #T_e7c3a_row291_col2, #T_e7c3a_row291_col3, #T_e7c3a_row291_col4, #T_e7c3a_row292_col0, #T_e7c3a_row292_col1, #T_e7c3a_row292_col2, #T_e7c3a_row292_col3, #T_e7c3a_row292_col4, #T_e7c3a_row293_col0, #T_e7c3a_row293_col1, #T_e7c3a_row293_col2, #T_e7c3a_row293_col3, #T_e7c3a_row293_col4, #T_e7c3a_row294_col0, #T_e7c3a_row294_col1, #T_e7c3a_row294_col2, #T_e7c3a_row294_col3, #T_e7c3a_row294_col4, #T_e7c3a_row295_col0, #T_e7c3a_row295_col1, #T_e7c3a_row295_col2, #T_e7c3a_row295_col3, #T_e7c3a_row295_col4, #T_e7c3a_row296_col0, #T_e7c3a_row296_col1, #T_e7c3a_row296_col2, #T_e7c3a_row296_col3, #T_e7c3a_row296_col4, #T_e7c3a_row297_col0, #T_e7c3a_row297_col1, #T_e7c3a_row297_col2, #T_e7c3a_row297_col3, #T_e7c3a_row297_col4, #T_e7c3a_row298_col0, #T_e7c3a_row298_col1, #T_e7c3a_row298_col2, #T_e7c3a_row298_col3, #T_e7c3a_row298_col4, #T_e7c3a_row299_col0, #T_e7c3a_row299_col1, #T_e7c3a_row299_col2, #T_e7c3a_row299_col3, #T_e7c3a_row299_col4, #T_e7c3a_row300_col0, #T_e7c3a_row300_col1, #T_e7c3a_row300_col2, #T_e7c3a_row300_col3, #T_e7c3a_row300_col4, #T_e7c3a_row301_col0, #T_e7c3a_row301_col1, #T_e7c3a_row301_col2, #T_e7c3a_row301_col3, #T_e7c3a_row301_col4, #T_e7c3a_row302_col0, #T_e7c3a_row302_col1, #T_e7c3a_row302_col2, #T_e7c3a_row302_col3, #T_e7c3a_row302_col4 {\n",
        "  font-family: monospace;\n",
        "}\n",
        "</style>\n",
-       "<table id=\"T_4d747\">\n",
+       "<table id=\"T_e7c3a\">\n",
        "  <thead>\n",
        "    <tr>\n",
        "      <th class=\"blank level0\" >&nbsp;</th>\n",
-       "      <th id=\"T_4d747_level0_col0\" class=\"col_heading level0 col0\" >Value</th>\n",
-       "      <th id=\"T_4d747_level0_col1\" class=\"col_heading level0 col1\" >Std Err</th>\n",
-       "      <th id=\"T_4d747_level0_col2\" class=\"col_heading level0 col2\" >t Stat</th>\n",
-       "      <th id=\"T_4d747_level0_col3\" class=\"col_heading level0 col3\" >Signif</th>\n",
-       "      <th id=\"T_4d747_level0_col4\" class=\"col_heading level0 col4\" >Null Value</th>\n",
+       "      <th id=\"T_e7c3a_level0_col0\" class=\"col_heading level0 col0\" >Value</th>\n",
+       "      <th id=\"T_e7c3a_level0_col1\" class=\"col_heading level0 col1\" >Std Err</th>\n",
+       "      <th id=\"T_e7c3a_level0_col2\" class=\"col_heading level0 col2\" >t Stat</th>\n",
+       "      <th id=\"T_e7c3a_level0_col3\" class=\"col_heading level0 col3\" >Signif</th>\n",
+       "      <th id=\"T_e7c3a_level0_col4\" class=\"col_heading level0 col4\" >Null Value</th>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th class=\"index_name level0\" >Parameter</th>\n",
@@ -1759,2421 +1877,2437 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row0\" class=\"row_heading level0 row0\" >-999</th>\n",
-       "      <td id=\"T_4d747_row0_col0\" class=\"data row0 col0\" >-999.</td>\n",
-       "      <td id=\"T_4d747_row0_col1\" class=\"data row0 col1\" > 0.00</td>\n",
-       "      <td id=\"T_4d747_row0_col2\" class=\"data row0 col2\" > NA</td>\n",
-       "      <td id=\"T_4d747_row0_col3\" class=\"data row0 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row0_col4\" class=\"data row0 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row0\" class=\"row_heading level0 row0\" >-999</th>\n",
+       "      <td id=\"T_e7c3a_row0_col0\" class=\"data row0 col0\" >-999.</td>\n",
+       "      <td id=\"T_e7c3a_row0_col1\" class=\"data row0 col1\" > 0.00</td>\n",
+       "      <td id=\"T_e7c3a_row0_col2\" class=\"data row0 col2\" > NA</td>\n",
+       "      <td id=\"T_e7c3a_row0_col3\" class=\"data row0 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row0_col4\" class=\"data row0 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
-       "      <td id=\"T_4d747_row1_col0\" class=\"data row1 col0\" > 1.00</td>\n",
-       "      <td id=\"T_4d747_row1_col1\" class=\"data row1 col1\" > 0.00</td>\n",
-       "      <td id=\"T_4d747_row1_col2\" class=\"data row1 col2\" > NA</td>\n",
-       "      <td id=\"T_4d747_row1_col3\" class=\"data row1 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row1_col4\" class=\"data row1 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
+       "      <td id=\"T_e7c3a_row1_col0\" class=\"data row1 col0\" > 1.00</td>\n",
+       "      <td id=\"T_e7c3a_row1_col1\" class=\"data row1 col1\" > 0.00</td>\n",
+       "      <td id=\"T_e7c3a_row1_col2\" class=\"data row1 col2\" > NA</td>\n",
+       "      <td id=\"T_e7c3a_row1_col3\" class=\"data row1 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row1_col4\" class=\"data row1 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row2\" class=\"row_heading level0 row2\" >bike_ASC_auto_deficient_atwork</th>\n",
-       "      <td id=\"T_4d747_row2_col0\" class=\"data row2 col0\" >-0.998</td>\n",
-       "      <td id=\"T_4d747_row2_col1\" class=\"data row2 col1\" > 0.336</td>\n",
-       "      <td id=\"T_4d747_row2_col2\" class=\"data row2 col2\" >-2.97</td>\n",
-       "      <td id=\"T_4d747_row2_col3\" class=\"data row2 col3\" >**</td>\n",
-       "      <td id=\"T_4d747_row2_col4\" class=\"data row2 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row2\" class=\"row_heading level0 row2\" >bike_ASC_auto_deficient_atwork</th>\n",
+       "      <td id=\"T_e7c3a_row2_col0\" class=\"data row2 col0\" >-1.05</td>\n",
+       "      <td id=\"T_e7c3a_row2_col1\" class=\"data row2 col1\" > 0.344</td>\n",
+       "      <td id=\"T_e7c3a_row2_col2\" class=\"data row2 col2\" >-3.07</td>\n",
+       "      <td id=\"T_e7c3a_row2_col3\" class=\"data row2 col3\" >**</td>\n",
+       "      <td id=\"T_e7c3a_row2_col4\" class=\"data row2 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row3\" class=\"row_heading level0 row3\" >bike_ASC_auto_deficient_eatout</th>\n",
-       "      <td id=\"T_4d747_row3_col0\" class=\"data row3 col0\" >-1.67</td>\n",
-       "      <td id=\"T_4d747_row3_col1\" class=\"data row3 col1\" > 0.404</td>\n",
-       "      <td id=\"T_4d747_row3_col2\" class=\"data row3 col2\" >-4.14</td>\n",
-       "      <td id=\"T_4d747_row3_col3\" class=\"data row3 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row3_col4\" class=\"data row3 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row3\" class=\"row_heading level0 row3\" >bike_ASC_auto_deficient_eatout</th>\n",
+       "      <td id=\"T_e7c3a_row3_col0\" class=\"data row3 col0\" >-1.46</td>\n",
+       "      <td id=\"T_e7c3a_row3_col1\" class=\"data row3 col1\" > 0.396</td>\n",
+       "      <td id=\"T_e7c3a_row3_col2\" class=\"data row3 col2\" >-3.69</td>\n",
+       "      <td id=\"T_e7c3a_row3_col3\" class=\"data row3 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row3_col4\" class=\"data row3 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row4\" class=\"row_heading level0 row4\" >bike_ASC_auto_deficient_escort</th>\n",
-       "      <td id=\"T_4d747_row4_col0\" class=\"data row4 col0\" >-4.15</td>\n",
-       "      <td id=\"T_4d747_row4_col1\" class=\"data row4 col1\" > 0.398</td>\n",
-       "      <td id=\"T_4d747_row4_col2\" class=\"data row4 col2\" >-10.41</td>\n",
-       "      <td id=\"T_4d747_row4_col3\" class=\"data row4 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row4_col4\" class=\"data row4 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row4\" class=\"row_heading level0 row4\" >bike_ASC_auto_deficient_escort</th>\n",
+       "      <td id=\"T_e7c3a_row4_col0\" class=\"data row4 col0\" >-3.98</td>\n",
+       "      <td id=\"T_e7c3a_row4_col1\" class=\"data row4 col1\" > 0.406</td>\n",
+       "      <td id=\"T_e7c3a_row4_col2\" class=\"data row4 col2\" >-9.79</td>\n",
+       "      <td id=\"T_e7c3a_row4_col3\" class=\"data row4 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row4_col4\" class=\"data row4 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row5\" class=\"row_heading level0 row5\" >bike_ASC_auto_deficient_othdiscr</th>\n",
-       "      <td id=\"T_4d747_row5_col0\" class=\"data row5 col0\" >-1.11</td>\n",
-       "      <td id=\"T_4d747_row5_col1\" class=\"data row5 col1\" > 0.204</td>\n",
-       "      <td id=\"T_4d747_row5_col2\" class=\"data row5 col2\" >-5.42</td>\n",
-       "      <td id=\"T_4d747_row5_col3\" class=\"data row5 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row5_col4\" class=\"data row5 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row5\" class=\"row_heading level0 row5\" >bike_ASC_auto_deficient_othdiscr</th>\n",
+       "      <td id=\"T_e7c3a_row5_col0\" class=\"data row5 col0\" >-0.910</td>\n",
+       "      <td id=\"T_e7c3a_row5_col1\" class=\"data row5 col1\" > 0.203</td>\n",
+       "      <td id=\"T_e7c3a_row5_col2\" class=\"data row5 col2\" >-4.47</td>\n",
+       "      <td id=\"T_e7c3a_row5_col3\" class=\"data row5 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row5_col4\" class=\"data row5 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row6\" class=\"row_heading level0 row6\" >bike_ASC_auto_deficient_othmaint</th>\n",
-       "      <td id=\"T_4d747_row6_col0\" class=\"data row6 col0\" >-2.34</td>\n",
-       "      <td id=\"T_4d747_row6_col1\" class=\"data row6 col1\" > 0.344</td>\n",
-       "      <td id=\"T_4d747_row6_col2\" class=\"data row6 col2\" >-6.81</td>\n",
-       "      <td id=\"T_4d747_row6_col3\" class=\"data row6 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row6_col4\" class=\"data row6 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row6\" class=\"row_heading level0 row6\" >bike_ASC_auto_deficient_othmaint</th>\n",
+       "      <td id=\"T_e7c3a_row6_col0\" class=\"data row6 col0\" >-2.06</td>\n",
+       "      <td id=\"T_e7c3a_row6_col1\" class=\"data row6 col1\" > 0.323</td>\n",
+       "      <td id=\"T_e7c3a_row6_col2\" class=\"data row6 col2\" >-6.37</td>\n",
+       "      <td id=\"T_e7c3a_row6_col3\" class=\"data row6 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row6_col4\" class=\"data row6 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row7\" class=\"row_heading level0 row7\" >bike_ASC_auto_deficient_school</th>\n",
-       "      <td id=\"T_4d747_row7_col0\" class=\"data row7 col0\" >-1.44</td>\n",
-       "      <td id=\"T_4d747_row7_col1\" class=\"data row7 col1\" > 0.305</td>\n",
-       "      <td id=\"T_4d747_row7_col2\" class=\"data row7 col2\" >-4.71</td>\n",
-       "      <td id=\"T_4d747_row7_col3\" class=\"data row7 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row7_col4\" class=\"data row7 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row7\" class=\"row_heading level0 row7\" >bike_ASC_auto_deficient_school</th>\n",
+       "      <td id=\"T_e7c3a_row7_col0\" class=\"data row7 col0\" >-1.20</td>\n",
+       "      <td id=\"T_e7c3a_row7_col1\" class=\"data row7 col1\" > 0.964</td>\n",
+       "      <td id=\"T_e7c3a_row7_col2\" class=\"data row7 col2\" >-1.24</td>\n",
+       "      <td id=\"T_e7c3a_row7_col3\" class=\"data row7 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row7_col4\" class=\"data row7 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row8\" class=\"row_heading level0 row8\" >bike_ASC_auto_deficient_shopping</th>\n",
-       "      <td id=\"T_4d747_row8_col0\" class=\"data row8 col0\" >-1.92</td>\n",
-       "      <td id=\"T_4d747_row8_col1\" class=\"data row8 col1\" > 0.220</td>\n",
-       "      <td id=\"T_4d747_row8_col2\" class=\"data row8 col2\" >-8.74</td>\n",
-       "      <td id=\"T_4d747_row8_col3\" class=\"data row8 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row8_col4\" class=\"data row8 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row8\" class=\"row_heading level0 row8\" >bike_ASC_auto_deficient_shopping</th>\n",
+       "      <td id=\"T_e7c3a_row8_col0\" class=\"data row8 col0\" >-1.74</td>\n",
+       "      <td id=\"T_e7c3a_row8_col1\" class=\"data row8 col1\" > 0.218</td>\n",
+       "      <td id=\"T_e7c3a_row8_col2\" class=\"data row8 col2\" >-7.99</td>\n",
+       "      <td id=\"T_e7c3a_row8_col3\" class=\"data row8 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row8_col4\" class=\"data row8 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row9\" class=\"row_heading level0 row9\" >bike_ASC_auto_deficient_social</th>\n",
-       "      <td id=\"T_4d747_row9_col0\" class=\"data row9 col0\" > 0.185</td>\n",
-       "      <td id=\"T_4d747_row9_col1\" class=\"data row9 col1\" > 0.319</td>\n",
-       "      <td id=\"T_4d747_row9_col2\" class=\"data row9 col2\" > 0.58</td>\n",
-       "      <td id=\"T_4d747_row9_col3\" class=\"data row9 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row9_col4\" class=\"data row9 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row9\" class=\"row_heading level0 row9\" >bike_ASC_auto_deficient_social</th>\n",
+       "      <td id=\"T_e7c3a_row9_col0\" class=\"data row9 col0\" > 0.361</td>\n",
+       "      <td id=\"T_e7c3a_row9_col1\" class=\"data row9 col1\" > 0.325</td>\n",
+       "      <td id=\"T_e7c3a_row9_col2\" class=\"data row9 col2\" > 1.11</td>\n",
+       "      <td id=\"T_e7c3a_row9_col3\" class=\"data row9 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row9_col4\" class=\"data row9 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row10\" class=\"row_heading level0 row10\" >bike_ASC_auto_deficient_univ</th>\n",
-       "      <td id=\"T_4d747_row10_col0\" class=\"data row10 col0\" >-0.669</td>\n",
-       "      <td id=\"T_4d747_row10_col1\" class=\"data row10 col1\" > 0.0356</td>\n",
-       "      <td id=\"T_4d747_row10_col2\" class=\"data row10 col2\" >-18.78</td>\n",
-       "      <td id=\"T_4d747_row10_col3\" class=\"data row10 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row10_col4\" class=\"data row10 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row10\" class=\"row_heading level0 row10\" >bike_ASC_auto_deficient_univ</th>\n",
+       "      <td id=\"T_e7c3a_row10_col0\" class=\"data row10 col0\" >-0.669</td>\n",
+       "      <td id=\"T_e7c3a_row10_col1\" class=\"data row10 col1\" > NA</td>\n",
+       "      <td id=\"T_e7c3a_row10_col2\" class=\"data row10 col2\" > NA</td>\n",
+       "      <td id=\"T_e7c3a_row10_col3\" class=\"data row10 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row10_col4\" class=\"data row10 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row11\" class=\"row_heading level0 row11\" >bike_ASC_auto_deficient_work</th>\n",
-       "      <td id=\"T_4d747_row11_col0\" class=\"data row11 col0\" >-0.335</td>\n",
-       "      <td id=\"T_4d747_row11_col1\" class=\"data row11 col1\" > 0.0775</td>\n",
-       "      <td id=\"T_4d747_row11_col2\" class=\"data row11 col2\" >-4.33</td>\n",
-       "      <td id=\"T_4d747_row11_col3\" class=\"data row11 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row11_col4\" class=\"data row11 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row11\" class=\"row_heading level0 row11\" >bike_ASC_auto_deficient_work</th>\n",
+       "      <td id=\"T_e7c3a_row11_col0\" class=\"data row11 col0\" >-0.279</td>\n",
+       "      <td id=\"T_e7c3a_row11_col1\" class=\"data row11 col1\" > 0.0926</td>\n",
+       "      <td id=\"T_e7c3a_row11_col2\" class=\"data row11 col2\" >-3.01</td>\n",
+       "      <td id=\"T_e7c3a_row11_col3\" class=\"data row11 col3\" >**</td>\n",
+       "      <td id=\"T_e7c3a_row11_col4\" class=\"data row11 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row12\" class=\"row_heading level0 row12\" >bike_ASC_auto_sufficient_atwork</th>\n",
-       "      <td id=\"T_4d747_row12_col0\" class=\"data row12 col0\" > 15.7</td>\n",
-       "      <td id=\"T_4d747_row12_col1\" class=\"data row12 col1\" > 437.</td>\n",
-       "      <td id=\"T_4d747_row12_col2\" class=\"data row12 col2\" > 0.04</td>\n",
-       "      <td id=\"T_4d747_row12_col3\" class=\"data row12 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row12_col4\" class=\"data row12 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row12\" class=\"row_heading level0 row12\" >bike_ASC_auto_sufficient_atwork</th>\n",
+       "      <td id=\"T_e7c3a_row12_col0\" class=\"data row12 col0\" > 15.7</td>\n",
+       "      <td id=\"T_e7c3a_row12_col1\" class=\"data row12 col1\" > 470.</td>\n",
+       "      <td id=\"T_e7c3a_row12_col2\" class=\"data row12 col2\" > 0.03</td>\n",
+       "      <td id=\"T_e7c3a_row12_col3\" class=\"data row12 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row12_col4\" class=\"data row12 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row13\" class=\"row_heading level0 row13\" >bike_ASC_auto_sufficient_eatout</th>\n",
-       "      <td id=\"T_4d747_row13_col0\" class=\"data row13 col0\" >-1.88</td>\n",
-       "      <td id=\"T_4d747_row13_col1\" class=\"data row13 col1\" > 0.147</td>\n",
-       "      <td id=\"T_4d747_row13_col2\" class=\"data row13 col2\" >-12.80</td>\n",
-       "      <td id=\"T_4d747_row13_col3\" class=\"data row13 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row13_col4\" class=\"data row13 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row13\" class=\"row_heading level0 row13\" >bike_ASC_auto_sufficient_eatout</th>\n",
+       "      <td id=\"T_e7c3a_row13_col0\" class=\"data row13 col0\" >-1.85</td>\n",
+       "      <td id=\"T_e7c3a_row13_col1\" class=\"data row13 col1\" > 0.159</td>\n",
+       "      <td id=\"T_e7c3a_row13_col2\" class=\"data row13 col2\" >-11.60</td>\n",
+       "      <td id=\"T_e7c3a_row13_col3\" class=\"data row13 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row13_col4\" class=\"data row13 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row14\" class=\"row_heading level0 row14\" >bike_ASC_auto_sufficient_escort</th>\n",
-       "      <td id=\"T_4d747_row14_col0\" class=\"data row14 col0\" >-6.00</td>\n",
-       "      <td id=\"T_4d747_row14_col1\" class=\"data row14 col1\" > 0.388</td>\n",
-       "      <td id=\"T_4d747_row14_col2\" class=\"data row14 col2\" >-15.46</td>\n",
-       "      <td id=\"T_4d747_row14_col3\" class=\"data row14 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row14_col4\" class=\"data row14 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row14\" class=\"row_heading level0 row14\" >bike_ASC_auto_sufficient_escort</th>\n",
+       "      <td id=\"T_e7c3a_row14_col0\" class=\"data row14 col0\" >-5.65</td>\n",
+       "      <td id=\"T_e7c3a_row14_col1\" class=\"data row14 col1\" > 0.337</td>\n",
+       "      <td id=\"T_e7c3a_row14_col2\" class=\"data row14 col2\" >-16.76</td>\n",
+       "      <td id=\"T_e7c3a_row14_col3\" class=\"data row14 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row14_col4\" class=\"data row14 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row15\" class=\"row_heading level0 row15\" >bike_ASC_auto_sufficient_othdiscr</th>\n",
-       "      <td id=\"T_4d747_row15_col0\" class=\"data row15 col0\" >-1.97</td>\n",
-       "      <td id=\"T_4d747_row15_col1\" class=\"data row15 col1\" > 0.0937</td>\n",
-       "      <td id=\"T_4d747_row15_col2\" class=\"data row15 col2\" >-21.00</td>\n",
-       "      <td id=\"T_4d747_row15_col3\" class=\"data row15 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row15_col4\" class=\"data row15 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row15\" class=\"row_heading level0 row15\" >bike_ASC_auto_sufficient_othdiscr</th>\n",
+       "      <td id=\"T_e7c3a_row15_col0\" class=\"data row15 col0\" >-1.86</td>\n",
+       "      <td id=\"T_e7c3a_row15_col1\" class=\"data row15 col1\" > 0.105</td>\n",
+       "      <td id=\"T_e7c3a_row15_col2\" class=\"data row15 col2\" >-17.64</td>\n",
+       "      <td id=\"T_e7c3a_row15_col3\" class=\"data row15 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row15_col4\" class=\"data row15 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row16\" class=\"row_heading level0 row16\" >bike_ASC_auto_sufficient_othmaint</th>\n",
-       "      <td id=\"T_4d747_row16_col0\" class=\"data row16 col0\" >-3.17</td>\n",
-       "      <td id=\"T_4d747_row16_col1\" class=\"data row16 col1\" > 0.179</td>\n",
-       "      <td id=\"T_4d747_row16_col2\" class=\"data row16 col2\" >-17.71</td>\n",
-       "      <td id=\"T_4d747_row16_col3\" class=\"data row16 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row16_col4\" class=\"data row16 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row16\" class=\"row_heading level0 row16\" >bike_ASC_auto_sufficient_othmaint</th>\n",
+       "      <td id=\"T_e7c3a_row16_col0\" class=\"data row16 col0\" >-3.17</td>\n",
+       "      <td id=\"T_e7c3a_row16_col1\" class=\"data row16 col1\" > 0.193</td>\n",
+       "      <td id=\"T_e7c3a_row16_col2\" class=\"data row16 col2\" >-16.40</td>\n",
+       "      <td id=\"T_e7c3a_row16_col3\" class=\"data row16 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row16_col4\" class=\"data row16 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row17\" class=\"row_heading level0 row17\" >bike_ASC_auto_sufficient_school</th>\n",
-       "      <td id=\"T_4d747_row17_col0\" class=\"data row17 col0\" >-2.70</td>\n",
-       "      <td id=\"T_4d747_row17_col1\" class=\"data row17 col1\" > 0.104</td>\n",
-       "      <td id=\"T_4d747_row17_col2\" class=\"data row17 col2\" >-25.91</td>\n",
-       "      <td id=\"T_4d747_row17_col3\" class=\"data row17 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row17_col4\" class=\"data row17 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row17\" class=\"row_heading level0 row17\" >bike_ASC_auto_sufficient_school</th>\n",
+       "      <td id=\"T_e7c3a_row17_col0\" class=\"data row17 col0\" >-2.21</td>\n",
+       "      <td id=\"T_e7c3a_row17_col1\" class=\"data row17 col1\" > 0.919</td>\n",
+       "      <td id=\"T_e7c3a_row17_col2\" class=\"data row17 col2\" >-2.40</td>\n",
+       "      <td id=\"T_e7c3a_row17_col3\" class=\"data row17 col3\" >*</td>\n",
+       "      <td id=\"T_e7c3a_row17_col4\" class=\"data row17 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row18\" class=\"row_heading level0 row18\" >bike_ASC_auto_sufficient_shopping</th>\n",
-       "      <td id=\"T_4d747_row18_col0\" class=\"data row18 col0\" >-3.22</td>\n",
-       "      <td id=\"T_4d747_row18_col1\" class=\"data row18 col1\" > 0.129</td>\n",
-       "      <td id=\"T_4d747_row18_col2\" class=\"data row18 col2\" >-24.92</td>\n",
-       "      <td id=\"T_4d747_row18_col3\" class=\"data row18 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row18_col4\" class=\"data row18 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row18\" class=\"row_heading level0 row18\" >bike_ASC_auto_sufficient_shopping</th>\n",
+       "      <td id=\"T_e7c3a_row18_col0\" class=\"data row18 col0\" >-3.14</td>\n",
+       "      <td id=\"T_e7c3a_row18_col1\" class=\"data row18 col1\" > 0.138</td>\n",
+       "      <td id=\"T_e7c3a_row18_col2\" class=\"data row18 col2\" >-22.70</td>\n",
+       "      <td id=\"T_e7c3a_row18_col3\" class=\"data row18 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row18_col4\" class=\"data row18 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row19\" class=\"row_heading level0 row19\" >bike_ASC_auto_sufficient_social</th>\n",
-       "      <td id=\"T_4d747_row19_col0\" class=\"data row19 col0\" >-2.25</td>\n",
-       "      <td id=\"T_4d747_row19_col1\" class=\"data row19 col1\" > 0.201</td>\n",
-       "      <td id=\"T_4d747_row19_col2\" class=\"data row19 col2\" >-11.15</td>\n",
-       "      <td id=\"T_4d747_row19_col3\" class=\"data row19 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row19_col4\" class=\"data row19 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row19\" class=\"row_heading level0 row19\" >bike_ASC_auto_sufficient_social</th>\n",
+       "      <td id=\"T_e7c3a_row19_col0\" class=\"data row19 col0\" >-2.14</td>\n",
+       "      <td id=\"T_e7c3a_row19_col1\" class=\"data row19 col1\" > 0.207</td>\n",
+       "      <td id=\"T_e7c3a_row19_col2\" class=\"data row19 col2\" >-10.36</td>\n",
+       "      <td id=\"T_e7c3a_row19_col3\" class=\"data row19 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row19_col4\" class=\"data row19 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row20\" class=\"row_heading level0 row20\" >bike_ASC_auto_sufficient_univ</th>\n",
-       "      <td id=\"T_4d747_row20_col0\" class=\"data row20 col0\" >-1.94</td>\n",
-       "      <td id=\"T_4d747_row20_col1\" class=\"data row20 col1\" > 0.0158</td>\n",
-       "      <td id=\"T_4d747_row20_col2\" class=\"data row20 col2\" >-122.87</td>\n",
-       "      <td id=\"T_4d747_row20_col3\" class=\"data row20 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row20_col4\" class=\"data row20 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row20\" class=\"row_heading level0 row20\" >bike_ASC_auto_sufficient_univ</th>\n",
+       "      <td id=\"T_e7c3a_row20_col0\" class=\"data row20 col0\" >-1.94</td>\n",
+       "      <td id=\"T_e7c3a_row20_col1\" class=\"data row20 col1\" > 0.00657</td>\n",
+       "      <td id=\"T_e7c3a_row20_col2\" class=\"data row20 col2\" >-295.46</td>\n",
+       "      <td id=\"T_e7c3a_row20_col3\" class=\"data row20 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row20_col4\" class=\"data row20 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row21\" class=\"row_heading level0 row21\" >bike_ASC_auto_sufficient_work</th>\n",
-       "      <td id=\"T_4d747_row21_col0\" class=\"data row21 col0\" >-2.04</td>\n",
-       "      <td id=\"T_4d747_row21_col1\" class=\"data row21 col1\" > 0.0656</td>\n",
-       "      <td id=\"T_4d747_row21_col2\" class=\"data row21 col2\" >-31.15</td>\n",
-       "      <td id=\"T_4d747_row21_col3\" class=\"data row21 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row21_col4\" class=\"data row21 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row21\" class=\"row_heading level0 row21\" >bike_ASC_auto_sufficient_work</th>\n",
+       "      <td id=\"T_e7c3a_row21_col0\" class=\"data row21 col0\" >-1.93</td>\n",
+       "      <td id=\"T_e7c3a_row21_col1\" class=\"data row21 col1\" > 0.0814</td>\n",
+       "      <td id=\"T_e7c3a_row21_col2\" class=\"data row21 col2\" >-23.72</td>\n",
+       "      <td id=\"T_e7c3a_row21_col3\" class=\"data row21 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row21_col4\" class=\"data row21 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row22\" class=\"row_heading level0 row22\" >bike_ASC_no_auto_atwork</th>\n",
-       "      <td id=\"T_4d747_row22_col0\" class=\"data row22 col0\" >-0.909</td>\n",
-       "      <td id=\"T_4d747_row22_col1\" class=\"data row22 col1\" > 78.2</td>\n",
-       "      <td id=\"T_4d747_row22_col2\" class=\"data row22 col2\" >-0.01</td>\n",
-       "      <td id=\"T_4d747_row22_col3\" class=\"data row22 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row22_col4\" class=\"data row22 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row22\" class=\"row_heading level0 row22\" >bike_ASC_no_auto_atwork</th>\n",
+       "      <td id=\"T_e7c3a_row22_col0\" class=\"data row22 col0\" >-0.910</td>\n",
+       "      <td id=\"T_e7c3a_row22_col1\" class=\"data row22 col1\" > 76.5</td>\n",
+       "      <td id=\"T_e7c3a_row22_col2\" class=\"data row22 col2\" >-0.01</td>\n",
+       "      <td id=\"T_e7c3a_row22_col3\" class=\"data row22 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row22_col4\" class=\"data row22 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row23\" class=\"row_heading level0 row23\" >bike_ASC_no_auto_eatout</th>\n",
-       "      <td id=\"T_4d747_row23_col0\" class=\"data row23 col0\" > 0.420</td>\n",
-       "      <td id=\"T_4d747_row23_col1\" class=\"data row23 col1\" > 77.7</td>\n",
-       "      <td id=\"T_4d747_row23_col2\" class=\"data row23 col2\" > 0.01</td>\n",
-       "      <td id=\"T_4d747_row23_col3\" class=\"data row23 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row23_col4\" class=\"data row23 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row23\" class=\"row_heading level0 row23\" >bike_ASC_no_auto_eatout</th>\n",
+       "      <td id=\"T_e7c3a_row23_col0\" class=\"data row23 col0\" > 0.428</td>\n",
+       "      <td id=\"T_e7c3a_row23_col1\" class=\"data row23 col1\" > 75.9</td>\n",
+       "      <td id=\"T_e7c3a_row23_col2\" class=\"data row23 col2\" > 0.01</td>\n",
+       "      <td id=\"T_e7c3a_row23_col3\" class=\"data row23 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row23_col4\" class=\"data row23 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row24\" class=\"row_heading level0 row24\" >bike_ASC_no_auto_escort</th>\n",
-       "      <td id=\"T_4d747_row24_col0\" class=\"data row24 col0\" >-0.754</td>\n",
-       "      <td id=\"T_4d747_row24_col1\" class=\"data row24 col1\" > 77.7</td>\n",
-       "      <td id=\"T_4d747_row24_col2\" class=\"data row24 col2\" >-0.01</td>\n",
-       "      <td id=\"T_4d747_row24_col3\" class=\"data row24 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row24_col4\" class=\"data row24 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row24\" class=\"row_heading level0 row24\" >bike_ASC_no_auto_escort</th>\n",
+       "      <td id=\"T_e7c3a_row24_col0\" class=\"data row24 col0\" >-0.745</td>\n",
+       "      <td id=\"T_e7c3a_row24_col1\" class=\"data row24 col1\" > 75.9</td>\n",
+       "      <td id=\"T_e7c3a_row24_col2\" class=\"data row24 col2\" >-0.01</td>\n",
+       "      <td id=\"T_e7c3a_row24_col3\" class=\"data row24 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row24_col4\" class=\"data row24 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row25\" class=\"row_heading level0 row25\" >bike_ASC_no_auto_othdiscr</th>\n",
-       "      <td id=\"T_4d747_row25_col0\" class=\"data row25 col0\" >-0.514</td>\n",
-       "      <td id=\"T_4d747_row25_col1\" class=\"data row25 col1\" > 77.7</td>\n",
-       "      <td id=\"T_4d747_row25_col2\" class=\"data row25 col2\" >-0.01</td>\n",
-       "      <td id=\"T_4d747_row25_col3\" class=\"data row25 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row25_col4\" class=\"data row25 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row25\" class=\"row_heading level0 row25\" >bike_ASC_no_auto_othdiscr</th>\n",
+       "      <td id=\"T_e7c3a_row25_col0\" class=\"data row25 col0\" >-0.501</td>\n",
+       "      <td id=\"T_e7c3a_row25_col1\" class=\"data row25 col1\" > 75.9</td>\n",
+       "      <td id=\"T_e7c3a_row25_col2\" class=\"data row25 col2\" >-0.01</td>\n",
+       "      <td id=\"T_e7c3a_row25_col3\" class=\"data row25 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row25_col4\" class=\"data row25 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row26\" class=\"row_heading level0 row26\" >bike_ASC_no_auto_othmaint</th>\n",
-       "      <td id=\"T_4d747_row26_col0\" class=\"data row26 col0\" > 1.48</td>\n",
-       "      <td id=\"T_4d747_row26_col1\" class=\"data row26 col1\" > 77.7</td>\n",
-       "      <td id=\"T_4d747_row26_col2\" class=\"data row26 col2\" > 0.02</td>\n",
-       "      <td id=\"T_4d747_row26_col3\" class=\"data row26 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row26_col4\" class=\"data row26 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row26\" class=\"row_heading level0 row26\" >bike_ASC_no_auto_othmaint</th>\n",
+       "      <td id=\"T_e7c3a_row26_col0\" class=\"data row26 col0\" > 1.53</td>\n",
+       "      <td id=\"T_e7c3a_row26_col1\" class=\"data row26 col1\" > 75.9</td>\n",
+       "      <td id=\"T_e7c3a_row26_col2\" class=\"data row26 col2\" > 0.02</td>\n",
+       "      <td id=\"T_e7c3a_row26_col3\" class=\"data row26 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row26_col4\" class=\"data row26 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row27\" class=\"row_heading level0 row27\" >bike_ASC_no_auto_school</th>\n",
-       "      <td id=\"T_4d747_row27_col0\" class=\"data row27 col0\" > 13.3</td>\n",
-       "      <td id=\"T_4d747_row27_col1\" class=\"data row27 col1\" > 106.</td>\n",
-       "      <td id=\"T_4d747_row27_col2\" class=\"data row27 col2\" > 0.13</td>\n",
-       "      <td id=\"T_4d747_row27_col3\" class=\"data row27 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row27_col4\" class=\"data row27 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row27\" class=\"row_heading level0 row27\" >bike_ASC_no_auto_school</th>\n",
+       "      <td id=\"T_e7c3a_row27_col0\" class=\"data row27 col0\" > 13.5</td>\n",
+       "      <td id=\"T_e7c3a_row27_col1\" class=\"data row27 col1\" > 109.</td>\n",
+       "      <td id=\"T_e7c3a_row27_col2\" class=\"data row27 col2\" > 0.12</td>\n",
+       "      <td id=\"T_e7c3a_row27_col3\" class=\"data row27 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row27_col4\" class=\"data row27 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row28\" class=\"row_heading level0 row28\" >bike_ASC_no_auto_shopping</th>\n",
-       "      <td id=\"T_4d747_row28_col0\" class=\"data row28 col0\" > 0.955</td>\n",
-       "      <td id=\"T_4d747_row28_col1\" class=\"data row28 col1\" > 77.7</td>\n",
-       "      <td id=\"T_4d747_row28_col2\" class=\"data row28 col2\" > 0.01</td>\n",
-       "      <td id=\"T_4d747_row28_col3\" class=\"data row28 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row28_col4\" class=\"data row28 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row28\" class=\"row_heading level0 row28\" >bike_ASC_no_auto_shopping</th>\n",
+       "      <td id=\"T_e7c3a_row28_col0\" class=\"data row28 col0\" > 0.951</td>\n",
+       "      <td id=\"T_e7c3a_row28_col1\" class=\"data row28 col1\" > 75.9</td>\n",
+       "      <td id=\"T_e7c3a_row28_col2\" class=\"data row28 col2\" > 0.01</td>\n",
+       "      <td id=\"T_e7c3a_row28_col3\" class=\"data row28 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row28_col4\" class=\"data row28 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row29\" class=\"row_heading level0 row29\" >bike_ASC_no_auto_social</th>\n",
-       "      <td id=\"T_4d747_row29_col0\" class=\"data row29 col0\" > 0.352</td>\n",
-       "      <td id=\"T_4d747_row29_col1\" class=\"data row29 col1\" > 77.7</td>\n",
-       "      <td id=\"T_4d747_row29_col2\" class=\"data row29 col2\" > 0.00</td>\n",
-       "      <td id=\"T_4d747_row29_col3\" class=\"data row29 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row29_col4\" class=\"data row29 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row29\" class=\"row_heading level0 row29\" >bike_ASC_no_auto_social</th>\n",
+       "      <td id=\"T_e7c3a_row29_col0\" class=\"data row29 col0\" > 0.374</td>\n",
+       "      <td id=\"T_e7c3a_row29_col1\" class=\"data row29 col1\" > 75.9</td>\n",
+       "      <td id=\"T_e7c3a_row29_col2\" class=\"data row29 col2\" > 0.00</td>\n",
+       "      <td id=\"T_e7c3a_row29_col3\" class=\"data row29 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row29_col4\" class=\"data row29 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row30\" class=\"row_heading level0 row30\" >bike_ASC_no_auto_univ</th>\n",
-       "      <td id=\"T_4d747_row30_col0\" class=\"data row30 col0\" > 4.29</td>\n",
-       "      <td id=\"T_4d747_row30_col1\" class=\"data row30 col1\" > 0.0225</td>\n",
-       "      <td id=\"T_4d747_row30_col2\" class=\"data row30 col2\" > 190.79</td>\n",
-       "      <td id=\"T_4d747_row30_col3\" class=\"data row30 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row30_col4\" class=\"data row30 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row30\" class=\"row_heading level0 row30\" >bike_ASC_no_auto_univ</th>\n",
+       "      <td id=\"T_e7c3a_row30_col0\" class=\"data row30 col0\" > 4.29</td>\n",
+       "      <td id=\"T_e7c3a_row30_col1\" class=\"data row30 col1\" > 0.00148</td>\n",
+       "      <td id=\"T_e7c3a_row30_col2\" class=\"data row30 col2\" > BIG</td>\n",
+       "      <td id=\"T_e7c3a_row30_col3\" class=\"data row30 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row30_col4\" class=\"data row30 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row31\" class=\"row_heading level0 row31\" >bike_ASC_no_auto_work</th>\n",
-       "      <td id=\"T_4d747_row31_col0\" class=\"data row31 col0\" > 3.46</td>\n",
-       "      <td id=\"T_4d747_row31_col1\" class=\"data row31 col1\" > 77.7</td>\n",
-       "      <td id=\"T_4d747_row31_col2\" class=\"data row31 col2\" > 0.04</td>\n",
-       "      <td id=\"T_4d747_row31_col3\" class=\"data row31 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row31_col4\" class=\"data row31 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row31\" class=\"row_heading level0 row31\" >bike_ASC_no_auto_work</th>\n",
+       "      <td id=\"T_e7c3a_row31_col0\" class=\"data row31 col0\" > 3.43</td>\n",
+       "      <td id=\"T_e7c3a_row31_col1\" class=\"data row31 col1\" > 75.9</td>\n",
+       "      <td id=\"T_e7c3a_row31_col2\" class=\"data row31 col2\" > 0.05</td>\n",
+       "      <td id=\"T_e7c3a_row31_col3\" class=\"data row31 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row31_col4\" class=\"data row31 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row32\" class=\"row_heading level0 row32\" >coef_age010_trn_multiplier_atwork</th>\n",
-       "      <td id=\"T_4d747_row32_col0\" class=\"data row32 col0\" > 0.000722</td>\n",
-       "      <td id=\"T_4d747_row32_col1\" class=\"data row32 col1\" > NA</td>\n",
-       "      <td id=\"T_4d747_row32_col2\" class=\"data row32 col2\" > NA</td>\n",
-       "      <td id=\"T_4d747_row32_col3\" class=\"data row32 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row32_col4\" class=\"data row32 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row32\" class=\"row_heading level0 row32\" >coef_age010_trn_multiplier_atwork</th>\n",
+       "      <td id=\"T_e7c3a_row32_col0\" class=\"data row32 col0\" > 0.000722</td>\n",
+       "      <td id=\"T_e7c3a_row32_col1\" class=\"data row32 col1\" > 0.00785</td>\n",
+       "      <td id=\"T_e7c3a_row32_col2\" class=\"data row32 col2\" > 0.09</td>\n",
+       "      <td id=\"T_e7c3a_row32_col3\" class=\"data row32 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row32_col4\" class=\"data row32 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row33\" class=\"row_heading level0 row33\" >coef_age010_trn_multiplier_eatout_escort_othdiscr_othmaint_shopping_social_work</th>\n",
-       "      <td id=\"T_4d747_row33_col0\" class=\"data row33 col0\" > 0.277</td>\n",
-       "      <td id=\"T_4d747_row33_col1\" class=\"data row33 col1\" > 0.177</td>\n",
-       "      <td id=\"T_4d747_row33_col2\" class=\"data row33 col2\" > 1.56</td>\n",
-       "      <td id=\"T_4d747_row33_col3\" class=\"data row33 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row33_col4\" class=\"data row33 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row33\" class=\"row_heading level0 row33\" >coef_age010_trn_multiplier_eatout_escort_othdiscr_othmaint_shopping_social_work</th>\n",
+       "      <td id=\"T_e7c3a_row33_col0\" class=\"data row33 col0\" > 0.490</td>\n",
+       "      <td id=\"T_e7c3a_row33_col1\" class=\"data row33 col1\" > 0.176</td>\n",
+       "      <td id=\"T_e7c3a_row33_col2\" class=\"data row33 col2\" > 2.79</td>\n",
+       "      <td id=\"T_e7c3a_row33_col3\" class=\"data row33 col3\" >**</td>\n",
+       "      <td id=\"T_e7c3a_row33_col4\" class=\"data row33 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row34\" class=\"row_heading level0 row34\" >coef_age010_trn_multiplier_school_univ</th>\n",
-       "      <td id=\"T_4d747_row34_col0\" class=\"data row34 col0\" >-0.884</td>\n",
-       "      <td id=\"T_4d747_row34_col1\" class=\"data row34 col1\" > 0.0900</td>\n",
-       "      <td id=\"T_4d747_row34_col2\" class=\"data row34 col2\" >-9.82</td>\n",
-       "      <td id=\"T_4d747_row34_col3\" class=\"data row34 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row34_col4\" class=\"data row34 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row34\" class=\"row_heading level0 row34\" >coef_age010_trn_multiplier_school_univ</th>\n",
+       "      <td id=\"T_e7c3a_row34_col0\" class=\"data row34 col0\" >-0.851</td>\n",
+       "      <td id=\"T_e7c3a_row34_col1\" class=\"data row34 col1\" > 0.0900</td>\n",
+       "      <td id=\"T_e7c3a_row34_col2\" class=\"data row34 col2\" >-9.46</td>\n",
+       "      <td id=\"T_e7c3a_row34_col3\" class=\"data row34 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row34_col4\" class=\"data row34 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row35\" class=\"row_heading level0 row35\" >coef_age1619_da_multiplier_atwork</th>\n",
-       "      <td id=\"T_4d747_row35_col0\" class=\"data row35 col0\" >-0.184</td>\n",
-       "      <td id=\"T_4d747_row35_col1\" class=\"data row35 col1\" > 0.205</td>\n",
-       "      <td id=\"T_4d747_row35_col2\" class=\"data row35 col2\" >-0.90</td>\n",
-       "      <td id=\"T_4d747_row35_col3\" class=\"data row35 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row35_col4\" class=\"data row35 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row35\" class=\"row_heading level0 row35\" >coef_age1619_da_multiplier_atwork</th>\n",
+       "      <td id=\"T_e7c3a_row35_col0\" class=\"data row35 col0\" >-0.175</td>\n",
+       "      <td id=\"T_e7c3a_row35_col1\" class=\"data row35 col1\" > 0.205</td>\n",
+       "      <td id=\"T_e7c3a_row35_col2\" class=\"data row35 col2\" >-0.85</td>\n",
+       "      <td id=\"T_e7c3a_row35_col3\" class=\"data row35 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row35_col4\" class=\"data row35 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row36\" class=\"row_heading level0 row36\" >coef_age1619_da_multiplier_eatout_escort_othdiscr_othmaint_shopping_social_work</th>\n",
-       "      <td id=\"T_4d747_row36_col0\" class=\"data row36 col0\" > 0.0300</td>\n",
-       "      <td id=\"T_4d747_row36_col1\" class=\"data row36 col1\" > 0.0425</td>\n",
-       "      <td id=\"T_4d747_row36_col2\" class=\"data row36 col2\" > 0.71</td>\n",
-       "      <td id=\"T_4d747_row36_col3\" class=\"data row36 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row36_col4\" class=\"data row36 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row36\" class=\"row_heading level0 row36\" >coef_age1619_da_multiplier_eatout_escort_othdiscr_othmaint_shopping_social_work</th>\n",
+       "      <td id=\"T_e7c3a_row36_col0\" class=\"data row36 col0\" > 0.0357</td>\n",
+       "      <td id=\"T_e7c3a_row36_col1\" class=\"data row36 col1\" > 0.0425</td>\n",
+       "      <td id=\"T_e7c3a_row36_col2\" class=\"data row36 col2\" > 0.84</td>\n",
+       "      <td id=\"T_e7c3a_row36_col3\" class=\"data row36 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row36_col4\" class=\"data row36 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row37\" class=\"row_heading level0 row37\" >coef_age1619_da_multiplier_school_univ</th>\n",
-       "      <td id=\"T_4d747_row37_col0\" class=\"data row37 col0\" >-1.63</td>\n",
-       "      <td id=\"T_4d747_row37_col1\" class=\"data row37 col1\" > 0.0746</td>\n",
-       "      <td id=\"T_4d747_row37_col2\" class=\"data row37 col2\" >-21.80</td>\n",
-       "      <td id=\"T_4d747_row37_col3\" class=\"data row37 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row37_col4\" class=\"data row37 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row37\" class=\"row_heading level0 row37\" >coef_age1619_da_multiplier_school_univ</th>\n",
+       "      <td id=\"T_e7c3a_row37_col0\" class=\"data row37 col0\" >-1.67</td>\n",
+       "      <td id=\"T_e7c3a_row37_col1\" class=\"data row37 col1\" > 0.0748</td>\n",
+       "      <td id=\"T_e7c3a_row37_col2\" class=\"data row37 col2\" >-22.31</td>\n",
+       "      <td id=\"T_e7c3a_row37_col3\" class=\"data row37 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row37_col4\" class=\"data row37 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row38\" class=\"row_heading level0 row38\" >coef_age16p_sr_multiplier_eatout_escort_othdiscr_othmaint_shopping_social</th>\n",
-       "      <td id=\"T_4d747_row38_col0\" class=\"data row38 col0\" >-1.42</td>\n",
-       "      <td id=\"T_4d747_row38_col1\" class=\"data row38 col1\" > 0.0807</td>\n",
-       "      <td id=\"T_4d747_row38_col2\" class=\"data row38 col2\" >-17.61</td>\n",
-       "      <td id=\"T_4d747_row38_col3\" class=\"data row38 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row38_col4\" class=\"data row38 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row38\" class=\"row_heading level0 row38\" >coef_age16p_sr_multiplier_eatout_escort_othdiscr_othmaint_shopping_social</th>\n",
+       "      <td id=\"T_e7c3a_row38_col0\" class=\"data row38 col0\" >-1.58</td>\n",
+       "      <td id=\"T_e7c3a_row38_col1\" class=\"data row38 col1\" > 0.0842</td>\n",
+       "      <td id=\"T_e7c3a_row38_col2\" class=\"data row38 col2\" >-18.71</td>\n",
+       "      <td id=\"T_e7c3a_row38_col3\" class=\"data row38 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row38_col4\" class=\"data row38 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row39\" class=\"row_heading level0 row39\" >coef_age16p_sr_multiplier_school_univ_work_atwork</th>\n",
-       "      <td id=\"T_4d747_row39_col0\" class=\"data row39 col0\" >-0.663</td>\n",
-       "      <td id=\"T_4d747_row39_col1\" class=\"data row39 col1\" > 0.0682</td>\n",
-       "      <td id=\"T_4d747_row39_col2\" class=\"data row39 col2\" >-9.72</td>\n",
-       "      <td id=\"T_4d747_row39_col3\" class=\"data row39 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row39_col4\" class=\"data row39 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row39\" class=\"row_heading level0 row39\" >coef_age16p_sr_multiplier_school_univ_work_atwork</th>\n",
+       "      <td id=\"T_e7c3a_row39_col0\" class=\"data row39 col0\" >-0.688</td>\n",
+       "      <td id=\"T_e7c3a_row39_col1\" class=\"data row39 col1\" > 0.0682</td>\n",
+       "      <td id=\"T_e7c3a_row39_col2\" class=\"data row39 col2\" >-10.08</td>\n",
+       "      <td id=\"T_e7c3a_row39_col3\" class=\"data row39 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row39_col4\" class=\"data row39 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row40\" class=\"row_heading level0 row40\" >coef_hhsize1_sr_multiplier_eatout_escort_othdiscr_othmaint_school_shopping_social_univ_atwork</th>\n",
-       "      <td id=\"T_4d747_row40_col0\" class=\"data row40 col0\" >-0.0800</td>\n",
-       "      <td id=\"T_4d747_row40_col1\" class=\"data row40 col1\" > 0.0313</td>\n",
-       "      <td id=\"T_4d747_row40_col2\" class=\"data row40 col2\" >-2.56</td>\n",
-       "      <td id=\"T_4d747_row40_col3\" class=\"data row40 col3\" >*</td>\n",
-       "      <td id=\"T_4d747_row40_col4\" class=\"data row40 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row40\" class=\"row_heading level0 row40\" >coef_hhsize1_sr_multiplier_eatout_escort_othdiscr_othmaint_school_shopping_social_univ_atwork</th>\n",
+       "      <td id=\"T_e7c3a_row40_col0\" class=\"data row40 col0\" >-0.0721</td>\n",
+       "      <td id=\"T_e7c3a_row40_col1\" class=\"data row40 col1\" > 0.0312</td>\n",
+       "      <td id=\"T_e7c3a_row40_col2\" class=\"data row40 col2\" >-2.31</td>\n",
+       "      <td id=\"T_e7c3a_row40_col3\" class=\"data row40 col3\" >*</td>\n",
+       "      <td id=\"T_e7c3a_row40_col4\" class=\"data row40 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row41\" class=\"row_heading level0 row41\" >coef_hhsize1_sr_multiplier_work</th>\n",
-       "      <td id=\"T_4d747_row41_col0\" class=\"data row41 col0\" >-0.839</td>\n",
-       "      <td id=\"T_4d747_row41_col1\" class=\"data row41 col1\" > 0.0576</td>\n",
-       "      <td id=\"T_4d747_row41_col2\" class=\"data row41 col2\" >-14.56</td>\n",
-       "      <td id=\"T_4d747_row41_col3\" class=\"data row41 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row41_col4\" class=\"data row41 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row41\" class=\"row_heading level0 row41\" >coef_hhsize1_sr_multiplier_work</th>\n",
+       "      <td id=\"T_e7c3a_row41_col0\" class=\"data row41 col0\" >-0.822</td>\n",
+       "      <td id=\"T_e7c3a_row41_col1\" class=\"data row41 col1\" > 0.0571</td>\n",
+       "      <td id=\"T_e7c3a_row41_col2\" class=\"data row41 col2\" >-14.39</td>\n",
+       "      <td id=\"T_e7c3a_row41_col3\" class=\"data row41 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row41_col4\" class=\"data row41 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row42\" class=\"row_heading level0 row42\" >coef_hhsize2_sr_multiplier_eatout_escort_othdiscr_othmaint_shopping_social_work_atwork</th>\n",
-       "      <td id=\"T_4d747_row42_col0\" class=\"data row42 col0\" >-0.00550</td>\n",
-       "      <td id=\"T_4d747_row42_col1\" class=\"data row42 col1\" > 0.0178</td>\n",
-       "      <td id=\"T_4d747_row42_col2\" class=\"data row42 col2\" >-0.31</td>\n",
-       "      <td id=\"T_4d747_row42_col3\" class=\"data row42 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row42_col4\" class=\"data row42 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row42\" class=\"row_heading level0 row42\" >coef_hhsize2_sr_multiplier_eatout_escort_othdiscr_othmaint_shopping_social_work_atwork</th>\n",
+       "      <td id=\"T_e7c3a_row42_col0\" class=\"data row42 col0\" >-0.00404</td>\n",
+       "      <td id=\"T_e7c3a_row42_col1\" class=\"data row42 col1\" > 0.0178</td>\n",
+       "      <td id=\"T_e7c3a_row42_col2\" class=\"data row42 col2\" >-0.23</td>\n",
+       "      <td id=\"T_e7c3a_row42_col3\" class=\"data row42 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row42_col4\" class=\"data row42 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row43\" class=\"row_heading level0 row43\" >coef_hhsize2_sr_multiplier_school_univ</th>\n",
-       "      <td id=\"T_4d747_row43_col0\" class=\"data row43 col0\" >-0.733</td>\n",
-       "      <td id=\"T_4d747_row43_col1\" class=\"data row43 col1\" > 0.0909</td>\n",
-       "      <td id=\"T_4d747_row43_col2\" class=\"data row43 col2\" >-8.06</td>\n",
-       "      <td id=\"T_4d747_row43_col3\" class=\"data row43 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row43_col4\" class=\"data row43 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row43\" class=\"row_heading level0 row43\" >coef_hhsize2_sr_multiplier_school_univ</th>\n",
+       "      <td id=\"T_e7c3a_row43_col0\" class=\"data row43 col0\" >-0.743</td>\n",
+       "      <td id=\"T_e7c3a_row43_col1\" class=\"data row43 col1\" > 0.0912</td>\n",
+       "      <td id=\"T_e7c3a_row43_col2\" class=\"data row43 col2\" >-8.15</td>\n",
+       "      <td id=\"T_e7c3a_row43_col3\" class=\"data row43 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row43_col4\" class=\"data row43 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row44\" class=\"row_heading level0 row44\" >coef_ivt_atwork</th>\n",
-       "      <td id=\"T_4d747_row44_col0\" class=\"data row44 col0\" >-0.0112</td>\n",
-       "      <td id=\"T_4d747_row44_col1\" class=\"data row44 col1\" > 0.000480</td>\n",
-       "      <td id=\"T_4d747_row44_col2\" class=\"data row44 col2\" >-23.42</td>\n",
-       "      <td id=\"T_4d747_row44_col3\" class=\"data row44 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row44_col4\" class=\"data row44 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row44\" class=\"row_heading level0 row44\" >coef_ivt_atwork</th>\n",
+       "      <td id=\"T_e7c3a_row44_col0\" class=\"data row44 col0\" >-0.0112</td>\n",
+       "      <td id=\"T_e7c3a_row44_col1\" class=\"data row44 col1\" > 0.000479</td>\n",
+       "      <td id=\"T_e7c3a_row44_col2\" class=\"data row44 col2\" >-23.41</td>\n",
+       "      <td id=\"T_e7c3a_row44_col3\" class=\"data row44 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row44_col4\" class=\"data row44 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row45\" class=\"row_heading level0 row45\" >coef_ivt_eatout_escort_othdiscr_othmaint_shopping_social</th>\n",
-       "      <td id=\"T_4d747_row45_col0\" class=\"data row45 col0\" >-0.00688</td>\n",
-       "      <td id=\"T_4d747_row45_col1\" class=\"data row45 col1\" > 0.000144</td>\n",
-       "      <td id=\"T_4d747_row45_col2\" class=\"data row45 col2\" >-47.63</td>\n",
-       "      <td id=\"T_4d747_row45_col3\" class=\"data row45 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row45_col4\" class=\"data row45 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row45\" class=\"row_heading level0 row45\" >coef_ivt_eatout_escort_othdiscr_othmaint_shopping_social</th>\n",
+       "      <td id=\"T_e7c3a_row45_col0\" class=\"data row45 col0\" >-0.00691</td>\n",
+       "      <td id=\"T_e7c3a_row45_col1\" class=\"data row45 col1\" > 0.000145</td>\n",
+       "      <td id=\"T_e7c3a_row45_col2\" class=\"data row45 col2\" >-47.76</td>\n",
+       "      <td id=\"T_e7c3a_row45_col3\" class=\"data row45 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row45_col4\" class=\"data row45 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row46\" class=\"row_heading level0 row46\" >coef_ivt_school_univ</th>\n",
-       "      <td id=\"T_4d747_row46_col0\" class=\"data row46 col0\" >-0.0106</td>\n",
-       "      <td id=\"T_4d747_row46_col1\" class=\"data row46 col1\" > 0.000322</td>\n",
-       "      <td id=\"T_4d747_row46_col2\" class=\"data row46 col2\" >-33.03</td>\n",
-       "      <td id=\"T_4d747_row46_col3\" class=\"data row46 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row46_col4\" class=\"data row46 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row46\" class=\"row_heading level0 row46\" >coef_ivt_school_univ</th>\n",
+       "      <td id=\"T_e7c3a_row46_col0\" class=\"data row46 col0\" >-0.0103</td>\n",
+       "      <td id=\"T_e7c3a_row46_col1\" class=\"data row46 col1\" > 0.000316</td>\n",
+       "      <td id=\"T_e7c3a_row46_col2\" class=\"data row46 col2\" >-32.62</td>\n",
+       "      <td id=\"T_e7c3a_row46_col3\" class=\"data row46 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row46_col4\" class=\"data row46 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row47\" class=\"row_heading level0 row47\" >coef_ivt_work</th>\n",
-       "      <td id=\"T_4d747_row47_col0\" class=\"data row47 col0\" >-0.00787</td>\n",
-       "      <td id=\"T_4d747_row47_col1\" class=\"data row47 col1\" > 0.000147</td>\n",
-       "      <td id=\"T_4d747_row47_col2\" class=\"data row47 col2\" >-53.42</td>\n",
-       "      <td id=\"T_4d747_row47_col3\" class=\"data row47 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row47_col4\" class=\"data row47 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row47\" class=\"row_heading level0 row47\" >coef_ivt_work</th>\n",
+       "      <td id=\"T_e7c3a_row47_col0\" class=\"data row47 col0\" >-0.00791</td>\n",
+       "      <td id=\"T_e7c3a_row47_col1\" class=\"data row47 col1\" > 0.000147</td>\n",
+       "      <td id=\"T_e7c3a_row47_col2\" class=\"data row47 col2\" >-53.62</td>\n",
+       "      <td id=\"T_e7c3a_row47_col3\" class=\"data row47 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row47_col4\" class=\"data row47 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row48\" class=\"row_heading level0 row48\" >coef_nest_AUTO</th>\n",
-       "      <td id=\"T_4d747_row48_col0\" class=\"data row48 col0\" > 0.720</td>\n",
-       "      <td id=\"T_4d747_row48_col1\" class=\"data row48 col1\" > 0.00</td>\n",
-       "      <td id=\"T_4d747_row48_col2\" class=\"data row48 col2\" > NA</td>\n",
-       "      <td id=\"T_4d747_row48_col3\" class=\"data row48 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row48_col4\" class=\"data row48 col4\" > 1.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row48\" class=\"row_heading level0 row48\" >coef_nest_AUTO</th>\n",
+       "      <td id=\"T_e7c3a_row48_col0\" class=\"data row48 col0\" > 0.720</td>\n",
+       "      <td id=\"T_e7c3a_row48_col1\" class=\"data row48 col1\" > 0.00</td>\n",
+       "      <td id=\"T_e7c3a_row48_col2\" class=\"data row48 col2\" > NA</td>\n",
+       "      <td id=\"T_e7c3a_row48_col3\" class=\"data row48 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row48_col4\" class=\"data row48 col4\" > 1.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row49\" class=\"row_heading level0 row49\" >coef_nest_AUTO_DRIVEALONE</th>\n",
-       "      <td id=\"T_4d747_row49_col0\" class=\"data row49 col0\" > 0.350</td>\n",
-       "      <td id=\"T_4d747_row49_col1\" class=\"data row49 col1\" > 0.00</td>\n",
-       "      <td id=\"T_4d747_row49_col2\" class=\"data row49 col2\" > NA</td>\n",
-       "      <td id=\"T_4d747_row49_col3\" class=\"data row49 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row49_col4\" class=\"data row49 col4\" > 1.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row49\" class=\"row_heading level0 row49\" >coef_nest_AUTO_DRIVEALONE</th>\n",
+       "      <td id=\"T_e7c3a_row49_col0\" class=\"data row49 col0\" > 0.350</td>\n",
+       "      <td id=\"T_e7c3a_row49_col1\" class=\"data row49 col1\" > 0.00</td>\n",
+       "      <td id=\"T_e7c3a_row49_col2\" class=\"data row49 col2\" > NA</td>\n",
+       "      <td id=\"T_e7c3a_row49_col3\" class=\"data row49 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row49_col4\" class=\"data row49 col4\" > 1.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row50\" class=\"row_heading level0 row50\" >coef_nest_AUTO_SHAREDRIDE2</th>\n",
-       "      <td id=\"T_4d747_row50_col0\" class=\"data row50 col0\" > 0.350</td>\n",
-       "      <td id=\"T_4d747_row50_col1\" class=\"data row50 col1\" > 0.00</td>\n",
-       "      <td id=\"T_4d747_row50_col2\" class=\"data row50 col2\" > NA</td>\n",
-       "      <td id=\"T_4d747_row50_col3\" class=\"data row50 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row50_col4\" class=\"data row50 col4\" > 1.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row50\" class=\"row_heading level0 row50\" >coef_nest_AUTO_SHAREDRIDE2</th>\n",
+       "      <td id=\"T_e7c3a_row50_col0\" class=\"data row50 col0\" > 0.350</td>\n",
+       "      <td id=\"T_e7c3a_row50_col1\" class=\"data row50 col1\" > 0.00</td>\n",
+       "      <td id=\"T_e7c3a_row50_col2\" class=\"data row50 col2\" > NA</td>\n",
+       "      <td id=\"T_e7c3a_row50_col3\" class=\"data row50 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row50_col4\" class=\"data row50 col4\" > 1.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row51\" class=\"row_heading level0 row51\" >coef_nest_AUTO_SHAREDRIDE3</th>\n",
-       "      <td id=\"T_4d747_row51_col0\" class=\"data row51 col0\" > 0.350</td>\n",
-       "      <td id=\"T_4d747_row51_col1\" class=\"data row51 col1\" > 0.00</td>\n",
-       "      <td id=\"T_4d747_row51_col2\" class=\"data row51 col2\" > NA</td>\n",
-       "      <td id=\"T_4d747_row51_col3\" class=\"data row51 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row51_col4\" class=\"data row51 col4\" > 1.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row51\" class=\"row_heading level0 row51\" >coef_nest_AUTO_SHAREDRIDE3</th>\n",
+       "      <td id=\"T_e7c3a_row51_col0\" class=\"data row51 col0\" > 0.350</td>\n",
+       "      <td id=\"T_e7c3a_row51_col1\" class=\"data row51 col1\" > 0.00</td>\n",
+       "      <td id=\"T_e7c3a_row51_col2\" class=\"data row51 col2\" > NA</td>\n",
+       "      <td id=\"T_e7c3a_row51_col3\" class=\"data row51 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row51_col4\" class=\"data row51 col4\" > 1.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row52\" class=\"row_heading level0 row52\" >coef_nest_NONMOTORIZED</th>\n",
-       "      <td id=\"T_4d747_row52_col0\" class=\"data row52 col0\" > 0.720</td>\n",
-       "      <td id=\"T_4d747_row52_col1\" class=\"data row52 col1\" > 0.00</td>\n",
-       "      <td id=\"T_4d747_row52_col2\" class=\"data row52 col2\" > NA</td>\n",
-       "      <td id=\"T_4d747_row52_col3\" class=\"data row52 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row52_col4\" class=\"data row52 col4\" > 1.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row52\" class=\"row_heading level0 row52\" >coef_nest_NONMOTORIZED</th>\n",
+       "      <td id=\"T_e7c3a_row52_col0\" class=\"data row52 col0\" > 0.720</td>\n",
+       "      <td id=\"T_e7c3a_row52_col1\" class=\"data row52 col1\" > 0.00</td>\n",
+       "      <td id=\"T_e7c3a_row52_col2\" class=\"data row52 col2\" > NA</td>\n",
+       "      <td id=\"T_e7c3a_row52_col3\" class=\"data row52 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row52_col4\" class=\"data row52 col4\" > 1.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row53\" class=\"row_heading level0 row53\" >coef_nest_RIDEHAIL</th>\n",
-       "      <td id=\"T_4d747_row53_col0\" class=\"data row53 col0\" > 0.360</td>\n",
-       "      <td id=\"T_4d747_row53_col1\" class=\"data row53 col1\" > 0.00</td>\n",
-       "      <td id=\"T_4d747_row53_col2\" class=\"data row53 col2\" > NA</td>\n",
-       "      <td id=\"T_4d747_row53_col3\" class=\"data row53 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row53_col4\" class=\"data row53 col4\" > 1.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row53\" class=\"row_heading level0 row53\" >coef_nest_RIDEHAIL</th>\n",
+       "      <td id=\"T_e7c3a_row53_col0\" class=\"data row53 col0\" > 0.360</td>\n",
+       "      <td id=\"T_e7c3a_row53_col1\" class=\"data row53 col1\" > 0.00</td>\n",
+       "      <td id=\"T_e7c3a_row53_col2\" class=\"data row53 col2\" > NA</td>\n",
+       "      <td id=\"T_e7c3a_row53_col3\" class=\"data row53 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row53_col4\" class=\"data row53 col4\" > 1.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row54\" class=\"row_heading level0 row54\" >coef_nest_TRANSIT</th>\n",
-       "      <td id=\"T_4d747_row54_col0\" class=\"data row54 col0\" > 0.720</td>\n",
-       "      <td id=\"T_4d747_row54_col1\" class=\"data row54 col1\" > 0.00</td>\n",
-       "      <td id=\"T_4d747_row54_col2\" class=\"data row54 col2\" > NA</td>\n",
-       "      <td id=\"T_4d747_row54_col3\" class=\"data row54 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row54_col4\" class=\"data row54 col4\" > 1.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row54\" class=\"row_heading level0 row54\" >coef_nest_TRANSIT</th>\n",
+       "      <td id=\"T_e7c3a_row54_col0\" class=\"data row54 col0\" > 0.720</td>\n",
+       "      <td id=\"T_e7c3a_row54_col1\" class=\"data row54 col1\" > 0.00</td>\n",
+       "      <td id=\"T_e7c3a_row54_col2\" class=\"data row54 col2\" > NA</td>\n",
+       "      <td id=\"T_e7c3a_row54_col3\" class=\"data row54 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row54_col4\" class=\"data row54 col4\" > 1.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row55\" class=\"row_heading level0 row55\" >coef_nest_TRANSIT_DRIVEACCESS</th>\n",
-       "      <td id=\"T_4d747_row55_col0\" class=\"data row55 col0\" > 0.500</td>\n",
-       "      <td id=\"T_4d747_row55_col1\" class=\"data row55 col1\" > 0.00</td>\n",
-       "      <td id=\"T_4d747_row55_col2\" class=\"data row55 col2\" > NA</td>\n",
-       "      <td id=\"T_4d747_row55_col3\" class=\"data row55 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row55_col4\" class=\"data row55 col4\" > 1.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row55\" class=\"row_heading level0 row55\" >coef_nest_TRANSIT_DRIVEACCESS</th>\n",
+       "      <td id=\"T_e7c3a_row55_col0\" class=\"data row55 col0\" > 0.500</td>\n",
+       "      <td id=\"T_e7c3a_row55_col1\" class=\"data row55 col1\" > 0.00</td>\n",
+       "      <td id=\"T_e7c3a_row55_col2\" class=\"data row55 col2\" > NA</td>\n",
+       "      <td id=\"T_e7c3a_row55_col3\" class=\"data row55 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row55_col4\" class=\"data row55 col4\" > 1.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row56\" class=\"row_heading level0 row56\" >coef_nest_TRANSIT_WALKACCESS</th>\n",
-       "      <td id=\"T_4d747_row56_col0\" class=\"data row56 col0\" > 0.500</td>\n",
-       "      <td id=\"T_4d747_row56_col1\" class=\"data row56 col1\" > 0.00</td>\n",
-       "      <td id=\"T_4d747_row56_col2\" class=\"data row56 col2\" > NA</td>\n",
-       "      <td id=\"T_4d747_row56_col3\" class=\"data row56 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row56_col4\" class=\"data row56 col4\" > 1.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row56\" class=\"row_heading level0 row56\" >coef_nest_TRANSIT_WALKACCESS</th>\n",
+       "      <td id=\"T_e7c3a_row56_col0\" class=\"data row56 col0\" > 0.500</td>\n",
+       "      <td id=\"T_e7c3a_row56_col1\" class=\"data row56 col1\" > 0.00</td>\n",
+       "      <td id=\"T_e7c3a_row56_col2\" class=\"data row56 col2\" > NA</td>\n",
+       "      <td id=\"T_e7c3a_row56_col3\" class=\"data row56 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row56_col4\" class=\"data row56 col4\" > 1.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row57\" class=\"row_heading level0 row57\" >commuter_rail_ASC_eatout_escort_othdiscr_othmaint_shopping_social_atwork</th>\n",
-       "      <td id=\"T_4d747_row57_col0\" class=\"data row57 col0\" >-1.08</td>\n",
-       "      <td id=\"T_4d747_row57_col1\" class=\"data row57 col1\" > 266.</td>\n",
-       "      <td id=\"T_4d747_row57_col2\" class=\"data row57 col2\" >-0.00</td>\n",
-       "      <td id=\"T_4d747_row57_col3\" class=\"data row57 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row57_col4\" class=\"data row57 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row57\" class=\"row_heading level0 row57\" >coef_test_eatout_escort_othdiscr_othmaint_shopping_social_work_atwork</th>\n",
+       "      <td id=\"T_e7c3a_row57_col0\" class=\"data row57 col0\" > 0.0770</td>\n",
+       "      <td id=\"T_e7c3a_row57_col1\" class=\"data row57 col1\" > 0.0494</td>\n",
+       "      <td id=\"T_e7c3a_row57_col2\" class=\"data row57 col2\" > 1.56</td>\n",
+       "      <td id=\"T_e7c3a_row57_col3\" class=\"data row57 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row57_col4\" class=\"data row57 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row58\" class=\"row_heading level0 row58\" >commuter_rail_ASC_school_univ</th>\n",
-       "      <td id=\"T_4d747_row58_col0\" class=\"data row58 col0\" >-0.338</td>\n",
-       "      <td id=\"T_4d747_row58_col1\" class=\"data row58 col1\" > 527.</td>\n",
-       "      <td id=\"T_4d747_row58_col2\" class=\"data row58 col2\" >-0.00</td>\n",
-       "      <td id=\"T_4d747_row58_col3\" class=\"data row58 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row58_col4\" class=\"data row58 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row58\" class=\"row_heading level0 row58\" >coef_test_school_univ</th>\n",
+       "      <td id=\"T_e7c3a_row58_col0\" class=\"data row58 col0\" > 0.518</td>\n",
+       "      <td id=\"T_e7c3a_row58_col1\" class=\"data row58 col1\" > 0.913</td>\n",
+       "      <td id=\"T_e7c3a_row58_col2\" class=\"data row58 col2\" > 0.57</td>\n",
+       "      <td id=\"T_e7c3a_row58_col3\" class=\"data row58 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row58_col4\" class=\"data row58 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row59\" class=\"row_heading level0 row59\" >commuter_rail_ASC_work</th>\n",
-       "      <td id=\"T_4d747_row59_col0\" class=\"data row59 col0\" > 0.168</td>\n",
-       "      <td id=\"T_4d747_row59_col1\" class=\"data row59 col1\" > NA</td>\n",
-       "      <td id=\"T_4d747_row59_col2\" class=\"data row59 col2\" > NA</td>\n",
-       "      <td id=\"T_4d747_row59_col3\" class=\"data row59 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row59_col4\" class=\"data row59 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row59\" class=\"row_heading level0 row59\" >commuter_rail_ASC_eatout_escort_othdiscr_othmaint_shopping_social_atwork</th>\n",
+       "      <td id=\"T_e7c3a_row59_col0\" class=\"data row59 col0\" >-0.958</td>\n",
+       "      <td id=\"T_e7c3a_row59_col1\" class=\"data row59 col1\" > 16.4</td>\n",
+       "      <td id=\"T_e7c3a_row59_col2\" class=\"data row59 col2\" >-0.06</td>\n",
+       "      <td id=\"T_e7c3a_row59_col3\" class=\"data row59 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row59_col4\" class=\"data row59 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row60\" class=\"row_heading level0 row60\" >drive_ferry_ASC_eatout_escort_othdiscr_othmaint_shopping_social_atwork</th>\n",
-       "      <td id=\"T_4d747_row60_col0\" class=\"data row60 col0\" >-0.764</td>\n",
-       "      <td id=\"T_4d747_row60_col1\" class=\"data row60 col1\" > 266.</td>\n",
-       "      <td id=\"T_4d747_row60_col2\" class=\"data row60 col2\" >-0.00</td>\n",
-       "      <td id=\"T_4d747_row60_col3\" class=\"data row60 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row60_col4\" class=\"data row60 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row60\" class=\"row_heading level0 row60\" >commuter_rail_ASC_school_univ</th>\n",
+       "      <td id=\"T_e7c3a_row60_col0\" class=\"data row60 col0\" >-0.258</td>\n",
+       "      <td id=\"T_e7c3a_row60_col1\" class=\"data row60 col1\" > NA</td>\n",
+       "      <td id=\"T_e7c3a_row60_col2\" class=\"data row60 col2\" > NA</td>\n",
+       "      <td id=\"T_e7c3a_row60_col3\" class=\"data row60 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row60_col4\" class=\"data row60 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row61\" class=\"row_heading level0 row61\" >drive_ferry_ASC_school_univ</th>\n",
-       "      <td id=\"T_4d747_row61_col0\" class=\"data row61 col0\" > 1.41</td>\n",
-       "      <td id=\"T_4d747_row61_col1\" class=\"data row61 col1\" > 527.</td>\n",
-       "      <td id=\"T_4d747_row61_col2\" class=\"data row61 col2\" > 0.00</td>\n",
-       "      <td id=\"T_4d747_row61_col3\" class=\"data row61 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row61_col4\" class=\"data row61 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row61\" class=\"row_heading level0 row61\" >commuter_rail_ASC_work</th>\n",
+       "      <td id=\"T_e7c3a_row61_col0\" class=\"data row61 col0\" > 0.196</td>\n",
+       "      <td id=\"T_e7c3a_row61_col1\" class=\"data row61 col1\" > 278.</td>\n",
+       "      <td id=\"T_e7c3a_row61_col2\" class=\"data row61 col2\" > 0.00</td>\n",
+       "      <td id=\"T_e7c3a_row61_col3\" class=\"data row61 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row61_col4\" class=\"data row61 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row62\" class=\"row_heading level0 row62\" >drive_ferry_ASC_work</th>\n",
-       "      <td id=\"T_4d747_row62_col0\" class=\"data row62 col0\" > 0.187</td>\n",
-       "      <td id=\"T_4d747_row62_col1\" class=\"data row62 col1\" > NA</td>\n",
-       "      <td id=\"T_4d747_row62_col2\" class=\"data row62 col2\" > NA</td>\n",
-       "      <td id=\"T_4d747_row62_col3\" class=\"data row62 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row62_col4\" class=\"data row62 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row62\" class=\"row_heading level0 row62\" >drive_ferry_ASC_eatout_escort_othdiscr_othmaint_shopping_social_atwork</th>\n",
+       "      <td id=\"T_e7c3a_row62_col0\" class=\"data row62 col0\" >-0.628</td>\n",
+       "      <td id=\"T_e7c3a_row62_col1\" class=\"data row62 col1\" > 16.4</td>\n",
+       "      <td id=\"T_e7c3a_row62_col2\" class=\"data row62 col2\" >-0.04</td>\n",
+       "      <td id=\"T_e7c3a_row62_col3\" class=\"data row62 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row62_col4\" class=\"data row62 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row63\" class=\"row_heading level0 row63\" >drive_light_rail_ASC_eatout_escort_othdiscr_othmaint_shopping_social_atwork</th>\n",
-       "      <td id=\"T_4d747_row63_col0\" class=\"data row63 col0\" >-0.402</td>\n",
-       "      <td id=\"T_4d747_row63_col1\" class=\"data row63 col1\" > 266.</td>\n",
-       "      <td id=\"T_4d747_row63_col2\" class=\"data row63 col2\" >-0.00</td>\n",
-       "      <td id=\"T_4d747_row63_col3\" class=\"data row63 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row63_col4\" class=\"data row63 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row63\" class=\"row_heading level0 row63\" >drive_ferry_ASC_school_univ</th>\n",
+       "      <td id=\"T_e7c3a_row63_col0\" class=\"data row63 col0\" > 1.43</td>\n",
+       "      <td id=\"T_e7c3a_row63_col1\" class=\"data row63 col1\" > NA</td>\n",
+       "      <td id=\"T_e7c3a_row63_col2\" class=\"data row63 col2\" > NA</td>\n",
+       "      <td id=\"T_e7c3a_row63_col3\" class=\"data row63 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row63_col4\" class=\"data row63 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row64\" class=\"row_heading level0 row64\" >drive_light_rail_ASC_school_univ</th>\n",
-       "      <td id=\"T_4d747_row64_col0\" class=\"data row64 col0\" > 0.615</td>\n",
-       "      <td id=\"T_4d747_row64_col1\" class=\"data row64 col1\" > 527.</td>\n",
-       "      <td id=\"T_4d747_row64_col2\" class=\"data row64 col2\" > 0.00</td>\n",
-       "      <td id=\"T_4d747_row64_col3\" class=\"data row64 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row64_col4\" class=\"data row64 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row64\" class=\"row_heading level0 row64\" >drive_ferry_ASC_work</th>\n",
+       "      <td id=\"T_e7c3a_row64_col0\" class=\"data row64 col0\" > 0.232</td>\n",
+       "      <td id=\"T_e7c3a_row64_col1\" class=\"data row64 col1\" > 278.</td>\n",
+       "      <td id=\"T_e7c3a_row64_col2\" class=\"data row64 col2\" > 0.00</td>\n",
+       "      <td id=\"T_e7c3a_row64_col3\" class=\"data row64 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row64_col4\" class=\"data row64 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row65\" class=\"row_heading level0 row65\" >drive_light_rail_ASC_work</th>\n",
-       "      <td id=\"T_4d747_row65_col0\" class=\"data row65 col0\" > 0.520</td>\n",
-       "      <td id=\"T_4d747_row65_col1\" class=\"data row65 col1\" > NA</td>\n",
-       "      <td id=\"T_4d747_row65_col2\" class=\"data row65 col2\" > NA</td>\n",
-       "      <td id=\"T_4d747_row65_col3\" class=\"data row65 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row65_col4\" class=\"data row65 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row65\" class=\"row_heading level0 row65\" >drive_light_rail_ASC_eatout_escort_othdiscr_othmaint_shopping_social_atwork</th>\n",
+       "      <td id=\"T_e7c3a_row65_col0\" class=\"data row65 col0\" >-0.325</td>\n",
+       "      <td id=\"T_e7c3a_row65_col1\" class=\"data row65 col1\" > 16.4</td>\n",
+       "      <td id=\"T_e7c3a_row65_col2\" class=\"data row65 col2\" >-0.02</td>\n",
+       "      <td id=\"T_e7c3a_row65_col3\" class=\"data row65 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row65_col4\" class=\"data row65 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row66\" class=\"row_heading level0 row66\" >drive_transit_ASC_auto_deficient_atwork</th>\n",
-       "      <td id=\"T_4d747_row66_col0\" class=\"data row66 col0\" >-999.</td>\n",
-       "      <td id=\"T_4d747_row66_col1\" class=\"data row66 col1\" > NA</td>\n",
-       "      <td id=\"T_4d747_row66_col2\" class=\"data row66 col2\" > NA</td>\n",
-       "      <td id=\"T_4d747_row66_col3\" class=\"data row66 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row66_col4\" class=\"data row66 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row66\" class=\"row_heading level0 row66\" >drive_light_rail_ASC_school_univ</th>\n",
+       "      <td id=\"T_e7c3a_row66_col0\" class=\"data row66 col0\" > 0.691</td>\n",
+       "      <td id=\"T_e7c3a_row66_col1\" class=\"data row66 col1\" > NA</td>\n",
+       "      <td id=\"T_e7c3a_row66_col2\" class=\"data row66 col2\" > NA</td>\n",
+       "      <td id=\"T_e7c3a_row66_col3\" class=\"data row66 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row66_col4\" class=\"data row66 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row67\" class=\"row_heading level0 row67\" >drive_transit_ASC_auto_deficient_eatout</th>\n",
-       "      <td id=\"T_4d747_row67_col0\" class=\"data row67 col0\" >-0.277</td>\n",
-       "      <td id=\"T_4d747_row67_col1\" class=\"data row67 col1\" > 266.</td>\n",
-       "      <td id=\"T_4d747_row67_col2\" class=\"data row67 col2\" >-0.00</td>\n",
-       "      <td id=\"T_4d747_row67_col3\" class=\"data row67 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row67_col4\" class=\"data row67 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row67\" class=\"row_heading level0 row67\" >drive_light_rail_ASC_work</th>\n",
+       "      <td id=\"T_e7c3a_row67_col0\" class=\"data row67 col0\" > 0.530</td>\n",
+       "      <td id=\"T_e7c3a_row67_col1\" class=\"data row67 col1\" > 278.</td>\n",
+       "      <td id=\"T_e7c3a_row67_col2\" class=\"data row67 col2\" > 0.00</td>\n",
+       "      <td id=\"T_e7c3a_row67_col3\" class=\"data row67 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row67_col4\" class=\"data row67 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row68\" class=\"row_heading level0 row68\" >drive_transit_ASC_auto_deficient_escort</th>\n",
-       "      <td id=\"T_4d747_row68_col0\" class=\"data row68 col0\" >-2.24</td>\n",
-       "      <td id=\"T_4d747_row68_col1\" class=\"data row68 col1\" > 266.</td>\n",
-       "      <td id=\"T_4d747_row68_col2\" class=\"data row68 col2\" >-0.01</td>\n",
-       "      <td id=\"T_4d747_row68_col3\" class=\"data row68 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row68_col4\" class=\"data row68 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row68\" class=\"row_heading level0 row68\" >drive_transit_ASC_auto_deficient_atwork</th>\n",
+       "      <td id=\"T_e7c3a_row68_col0\" class=\"data row68 col0\" >-999.</td>\n",
+       "      <td id=\"T_e7c3a_row68_col1\" class=\"data row68 col1\" > 0.000360</td>\n",
+       "      <td id=\"T_e7c3a_row68_col2\" class=\"data row68 col2\" >-BIG</td>\n",
+       "      <td id=\"T_e7c3a_row68_col3\" class=\"data row68 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row68_col4\" class=\"data row68 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row69\" class=\"row_heading level0 row69\" >drive_transit_ASC_auto_deficient_othdiscr</th>\n",
-       "      <td id=\"T_4d747_row69_col0\" class=\"data row69 col0\" >-0.968</td>\n",
-       "      <td id=\"T_4d747_row69_col1\" class=\"data row69 col1\" > 266.</td>\n",
-       "      <td id=\"T_4d747_row69_col2\" class=\"data row69 col2\" >-0.00</td>\n",
-       "      <td id=\"T_4d747_row69_col3\" class=\"data row69 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row69_col4\" class=\"data row69 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row69\" class=\"row_heading level0 row69\" >drive_transit_ASC_auto_deficient_eatout</th>\n",
+       "      <td id=\"T_e7c3a_row69_col0\" class=\"data row69 col0\" >-0.173</td>\n",
+       "      <td id=\"T_e7c3a_row69_col1\" class=\"data row69 col1\" > 16.4</td>\n",
+       "      <td id=\"T_e7c3a_row69_col2\" class=\"data row69 col2\" >-0.01</td>\n",
+       "      <td id=\"T_e7c3a_row69_col3\" class=\"data row69 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row69_col4\" class=\"data row69 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row70\" class=\"row_heading level0 row70\" >drive_transit_ASC_auto_deficient_othmaint</th>\n",
-       "      <td id=\"T_4d747_row70_col0\" class=\"data row70 col0\" >-1.43</td>\n",
-       "      <td id=\"T_4d747_row70_col1\" class=\"data row70 col1\" > 266.</td>\n",
-       "      <td id=\"T_4d747_row70_col2\" class=\"data row70 col2\" >-0.01</td>\n",
-       "      <td id=\"T_4d747_row70_col3\" class=\"data row70 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row70_col4\" class=\"data row70 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row70\" class=\"row_heading level0 row70\" >drive_transit_ASC_auto_deficient_escort</th>\n",
+       "      <td id=\"T_e7c3a_row70_col0\" class=\"data row70 col0\" >-2.19</td>\n",
+       "      <td id=\"T_e7c3a_row70_col1\" class=\"data row70 col1\" > 16.4</td>\n",
+       "      <td id=\"T_e7c3a_row70_col2\" class=\"data row70 col2\" >-0.13</td>\n",
+       "      <td id=\"T_e7c3a_row70_col3\" class=\"data row70 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row70_col4\" class=\"data row70 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row71\" class=\"row_heading level0 row71\" >drive_transit_ASC_auto_deficient_school</th>\n",
-       "      <td id=\"T_4d747_row71_col0\" class=\"data row71 col0\" > 1.63</td>\n",
-       "      <td id=\"T_4d747_row71_col1\" class=\"data row71 col1\" > 527.</td>\n",
-       "      <td id=\"T_4d747_row71_col2\" class=\"data row71 col2\" > 0.00</td>\n",
-       "      <td id=\"T_4d747_row71_col3\" class=\"data row71 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row71_col4\" class=\"data row71 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row71\" class=\"row_heading level0 row71\" >drive_transit_ASC_auto_deficient_othdiscr</th>\n",
+       "      <td id=\"T_e7c3a_row71_col0\" class=\"data row71 col0\" >-0.852</td>\n",
+       "      <td id=\"T_e7c3a_row71_col1\" class=\"data row71 col1\" > 16.4</td>\n",
+       "      <td id=\"T_e7c3a_row71_col2\" class=\"data row71 col2\" >-0.05</td>\n",
+       "      <td id=\"T_e7c3a_row71_col3\" class=\"data row71 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row71_col4\" class=\"data row71 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row72\" class=\"row_heading level0 row72\" >drive_transit_ASC_auto_deficient_shopping</th>\n",
-       "      <td id=\"T_4d747_row72_col0\" class=\"data row72 col0\" >-1.68</td>\n",
-       "      <td id=\"T_4d747_row72_col1\" class=\"data row72 col1\" > 266.</td>\n",
-       "      <td id=\"T_4d747_row72_col2\" class=\"data row72 col2\" >-0.01</td>\n",
-       "      <td id=\"T_4d747_row72_col3\" class=\"data row72 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row72_col4\" class=\"data row72 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row72\" class=\"row_heading level0 row72\" >drive_transit_ASC_auto_deficient_othmaint</th>\n",
+       "      <td id=\"T_e7c3a_row72_col0\" class=\"data row72 col0\" >-1.36</td>\n",
+       "      <td id=\"T_e7c3a_row72_col1\" class=\"data row72 col1\" > 16.4</td>\n",
+       "      <td id=\"T_e7c3a_row72_col2\" class=\"data row72 col2\" >-0.08</td>\n",
+       "      <td id=\"T_e7c3a_row72_col3\" class=\"data row72 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row72_col4\" class=\"data row72 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row73\" class=\"row_heading level0 row73\" >drive_transit_ASC_auto_deficient_social</th>\n",
-       "      <td id=\"T_4d747_row73_col0\" class=\"data row73 col0\" > 0.629</td>\n",
-       "      <td id=\"T_4d747_row73_col1\" class=\"data row73 col1\" > 266.</td>\n",
-       "      <td id=\"T_4d747_row73_col2\" class=\"data row73 col2\" > 0.00</td>\n",
-       "      <td id=\"T_4d747_row73_col3\" class=\"data row73 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row73_col4\" class=\"data row73 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row73\" class=\"row_heading level0 row73\" >drive_transit_ASC_auto_deficient_school</th>\n",
+       "      <td id=\"T_e7c3a_row73_col0\" class=\"data row73 col0\" > 1.59</td>\n",
+       "      <td id=\"T_e7c3a_row73_col1\" class=\"data row73 col1\" > NA</td>\n",
+       "      <td id=\"T_e7c3a_row73_col2\" class=\"data row73 col2\" > NA</td>\n",
+       "      <td id=\"T_e7c3a_row73_col3\" class=\"data row73 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row73_col4\" class=\"data row73 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row74\" class=\"row_heading level0 row74\" >drive_transit_ASC_auto_deficient_univ</th>\n",
-       "      <td id=\"T_4d747_row74_col0\" class=\"data row74 col0\" > 1.85</td>\n",
-       "      <td id=\"T_4d747_row74_col1\" class=\"data row74 col1\" > 0.00197</td>\n",
-       "      <td id=\"T_4d747_row74_col2\" class=\"data row74 col2\" > 939.88</td>\n",
-       "      <td id=\"T_4d747_row74_col3\" class=\"data row74 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row74_col4\" class=\"data row74 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row74\" class=\"row_heading level0 row74\" >drive_transit_ASC_auto_deficient_shopping</th>\n",
+       "      <td id=\"T_e7c3a_row74_col0\" class=\"data row74 col0\" >-1.58</td>\n",
+       "      <td id=\"T_e7c3a_row74_col1\" class=\"data row74 col1\" > 16.4</td>\n",
+       "      <td id=\"T_e7c3a_row74_col2\" class=\"data row74 col2\" >-0.10</td>\n",
+       "      <td id=\"T_e7c3a_row74_col3\" class=\"data row74 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row74_col4\" class=\"data row74 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row75\" class=\"row_heading level0 row75\" >drive_transit_ASC_auto_deficient_work</th>\n",
-       "      <td id=\"T_4d747_row75_col0\" class=\"data row75 col0\" >-0.896</td>\n",
-       "      <td id=\"T_4d747_row75_col1\" class=\"data row75 col1\" > NA</td>\n",
-       "      <td id=\"T_4d747_row75_col2\" class=\"data row75 col2\" > NA</td>\n",
-       "      <td id=\"T_4d747_row75_col3\" class=\"data row75 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row75_col4\" class=\"data row75 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row75\" class=\"row_heading level0 row75\" >drive_transit_ASC_auto_deficient_social</th>\n",
+       "      <td id=\"T_e7c3a_row75_col0\" class=\"data row75 col0\" > 0.610</td>\n",
+       "      <td id=\"T_e7c3a_row75_col1\" class=\"data row75 col1\" > 16.4</td>\n",
+       "      <td id=\"T_e7c3a_row75_col2\" class=\"data row75 col2\" > 0.04</td>\n",
+       "      <td id=\"T_e7c3a_row75_col3\" class=\"data row75 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row75_col4\" class=\"data row75 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row76\" class=\"row_heading level0 row76\" >drive_transit_ASC_auto_sufficient_atwork</th>\n",
-       "      <td id=\"T_4d747_row76_col0\" class=\"data row76 col0\" >-999.</td>\n",
-       "      <td id=\"T_4d747_row76_col1\" class=\"data row76 col1\" > NA</td>\n",
-       "      <td id=\"T_4d747_row76_col2\" class=\"data row76 col2\" > NA</td>\n",
-       "      <td id=\"T_4d747_row76_col3\" class=\"data row76 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row76_col4\" class=\"data row76 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row76\" class=\"row_heading level0 row76\" >drive_transit_ASC_auto_deficient_univ</th>\n",
+       "      <td id=\"T_e7c3a_row76_col0\" class=\"data row76 col0\" > 1.85</td>\n",
+       "      <td id=\"T_e7c3a_row76_col1\" class=\"data row76 col1\" > NA</td>\n",
+       "      <td id=\"T_e7c3a_row76_col2\" class=\"data row76 col2\" > NA</td>\n",
+       "      <td id=\"T_e7c3a_row76_col3\" class=\"data row76 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row76_col4\" class=\"data row76 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row77\" class=\"row_heading level0 row77\" >drive_transit_ASC_auto_sufficient_eatout</th>\n",
-       "      <td id=\"T_4d747_row77_col0\" class=\"data row77 col0\" >-1.75</td>\n",
-       "      <td id=\"T_4d747_row77_col1\" class=\"data row77 col1\" > 266.</td>\n",
-       "      <td id=\"T_4d747_row77_col2\" class=\"data row77 col2\" >-0.01</td>\n",
-       "      <td id=\"T_4d747_row77_col3\" class=\"data row77 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row77_col4\" class=\"data row77 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row77\" class=\"row_heading level0 row77\" >drive_transit_ASC_auto_deficient_work</th>\n",
+       "      <td id=\"T_e7c3a_row77_col0\" class=\"data row77 col0\" >-0.824</td>\n",
+       "      <td id=\"T_e7c3a_row77_col1\" class=\"data row77 col1\" > 278.</td>\n",
+       "      <td id=\"T_e7c3a_row77_col2\" class=\"data row77 col2\" >-0.00</td>\n",
+       "      <td id=\"T_e7c3a_row77_col3\" class=\"data row77 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row77_col4\" class=\"data row77 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row78\" class=\"row_heading level0 row78\" >drive_transit_ASC_auto_sufficient_escort</th>\n",
-       "      <td id=\"T_4d747_row78_col0\" class=\"data row78 col0\" >-5.32</td>\n",
-       "      <td id=\"T_4d747_row78_col1\" class=\"data row78 col1\" > 266.</td>\n",
-       "      <td id=\"T_4d747_row78_col2\" class=\"data row78 col2\" >-0.02</td>\n",
-       "      <td id=\"T_4d747_row78_col3\" class=\"data row78 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row78_col4\" class=\"data row78 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row78\" class=\"row_heading level0 row78\" >drive_transit_ASC_auto_sufficient_atwork</th>\n",
+       "      <td id=\"T_e7c3a_row78_col0\" class=\"data row78 col0\" >-999.</td>\n",
+       "      <td id=\"T_e7c3a_row78_col1\" class=\"data row78 col1\" > 0.000176</td>\n",
+       "      <td id=\"T_e7c3a_row78_col2\" class=\"data row78 col2\" >-BIG</td>\n",
+       "      <td id=\"T_e7c3a_row78_col3\" class=\"data row78 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row78_col4\" class=\"data row78 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row79\" class=\"row_heading level0 row79\" >drive_transit_ASC_auto_sufficient_othdiscr</th>\n",
-       "      <td id=\"T_4d747_row79_col0\" class=\"data row79 col0\" >-1.27</td>\n",
-       "      <td id=\"T_4d747_row79_col1\" class=\"data row79 col1\" > 266.</td>\n",
-       "      <td id=\"T_4d747_row79_col2\" class=\"data row79 col2\" >-0.00</td>\n",
-       "      <td id=\"T_4d747_row79_col3\" class=\"data row79 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row79_col4\" class=\"data row79 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row79\" class=\"row_heading level0 row79\" >drive_transit_ASC_auto_sufficient_eatout</th>\n",
+       "      <td id=\"T_e7c3a_row79_col0\" class=\"data row79 col0\" >-1.65</td>\n",
+       "      <td id=\"T_e7c3a_row79_col1\" class=\"data row79 col1\" > 16.4</td>\n",
+       "      <td id=\"T_e7c3a_row79_col2\" class=\"data row79 col2\" >-0.10</td>\n",
+       "      <td id=\"T_e7c3a_row79_col3\" class=\"data row79 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row79_col4\" class=\"data row79 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row80\" class=\"row_heading level0 row80\" >drive_transit_ASC_auto_sufficient_othmaint</th>\n",
-       "      <td id=\"T_4d747_row80_col0\" class=\"data row80 col0\" >-2.85</td>\n",
-       "      <td id=\"T_4d747_row80_col1\" class=\"data row80 col1\" > 266.</td>\n",
-       "      <td id=\"T_4d747_row80_col2\" class=\"data row80 col2\" >-0.01</td>\n",
-       "      <td id=\"T_4d747_row80_col3\" class=\"data row80 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row80_col4\" class=\"data row80 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row80\" class=\"row_heading level0 row80\" >drive_transit_ASC_auto_sufficient_escort</th>\n",
+       "      <td id=\"T_e7c3a_row80_col0\" class=\"data row80 col0\" >-5.31</td>\n",
+       "      <td id=\"T_e7c3a_row80_col1\" class=\"data row80 col1\" > 16.4</td>\n",
+       "      <td id=\"T_e7c3a_row80_col2\" class=\"data row80 col2\" >-0.32</td>\n",
+       "      <td id=\"T_e7c3a_row80_col3\" class=\"data row80 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row80_col4\" class=\"data row80 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row81\" class=\"row_heading level0 row81\" >drive_transit_ASC_auto_sufficient_school</th>\n",
-       "      <td id=\"T_4d747_row81_col0\" class=\"data row81 col0\" >-0.182</td>\n",
-       "      <td id=\"T_4d747_row81_col1\" class=\"data row81 col1\" > 527.</td>\n",
-       "      <td id=\"T_4d747_row81_col2\" class=\"data row81 col2\" >-0.00</td>\n",
-       "      <td id=\"T_4d747_row81_col3\" class=\"data row81 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row81_col4\" class=\"data row81 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row81\" class=\"row_heading level0 row81\" >drive_transit_ASC_auto_sufficient_othdiscr</th>\n",
+       "      <td id=\"T_e7c3a_row81_col0\" class=\"data row81 col0\" >-1.24</td>\n",
+       "      <td id=\"T_e7c3a_row81_col1\" class=\"data row81 col1\" > 16.4</td>\n",
+       "      <td id=\"T_e7c3a_row81_col2\" class=\"data row81 col2\" >-0.08</td>\n",
+       "      <td id=\"T_e7c3a_row81_col3\" class=\"data row81 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row81_col4\" class=\"data row81 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row82\" class=\"row_heading level0 row82\" >drive_transit_ASC_auto_sufficient_shopping</th>\n",
-       "      <td id=\"T_4d747_row82_col0\" class=\"data row82 col0\" >-4.23</td>\n",
-       "      <td id=\"T_4d747_row82_col1\" class=\"data row82 col1\" > 266.</td>\n",
-       "      <td id=\"T_4d747_row82_col2\" class=\"data row82 col2\" >-0.02</td>\n",
-       "      <td id=\"T_4d747_row82_col3\" class=\"data row82 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row82_col4\" class=\"data row82 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row82\" class=\"row_heading level0 row82\" >drive_transit_ASC_auto_sufficient_othmaint</th>\n",
+       "      <td id=\"T_e7c3a_row82_col0\" class=\"data row82 col0\" >-2.80</td>\n",
+       "      <td id=\"T_e7c3a_row82_col1\" class=\"data row82 col1\" > 16.4</td>\n",
+       "      <td id=\"T_e7c3a_row82_col2\" class=\"data row82 col2\" >-0.17</td>\n",
+       "      <td id=\"T_e7c3a_row82_col3\" class=\"data row82 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row82_col4\" class=\"data row82 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row83\" class=\"row_heading level0 row83\" >drive_transit_ASC_auto_sufficient_social</th>\n",
-       "      <td id=\"T_4d747_row83_col0\" class=\"data row83 col0\" >-1.47</td>\n",
-       "      <td id=\"T_4d747_row83_col1\" class=\"data row83 col1\" > 266.</td>\n",
-       "      <td id=\"T_4d747_row83_col2\" class=\"data row83 col2\" >-0.01</td>\n",
-       "      <td id=\"T_4d747_row83_col3\" class=\"data row83 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row83_col4\" class=\"data row83 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row83\" class=\"row_heading level0 row83\" >drive_transit_ASC_auto_sufficient_school</th>\n",
+       "      <td id=\"T_e7c3a_row83_col0\" class=\"data row83 col0\" > 0.105</td>\n",
+       "      <td id=\"T_e7c3a_row83_col1\" class=\"data row83 col1\" > NA</td>\n",
+       "      <td id=\"T_e7c3a_row83_col2\" class=\"data row83 col2\" > NA</td>\n",
+       "      <td id=\"T_e7c3a_row83_col3\" class=\"data row83 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row83_col4\" class=\"data row83 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row84\" class=\"row_heading level0 row84\" >drive_transit_ASC_auto_sufficient_univ</th>\n",
-       "      <td id=\"T_4d747_row84_col0\" class=\"data row84 col0\" > 1.36</td>\n",
-       "      <td id=\"T_4d747_row84_col1\" class=\"data row84 col1\" > 0.000573</td>\n",
-       "      <td id=\"T_4d747_row84_col2\" class=\"data row84 col2\" > BIG</td>\n",
-       "      <td id=\"T_4d747_row84_col3\" class=\"data row84 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row84_col4\" class=\"data row84 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row84\" class=\"row_heading level0 row84\" >drive_transit_ASC_auto_sufficient_shopping</th>\n",
+       "      <td id=\"T_e7c3a_row84_col0\" class=\"data row84 col0\" >-4.16</td>\n",
+       "      <td id=\"T_e7c3a_row84_col1\" class=\"data row84 col1\" > 16.4</td>\n",
+       "      <td id=\"T_e7c3a_row84_col2\" class=\"data row84 col2\" >-0.25</td>\n",
+       "      <td id=\"T_e7c3a_row84_col3\" class=\"data row84 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row84_col4\" class=\"data row84 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row85\" class=\"row_heading level0 row85\" >drive_transit_ASC_auto_sufficient_work</th>\n",
-       "      <td id=\"T_4d747_row85_col0\" class=\"data row85 col0\" >-1.81</td>\n",
-       "      <td id=\"T_4d747_row85_col1\" class=\"data row85 col1\" > NA</td>\n",
-       "      <td id=\"T_4d747_row85_col2\" class=\"data row85 col2\" > NA</td>\n",
-       "      <td id=\"T_4d747_row85_col3\" class=\"data row85 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row85_col4\" class=\"data row85 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row85\" class=\"row_heading level0 row85\" >drive_transit_ASC_auto_sufficient_social</th>\n",
+       "      <td id=\"T_e7c3a_row85_col0\" class=\"data row85 col0\" >-1.37</td>\n",
+       "      <td id=\"T_e7c3a_row85_col1\" class=\"data row85 col1\" > 16.4</td>\n",
+       "      <td id=\"T_e7c3a_row85_col2\" class=\"data row85 col2\" >-0.08</td>\n",
+       "      <td id=\"T_e7c3a_row85_col3\" class=\"data row85 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row85_col4\" class=\"data row85 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row86\" class=\"row_heading level0 row86\" >drive_transit_ASC_no_auto_all</th>\n",
-       "      <td id=\"T_4d747_row86_col0\" class=\"data row86 col0\" > 0.00</td>\n",
-       "      <td id=\"T_4d747_row86_col1\" class=\"data row86 col1\" > 0.000507</td>\n",
-       "      <td id=\"T_4d747_row86_col2\" class=\"data row86 col2\" > 0.00</td>\n",
-       "      <td id=\"T_4d747_row86_col3\" class=\"data row86 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row86_col4\" class=\"data row86 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row86\" class=\"row_heading level0 row86\" >drive_transit_ASC_auto_sufficient_univ</th>\n",
+       "      <td id=\"T_e7c3a_row86_col0\" class=\"data row86 col0\" > 1.36</td>\n",
+       "      <td id=\"T_e7c3a_row86_col1\" class=\"data row86 col1\" > NA</td>\n",
+       "      <td id=\"T_e7c3a_row86_col2\" class=\"data row86 col2\" > NA</td>\n",
+       "      <td id=\"T_e7c3a_row86_col3\" class=\"data row86 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row86_col4\" class=\"data row86 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row87\" class=\"row_heading level0 row87\" >drive_transit_CBD_ASC_atwork</th>\n",
-       "      <td id=\"T_4d747_row87_col0\" class=\"data row87 col0\" > 0.564</td>\n",
-       "      <td id=\"T_4d747_row87_col1\" class=\"data row87 col1\" > 0.000881</td>\n",
-       "      <td id=\"T_4d747_row87_col2\" class=\"data row87 col2\" > 639.86</td>\n",
-       "      <td id=\"T_4d747_row87_col3\" class=\"data row87 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row87_col4\" class=\"data row87 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row87\" class=\"row_heading level0 row87\" >drive_transit_ASC_auto_sufficient_work</th>\n",
+       "      <td id=\"T_e7c3a_row87_col0\" class=\"data row87 col0\" >-1.73</td>\n",
+       "      <td id=\"T_e7c3a_row87_col1\" class=\"data row87 col1\" > 278.</td>\n",
+       "      <td id=\"T_e7c3a_row87_col2\" class=\"data row87 col2\" >-0.01</td>\n",
+       "      <td id=\"T_e7c3a_row87_col3\" class=\"data row87 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row87_col4\" class=\"data row87 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row88\" class=\"row_heading level0 row88\" >drive_transit_CBD_ASC_eatout_escort_othdiscr_othmaint_shopping_social</th>\n",
-       "      <td id=\"T_4d747_row88_col0\" class=\"data row88 col0\" > 1.41</td>\n",
-       "      <td id=\"T_4d747_row88_col1\" class=\"data row88 col1\" > 0.142</td>\n",
-       "      <td id=\"T_4d747_row88_col2\" class=\"data row88 col2\" > 9.88</td>\n",
-       "      <td id=\"T_4d747_row88_col3\" class=\"data row88 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row88_col4\" class=\"data row88 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row88\" class=\"row_heading level0 row88\" >drive_transit_ASC_no_auto_all</th>\n",
+       "      <td id=\"T_e7c3a_row88_col0\" class=\"data row88 col0\" > 0.00</td>\n",
+       "      <td id=\"T_e7c3a_row88_col1\" class=\"data row88 col1\" > NA</td>\n",
+       "      <td id=\"T_e7c3a_row88_col2\" class=\"data row88 col2\" > NA</td>\n",
+       "      <td id=\"T_e7c3a_row88_col3\" class=\"data row88 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row88_col4\" class=\"data row88 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row89\" class=\"row_heading level0 row89\" >drive_transit_CBD_ASC_school_univ</th>\n",
-       "      <td id=\"T_4d747_row89_col0\" class=\"data row89 col0\" > 1.18</td>\n",
-       "      <td id=\"T_4d747_row89_col1\" class=\"data row89 col1\" > 0.250</td>\n",
-       "      <td id=\"T_4d747_row89_col2\" class=\"data row89 col2\" > 4.72</td>\n",
-       "      <td id=\"T_4d747_row89_col3\" class=\"data row89 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row89_col4\" class=\"data row89 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row89\" class=\"row_heading level0 row89\" >drive_transit_CBD_ASC_atwork</th>\n",
+       "      <td id=\"T_e7c3a_row89_col0\" class=\"data row89 col0\" > 0.564</td>\n",
+       "      <td id=\"T_e7c3a_row89_col1\" class=\"data row89 col1\" > NA</td>\n",
+       "      <td id=\"T_e7c3a_row89_col2\" class=\"data row89 col2\" > NA</td>\n",
+       "      <td id=\"T_e7c3a_row89_col3\" class=\"data row89 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row89_col4\" class=\"data row89 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row90\" class=\"row_heading level0 row90\" >drive_transit_CBD_ASC_work</th>\n",
-       "      <td id=\"T_4d747_row90_col0\" class=\"data row90 col0\" > 1.65</td>\n",
-       "      <td id=\"T_4d747_row90_col1\" class=\"data row90 col1\" > 0.0699</td>\n",
-       "      <td id=\"T_4d747_row90_col2\" class=\"data row90 col2\" > 23.57</td>\n",
-       "      <td id=\"T_4d747_row90_col3\" class=\"data row90 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row90_col4\" class=\"data row90 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row90\" class=\"row_heading level0 row90\" >drive_transit_CBD_ASC_eatout_escort_othdiscr_othmaint_shopping_social</th>\n",
+       "      <td id=\"T_e7c3a_row90_col0\" class=\"data row90 col0\" > 1.37</td>\n",
+       "      <td id=\"T_e7c3a_row90_col1\" class=\"data row90 col1\" > 0.142</td>\n",
+       "      <td id=\"T_e7c3a_row90_col2\" class=\"data row90 col2\" > 9.63</td>\n",
+       "      <td id=\"T_e7c3a_row90_col3\" class=\"data row90 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row90_col4\" class=\"data row90 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row91\" class=\"row_heading level0 row91\" >express_bus_ASC_eatout_escort_othdiscr_othmaint_shopping_social_atwork</th>\n",
-       "      <td id=\"T_4d747_row91_col0\" class=\"data row91 col0\" >-0.396</td>\n",
-       "      <td id=\"T_4d747_row91_col1\" class=\"data row91 col1\" > 266.</td>\n",
-       "      <td id=\"T_4d747_row91_col2\" class=\"data row91 col2\" >-0.00</td>\n",
-       "      <td id=\"T_4d747_row91_col3\" class=\"data row91 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row91_col4\" class=\"data row91 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row91\" class=\"row_heading level0 row91\" >drive_transit_CBD_ASC_school_univ</th>\n",
+       "      <td id=\"T_e7c3a_row91_col0\" class=\"data row91 col0\" > 1.23</td>\n",
+       "      <td id=\"T_e7c3a_row91_col1\" class=\"data row91 col1\" > 0.251</td>\n",
+       "      <td id=\"T_e7c3a_row91_col2\" class=\"data row91 col2\" > 4.89</td>\n",
+       "      <td id=\"T_e7c3a_row91_col3\" class=\"data row91 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row91_col4\" class=\"data row91 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row92\" class=\"row_heading level0 row92\" >express_bus_ASC_school_univ</th>\n",
-       "      <td id=\"T_4d747_row92_col0\" class=\"data row92 col0\" >-0.568</td>\n",
-       "      <td id=\"T_4d747_row92_col1\" class=\"data row92 col1\" > 527.</td>\n",
-       "      <td id=\"T_4d747_row92_col2\" class=\"data row92 col2\" >-0.00</td>\n",
-       "      <td id=\"T_4d747_row92_col3\" class=\"data row92 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row92_col4\" class=\"data row92 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row92\" class=\"row_heading level0 row92\" >drive_transit_CBD_ASC_work</th>\n",
+       "      <td id=\"T_e7c3a_row92_col0\" class=\"data row92 col0\" > 1.64</td>\n",
+       "      <td id=\"T_e7c3a_row92_col1\" class=\"data row92 col1\" > 0.0698</td>\n",
+       "      <td id=\"T_e7c3a_row92_col2\" class=\"data row92 col2\" > 23.45</td>\n",
+       "      <td id=\"T_e7c3a_row92_col3\" class=\"data row92 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row92_col4\" class=\"data row92 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row93\" class=\"row_heading level0 row93\" >express_bus_ASC_work</th>\n",
-       "      <td id=\"T_4d747_row93_col0\" class=\"data row93 col0\" >-0.917</td>\n",
-       "      <td id=\"T_4d747_row93_col1\" class=\"data row93 col1\" > NA</td>\n",
-       "      <td id=\"T_4d747_row93_col2\" class=\"data row93 col2\" > NA</td>\n",
-       "      <td id=\"T_4d747_row93_col3\" class=\"data row93 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row93_col4\" class=\"data row93 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row93\" class=\"row_heading level0 row93\" >express_bus_ASC_eatout_escort_othdiscr_othmaint_shopping_social_atwork</th>\n",
+       "      <td id=\"T_e7c3a_row93_col0\" class=\"data row93 col0\" >-0.342</td>\n",
+       "      <td id=\"T_e7c3a_row93_col1\" class=\"data row93 col1\" > 16.4</td>\n",
+       "      <td id=\"T_e7c3a_row93_col2\" class=\"data row93 col2\" >-0.02</td>\n",
+       "      <td id=\"T_e7c3a_row93_col3\" class=\"data row93 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row93_col4\" class=\"data row93 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row94\" class=\"row_heading level0 row94\" >heavy_rail_ASC_eatout_escort_othdiscr_othmaint_shopping_social_atwork</th>\n",
-       "      <td id=\"T_4d747_row94_col0\" class=\"data row94 col0\" >-0.251</td>\n",
-       "      <td id=\"T_4d747_row94_col1\" class=\"data row94 col1\" > 266.</td>\n",
-       "      <td id=\"T_4d747_row94_col2\" class=\"data row94 col2\" >-0.00</td>\n",
-       "      <td id=\"T_4d747_row94_col3\" class=\"data row94 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row94_col4\" class=\"data row94 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row94\" class=\"row_heading level0 row94\" >express_bus_ASC_school_univ</th>\n",
+       "      <td id=\"T_e7c3a_row94_col0\" class=\"data row94 col0\" >-0.451</td>\n",
+       "      <td id=\"T_e7c3a_row94_col1\" class=\"data row94 col1\" > NA</td>\n",
+       "      <td id=\"T_e7c3a_row94_col2\" class=\"data row94 col2\" > NA</td>\n",
+       "      <td id=\"T_e7c3a_row94_col3\" class=\"data row94 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row94_col4\" class=\"data row94 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row95\" class=\"row_heading level0 row95\" >heavy_rail_ASC_school_univ</th>\n",
-       "      <td id=\"T_4d747_row95_col0\" class=\"data row95 col0\" >-0.00300</td>\n",
-       "      <td id=\"T_4d747_row95_col1\" class=\"data row95 col1\" > 527.</td>\n",
-       "      <td id=\"T_4d747_row95_col2\" class=\"data row95 col2\" >-0.00</td>\n",
-       "      <td id=\"T_4d747_row95_col3\" class=\"data row95 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row95_col4\" class=\"data row95 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row95\" class=\"row_heading level0 row95\" >express_bus_ASC_work</th>\n",
+       "      <td id=\"T_e7c3a_row95_col0\" class=\"data row95 col0\" >-0.881</td>\n",
+       "      <td id=\"T_e7c3a_row95_col1\" class=\"data row95 col1\" > 278.</td>\n",
+       "      <td id=\"T_e7c3a_row95_col2\" class=\"data row95 col2\" >-0.00</td>\n",
+       "      <td id=\"T_e7c3a_row95_col3\" class=\"data row95 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row95_col4\" class=\"data row95 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row96\" class=\"row_heading level0 row96\" >heavy_rail_ASC_work</th>\n",
-       "      <td id=\"T_4d747_row96_col0\" class=\"data row96 col0\" > 0.495</td>\n",
-       "      <td id=\"T_4d747_row96_col1\" class=\"data row96 col1\" > NA</td>\n",
-       "      <td id=\"T_4d747_row96_col2\" class=\"data row96 col2\" > NA</td>\n",
-       "      <td id=\"T_4d747_row96_col3\" class=\"data row96 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row96_col4\" class=\"data row96 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row96\" class=\"row_heading level0 row96\" >heavy_rail_ASC_eatout_escort_othdiscr_othmaint_shopping_social_atwork</th>\n",
+       "      <td id=\"T_e7c3a_row96_col0\" class=\"data row96 col0\" >-0.207</td>\n",
+       "      <td id=\"T_e7c3a_row96_col1\" class=\"data row96 col1\" > 16.4</td>\n",
+       "      <td id=\"T_e7c3a_row96_col2\" class=\"data row96 col2\" >-0.01</td>\n",
+       "      <td id=\"T_e7c3a_row96_col3\" class=\"data row96 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row96_col4\" class=\"data row96 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row97\" class=\"row_heading level0 row97\" >joint_bike_ASC_auto_deficient_all</th>\n",
-       "      <td id=\"T_4d747_row97_col0\" class=\"data row97 col0\" >-6.18</td>\n",
-       "      <td id=\"T_4d747_row97_col1\" class=\"data row97 col1\" > 1.39</td>\n",
-       "      <td id=\"T_4d747_row97_col2\" class=\"data row97 col2\" >-4.45</td>\n",
-       "      <td id=\"T_4d747_row97_col3\" class=\"data row97 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row97_col4\" class=\"data row97 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row97\" class=\"row_heading level0 row97\" >heavy_rail_ASC_school_univ</th>\n",
+       "      <td id=\"T_e7c3a_row97_col0\" class=\"data row97 col0\" > 0.110</td>\n",
+       "      <td id=\"T_e7c3a_row97_col1\" class=\"data row97 col1\" > NA</td>\n",
+       "      <td id=\"T_e7c3a_row97_col2\" class=\"data row97 col2\" > NA</td>\n",
+       "      <td id=\"T_e7c3a_row97_col3\" class=\"data row97 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row97_col4\" class=\"data row97 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row98\" class=\"row_heading level0 row98\" >joint_bike_ASC_auto_sufficient_all</th>\n",
-       "      <td id=\"T_4d747_row98_col0\" class=\"data row98 col0\" >-7.13</td>\n",
-       "      <td id=\"T_4d747_row98_col1\" class=\"data row98 col1\" > 0.506</td>\n",
-       "      <td id=\"T_4d747_row98_col2\" class=\"data row98 col2\" >-14.09</td>\n",
-       "      <td id=\"T_4d747_row98_col3\" class=\"data row98 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row98_col4\" class=\"data row98 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row98\" class=\"row_heading level0 row98\" >heavy_rail_ASC_work</th>\n",
+       "      <td id=\"T_e7c3a_row98_col0\" class=\"data row98 col0\" > 0.513</td>\n",
+       "      <td id=\"T_e7c3a_row98_col1\" class=\"data row98 col1\" > 278.</td>\n",
+       "      <td id=\"T_e7c3a_row98_col2\" class=\"data row98 col2\" > 0.00</td>\n",
+       "      <td id=\"T_e7c3a_row98_col3\" class=\"data row98 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row98_col4\" class=\"data row98 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row99\" class=\"row_heading level0 row99\" >joint_bike_ASC_no_auto_all</th>\n",
-       "      <td id=\"T_4d747_row99_col0\" class=\"data row99 col0\" >-2.70</td>\n",
-       "      <td id=\"T_4d747_row99_col1\" class=\"data row99 col1\" > 1.11</td>\n",
-       "      <td id=\"T_4d747_row99_col2\" class=\"data row99 col2\" >-2.43</td>\n",
-       "      <td id=\"T_4d747_row99_col3\" class=\"data row99 col3\" >*</td>\n",
-       "      <td id=\"T_4d747_row99_col4\" class=\"data row99 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row99\" class=\"row_heading level0 row99\" >joint_bike_ASC_auto_deficient_all</th>\n",
+       "      <td id=\"T_e7c3a_row99_col0\" class=\"data row99 col0\" >-6.18</td>\n",
+       "      <td id=\"T_e7c3a_row99_col1\" class=\"data row99 col1\" > 1.34</td>\n",
+       "      <td id=\"T_e7c3a_row99_col2\" class=\"data row99 col2\" >-4.62</td>\n",
+       "      <td id=\"T_e7c3a_row99_col3\" class=\"data row99 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row99_col4\" class=\"data row99 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row100\" class=\"row_heading level0 row100\" >joint_drive_transit_ASC_auto_deficient_all</th>\n",
-       "      <td id=\"T_4d747_row100_col0\" class=\"data row100 col0\" >-6.03</td>\n",
-       "      <td id=\"T_4d747_row100_col1\" class=\"data row100 col1\" > 266.</td>\n",
-       "      <td id=\"T_4d747_row100_col2\" class=\"data row100 col2\" >-0.02</td>\n",
-       "      <td id=\"T_4d747_row100_col3\" class=\"data row100 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row100_col4\" class=\"data row100 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row100\" class=\"row_heading level0 row100\" >joint_bike_ASC_auto_sufficient_all</th>\n",
+       "      <td id=\"T_e7c3a_row100_col0\" class=\"data row100 col0\" >-7.10</td>\n",
+       "      <td id=\"T_e7c3a_row100_col1\" class=\"data row100 col1\" > 0.465</td>\n",
+       "      <td id=\"T_e7c3a_row100_col2\" class=\"data row100 col2\" >-15.28</td>\n",
+       "      <td id=\"T_e7c3a_row100_col3\" class=\"data row100 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row100_col4\" class=\"data row100 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row101\" class=\"row_heading level0 row101\" >joint_drive_transit_ASC_auto_sufficient_all</th>\n",
-       "      <td id=\"T_4d747_row101_col0\" class=\"data row101 col0\" >-7.80</td>\n",
-       "      <td id=\"T_4d747_row101_col1\" class=\"data row101 col1\" > 266.</td>\n",
-       "      <td id=\"T_4d747_row101_col2\" class=\"data row101 col2\" >-0.03</td>\n",
-       "      <td id=\"T_4d747_row101_col3\" class=\"data row101 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row101_col4\" class=\"data row101 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row101\" class=\"row_heading level0 row101\" >joint_bike_ASC_no_auto_all</th>\n",
+       "      <td id=\"T_e7c3a_row101_col0\" class=\"data row101 col0\" >-2.67</td>\n",
+       "      <td id=\"T_e7c3a_row101_col1\" class=\"data row101 col1\" > 1.08</td>\n",
+       "      <td id=\"T_e7c3a_row101_col2\" class=\"data row101 col2\" >-2.48</td>\n",
+       "      <td id=\"T_e7c3a_row101_col3\" class=\"data row101 col3\" >*</td>\n",
+       "      <td id=\"T_e7c3a_row101_col4\" class=\"data row101 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row102\" class=\"row_heading level0 row102\" >joint_drive_transit_ASC_no_auto_all</th>\n",
-       "      <td id=\"T_4d747_row102_col0\" class=\"data row102 col0\" > 0.00</td>\n",
-       "      <td id=\"T_4d747_row102_col1\" class=\"data row102 col1\" > 0.00</td>\n",
-       "      <td id=\"T_4d747_row102_col2\" class=\"data row102 col2\" > NA</td>\n",
-       "      <td id=\"T_4d747_row102_col3\" class=\"data row102 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row102_col4\" class=\"data row102 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row102\" class=\"row_heading level0 row102\" >joint_drive_transit_ASC_auto_deficient_all</th>\n",
+       "      <td id=\"T_e7c3a_row102_col0\" class=\"data row102 col0\" >-6.04</td>\n",
+       "      <td id=\"T_e7c3a_row102_col1\" class=\"data row102 col1\" > 16.4</td>\n",
+       "      <td id=\"T_e7c3a_row102_col2\" class=\"data row102 col2\" >-0.37</td>\n",
+       "      <td id=\"T_e7c3a_row102_col3\" class=\"data row102 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row102_col4\" class=\"data row102 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row103\" class=\"row_heading level0 row103\" >joint_sr2_ASC_auto_deficient_all</th>\n",
-       "      <td id=\"T_4d747_row103_col0\" class=\"data row103 col0\" > 0.00</td>\n",
-       "      <td id=\"T_4d747_row103_col1\" class=\"data row103 col1\" > 0.00</td>\n",
-       "      <td id=\"T_4d747_row103_col2\" class=\"data row103 col2\" > NA</td>\n",
-       "      <td id=\"T_4d747_row103_col3\" class=\"data row103 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row103_col4\" class=\"data row103 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row103\" class=\"row_heading level0 row103\" >joint_drive_transit_ASC_auto_sufficient_all</th>\n",
+       "      <td id=\"T_e7c3a_row103_col0\" class=\"data row103 col0\" >-7.79</td>\n",
+       "      <td id=\"T_e7c3a_row103_col1\" class=\"data row103 col1\" > 16.4</td>\n",
+       "      <td id=\"T_e7c3a_row103_col2\" class=\"data row103 col2\" >-0.48</td>\n",
+       "      <td id=\"T_e7c3a_row103_col3\" class=\"data row103 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row103_col4\" class=\"data row103 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row104\" class=\"row_heading level0 row104\" >joint_sr2_ASC_auto_sufficient_all</th>\n",
-       "      <td id=\"T_4d747_row104_col0\" class=\"data row104 col0\" > 0.00</td>\n",
-       "      <td id=\"T_4d747_row104_col1\" class=\"data row104 col1\" > 0.00</td>\n",
-       "      <td id=\"T_4d747_row104_col2\" class=\"data row104 col2\" > NA</td>\n",
-       "      <td id=\"T_4d747_row104_col3\" class=\"data row104 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row104_col4\" class=\"data row104 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row104\" class=\"row_heading level0 row104\" >joint_drive_transit_ASC_no_auto_all</th>\n",
+       "      <td id=\"T_e7c3a_row104_col0\" class=\"data row104 col0\" > 0.00</td>\n",
+       "      <td id=\"T_e7c3a_row104_col1\" class=\"data row104 col1\" > 0.00</td>\n",
+       "      <td id=\"T_e7c3a_row104_col2\" class=\"data row104 col2\" > NA</td>\n",
+       "      <td id=\"T_e7c3a_row104_col3\" class=\"data row104 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row104_col4\" class=\"data row104 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row105\" class=\"row_heading level0 row105\" >joint_sr2_ASC_no_auto_all</th>\n",
-       "      <td id=\"T_4d747_row105_col0\" class=\"data row105 col0\" > 0.00</td>\n",
-       "      <td id=\"T_4d747_row105_col1\" class=\"data row105 col1\" > 0.00</td>\n",
-       "      <td id=\"T_4d747_row105_col2\" class=\"data row105 col2\" > NA</td>\n",
-       "      <td id=\"T_4d747_row105_col3\" class=\"data row105 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row105_col4\" class=\"data row105 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row105\" class=\"row_heading level0 row105\" >joint_sr2_ASC_auto_deficient_all</th>\n",
+       "      <td id=\"T_e7c3a_row105_col0\" class=\"data row105 col0\" > 0.00</td>\n",
+       "      <td id=\"T_e7c3a_row105_col1\" class=\"data row105 col1\" > 0.00</td>\n",
+       "      <td id=\"T_e7c3a_row105_col2\" class=\"data row105 col2\" > NA</td>\n",
+       "      <td id=\"T_e7c3a_row105_col3\" class=\"data row105 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row105_col4\" class=\"data row105 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row106\" class=\"row_heading level0 row106\" >joint_sr3p_ASC_auto_deficient_all</th>\n",
-       "      <td id=\"T_4d747_row106_col0\" class=\"data row106 col0\" >-1.55</td>\n",
-       "      <td id=\"T_4d747_row106_col1\" class=\"data row106 col1\" > 0.265</td>\n",
-       "      <td id=\"T_4d747_row106_col2\" class=\"data row106 col2\" >-5.85</td>\n",
-       "      <td id=\"T_4d747_row106_col3\" class=\"data row106 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row106_col4\" class=\"data row106 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row106\" class=\"row_heading level0 row106\" >joint_sr2_ASC_auto_sufficient_all</th>\n",
+       "      <td id=\"T_e7c3a_row106_col0\" class=\"data row106 col0\" > 0.00</td>\n",
+       "      <td id=\"T_e7c3a_row106_col1\" class=\"data row106 col1\" > 0.00</td>\n",
+       "      <td id=\"T_e7c3a_row106_col2\" class=\"data row106 col2\" > NA</td>\n",
+       "      <td id=\"T_e7c3a_row106_col3\" class=\"data row106 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row106_col4\" class=\"data row106 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row107\" class=\"row_heading level0 row107\" >joint_sr3p_ASC_auto_sufficient_all</th>\n",
-       "      <td id=\"T_4d747_row107_col0\" class=\"data row107 col0\" >-2.28</td>\n",
-       "      <td id=\"T_4d747_row107_col1\" class=\"data row107 col1\" > 0.133</td>\n",
-       "      <td id=\"T_4d747_row107_col2\" class=\"data row107 col2\" >-17.16</td>\n",
-       "      <td id=\"T_4d747_row107_col3\" class=\"data row107 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row107_col4\" class=\"data row107 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row107\" class=\"row_heading level0 row107\" >joint_sr2_ASC_no_auto_all</th>\n",
+       "      <td id=\"T_e7c3a_row107_col0\" class=\"data row107 col0\" > 0.00</td>\n",
+       "      <td id=\"T_e7c3a_row107_col1\" class=\"data row107 col1\" > 0.00</td>\n",
+       "      <td id=\"T_e7c3a_row107_col2\" class=\"data row107 col2\" > NA</td>\n",
+       "      <td id=\"T_e7c3a_row107_col3\" class=\"data row107 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row107_col4\" class=\"data row107 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row108\" class=\"row_heading level0 row108\" >joint_sr3p_ASC_no_auto_all</th>\n",
-       "      <td id=\"T_4d747_row108_col0\" class=\"data row108 col0\" > 0.656</td>\n",
-       "      <td id=\"T_4d747_row108_col1\" class=\"data row108 col1\" > 0.458</td>\n",
-       "      <td id=\"T_4d747_row108_col2\" class=\"data row108 col2\" > 1.43</td>\n",
-       "      <td id=\"T_4d747_row108_col3\" class=\"data row108 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row108_col4\" class=\"data row108 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row108\" class=\"row_heading level0 row108\" >joint_sr3p_ASC_auto_deficient_all</th>\n",
+       "      <td id=\"T_e7c3a_row108_col0\" class=\"data row108 col0\" >-1.49</td>\n",
+       "      <td id=\"T_e7c3a_row108_col1\" class=\"data row108 col1\" > 0.258</td>\n",
+       "      <td id=\"T_e7c3a_row108_col2\" class=\"data row108 col2\" >-5.77</td>\n",
+       "      <td id=\"T_e7c3a_row108_col3\" class=\"data row108 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row108_col4\" class=\"data row108 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row109\" class=\"row_heading level0 row109\" >joint_taxi_ASC_auto_deficient_all</th>\n",
-       "      <td id=\"T_4d747_row109_col0\" class=\"data row109 col0\" >-9.82</td>\n",
-       "      <td id=\"T_4d747_row109_col1\" class=\"data row109 col1\" > 8.47</td>\n",
-       "      <td id=\"T_4d747_row109_col2\" class=\"data row109 col2\" >-1.16</td>\n",
-       "      <td id=\"T_4d747_row109_col3\" class=\"data row109 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row109_col4\" class=\"data row109 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row109\" class=\"row_heading level0 row109\" >joint_sr3p_ASC_auto_sufficient_all</th>\n",
+       "      <td id=\"T_e7c3a_row109_col0\" class=\"data row109 col0\" >-2.29</td>\n",
+       "      <td id=\"T_e7c3a_row109_col1\" class=\"data row109 col1\" > 0.133</td>\n",
+       "      <td id=\"T_e7c3a_row109_col2\" class=\"data row109 col2\" >-17.17</td>\n",
+       "      <td id=\"T_e7c3a_row109_col3\" class=\"data row109 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row109_col4\" class=\"data row109 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row110\" class=\"row_heading level0 row110\" >joint_taxi_ASC_auto_sufficient_all</th>\n",
-       "      <td id=\"T_4d747_row110_col0\" class=\"data row110 col0\" >-11.7</td>\n",
-       "      <td id=\"T_4d747_row110_col1\" class=\"data row110 col1\" > 0.00</td>\n",
-       "      <td id=\"T_4d747_row110_col2\" class=\"data row110 col2\" > NA</td>\n",
-       "      <td id=\"T_4d747_row110_col3\" class=\"data row110 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row110_col4\" class=\"data row110 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row110\" class=\"row_heading level0 row110\" >joint_sr3p_ASC_no_auto_all</th>\n",
+       "      <td id=\"T_e7c3a_row110_col0\" class=\"data row110 col0\" > 0.699</td>\n",
+       "      <td id=\"T_e7c3a_row110_col1\" class=\"data row110 col1\" > 0.470</td>\n",
+       "      <td id=\"T_e7c3a_row110_col2\" class=\"data row110 col2\" > 1.49</td>\n",
+       "      <td id=\"T_e7c3a_row110_col3\" class=\"data row110 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row110_col4\" class=\"data row110 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row111\" class=\"row_heading level0 row111\" >joint_taxi_ASC_no_auto_all</th>\n",
-       "      <td id=\"T_4d747_row111_col0\" class=\"data row111 col0\" >-4.58</td>\n",
-       "      <td id=\"T_4d747_row111_col1\" class=\"data row111 col1\" > 4.30</td>\n",
-       "      <td id=\"T_4d747_row111_col2\" class=\"data row111 col2\" >-1.07</td>\n",
-       "      <td id=\"T_4d747_row111_col3\" class=\"data row111 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row111_col4\" class=\"data row111 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row111\" class=\"row_heading level0 row111\" >joint_taxi_ASC_auto_deficient_all</th>\n",
+       "      <td id=\"T_e7c3a_row111_col0\" class=\"data row111 col0\" >-9.82</td>\n",
+       "      <td id=\"T_e7c3a_row111_col1\" class=\"data row111 col1\" > 8.15</td>\n",
+       "      <td id=\"T_e7c3a_row111_col2\" class=\"data row111 col2\" >-1.21</td>\n",
+       "      <td id=\"T_e7c3a_row111_col3\" class=\"data row111 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row111_col4\" class=\"data row111 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row112\" class=\"row_heading level0 row112\" >joint_tnc_shared_ASC_auto_deficient_all</th>\n",
-       "      <td id=\"T_4d747_row112_col0\" class=\"data row112 col0\" >-11.2</td>\n",
-       "      <td id=\"T_4d747_row112_col1\" class=\"data row112 col1\" > 17.8</td>\n",
-       "      <td id=\"T_4d747_row112_col2\" class=\"data row112 col2\" >-0.63</td>\n",
-       "      <td id=\"T_4d747_row112_col3\" class=\"data row112 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row112_col4\" class=\"data row112 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row112\" class=\"row_heading level0 row112\" >joint_taxi_ASC_auto_sufficient_all</th>\n",
+       "      <td id=\"T_e7c3a_row112_col0\" class=\"data row112 col0\" >-11.7</td>\n",
+       "      <td id=\"T_e7c3a_row112_col1\" class=\"data row112 col1\" > 0.00</td>\n",
+       "      <td id=\"T_e7c3a_row112_col2\" class=\"data row112 col2\" > NA</td>\n",
+       "      <td id=\"T_e7c3a_row112_col3\" class=\"data row112 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row112_col4\" class=\"data row112 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row113\" class=\"row_heading level0 row113\" >joint_tnc_shared_ASC_auto_sufficient_all</th>\n",
-       "      <td id=\"T_4d747_row113_col0\" class=\"data row113 col0\" >-13.2</td>\n",
-       "      <td id=\"T_4d747_row113_col1\" class=\"data row113 col1\" > 0.00</td>\n",
-       "      <td id=\"T_4d747_row113_col2\" class=\"data row113 col2\" > NA</td>\n",
-       "      <td id=\"T_4d747_row113_col3\" class=\"data row113 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row113_col4\" class=\"data row113 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row113\" class=\"row_heading level0 row113\" >joint_taxi_ASC_no_auto_all</th>\n",
+       "      <td id=\"T_e7c3a_row113_col0\" class=\"data row113 col0\" >-4.58</td>\n",
+       "      <td id=\"T_e7c3a_row113_col1\" class=\"data row113 col1\" > 4.29</td>\n",
+       "      <td id=\"T_e7c3a_row113_col2\" class=\"data row113 col2\" >-1.07</td>\n",
+       "      <td id=\"T_e7c3a_row113_col3\" class=\"data row113 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row113_col4\" class=\"data row113 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row114\" class=\"row_heading level0 row114\" >joint_tnc_shared_ASC_no_auto_all</th>\n",
-       "      <td id=\"T_4d747_row114_col0\" class=\"data row114 col0\" >-4.69</td>\n",
-       "      <td id=\"T_4d747_row114_col1\" class=\"data row114 col1\" > 2.26</td>\n",
-       "      <td id=\"T_4d747_row114_col2\" class=\"data row114 col2\" >-2.07</td>\n",
-       "      <td id=\"T_4d747_row114_col3\" class=\"data row114 col3\" >*</td>\n",
-       "      <td id=\"T_4d747_row114_col4\" class=\"data row114 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row114\" class=\"row_heading level0 row114\" >joint_tnc_shared_ASC_auto_deficient_all</th>\n",
+       "      <td id=\"T_e7c3a_row114_col0\" class=\"data row114 col0\" >-11.2</td>\n",
+       "      <td id=\"T_e7c3a_row114_col1\" class=\"data row114 col1\" > 17.0</td>\n",
+       "      <td id=\"T_e7c3a_row114_col2\" class=\"data row114 col2\" >-0.66</td>\n",
+       "      <td id=\"T_e7c3a_row114_col3\" class=\"data row114 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row114_col4\" class=\"data row114 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row115\" class=\"row_heading level0 row115\" >joint_tnc_single_ASC_auto_deficient_all</th>\n",
-       "      <td id=\"T_4d747_row115_col0\" class=\"data row115 col0\" >-9.90</td>\n",
-       "      <td id=\"T_4d747_row115_col1\" class=\"data row115 col1\" > 7.49</td>\n",
-       "      <td id=\"T_4d747_row115_col2\" class=\"data row115 col2\" >-1.32</td>\n",
-       "      <td id=\"T_4d747_row115_col3\" class=\"data row115 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row115_col4\" class=\"data row115 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row115\" class=\"row_heading level0 row115\" >joint_tnc_shared_ASC_auto_sufficient_all</th>\n",
+       "      <td id=\"T_e7c3a_row115_col0\" class=\"data row115 col0\" >-13.2</td>\n",
+       "      <td id=\"T_e7c3a_row115_col1\" class=\"data row115 col1\" > 0.00</td>\n",
+       "      <td id=\"T_e7c3a_row115_col2\" class=\"data row115 col2\" > NA</td>\n",
+       "      <td id=\"T_e7c3a_row115_col3\" class=\"data row115 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row115_col4\" class=\"data row115 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row116\" class=\"row_heading level0 row116\" >joint_tnc_single_ASC_auto_sufficient_all</th>\n",
-       "      <td id=\"T_4d747_row116_col0\" class=\"data row116 col0\" >-14.0</td>\n",
-       "      <td id=\"T_4d747_row116_col1\" class=\"data row116 col1\" > 0.00</td>\n",
-       "      <td id=\"T_4d747_row116_col2\" class=\"data row116 col2\" > NA</td>\n",
-       "      <td id=\"T_4d747_row116_col3\" class=\"data row116 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row116_col4\" class=\"data row116 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row116\" class=\"row_heading level0 row116\" >joint_tnc_shared_ASC_no_auto_all</th>\n",
+       "      <td id=\"T_e7c3a_row116_col0\" class=\"data row116 col0\" >-4.72</td>\n",
+       "      <td id=\"T_e7c3a_row116_col1\" class=\"data row116 col1\" > 2.18</td>\n",
+       "      <td id=\"T_e7c3a_row116_col2\" class=\"data row116 col2\" >-2.17</td>\n",
+       "      <td id=\"T_e7c3a_row116_col3\" class=\"data row116 col3\" >*</td>\n",
+       "      <td id=\"T_e7c3a_row116_col4\" class=\"data row116 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row117\" class=\"row_heading level0 row117\" >joint_tnc_single_ASC_no_auto_all</th>\n",
-       "      <td id=\"T_4d747_row117_col0\" class=\"data row117 col0\" >-3.91</td>\n",
-       "      <td id=\"T_4d747_row117_col1\" class=\"data row117 col1\" > 2.15</td>\n",
-       "      <td id=\"T_4d747_row117_col2\" class=\"data row117 col2\" >-1.82</td>\n",
-       "      <td id=\"T_4d747_row117_col3\" class=\"data row117 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row117_col4\" class=\"data row117 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row117\" class=\"row_heading level0 row117\" >joint_tnc_single_ASC_auto_deficient_all</th>\n",
+       "      <td id=\"T_e7c3a_row117_col0\" class=\"data row117 col0\" >-9.90</td>\n",
+       "      <td id=\"T_e7c3a_row117_col1\" class=\"data row117 col1\" > 7.20</td>\n",
+       "      <td id=\"T_e7c3a_row117_col2\" class=\"data row117 col2\" >-1.38</td>\n",
+       "      <td id=\"T_e7c3a_row117_col3\" class=\"data row117 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row117_col4\" class=\"data row117 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row118\" class=\"row_heading level0 row118\" >joint_walk_ASC_auto_deficient_all</th>\n",
-       "      <td id=\"T_4d747_row118_col0\" class=\"data row118 col0\" >-2.24</td>\n",
-       "      <td id=\"T_4d747_row118_col1\" class=\"data row118 col1\" > 0.387</td>\n",
-       "      <td id=\"T_4d747_row118_col2\" class=\"data row118 col2\" >-5.78</td>\n",
-       "      <td id=\"T_4d747_row118_col3\" class=\"data row118 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row118_col4\" class=\"data row118 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row118\" class=\"row_heading level0 row118\" >joint_tnc_single_ASC_auto_sufficient_all</th>\n",
+       "      <td id=\"T_e7c3a_row118_col0\" class=\"data row118 col0\" >-14.0</td>\n",
+       "      <td id=\"T_e7c3a_row118_col1\" class=\"data row118 col1\" > 0.00</td>\n",
+       "      <td id=\"T_e7c3a_row118_col2\" class=\"data row118 col2\" > NA</td>\n",
+       "      <td id=\"T_e7c3a_row118_col3\" class=\"data row118 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row118_col4\" class=\"data row118 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row119\" class=\"row_heading level0 row119\" >joint_walk_ASC_auto_sufficient_all</th>\n",
-       "      <td id=\"T_4d747_row119_col0\" class=\"data row119 col0\" >-4.23</td>\n",
-       "      <td id=\"T_4d747_row119_col1\" class=\"data row119 col1\" > 0.246</td>\n",
-       "      <td id=\"T_4d747_row119_col2\" class=\"data row119 col2\" >-17.23</td>\n",
-       "      <td id=\"T_4d747_row119_col3\" class=\"data row119 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row119_col4\" class=\"data row119 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row119\" class=\"row_heading level0 row119\" >joint_tnc_single_ASC_no_auto_all</th>\n",
+       "      <td id=\"T_e7c3a_row119_col0\" class=\"data row119 col0\" >-3.86</td>\n",
+       "      <td id=\"T_e7c3a_row119_col1\" class=\"data row119 col1\" > 2.05</td>\n",
+       "      <td id=\"T_e7c3a_row119_col2\" class=\"data row119 col2\" >-1.88</td>\n",
+       "      <td id=\"T_e7c3a_row119_col3\" class=\"data row119 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row119_col4\" class=\"data row119 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row120\" class=\"row_heading level0 row120\" >joint_walk_ASC_no_auto_all</th>\n",
-       "      <td id=\"T_4d747_row120_col0\" class=\"data row120 col0\" >-0.402</td>\n",
-       "      <td id=\"T_4d747_row120_col1\" class=\"data row120 col1\" > 0.729</td>\n",
-       "      <td id=\"T_4d747_row120_col2\" class=\"data row120 col2\" >-0.55</td>\n",
-       "      <td id=\"T_4d747_row120_col3\" class=\"data row120 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row120_col4\" class=\"data row120 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row120\" class=\"row_heading level0 row120\" >joint_walk_ASC_auto_deficient_all</th>\n",
+       "      <td id=\"T_e7c3a_row120_col0\" class=\"data row120 col0\" >-2.22</td>\n",
+       "      <td id=\"T_e7c3a_row120_col1\" class=\"data row120 col1\" > 0.376</td>\n",
+       "      <td id=\"T_e7c3a_row120_col2\" class=\"data row120 col2\" >-5.89</td>\n",
+       "      <td id=\"T_e7c3a_row120_col3\" class=\"data row120 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row120_col4\" class=\"data row120 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row121\" class=\"row_heading level0 row121\" >joint_walk_transit_ASC_auto_deficient_all</th>\n",
-       "      <td id=\"T_4d747_row121_col0\" class=\"data row121 col0\" >-5.28</td>\n",
-       "      <td id=\"T_4d747_row121_col1\" class=\"data row121 col1\" > 266.</td>\n",
-       "      <td id=\"T_4d747_row121_col2\" class=\"data row121 col2\" >-0.02</td>\n",
-       "      <td id=\"T_4d747_row121_col3\" class=\"data row121 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row121_col4\" class=\"data row121 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row121\" class=\"row_heading level0 row121\" >joint_walk_ASC_auto_sufficient_all</th>\n",
+       "      <td id=\"T_e7c3a_row121_col0\" class=\"data row121 col0\" >-4.34</td>\n",
+       "      <td id=\"T_e7c3a_row121_col1\" class=\"data row121 col1\" > 0.245</td>\n",
+       "      <td id=\"T_e7c3a_row121_col2\" class=\"data row121 col2\" >-17.76</td>\n",
+       "      <td id=\"T_e7c3a_row121_col3\" class=\"data row121 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row121_col4\" class=\"data row121 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row122\" class=\"row_heading level0 row122\" >joint_walk_transit_ASC_auto_sufficient_all</th>\n",
-       "      <td id=\"T_4d747_row122_col0\" class=\"data row122 col0\" >-18.3</td>\n",
-       "      <td id=\"T_4d747_row122_col1\" class=\"data row122 col1\" > 777.</td>\n",
-       "      <td id=\"T_4d747_row122_col2\" class=\"data row122 col2\" >-0.02</td>\n",
-       "      <td id=\"T_4d747_row122_col3\" class=\"data row122 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row122_col4\" class=\"data row122 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row122\" class=\"row_heading level0 row122\" >joint_walk_ASC_no_auto_all</th>\n",
+       "      <td id=\"T_e7c3a_row122_col0\" class=\"data row122 col0\" >-0.367</td>\n",
+       "      <td id=\"T_e7c3a_row122_col1\" class=\"data row122 col1\" > 0.727</td>\n",
+       "      <td id=\"T_e7c3a_row122_col2\" class=\"data row122 col2\" >-0.51</td>\n",
+       "      <td id=\"T_e7c3a_row122_col3\" class=\"data row122 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row122_col4\" class=\"data row122 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row123\" class=\"row_heading level0 row123\" >joint_walk_transit_ASC_no_auto_all</th>\n",
-       "      <td id=\"T_4d747_row123_col0\" class=\"data row123 col0\" > 0.489</td>\n",
-       "      <td id=\"T_4d747_row123_col1\" class=\"data row123 col1\" > 266.</td>\n",
-       "      <td id=\"T_4d747_row123_col2\" class=\"data row123 col2\" > 0.00</td>\n",
-       "      <td id=\"T_4d747_row123_col3\" class=\"data row123 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row123_col4\" class=\"data row123 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row123\" class=\"row_heading level0 row123\" >joint_walk_transit_ASC_auto_deficient_all</th>\n",
+       "      <td id=\"T_e7c3a_row123_col0\" class=\"data row123 col0\" >-5.30</td>\n",
+       "      <td id=\"T_e7c3a_row123_col1\" class=\"data row123 col1\" > 16.4</td>\n",
+       "      <td id=\"T_e7c3a_row123_col2\" class=\"data row123 col2\" >-0.32</td>\n",
+       "      <td id=\"T_e7c3a_row123_col3\" class=\"data row123 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row123_col4\" class=\"data row123 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row124\" class=\"row_heading level0 row124\" >local_bus_ASC_eatout_escort_othdiscr_othmaint_shopping_social_atwork</th>\n",
-       "      <td id=\"T_4d747_row124_col0\" class=\"data row124 col0\" >-1.24</td>\n",
-       "      <td id=\"T_4d747_row124_col1\" class=\"data row124 col1\" > 266.</td>\n",
-       "      <td id=\"T_4d747_row124_col2\" class=\"data row124 col2\" >-0.00</td>\n",
-       "      <td id=\"T_4d747_row124_col3\" class=\"data row124 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row124_col4\" class=\"data row124 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row124\" class=\"row_heading level0 row124\" >joint_walk_transit_ASC_auto_sufficient_all</th>\n",
+       "      <td id=\"T_e7c3a_row124_col0\" class=\"data row124 col0\" >-18.3</td>\n",
+       "      <td id=\"T_e7c3a_row124_col1\" class=\"data row124 col1\" > 655.</td>\n",
+       "      <td id=\"T_e7c3a_row124_col2\" class=\"data row124 col2\" >-0.03</td>\n",
+       "      <td id=\"T_e7c3a_row124_col3\" class=\"data row124 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row124_col4\" class=\"data row124 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row125\" class=\"row_heading level0 row125\" >local_bus_ASC_school_univ</th>\n",
-       "      <td id=\"T_4d747_row125_col0\" class=\"data row125 col0\" >-0.934</td>\n",
-       "      <td id=\"T_4d747_row125_col1\" class=\"data row125 col1\" > 527.</td>\n",
-       "      <td id=\"T_4d747_row125_col2\" class=\"data row125 col2\" >-0.00</td>\n",
-       "      <td id=\"T_4d747_row125_col3\" class=\"data row125 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row125_col4\" class=\"data row125 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row125\" class=\"row_heading level0 row125\" >joint_walk_transit_ASC_no_auto_all</th>\n",
+       "      <td id=\"T_e7c3a_row125_col0\" class=\"data row125 col0\" > 0.386</td>\n",
+       "      <td id=\"T_e7c3a_row125_col1\" class=\"data row125 col1\" > 16.4</td>\n",
+       "      <td id=\"T_e7c3a_row125_col2\" class=\"data row125 col2\" > 0.02</td>\n",
+       "      <td id=\"T_e7c3a_row125_col3\" class=\"data row125 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row125_col4\" class=\"data row125 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row126\" class=\"row_heading level0 row126\" >local_bus_ASC_work</th>\n",
-       "      <td id=\"T_4d747_row126_col0\" class=\"data row126 col0\" >-0.196</td>\n",
-       "      <td id=\"T_4d747_row126_col1\" class=\"data row126 col1\" > NA</td>\n",
-       "      <td id=\"T_4d747_row126_col2\" class=\"data row126 col2\" > NA</td>\n",
-       "      <td id=\"T_4d747_row126_col3\" class=\"data row126 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row126_col4\" class=\"data row126 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row126\" class=\"row_heading level0 row126\" >local_bus_ASC_eatout_escort_othdiscr_othmaint_shopping_social_atwork</th>\n",
+       "      <td id=\"T_e7c3a_row126_col0\" class=\"data row126 col0\" >-1.18</td>\n",
+       "      <td id=\"T_e7c3a_row126_col1\" class=\"data row126 col1\" > 16.4</td>\n",
+       "      <td id=\"T_e7c3a_row126_col2\" class=\"data row126 col2\" >-0.07</td>\n",
+       "      <td id=\"T_e7c3a_row126_col3\" class=\"data row126 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row126_col4\" class=\"data row126 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row127\" class=\"row_heading level0 row127\" >sr2_ASC_auto_deficient_atwork</th>\n",
-       "      <td id=\"T_4d747_row127_col0\" class=\"data row127 col0\" >-1.58</td>\n",
-       "      <td id=\"T_4d747_row127_col1\" class=\"data row127 col1\" > 0.134</td>\n",
-       "      <td id=\"T_4d747_row127_col2\" class=\"data row127 col2\" >-11.80</td>\n",
-       "      <td id=\"T_4d747_row127_col3\" class=\"data row127 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row127_col4\" class=\"data row127 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row127\" class=\"row_heading level0 row127\" >local_bus_ASC_school_univ</th>\n",
+       "      <td id=\"T_e7c3a_row127_col0\" class=\"data row127 col0\" >-0.819</td>\n",
+       "      <td id=\"T_e7c3a_row127_col1\" class=\"data row127 col1\" > NA</td>\n",
+       "      <td id=\"T_e7c3a_row127_col2\" class=\"data row127 col2\" > NA</td>\n",
+       "      <td id=\"T_e7c3a_row127_col3\" class=\"data row127 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row127_col4\" class=\"data row127 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row128\" class=\"row_heading level0 row128\" >sr2_ASC_auto_deficient_eatout</th>\n",
-       "      <td id=\"T_4d747_row128_col0\" class=\"data row128 col0\" > 0.592</td>\n",
-       "      <td id=\"T_4d747_row128_col1\" class=\"data row128 col1\" > 0.145</td>\n",
-       "      <td id=\"T_4d747_row128_col2\" class=\"data row128 col2\" > 4.07</td>\n",
-       "      <td id=\"T_4d747_row128_col3\" class=\"data row128 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row128_col4\" class=\"data row128 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row128\" class=\"row_heading level0 row128\" >local_bus_ASC_work</th>\n",
+       "      <td id=\"T_e7c3a_row128_col0\" class=\"data row128 col0\" >-0.179</td>\n",
+       "      <td id=\"T_e7c3a_row128_col1\" class=\"data row128 col1\" > 278.</td>\n",
+       "      <td id=\"T_e7c3a_row128_col2\" class=\"data row128 col2\" >-0.00</td>\n",
+       "      <td id=\"T_e7c3a_row128_col3\" class=\"data row128 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row128_col4\" class=\"data row128 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row129\" class=\"row_heading level0 row129\" >sr2_ASC_auto_deficient_escort</th>\n",
-       "      <td id=\"T_4d747_row129_col0\" class=\"data row129 col0\" >-0.0768</td>\n",
-       "      <td id=\"T_4d747_row129_col1\" class=\"data row129 col1\" > 0.151</td>\n",
-       "      <td id=\"T_4d747_row129_col2\" class=\"data row129 col2\" >-0.51</td>\n",
-       "      <td id=\"T_4d747_row129_col3\" class=\"data row129 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row129_col4\" class=\"data row129 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row129\" class=\"row_heading level0 row129\" >sr2_ASC_auto_deficient_atwork</th>\n",
+       "      <td id=\"T_e7c3a_row129_col0\" class=\"data row129 col0\" >-1.49</td>\n",
+       "      <td id=\"T_e7c3a_row129_col1\" class=\"data row129 col1\" > 0.132</td>\n",
+       "      <td id=\"T_e7c3a_row129_col2\" class=\"data row129 col2\" >-11.34</td>\n",
+       "      <td id=\"T_e7c3a_row129_col3\" class=\"data row129 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row129_col4\" class=\"data row129 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row130\" class=\"row_heading level0 row130\" >sr2_ASC_auto_deficient_othdiscr</th>\n",
-       "      <td id=\"T_4d747_row130_col0\" class=\"data row130 col0\" > 0.821</td>\n",
-       "      <td id=\"T_4d747_row130_col1\" class=\"data row130 col1\" > 0.119</td>\n",
-       "      <td id=\"T_4d747_row130_col2\" class=\"data row130 col2\" > 6.92</td>\n",
-       "      <td id=\"T_4d747_row130_col3\" class=\"data row130 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row130_col4\" class=\"data row130 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row130\" class=\"row_heading level0 row130\" >sr2_ASC_auto_deficient_eatout</th>\n",
+       "      <td id=\"T_e7c3a_row130_col0\" class=\"data row130 col0\" > 0.874</td>\n",
+       "      <td id=\"T_e7c3a_row130_col1\" class=\"data row130 col1\" > 0.155</td>\n",
+       "      <td id=\"T_e7c3a_row130_col2\" class=\"data row130 col2\" > 5.64</td>\n",
+       "      <td id=\"T_e7c3a_row130_col3\" class=\"data row130 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row130_col4\" class=\"data row130 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row131\" class=\"row_heading level0 row131\" >sr2_ASC_auto_deficient_othmaint</th>\n",
-       "      <td id=\"T_4d747_row131_col0\" class=\"data row131 col0\" > 0.318</td>\n",
-       "      <td id=\"T_4d747_row131_col1\" class=\"data row131 col1\" > 0.135</td>\n",
-       "      <td id=\"T_4d747_row131_col2\" class=\"data row131 col2\" > 2.35</td>\n",
-       "      <td id=\"T_4d747_row131_col3\" class=\"data row131 col3\" >*</td>\n",
-       "      <td id=\"T_4d747_row131_col4\" class=\"data row131 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row131\" class=\"row_heading level0 row131\" >sr2_ASC_auto_deficient_escort</th>\n",
+       "      <td id=\"T_e7c3a_row131_col0\" class=\"data row131 col0\" > 0.254</td>\n",
+       "      <td id=\"T_e7c3a_row131_col1\" class=\"data row131 col1\" > 0.160</td>\n",
+       "      <td id=\"T_e7c3a_row131_col2\" class=\"data row131 col2\" > 1.58</td>\n",
+       "      <td id=\"T_e7c3a_row131_col3\" class=\"data row131 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row131_col4\" class=\"data row131 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row132\" class=\"row_heading level0 row132\" >sr2_ASC_auto_deficient_school</th>\n",
-       "      <td id=\"T_4d747_row132_col0\" class=\"data row132 col0\" > 0.162</td>\n",
-       "      <td id=\"T_4d747_row132_col1\" class=\"data row132 col1\" > 0.175</td>\n",
-       "      <td id=\"T_4d747_row132_col2\" class=\"data row132 col2\" > 0.93</td>\n",
-       "      <td id=\"T_4d747_row132_col3\" class=\"data row132 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row132_col4\" class=\"data row132 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row132\" class=\"row_heading level0 row132\" >sr2_ASC_auto_deficient_othdiscr</th>\n",
+       "      <td id=\"T_e7c3a_row132_col0\" class=\"data row132 col0\" > 1.06</td>\n",
+       "      <td id=\"T_e7c3a_row132_col1\" class=\"data row132 col1\" > 0.131</td>\n",
+       "      <td id=\"T_e7c3a_row132_col2\" class=\"data row132 col2\" > 8.13</td>\n",
+       "      <td id=\"T_e7c3a_row132_col3\" class=\"data row132 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row132_col4\" class=\"data row132 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row133\" class=\"row_heading level0 row133\" >sr2_ASC_auto_deficient_shopping</th>\n",
-       "      <td id=\"T_4d747_row133_col0\" class=\"data row133 col0\" > 0.283</td>\n",
-       "      <td id=\"T_4d747_row133_col1\" class=\"data row133 col1\" > 0.115</td>\n",
-       "      <td id=\"T_4d747_row133_col2\" class=\"data row133 col2\" > 2.46</td>\n",
-       "      <td id=\"T_4d747_row133_col3\" class=\"data row133 col3\" >*</td>\n",
-       "      <td id=\"T_4d747_row133_col4\" class=\"data row133 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row133\" class=\"row_heading level0 row133\" >sr2_ASC_auto_deficient_othmaint</th>\n",
+       "      <td id=\"T_e7c3a_row133_col0\" class=\"data row133 col0\" > 0.584</td>\n",
+       "      <td id=\"T_e7c3a_row133_col1\" class=\"data row133 col1\" > 0.145</td>\n",
+       "      <td id=\"T_e7c3a_row133_col2\" class=\"data row133 col2\" > 4.02</td>\n",
+       "      <td id=\"T_e7c3a_row133_col3\" class=\"data row133 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row133_col4\" class=\"data row133 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row134\" class=\"row_heading level0 row134\" >sr2_ASC_auto_deficient_social</th>\n",
-       "      <td id=\"T_4d747_row134_col0\" class=\"data row134 col0\" > 1.99</td>\n",
-       "      <td id=\"T_4d747_row134_col1\" class=\"data row134 col1\" > 0.203</td>\n",
-       "      <td id=\"T_4d747_row134_col2\" class=\"data row134 col2\" > 9.83</td>\n",
-       "      <td id=\"T_4d747_row134_col3\" class=\"data row134 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row134_col4\" class=\"data row134 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row134\" class=\"row_heading level0 row134\" >sr2_ASC_auto_deficient_school</th>\n",
+       "      <td id=\"T_e7c3a_row134_col0\" class=\"data row134 col0\" > 0.518</td>\n",
+       "      <td id=\"T_e7c3a_row134_col1\" class=\"data row134 col1\" > 0.928</td>\n",
+       "      <td id=\"T_e7c3a_row134_col2\" class=\"data row134 col2\" > 0.56</td>\n",
+       "      <td id=\"T_e7c3a_row134_col3\" class=\"data row134 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row134_col4\" class=\"data row134 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row135\" class=\"row_heading level0 row135\" >sr2_ASC_auto_deficient_univ</th>\n",
-       "      <td id=\"T_4d747_row135_col0\" class=\"data row135 col0\" >-1.69</td>\n",
-       "      <td id=\"T_4d747_row135_col1\" class=\"data row135 col1\" > NA</td>\n",
-       "      <td id=\"T_4d747_row135_col2\" class=\"data row135 col2\" > NA</td>\n",
-       "      <td id=\"T_4d747_row135_col3\" class=\"data row135 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row135_col4\" class=\"data row135 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row135\" class=\"row_heading level0 row135\" >sr2_ASC_auto_deficient_shopping</th>\n",
+       "      <td id=\"T_e7c3a_row135_col0\" class=\"data row135 col0\" > 0.522</td>\n",
+       "      <td id=\"T_e7c3a_row135_col1\" class=\"data row135 col1\" > 0.127</td>\n",
+       "      <td id=\"T_e7c3a_row135_col2\" class=\"data row135 col2\" > 4.09</td>\n",
+       "      <td id=\"T_e7c3a_row135_col3\" class=\"data row135 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row135_col4\" class=\"data row135 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row136\" class=\"row_heading level0 row136\" >sr2_ASC_auto_deficient_work</th>\n",
-       "      <td id=\"T_4d747_row136_col0\" class=\"data row136 col0\" > 0.325</td>\n",
-       "      <td id=\"T_4d747_row136_col1\" class=\"data row136 col1\" > 0.0744</td>\n",
-       "      <td id=\"T_4d747_row136_col2\" class=\"data row136 col2\" > 4.36</td>\n",
-       "      <td id=\"T_4d747_row136_col3\" class=\"data row136 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row136_col4\" class=\"data row136 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row136\" class=\"row_heading level0 row136\" >sr2_ASC_auto_deficient_social</th>\n",
+       "      <td id=\"T_e7c3a_row136_col0\" class=\"data row136 col0\" > 2.30</td>\n",
+       "      <td id=\"T_e7c3a_row136_col1\" class=\"data row136 col1\" > 0.215</td>\n",
+       "      <td id=\"T_e7c3a_row136_col2\" class=\"data row136 col2\" > 10.70</td>\n",
+       "      <td id=\"T_e7c3a_row136_col3\" class=\"data row136 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row136_col4\" class=\"data row136 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row137\" class=\"row_heading level0 row137\" >sr2_ASC_auto_sufficient_atwork</th>\n",
-       "      <td id=\"T_4d747_row137_col0\" class=\"data row137 col0\" >-0.800</td>\n",
-       "      <td id=\"T_4d747_row137_col1\" class=\"data row137 col1\" > 0.0784</td>\n",
-       "      <td id=\"T_4d747_row137_col2\" class=\"data row137 col2\" >-10.21</td>\n",
-       "      <td id=\"T_4d747_row137_col3\" class=\"data row137 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row137_col4\" class=\"data row137 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row137\" class=\"row_heading level0 row137\" >sr2_ASC_auto_deficient_univ</th>\n",
+       "      <td id=\"T_e7c3a_row137_col0\" class=\"data row137 col0\" >-1.69</td>\n",
+       "      <td id=\"T_e7c3a_row137_col1\" class=\"data row137 col1\" > NA</td>\n",
+       "      <td id=\"T_e7c3a_row137_col2\" class=\"data row137 col2\" > NA</td>\n",
+       "      <td id=\"T_e7c3a_row137_col3\" class=\"data row137 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row137_col4\" class=\"data row137 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row138\" class=\"row_heading level0 row138\" >sr2_ASC_auto_sufficient_eatout</th>\n",
-       "      <td id=\"T_4d747_row138_col0\" class=\"data row138 col0\" > 0.925</td>\n",
-       "      <td id=\"T_4d747_row138_col1\" class=\"data row138 col1\" > 0.0894</td>\n",
-       "      <td id=\"T_4d747_row138_col2\" class=\"data row138 col2\" > 10.35</td>\n",
-       "      <td id=\"T_4d747_row138_col3\" class=\"data row138 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row138_col4\" class=\"data row138 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row138\" class=\"row_heading level0 row138\" >sr2_ASC_auto_deficient_work</th>\n",
+       "      <td id=\"T_e7c3a_row138_col0\" class=\"data row138 col0\" > 0.424</td>\n",
+       "      <td id=\"T_e7c3a_row138_col1\" class=\"data row138 col1\" > 0.0892</td>\n",
+       "      <td id=\"T_e7c3a_row138_col2\" class=\"data row138 col2\" > 4.76</td>\n",
+       "      <td id=\"T_e7c3a_row138_col3\" class=\"data row138 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row138_col4\" class=\"data row138 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row139\" class=\"row_heading level0 row139\" >sr2_ASC_auto_sufficient_escort</th>\n",
-       "      <td id=\"T_4d747_row139_col0\" class=\"data row139 col0\" > 0.188</td>\n",
-       "      <td id=\"T_4d747_row139_col1\" class=\"data row139 col1\" > 0.117</td>\n",
-       "      <td id=\"T_4d747_row139_col2\" class=\"data row139 col2\" > 1.61</td>\n",
-       "      <td id=\"T_4d747_row139_col3\" class=\"data row139 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row139_col4\" class=\"data row139 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row139\" class=\"row_heading level0 row139\" >sr2_ASC_auto_sufficient_atwork</th>\n",
+       "      <td id=\"T_e7c3a_row139_col0\" class=\"data row139 col0\" >-0.772</td>\n",
+       "      <td id=\"T_e7c3a_row139_col1\" class=\"data row139 col1\" > 0.0784</td>\n",
+       "      <td id=\"T_e7c3a_row139_col2\" class=\"data row139 col2\" >-9.85</td>\n",
+       "      <td id=\"T_e7c3a_row139_col3\" class=\"data row139 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row139_col4\" class=\"data row139 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row140\" class=\"row_heading level0 row140\" >sr2_ASC_auto_sufficient_othdiscr</th>\n",
-       "      <td id=\"T_4d747_row140_col0\" class=\"data row140 col0\" > 0.596</td>\n",
-       "      <td id=\"T_4d747_row140_col1\" class=\"data row140 col1\" > 0.0846</td>\n",
-       "      <td id=\"T_4d747_row140_col2\" class=\"data row140 col2\" > 7.05</td>\n",
-       "      <td id=\"T_4d747_row140_col3\" class=\"data row140 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row140_col4\" class=\"data row140 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row140\" class=\"row_heading level0 row140\" >sr2_ASC_auto_sufficient_eatout</th>\n",
+       "      <td id=\"T_e7c3a_row140_col0\" class=\"data row140 col0\" > 1.17</td>\n",
+       "      <td id=\"T_e7c3a_row140_col1\" class=\"data row140 col1\" > 0.105</td>\n",
+       "      <td id=\"T_e7c3a_row140_col2\" class=\"data row140 col2\" > 11.19</td>\n",
+       "      <td id=\"T_e7c3a_row140_col3\" class=\"data row140 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row140_col4\" class=\"data row140 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row141\" class=\"row_heading level0 row141\" >sr2_ASC_auto_sufficient_othmaint</th>\n",
-       "      <td id=\"T_4d747_row141_col0\" class=\"data row141 col0\" > 0.416</td>\n",
-       "      <td id=\"T_4d747_row141_col1\" class=\"data row141 col1\" > 0.0870</td>\n",
-       "      <td id=\"T_4d747_row141_col2\" class=\"data row141 col2\" > 4.79</td>\n",
-       "      <td id=\"T_4d747_row141_col3\" class=\"data row141 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row141_col4\" class=\"data row141 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row141\" class=\"row_heading level0 row141\" >sr2_ASC_auto_sufficient_escort</th>\n",
+       "      <td id=\"T_e7c3a_row141_col0\" class=\"data row141 col0\" > 0.427</td>\n",
+       "      <td id=\"T_e7c3a_row141_col1\" class=\"data row141 col1\" > 0.129</td>\n",
+       "      <td id=\"T_e7c3a_row141_col2\" class=\"data row141 col2\" > 3.31</td>\n",
+       "      <td id=\"T_e7c3a_row141_col3\" class=\"data row141 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row141_col4\" class=\"data row141 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row142\" class=\"row_heading level0 row142\" >sr2_ASC_auto_sufficient_school</th>\n",
-       "      <td id=\"T_4d747_row142_col0\" class=\"data row142 col0\" >-1.23</td>\n",
-       "      <td id=\"T_4d747_row142_col1\" class=\"data row142 col1\" > 0.0803</td>\n",
-       "      <td id=\"T_4d747_row142_col2\" class=\"data row142 col2\" >-15.34</td>\n",
-       "      <td id=\"T_4d747_row142_col3\" class=\"data row142 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row142_col4\" class=\"data row142 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row142\" class=\"row_heading level0 row142\" >sr2_ASC_auto_sufficient_othdiscr</th>\n",
+       "      <td id=\"T_e7c3a_row142_col0\" class=\"data row142 col0\" > 0.830</td>\n",
+       "      <td id=\"T_e7c3a_row142_col1\" class=\"data row142 col1\" > 0.101</td>\n",
+       "      <td id=\"T_e7c3a_row142_col2\" class=\"data row142 col2\" > 8.23</td>\n",
+       "      <td id=\"T_e7c3a_row142_col3\" class=\"data row142 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row142_col4\" class=\"data row142 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row143\" class=\"row_heading level0 row143\" >sr2_ASC_auto_sufficient_shopping</th>\n",
-       "      <td id=\"T_4d747_row143_col0\" class=\"data row143 col0\" > 0.292</td>\n",
-       "      <td id=\"T_4d747_row143_col1\" class=\"data row143 col1\" > 0.0841</td>\n",
-       "      <td id=\"T_4d747_row143_col2\" class=\"data row143 col2\" > 3.48</td>\n",
-       "      <td id=\"T_4d747_row143_col3\" class=\"data row143 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row143_col4\" class=\"data row143 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row143\" class=\"row_heading level0 row143\" >sr2_ASC_auto_sufficient_othmaint</th>\n",
+       "      <td id=\"T_e7c3a_row143_col0\" class=\"data row143 col0\" > 0.642</td>\n",
+       "      <td id=\"T_e7c3a_row143_col1\" class=\"data row143 col1\" > 0.103</td>\n",
+       "      <td id=\"T_e7c3a_row143_col2\" class=\"data row143 col2\" > 6.24</td>\n",
+       "      <td id=\"T_e7c3a_row143_col3\" class=\"data row143 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row143_col4\" class=\"data row143 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row144\" class=\"row_heading level0 row144\" >sr2_ASC_auto_sufficient_social</th>\n",
-       "      <td id=\"T_4d747_row144_col0\" class=\"data row144 col0\" > 0.641</td>\n",
-       "      <td id=\"T_4d747_row144_col1\" class=\"data row144 col1\" > 0.0953</td>\n",
-       "      <td id=\"T_4d747_row144_col2\" class=\"data row144 col2\" > 6.72</td>\n",
-       "      <td id=\"T_4d747_row144_col3\" class=\"data row144 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row144_col4\" class=\"data row144 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row144\" class=\"row_heading level0 row144\" >sr2_ASC_auto_sufficient_school</th>\n",
+       "      <td id=\"T_e7c3a_row144_col0\" class=\"data row144 col0\" >-0.720</td>\n",
+       "      <td id=\"T_e7c3a_row144_col1\" class=\"data row144 col1\" > 0.916</td>\n",
+       "      <td id=\"T_e7c3a_row144_col2\" class=\"data row144 col2\" >-0.79</td>\n",
+       "      <td id=\"T_e7c3a_row144_col3\" class=\"data row144 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row144_col4\" class=\"data row144 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row145\" class=\"row_heading level0 row145\" >sr2_ASC_auto_sufficient_univ</th>\n",
-       "      <td id=\"T_4d747_row145_col0\" class=\"data row145 col0\" >-1.86</td>\n",
-       "      <td id=\"T_4d747_row145_col1\" class=\"data row145 col1\" > NA</td>\n",
-       "      <td id=\"T_4d747_row145_col2\" class=\"data row145 col2\" > NA</td>\n",
-       "      <td id=\"T_4d747_row145_col3\" class=\"data row145 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row145_col4\" class=\"data row145 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row145\" class=\"row_heading level0 row145\" >sr2_ASC_auto_sufficient_shopping</th>\n",
+       "      <td id=\"T_e7c3a_row145_col0\" class=\"data row145 col0\" > 0.518</td>\n",
+       "      <td id=\"T_e7c3a_row145_col1\" class=\"data row145 col1\" > 0.100</td>\n",
+       "      <td id=\"T_e7c3a_row145_col2\" class=\"data row145 col2\" > 5.16</td>\n",
+       "      <td id=\"T_e7c3a_row145_col3\" class=\"data row145 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row145_col4\" class=\"data row145 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row146\" class=\"row_heading level0 row146\" >sr2_ASC_auto_sufficient_work</th>\n",
-       "      <td id=\"T_4d747_row146_col0\" class=\"data row146 col0\" >-0.396</td>\n",
-       "      <td id=\"T_4d747_row146_col1\" class=\"data row146 col1\" > 0.0705</td>\n",
-       "      <td id=\"T_4d747_row146_col2\" class=\"data row146 col2\" >-5.62</td>\n",
-       "      <td id=\"T_4d747_row146_col3\" class=\"data row146 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row146_col4\" class=\"data row146 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row146\" class=\"row_heading level0 row146\" >sr2_ASC_auto_sufficient_social</th>\n",
+       "      <td id=\"T_e7c3a_row146_col0\" class=\"data row146 col0\" > 0.867</td>\n",
+       "      <td id=\"T_e7c3a_row146_col1\" class=\"data row146 col1\" > 0.110</td>\n",
+       "      <td id=\"T_e7c3a_row146_col2\" class=\"data row146 col2\" > 7.88</td>\n",
+       "      <td id=\"T_e7c3a_row146_col3\" class=\"data row146 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row146_col4\" class=\"data row146 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row147\" class=\"row_heading level0 row147\" >sr2_ASC_no_auto_all</th>\n",
-       "      <td id=\"T_4d747_row147_col0\" class=\"data row147 col0\" > 1.10</td>\n",
-       "      <td id=\"T_4d747_row147_col1\" class=\"data row147 col1\" > 77.7</td>\n",
-       "      <td id=\"T_4d747_row147_col2\" class=\"data row147 col2\" > 0.01</td>\n",
-       "      <td id=\"T_4d747_row147_col3\" class=\"data row147 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row147_col4\" class=\"data row147 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row147\" class=\"row_heading level0 row147\" >sr2_ASC_auto_sufficient_univ</th>\n",
+       "      <td id=\"T_e7c3a_row147_col0\" class=\"data row147 col0\" >-1.86</td>\n",
+       "      <td id=\"T_e7c3a_row147_col1\" class=\"data row147 col1\" > NA</td>\n",
+       "      <td id=\"T_e7c3a_row147_col2\" class=\"data row147 col2\" > NA</td>\n",
+       "      <td id=\"T_e7c3a_row147_col3\" class=\"data row147 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row147_col4\" class=\"data row147 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row148\" class=\"row_heading level0 row148\" >sr3p_ASC_auto_deficient_atwork</th>\n",
-       "      <td id=\"T_4d747_row148_col0\" class=\"data row148 col0\" >-1.90</td>\n",
-       "      <td id=\"T_4d747_row148_col1\" class=\"data row148 col1\" > 0.138</td>\n",
-       "      <td id=\"T_4d747_row148_col2\" class=\"data row148 col2\" >-13.76</td>\n",
-       "      <td id=\"T_4d747_row148_col3\" class=\"data row148 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row148_col4\" class=\"data row148 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row148\" class=\"row_heading level0 row148\" >sr2_ASC_auto_sufficient_work</th>\n",
+       "      <td id=\"T_e7c3a_row148_col0\" class=\"data row148 col0\" >-0.295</td>\n",
+       "      <td id=\"T_e7c3a_row148_col1\" class=\"data row148 col1\" > 0.0860</td>\n",
+       "      <td id=\"T_e7c3a_row148_col2\" class=\"data row148 col2\" >-3.43</td>\n",
+       "      <td id=\"T_e7c3a_row148_col3\" class=\"data row148 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row148_col4\" class=\"data row148 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row149\" class=\"row_heading level0 row149\" >sr3p_ASC_auto_deficient_eatout</th>\n",
-       "      <td id=\"T_4d747_row149_col0\" class=\"data row149 col0\" >-0.120</td>\n",
-       "      <td id=\"T_4d747_row149_col1\" class=\"data row149 col1\" > 0.182</td>\n",
-       "      <td id=\"T_4d747_row149_col2\" class=\"data row149 col2\" >-0.66</td>\n",
-       "      <td id=\"T_4d747_row149_col3\" class=\"data row149 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row149_col4\" class=\"data row149 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row149\" class=\"row_heading level0 row149\" >sr2_ASC_no_auto_all</th>\n",
+       "      <td id=\"T_e7c3a_row149_col0\" class=\"data row149 col0\" > 1.22</td>\n",
+       "      <td id=\"T_e7c3a_row149_col1\" class=\"data row149 col1\" > 75.9</td>\n",
+       "      <td id=\"T_e7c3a_row149_col2\" class=\"data row149 col2\" > 0.02</td>\n",
+       "      <td id=\"T_e7c3a_row149_col3\" class=\"data row149 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row149_col4\" class=\"data row149 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row150\" class=\"row_heading level0 row150\" >sr3p_ASC_auto_deficient_escort</th>\n",
-       "      <td id=\"T_4d747_row150_col0\" class=\"data row150 col0\" >-0.301</td>\n",
-       "      <td id=\"T_4d747_row150_col1\" class=\"data row150 col1\" > 0.154</td>\n",
-       "      <td id=\"T_4d747_row150_col2\" class=\"data row150 col2\" >-1.96</td>\n",
-       "      <td id=\"T_4d747_row150_col3\" class=\"data row150 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row150_col4\" class=\"data row150 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row150\" class=\"row_heading level0 row150\" >sr3p_ASC_auto_deficient_atwork</th>\n",
+       "      <td id=\"T_e7c3a_row150_col0\" class=\"data row150 col0\" >-1.81</td>\n",
+       "      <td id=\"T_e7c3a_row150_col1\" class=\"data row150 col1\" > 0.136</td>\n",
+       "      <td id=\"T_e7c3a_row150_col2\" class=\"data row150 col2\" >-13.30</td>\n",
+       "      <td id=\"T_e7c3a_row150_col3\" class=\"data row150 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row150_col4\" class=\"data row150 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row151\" class=\"row_heading level0 row151\" >sr3p_ASC_auto_deficient_othdiscr</th>\n",
-       "      <td id=\"T_4d747_row151_col0\" class=\"data row151 col0\" > 1.18</td>\n",
-       "      <td id=\"T_4d747_row151_col1\" class=\"data row151 col1\" > 0.112</td>\n",
-       "      <td id=\"T_4d747_row151_col2\" class=\"data row151 col2\" > 10.56</td>\n",
-       "      <td id=\"T_4d747_row151_col3\" class=\"data row151 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row151_col4\" class=\"data row151 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row151\" class=\"row_heading level0 row151\" >sr3p_ASC_auto_deficient_eatout</th>\n",
+       "      <td id=\"T_e7c3a_row151_col0\" class=\"data row151 col0\" > 0.184</td>\n",
+       "      <td id=\"T_e7c3a_row151_col1\" class=\"data row151 col1\" > 0.187</td>\n",
+       "      <td id=\"T_e7c3a_row151_col2\" class=\"data row151 col2\" > 0.98</td>\n",
+       "      <td id=\"T_e7c3a_row151_col3\" class=\"data row151 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row151_col4\" class=\"data row151 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row152\" class=\"row_heading level0 row152\" >sr3p_ASC_auto_deficient_othmaint</th>\n",
-       "      <td id=\"T_4d747_row152_col0\" class=\"data row152 col0\" >-0.936</td>\n",
-       "      <td id=\"T_4d747_row152_col1\" class=\"data row152 col1\" > 0.225</td>\n",
-       "      <td id=\"T_4d747_row152_col2\" class=\"data row152 col2\" >-4.16</td>\n",
-       "      <td id=\"T_4d747_row152_col3\" class=\"data row152 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row152_col4\" class=\"data row152 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row152\" class=\"row_heading level0 row152\" >sr3p_ASC_auto_deficient_escort</th>\n",
+       "      <td id=\"T_e7c3a_row152_col0\" class=\"data row152 col0\" > 0.0300</td>\n",
+       "      <td id=\"T_e7c3a_row152_col1\" class=\"data row152 col1\" > 0.163</td>\n",
+       "      <td id=\"T_e7c3a_row152_col2\" class=\"data row152 col2\" > 0.18</td>\n",
+       "      <td id=\"T_e7c3a_row152_col3\" class=\"data row152 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row152_col4\" class=\"data row152 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row153\" class=\"row_heading level0 row153\" >sr3p_ASC_auto_deficient_school</th>\n",
-       "      <td id=\"T_4d747_row153_col0\" class=\"data row153 col0\" > 0.708</td>\n",
-       "      <td id=\"T_4d747_row153_col1\" class=\"data row153 col1\" > 0.170</td>\n",
-       "      <td id=\"T_4d747_row153_col2\" class=\"data row153 col2\" > 4.16</td>\n",
-       "      <td id=\"T_4d747_row153_col3\" class=\"data row153 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row153_col4\" class=\"data row153 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row153\" class=\"row_heading level0 row153\" >sr3p_ASC_auto_deficient_othdiscr</th>\n",
+       "      <td id=\"T_e7c3a_row153_col0\" class=\"data row153 col0\" > 1.42</td>\n",
+       "      <td id=\"T_e7c3a_row153_col1\" class=\"data row153 col1\" > 0.124</td>\n",
+       "      <td id=\"T_e7c3a_row153_col2\" class=\"data row153 col2\" > 11.40</td>\n",
+       "      <td id=\"T_e7c3a_row153_col3\" class=\"data row153 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row153_col4\" class=\"data row153 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row154\" class=\"row_heading level0 row154\" >sr3p_ASC_auto_deficient_shopping</th>\n",
-       "      <td id=\"T_4d747_row154_col0\" class=\"data row154 col0\" >-0.0640</td>\n",
-       "      <td id=\"T_4d747_row154_col1\" class=\"data row154 col1\" > 0.126</td>\n",
-       "      <td id=\"T_4d747_row154_col2\" class=\"data row154 col2\" >-0.51</td>\n",
-       "      <td id=\"T_4d747_row154_col3\" class=\"data row154 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row154_col4\" class=\"data row154 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row154\" class=\"row_heading level0 row154\" >sr3p_ASC_auto_deficient_othmaint</th>\n",
+       "      <td id=\"T_e7c3a_row154_col0\" class=\"data row154 col0\" >-0.607</td>\n",
+       "      <td id=\"T_e7c3a_row154_col1\" class=\"data row154 col1\" > 0.223</td>\n",
+       "      <td id=\"T_e7c3a_row154_col2\" class=\"data row154 col2\" >-2.71</td>\n",
+       "      <td id=\"T_e7c3a_row154_col3\" class=\"data row154 col3\" >**</td>\n",
+       "      <td id=\"T_e7c3a_row154_col4\" class=\"data row154 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row155\" class=\"row_heading level0 row155\" >sr3p_ASC_auto_deficient_social</th>\n",
-       "      <td id=\"T_4d747_row155_col0\" class=\"data row155 col0\" > 1.72</td>\n",
-       "      <td id=\"T_4d747_row155_col1\" class=\"data row155 col1\" > 0.212</td>\n",
-       "      <td id=\"T_4d747_row155_col2\" class=\"data row155 col2\" > 8.14</td>\n",
-       "      <td id=\"T_4d747_row155_col3\" class=\"data row155 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row155_col4\" class=\"data row155 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row155\" class=\"row_heading level0 row155\" >sr3p_ASC_auto_deficient_school</th>\n",
+       "      <td id=\"T_e7c3a_row155_col0\" class=\"data row155 col0\" > 1.10</td>\n",
+       "      <td id=\"T_e7c3a_row155_col1\" class=\"data row155 col1\" > 0.927</td>\n",
+       "      <td id=\"T_e7c3a_row155_col2\" class=\"data row155 col2\" > 1.18</td>\n",
+       "      <td id=\"T_e7c3a_row155_col3\" class=\"data row155 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row155_col4\" class=\"data row155 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row156\" class=\"row_heading level0 row156\" >sr3p_ASC_auto_deficient_univ</th>\n",
-       "      <td id=\"T_4d747_row156_col0\" class=\"data row156 col0\" >-1.73</td>\n",
-       "      <td id=\"T_4d747_row156_col1\" class=\"data row156 col1\" > 0.000100</td>\n",
-       "      <td id=\"T_4d747_row156_col2\" class=\"data row156 col2\" >-BIG</td>\n",
-       "      <td id=\"T_4d747_row156_col3\" class=\"data row156 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row156_col4\" class=\"data row156 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row156\" class=\"row_heading level0 row156\" >sr3p_ASC_auto_deficient_shopping</th>\n",
+       "      <td id=\"T_e7c3a_row156_col0\" class=\"data row156 col0\" > 0.180</td>\n",
+       "      <td id=\"T_e7c3a_row156_col1\" class=\"data row156 col1\" > 0.138</td>\n",
+       "      <td id=\"T_e7c3a_row156_col2\" class=\"data row156 col2\" > 1.31</td>\n",
+       "      <td id=\"T_e7c3a_row156_col3\" class=\"data row156 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row156_col4\" class=\"data row156 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row157\" class=\"row_heading level0 row157\" >sr3p_ASC_auto_deficient_work</th>\n",
-       "      <td id=\"T_4d747_row157_col0\" class=\"data row157 col0\" >-0.219</td>\n",
-       "      <td id=\"T_4d747_row157_col1\" class=\"data row157 col1\" > 0.0779</td>\n",
-       "      <td id=\"T_4d747_row157_col2\" class=\"data row157 col2\" >-2.81</td>\n",
-       "      <td id=\"T_4d747_row157_col3\" class=\"data row157 col3\" >**</td>\n",
-       "      <td id=\"T_4d747_row157_col4\" class=\"data row157 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row157\" class=\"row_heading level0 row157\" >sr3p_ASC_auto_deficient_social</th>\n",
+       "      <td id=\"T_e7c3a_row157_col0\" class=\"data row157 col0\" > 2.04</td>\n",
+       "      <td id=\"T_e7c3a_row157_col1\" class=\"data row157 col1\" > 0.223</td>\n",
+       "      <td id=\"T_e7c3a_row157_col2\" class=\"data row157 col2\" > 9.16</td>\n",
+       "      <td id=\"T_e7c3a_row157_col3\" class=\"data row157 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row157_col4\" class=\"data row157 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row158\" class=\"row_heading level0 row158\" >sr3p_ASC_auto_sufficient_atwork</th>\n",
-       "      <td id=\"T_4d747_row158_col0\" class=\"data row158 col0\" >-0.984</td>\n",
-       "      <td id=\"T_4d747_row158_col1\" class=\"data row158 col1\" > 0.0796</td>\n",
-       "      <td id=\"T_4d747_row158_col2\" class=\"data row158 col2\" >-12.35</td>\n",
-       "      <td id=\"T_4d747_row158_col3\" class=\"data row158 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row158_col4\" class=\"data row158 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row158\" class=\"row_heading level0 row158\" >sr3p_ASC_auto_deficient_univ</th>\n",
+       "      <td id=\"T_e7c3a_row158_col0\" class=\"data row158 col0\" >-1.73</td>\n",
+       "      <td id=\"T_e7c3a_row158_col1\" class=\"data row158 col1\" > 1.83e-05</td>\n",
+       "      <td id=\"T_e7c3a_row158_col2\" class=\"data row158 col2\" >-BIG</td>\n",
+       "      <td id=\"T_e7c3a_row158_col3\" class=\"data row158 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row158_col4\" class=\"data row158 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row159\" class=\"row_heading level0 row159\" >sr3p_ASC_auto_sufficient_eatout</th>\n",
-       "      <td id=\"T_4d747_row159_col0\" class=\"data row159 col0\" > 0.898</td>\n",
-       "      <td id=\"T_4d747_row159_col1\" class=\"data row159 col1\" > 0.0894</td>\n",
-       "      <td id=\"T_4d747_row159_col2\" class=\"data row159 col2\" > 10.04</td>\n",
-       "      <td id=\"T_4d747_row159_col3\" class=\"data row159 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row159_col4\" class=\"data row159 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row159\" class=\"row_heading level0 row159\" >sr3p_ASC_auto_deficient_work</th>\n",
+       "      <td id=\"T_e7c3a_row159_col0\" class=\"data row159 col0\" >-0.127</td>\n",
+       "      <td id=\"T_e7c3a_row159_col1\" class=\"data row159 col1\" > 0.0922</td>\n",
+       "      <td id=\"T_e7c3a_row159_col2\" class=\"data row159 col2\" >-1.38</td>\n",
+       "      <td id=\"T_e7c3a_row159_col3\" class=\"data row159 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row159_col4\" class=\"data row159 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row160\" class=\"row_heading level0 row160\" >sr3p_ASC_auto_sufficient_escort</th>\n",
-       "      <td id=\"T_4d747_row160_col0\" class=\"data row160 col0\" > 0.162</td>\n",
-       "      <td id=\"T_4d747_row160_col1\" class=\"data row160 col1\" > 0.117</td>\n",
-       "      <td id=\"T_4d747_row160_col2\" class=\"data row160 col2\" > 1.38</td>\n",
-       "      <td id=\"T_4d747_row160_col3\" class=\"data row160 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row160_col4\" class=\"data row160 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row160\" class=\"row_heading level0 row160\" >sr3p_ASC_auto_sufficient_atwork</th>\n",
+       "      <td id=\"T_e7c3a_row160_col0\" class=\"data row160 col0\" >-0.954</td>\n",
+       "      <td id=\"T_e7c3a_row160_col1\" class=\"data row160 col1\" > 0.0797</td>\n",
+       "      <td id=\"T_e7c3a_row160_col2\" class=\"data row160 col2\" >-11.97</td>\n",
+       "      <td id=\"T_e7c3a_row160_col3\" class=\"data row160 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row160_col4\" class=\"data row160 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row161\" class=\"row_heading level0 row161\" >sr3p_ASC_auto_sufficient_othdiscr</th>\n",
-       "      <td id=\"T_4d747_row161_col0\" class=\"data row161 col0\" > 0.697</td>\n",
-       "      <td id=\"T_4d747_row161_col1\" class=\"data row161 col1\" > 0.0841</td>\n",
-       "      <td id=\"T_4d747_row161_col2\" class=\"data row161 col2\" > 8.29</td>\n",
-       "      <td id=\"T_4d747_row161_col3\" class=\"data row161 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row161_col4\" class=\"data row161 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row161\" class=\"row_heading level0 row161\" >sr3p_ASC_auto_sufficient_eatout</th>\n",
+       "      <td id=\"T_e7c3a_row161_col0\" class=\"data row161 col0\" > 1.13</td>\n",
+       "      <td id=\"T_e7c3a_row161_col1\" class=\"data row161 col1\" > 0.105</td>\n",
+       "      <td id=\"T_e7c3a_row161_col2\" class=\"data row161 col2\" > 10.73</td>\n",
+       "      <td id=\"T_e7c3a_row161_col3\" class=\"data row161 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row161_col4\" class=\"data row161 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row162\" class=\"row_heading level0 row162\" >sr3p_ASC_auto_sufficient_othmaint</th>\n",
-       "      <td id=\"T_4d747_row162_col0\" class=\"data row162 col0\" > 0.0330</td>\n",
-       "      <td id=\"T_4d747_row162_col1\" class=\"data row162 col1\" > 0.0899</td>\n",
-       "      <td id=\"T_4d747_row162_col2\" class=\"data row162 col2\" > 0.37</td>\n",
-       "      <td id=\"T_4d747_row162_col3\" class=\"data row162 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row162_col4\" class=\"data row162 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row162\" class=\"row_heading level0 row162\" >sr3p_ASC_auto_sufficient_escort</th>\n",
+       "      <td id=\"T_e7c3a_row162_col0\" class=\"data row162 col0\" > 0.400</td>\n",
+       "      <td id=\"T_e7c3a_row162_col1\" class=\"data row162 col1\" > 0.129</td>\n",
+       "      <td id=\"T_e7c3a_row162_col2\" class=\"data row162 col2\" > 3.10</td>\n",
+       "      <td id=\"T_e7c3a_row162_col3\" class=\"data row162 col3\" >**</td>\n",
+       "      <td id=\"T_e7c3a_row162_col4\" class=\"data row162 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row163\" class=\"row_heading level0 row163\" >sr3p_ASC_auto_sufficient_school</th>\n",
-       "      <td id=\"T_4d747_row163_col0\" class=\"data row163 col0\" >-0.663</td>\n",
-       "      <td id=\"T_4d747_row163_col1\" class=\"data row163 col1\" > 0.0792</td>\n",
-       "      <td id=\"T_4d747_row163_col2\" class=\"data row163 col2\" >-8.37</td>\n",
-       "      <td id=\"T_4d747_row163_col3\" class=\"data row163 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row163_col4\" class=\"data row163 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row163\" class=\"row_heading level0 row163\" >sr3p_ASC_auto_sufficient_othdiscr</th>\n",
+       "      <td id=\"T_e7c3a_row163_col0\" class=\"data row163 col0\" > 0.929</td>\n",
+       "      <td id=\"T_e7c3a_row163_col1\" class=\"data row163 col1\" > 0.101</td>\n",
+       "      <td id=\"T_e7c3a_row163_col2\" class=\"data row163 col2\" > 9.25</td>\n",
+       "      <td id=\"T_e7c3a_row163_col3\" class=\"data row163 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row163_col4\" class=\"data row163 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row164\" class=\"row_heading level0 row164\" >sr3p_ASC_auto_sufficient_shopping</th>\n",
-       "      <td id=\"T_4d747_row164_col0\" class=\"data row164 col0\" > 0.0515</td>\n",
-       "      <td id=\"T_4d747_row164_col1\" class=\"data row164 col1\" > 0.0851</td>\n",
-       "      <td id=\"T_4d747_row164_col2\" class=\"data row164 col2\" > 0.61</td>\n",
-       "      <td id=\"T_4d747_row164_col3\" class=\"data row164 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row164_col4\" class=\"data row164 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row164\" class=\"row_heading level0 row164\" >sr3p_ASC_auto_sufficient_othmaint</th>\n",
+       "      <td id=\"T_e7c3a_row164_col0\" class=\"data row164 col0\" > 0.257</td>\n",
+       "      <td id=\"T_e7c3a_row164_col1\" class=\"data row164 col1\" > 0.105</td>\n",
+       "      <td id=\"T_e7c3a_row164_col2\" class=\"data row164 col2\" > 2.44</td>\n",
+       "      <td id=\"T_e7c3a_row164_col3\" class=\"data row164 col3\" >*</td>\n",
+       "      <td id=\"T_e7c3a_row164_col4\" class=\"data row164 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row165\" class=\"row_heading level0 row165\" >sr3p_ASC_auto_sufficient_social</th>\n",
-       "      <td id=\"T_4d747_row165_col0\" class=\"data row165 col0\" > 0.642</td>\n",
-       "      <td id=\"T_4d747_row165_col1\" class=\"data row165 col1\" > 0.0951</td>\n",
-       "      <td id=\"T_4d747_row165_col2\" class=\"data row165 col2\" > 6.75</td>\n",
-       "      <td id=\"T_4d747_row165_col3\" class=\"data row165 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row165_col4\" class=\"data row165 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row165\" class=\"row_heading level0 row165\" >sr3p_ASC_auto_sufficient_school</th>\n",
+       "      <td id=\"T_e7c3a_row165_col0\" class=\"data row165 col0\" >-0.151</td>\n",
+       "      <td id=\"T_e7c3a_row165_col1\" class=\"data row165 col1\" > 0.916</td>\n",
+       "      <td id=\"T_e7c3a_row165_col2\" class=\"data row165 col2\" >-0.16</td>\n",
+       "      <td id=\"T_e7c3a_row165_col3\" class=\"data row165 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row165_col4\" class=\"data row165 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row166\" class=\"row_heading level0 row166\" >sr3p_ASC_auto_sufficient_univ</th>\n",
-       "      <td id=\"T_4d747_row166_col0\" class=\"data row166 col0\" >-1.90</td>\n",
-       "      <td id=\"T_4d747_row166_col1\" class=\"data row166 col1\" > NA</td>\n",
-       "      <td id=\"T_4d747_row166_col2\" class=\"data row166 col2\" > NA</td>\n",
-       "      <td id=\"T_4d747_row166_col3\" class=\"data row166 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row166_col4\" class=\"data row166 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row166\" class=\"row_heading level0 row166\" >sr3p_ASC_auto_sufficient_shopping</th>\n",
+       "      <td id=\"T_e7c3a_row166_col0\" class=\"data row166 col0\" > 0.275</td>\n",
+       "      <td id=\"T_e7c3a_row166_col1\" class=\"data row166 col1\" > 0.101</td>\n",
+       "      <td id=\"T_e7c3a_row166_col2\" class=\"data row166 col2\" > 2.72</td>\n",
+       "      <td id=\"T_e7c3a_row166_col3\" class=\"data row166 col3\" >**</td>\n",
+       "      <td id=\"T_e7c3a_row166_col4\" class=\"data row166 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row167\" class=\"row_heading level0 row167\" >sr3p_ASC_auto_sufficient_work</th>\n",
-       "      <td id=\"T_4d747_row167_col0\" class=\"data row167 col0\" >-0.763</td>\n",
-       "      <td id=\"T_4d747_row167_col1\" class=\"data row167 col1\" > 0.0714</td>\n",
-       "      <td id=\"T_4d747_row167_col2\" class=\"data row167 col2\" >-10.68</td>\n",
-       "      <td id=\"T_4d747_row167_col3\" class=\"data row167 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row167_col4\" class=\"data row167 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row167\" class=\"row_heading level0 row167\" >sr3p_ASC_auto_sufficient_social</th>\n",
+       "      <td id=\"T_e7c3a_row167_col0\" class=\"data row167 col0\" > 0.870</td>\n",
+       "      <td id=\"T_e7c3a_row167_col1\" class=\"data row167 col1\" > 0.110</td>\n",
+       "      <td id=\"T_e7c3a_row167_col2\" class=\"data row167 col2\" > 7.91</td>\n",
+       "      <td id=\"T_e7c3a_row167_col3\" class=\"data row167 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row167_col4\" class=\"data row167 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row168\" class=\"row_heading level0 row168\" >sr3p_ASC_no_auto_atwork</th>\n",
-       "      <td id=\"T_4d747_row168_col0\" class=\"data row168 col0\" > 1.45</td>\n",
-       "      <td id=\"T_4d747_row168_col1\" class=\"data row168 col1\" > 77.7</td>\n",
-       "      <td id=\"T_4d747_row168_col2\" class=\"data row168 col2\" > 0.02</td>\n",
-       "      <td id=\"T_4d747_row168_col3\" class=\"data row168 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row168_col4\" class=\"data row168 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row168\" class=\"row_heading level0 row168\" >sr3p_ASC_auto_sufficient_univ</th>\n",
+       "      <td id=\"T_e7c3a_row168_col0\" class=\"data row168 col0\" >-1.90</td>\n",
+       "      <td id=\"T_e7c3a_row168_col1\" class=\"data row168 col1\" > 2.57e-05</td>\n",
+       "      <td id=\"T_e7c3a_row168_col2\" class=\"data row168 col2\" >-BIG</td>\n",
+       "      <td id=\"T_e7c3a_row168_col3\" class=\"data row168 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row168_col4\" class=\"data row168 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row169\" class=\"row_heading level0 row169\" >sr3p_ASC_no_auto_eatout</th>\n",
-       "      <td id=\"T_4d747_row169_col0\" class=\"data row169 col0\" > 1.56</td>\n",
-       "      <td id=\"T_4d747_row169_col1\" class=\"data row169 col1\" > 77.7</td>\n",
-       "      <td id=\"T_4d747_row169_col2\" class=\"data row169 col2\" > 0.02</td>\n",
-       "      <td id=\"T_4d747_row169_col3\" class=\"data row169 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row169_col4\" class=\"data row169 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row169\" class=\"row_heading level0 row169\" >sr3p_ASC_auto_sufficient_work</th>\n",
+       "      <td id=\"T_e7c3a_row169_col0\" class=\"data row169 col0\" >-0.662</td>\n",
+       "      <td id=\"T_e7c3a_row169_col1\" class=\"data row169 col1\" > 0.0868</td>\n",
+       "      <td id=\"T_e7c3a_row169_col2\" class=\"data row169 col2\" >-7.63</td>\n",
+       "      <td id=\"T_e7c3a_row169_col3\" class=\"data row169 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row169_col4\" class=\"data row169 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row170\" class=\"row_heading level0 row170\" >sr3p_ASC_no_auto_escort</th>\n",
-       "      <td id=\"T_4d747_row170_col0\" class=\"data row170 col0\" >-1.86</td>\n",
-       "      <td id=\"T_4d747_row170_col1\" class=\"data row170 col1\" > 77.7</td>\n",
-       "      <td id=\"T_4d747_row170_col2\" class=\"data row170 col2\" >-0.02</td>\n",
-       "      <td id=\"T_4d747_row170_col3\" class=\"data row170 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row170_col4\" class=\"data row170 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row170\" class=\"row_heading level0 row170\" >sr3p_ASC_no_auto_atwork</th>\n",
+       "      <td id=\"T_e7c3a_row170_col0\" class=\"data row170 col0\" > 1.49</td>\n",
+       "      <td id=\"T_e7c3a_row170_col1\" class=\"data row170 col1\" > 75.9</td>\n",
+       "      <td id=\"T_e7c3a_row170_col2\" class=\"data row170 col2\" > 0.02</td>\n",
+       "      <td id=\"T_e7c3a_row170_col3\" class=\"data row170 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row170_col4\" class=\"data row170 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row171\" class=\"row_heading level0 row171\" >sr3p_ASC_no_auto_othdiscr</th>\n",
-       "      <td id=\"T_4d747_row171_col0\" class=\"data row171 col0\" > 1.27</td>\n",
-       "      <td id=\"T_4d747_row171_col1\" class=\"data row171 col1\" > 77.7</td>\n",
-       "      <td id=\"T_4d747_row171_col2\" class=\"data row171 col2\" > 0.02</td>\n",
-       "      <td id=\"T_4d747_row171_col3\" class=\"data row171 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row171_col4\" class=\"data row171 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row171\" class=\"row_heading level0 row171\" >sr3p_ASC_no_auto_eatout</th>\n",
+       "      <td id=\"T_e7c3a_row171_col0\" class=\"data row171 col0\" > 1.62</td>\n",
+       "      <td id=\"T_e7c3a_row171_col1\" class=\"data row171 col1\" > 75.9</td>\n",
+       "      <td id=\"T_e7c3a_row171_col2\" class=\"data row171 col2\" > 0.02</td>\n",
+       "      <td id=\"T_e7c3a_row171_col3\" class=\"data row171 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row171_col4\" class=\"data row171 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row172\" class=\"row_heading level0 row172\" >sr3p_ASC_no_auto_othmaint</th>\n",
-       "      <td id=\"T_4d747_row172_col0\" class=\"data row172 col0\" > 0.243</td>\n",
-       "      <td id=\"T_4d747_row172_col1\" class=\"data row172 col1\" > 77.7</td>\n",
-       "      <td id=\"T_4d747_row172_col2\" class=\"data row172 col2\" > 0.00</td>\n",
-       "      <td id=\"T_4d747_row172_col3\" class=\"data row172 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row172_col4\" class=\"data row172 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row172\" class=\"row_heading level0 row172\" >sr3p_ASC_no_auto_escort</th>\n",
+       "      <td id=\"T_e7c3a_row172_col0\" class=\"data row172 col0\" >-1.87</td>\n",
+       "      <td id=\"T_e7c3a_row172_col1\" class=\"data row172 col1\" > 75.9</td>\n",
+       "      <td id=\"T_e7c3a_row172_col2\" class=\"data row172 col2\" >-0.02</td>\n",
+       "      <td id=\"T_e7c3a_row172_col3\" class=\"data row172 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row172_col4\" class=\"data row172 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row173\" class=\"row_heading level0 row173\" >sr3p_ASC_no_auto_school</th>\n",
-       "      <td id=\"T_4d747_row173_col0\" class=\"data row173 col0\" >-6.02</td>\n",
-       "      <td id=\"T_4d747_row173_col1\" class=\"data row173 col1\" > 102.</td>\n",
-       "      <td id=\"T_4d747_row173_col2\" class=\"data row173 col2\" >-0.06</td>\n",
-       "      <td id=\"T_4d747_row173_col3\" class=\"data row173 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row173_col4\" class=\"data row173 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row173\" class=\"row_heading level0 row173\" >sr3p_ASC_no_auto_othdiscr</th>\n",
+       "      <td id=\"T_e7c3a_row173_col0\" class=\"data row173 col0\" > 1.43</td>\n",
+       "      <td id=\"T_e7c3a_row173_col1\" class=\"data row173 col1\" > 75.9</td>\n",
+       "      <td id=\"T_e7c3a_row173_col2\" class=\"data row173 col2\" > 0.02</td>\n",
+       "      <td id=\"T_e7c3a_row173_col3\" class=\"data row173 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row173_col4\" class=\"data row173 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row174\" class=\"row_heading level0 row174\" >sr3p_ASC_no_auto_shopping</th>\n",
-       "      <td id=\"T_4d747_row174_col0\" class=\"data row174 col0\" > 0.711</td>\n",
-       "      <td id=\"T_4d747_row174_col1\" class=\"data row174 col1\" > 77.7</td>\n",
-       "      <td id=\"T_4d747_row174_col2\" class=\"data row174 col2\" > 0.01</td>\n",
-       "      <td id=\"T_4d747_row174_col3\" class=\"data row174 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row174_col4\" class=\"data row174 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row174\" class=\"row_heading level0 row174\" >sr3p_ASC_no_auto_othmaint</th>\n",
+       "      <td id=\"T_e7c3a_row174_col0\" class=\"data row174 col0\" > 0.296</td>\n",
+       "      <td id=\"T_e7c3a_row174_col1\" class=\"data row174 col1\" > 75.9</td>\n",
+       "      <td id=\"T_e7c3a_row174_col2\" class=\"data row174 col2\" > 0.00</td>\n",
+       "      <td id=\"T_e7c3a_row174_col3\" class=\"data row174 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row174_col4\" class=\"data row174 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row175\" class=\"row_heading level0 row175\" >sr3p_ASC_no_auto_social</th>\n",
-       "      <td id=\"T_4d747_row175_col0\" class=\"data row175 col0\" >-1.16</td>\n",
-       "      <td id=\"T_4d747_row175_col1\" class=\"data row175 col1\" > 77.7</td>\n",
-       "      <td id=\"T_4d747_row175_col2\" class=\"data row175 col2\" >-0.01</td>\n",
-       "      <td id=\"T_4d747_row175_col3\" class=\"data row175 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row175_col4\" class=\"data row175 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row175\" class=\"row_heading level0 row175\" >sr3p_ASC_no_auto_school</th>\n",
+       "      <td id=\"T_e7c3a_row175_col0\" class=\"data row175 col0\" >-6.02</td>\n",
+       "      <td id=\"T_e7c3a_row175_col1\" class=\"data row175 col1\" > 105.</td>\n",
+       "      <td id=\"T_e7c3a_row175_col2\" class=\"data row175 col2\" >-0.06</td>\n",
+       "      <td id=\"T_e7c3a_row175_col3\" class=\"data row175 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row175_col4\" class=\"data row175 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row176\" class=\"row_heading level0 row176\" >sr3p_ASC_no_auto_univ</th>\n",
-       "      <td id=\"T_4d747_row176_col0\" class=\"data row176 col0\" >-6.06</td>\n",
-       "      <td id=\"T_4d747_row176_col1\" class=\"data row176 col1\" > NA</td>\n",
-       "      <td id=\"T_4d747_row176_col2\" class=\"data row176 col2\" > NA</td>\n",
-       "      <td id=\"T_4d747_row176_col3\" class=\"data row176 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row176_col4\" class=\"data row176 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row176\" class=\"row_heading level0 row176\" >sr3p_ASC_no_auto_shopping</th>\n",
+       "      <td id=\"T_e7c3a_row176_col0\" class=\"data row176 col0\" > 0.881</td>\n",
+       "      <td id=\"T_e7c3a_row176_col1\" class=\"data row176 col1\" > 75.9</td>\n",
+       "      <td id=\"T_e7c3a_row176_col2\" class=\"data row176 col2\" > 0.01</td>\n",
+       "      <td id=\"T_e7c3a_row176_col3\" class=\"data row176 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row176_col4\" class=\"data row176 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row177\" class=\"row_heading level0 row177\" >sr3p_ASC_no_auto_work</th>\n",
-       "      <td id=\"T_4d747_row177_col0\" class=\"data row177 col0\" > 0.560</td>\n",
-       "      <td id=\"T_4d747_row177_col1\" class=\"data row177 col1\" > 77.7</td>\n",
-       "      <td id=\"T_4d747_row177_col2\" class=\"data row177 col2\" > 0.01</td>\n",
-       "      <td id=\"T_4d747_row177_col3\" class=\"data row177 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row177_col4\" class=\"data row177 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row177\" class=\"row_heading level0 row177\" >sr3p_ASC_no_auto_social</th>\n",
+       "      <td id=\"T_e7c3a_row177_col0\" class=\"data row177 col0\" >-1.17</td>\n",
+       "      <td id=\"T_e7c3a_row177_col1\" class=\"data row177 col1\" > 75.9</td>\n",
+       "      <td id=\"T_e7c3a_row177_col2\" class=\"data row177 col2\" >-0.02</td>\n",
+       "      <td id=\"T_e7c3a_row177_col3\" class=\"data row177 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row177_col4\" class=\"data row177 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row178\" class=\"row_heading level0 row178\" >taxi_ASC_auto_deficient_atwork</th>\n",
-       "      <td id=\"T_4d747_row178_col0\" class=\"data row178 col0\" >-4.54</td>\n",
-       "      <td id=\"T_4d747_row178_col1\" class=\"data row178 col1\" > 0.419</td>\n",
-       "      <td id=\"T_4d747_row178_col2\" class=\"data row178 col2\" >-10.84</td>\n",
-       "      <td id=\"T_4d747_row178_col3\" class=\"data row178 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row178_col4\" class=\"data row178 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row178\" class=\"row_heading level0 row178\" >sr3p_ASC_no_auto_univ</th>\n",
+       "      <td id=\"T_e7c3a_row178_col0\" class=\"data row178 col0\" >-6.06</td>\n",
+       "      <td id=\"T_e7c3a_row178_col1\" class=\"data row178 col1\" > 1.79e-05</td>\n",
+       "      <td id=\"T_e7c3a_row178_col2\" class=\"data row178 col2\" >-BIG</td>\n",
+       "      <td id=\"T_e7c3a_row178_col3\" class=\"data row178 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row178_col4\" class=\"data row178 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row179\" class=\"row_heading level0 row179\" >taxi_ASC_auto_deficient_eatout_othdiscr_social</th>\n",
-       "      <td id=\"T_4d747_row179_col0\" class=\"data row179 col0\" >-3.37</td>\n",
-       "      <td id=\"T_4d747_row179_col1\" class=\"data row179 col1\" > 0.476</td>\n",
-       "      <td id=\"T_4d747_row179_col2\" class=\"data row179 col2\" >-7.09</td>\n",
-       "      <td id=\"T_4d747_row179_col3\" class=\"data row179 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row179_col4\" class=\"data row179 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row179\" class=\"row_heading level0 row179\" >sr3p_ASC_no_auto_work</th>\n",
+       "      <td id=\"T_e7c3a_row179_col0\" class=\"data row179 col0\" > 0.614</td>\n",
+       "      <td id=\"T_e7c3a_row179_col1\" class=\"data row179 col1\" > 75.9</td>\n",
+       "      <td id=\"T_e7c3a_row179_col2\" class=\"data row179 col2\" > 0.01</td>\n",
+       "      <td id=\"T_e7c3a_row179_col3\" class=\"data row179 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row179_col4\" class=\"data row179 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row180\" class=\"row_heading level0 row180\" >taxi_ASC_auto_deficient_escort_othmaint_shopping</th>\n",
-       "      <td id=\"T_4d747_row180_col0\" class=\"data row180 col0\" >-1.10</td>\n",
-       "      <td id=\"T_4d747_row180_col1\" class=\"data row180 col1\" > 0.109</td>\n",
-       "      <td id=\"T_4d747_row180_col2\" class=\"data row180 col2\" >-10.15</td>\n",
-       "      <td id=\"T_4d747_row180_col3\" class=\"data row180 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row180_col4\" class=\"data row180 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row180\" class=\"row_heading level0 row180\" >taxi_ASC_auto_deficient_atwork</th>\n",
+       "      <td id=\"T_e7c3a_row180_col0\" class=\"data row180 col0\" >-4.59</td>\n",
+       "      <td id=\"T_e7c3a_row180_col1\" class=\"data row180 col1\" > 0.435</td>\n",
+       "      <td id=\"T_e7c3a_row180_col2\" class=\"data row180 col2\" >-10.57</td>\n",
+       "      <td id=\"T_e7c3a_row180_col3\" class=\"data row180 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row180_col4\" class=\"data row180 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row181\" class=\"row_heading level0 row181\" >taxi_ASC_auto_deficient_school</th>\n",
-       "      <td id=\"T_4d747_row181_col0\" class=\"data row181 col0\" > 0.626</td>\n",
-       "      <td id=\"T_4d747_row181_col1\" class=\"data row181 col1\" > 0.205</td>\n",
-       "      <td id=\"T_4d747_row181_col2\" class=\"data row181 col2\" > 3.05</td>\n",
-       "      <td id=\"T_4d747_row181_col3\" class=\"data row181 col3\" >**</td>\n",
-       "      <td id=\"T_4d747_row181_col4\" class=\"data row181 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row181\" class=\"row_heading level0 row181\" >taxi_ASC_auto_deficient_eatout_othdiscr_social</th>\n",
+       "      <td id=\"T_e7c3a_row181_col0\" class=\"data row181 col0\" >-3.26</td>\n",
+       "      <td id=\"T_e7c3a_row181_col1\" class=\"data row181 col1\" > 0.483</td>\n",
+       "      <td id=\"T_e7c3a_row181_col2\" class=\"data row181 col2\" >-6.76</td>\n",
+       "      <td id=\"T_e7c3a_row181_col3\" class=\"data row181 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row181_col4\" class=\"data row181 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row182\" class=\"row_heading level0 row182\" >taxi_ASC_auto_deficient_univ</th>\n",
-       "      <td id=\"T_4d747_row182_col0\" class=\"data row182 col0\" > 4.25</td>\n",
-       "      <td id=\"T_4d747_row182_col1\" class=\"data row182 col1\" > NA</td>\n",
-       "      <td id=\"T_4d747_row182_col2\" class=\"data row182 col2\" > NA</td>\n",
-       "      <td id=\"T_4d747_row182_col3\" class=\"data row182 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row182_col4\" class=\"data row182 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row182\" class=\"row_heading level0 row182\" >taxi_ASC_auto_deficient_escort_othmaint_shopping</th>\n",
+       "      <td id=\"T_e7c3a_row182_col0\" class=\"data row182 col0\" >-0.930</td>\n",
+       "      <td id=\"T_e7c3a_row182_col1\" class=\"data row182 col1\" > 0.118</td>\n",
+       "      <td id=\"T_e7c3a_row182_col2\" class=\"data row182 col2\" >-7.89</td>\n",
+       "      <td id=\"T_e7c3a_row182_col3\" class=\"data row182 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row182_col4\" class=\"data row182 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row183\" class=\"row_heading level0 row183\" >taxi_ASC_auto_deficient_work</th>\n",
-       "      <td id=\"T_4d747_row183_col0\" class=\"data row183 col0\" >-2.11</td>\n",
-       "      <td id=\"T_4d747_row183_col1\" class=\"data row183 col1\" > 0.191</td>\n",
-       "      <td id=\"T_4d747_row183_col2\" class=\"data row183 col2\" >-11.04</td>\n",
-       "      <td id=\"T_4d747_row183_col3\" class=\"data row183 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row183_col4\" class=\"data row183 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row183\" class=\"row_heading level0 row183\" >taxi_ASC_auto_deficient_school</th>\n",
+       "      <td id=\"T_e7c3a_row183_col0\" class=\"data row183 col0\" > 0.840</td>\n",
+       "      <td id=\"T_e7c3a_row183_col1\" class=\"data row183 col1\" > 0.935</td>\n",
+       "      <td id=\"T_e7c3a_row183_col2\" class=\"data row183 col2\" > 0.90</td>\n",
+       "      <td id=\"T_e7c3a_row183_col3\" class=\"data row183 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row183_col4\" class=\"data row183 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row184\" class=\"row_heading level0 row184\" >taxi_ASC_auto_sufficient_atwork</th>\n",
-       "      <td id=\"T_4d747_row184_col0\" class=\"data row184 col0\" >-3.35</td>\n",
-       "      <td id=\"T_4d747_row184_col1\" class=\"data row184 col1\" > 0.151</td>\n",
-       "      <td id=\"T_4d747_row184_col2\" class=\"data row184 col2\" >-22.19</td>\n",
-       "      <td id=\"T_4d747_row184_col3\" class=\"data row184 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row184_col4\" class=\"data row184 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row184\" class=\"row_heading level0 row184\" >taxi_ASC_auto_deficient_univ</th>\n",
+       "      <td id=\"T_e7c3a_row184_col0\" class=\"data row184 col0\" > 4.25</td>\n",
+       "      <td id=\"T_e7c3a_row184_col1\" class=\"data row184 col1\" > 1.62e-05</td>\n",
+       "      <td id=\"T_e7c3a_row184_col2\" class=\"data row184 col2\" > BIG</td>\n",
+       "      <td id=\"T_e7c3a_row184_col3\" class=\"data row184 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row184_col4\" class=\"data row184 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row185\" class=\"row_heading level0 row185\" >taxi_ASC_auto_sufficient_eatout_othdiscr_social</th>\n",
-       "      <td id=\"T_4d747_row185_col0\" class=\"data row185 col0\" >-4.24</td>\n",
-       "      <td id=\"T_4d747_row185_col1\" class=\"data row185 col1\" > 0.278</td>\n",
-       "      <td id=\"T_4d747_row185_col2\" class=\"data row185 col2\" >-15.26</td>\n",
-       "      <td id=\"T_4d747_row185_col3\" class=\"data row185 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row185_col4\" class=\"data row185 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row185\" class=\"row_heading level0 row185\" >taxi_ASC_auto_deficient_work</th>\n",
+       "      <td id=\"T_e7c3a_row185_col0\" class=\"data row185 col0\" >-2.04</td>\n",
+       "      <td id=\"T_e7c3a_row185_col1\" class=\"data row185 col1\" > 0.205</td>\n",
+       "      <td id=\"T_e7c3a_row185_col2\" class=\"data row185 col2\" >-9.95</td>\n",
+       "      <td id=\"T_e7c3a_row185_col3\" class=\"data row185 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row185_col4\" class=\"data row185 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row186\" class=\"row_heading level0 row186\" >taxi_ASC_auto_sufficient_escort_othmaint_shopping</th>\n",
-       "      <td id=\"T_4d747_row186_col0\" class=\"data row186 col0\" >-2.90</td>\n",
-       "      <td id=\"T_4d747_row186_col1\" class=\"data row186 col1\" > 0.0839</td>\n",
-       "      <td id=\"T_4d747_row186_col2\" class=\"data row186 col2\" >-34.57</td>\n",
-       "      <td id=\"T_4d747_row186_col3\" class=\"data row186 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row186_col4\" class=\"data row186 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row186\" class=\"row_heading level0 row186\" >taxi_ASC_auto_sufficient_atwork</th>\n",
+       "      <td id=\"T_e7c3a_row186_col0\" class=\"data row186 col0\" >-3.34</td>\n",
+       "      <td id=\"T_e7c3a_row186_col1\" class=\"data row186 col1\" > 0.150</td>\n",
+       "      <td id=\"T_e7c3a_row186_col2\" class=\"data row186 col2\" >-22.22</td>\n",
+       "      <td id=\"T_e7c3a_row186_col3\" class=\"data row186 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row186_col4\" class=\"data row186 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row187\" class=\"row_heading level0 row187\" >taxi_ASC_auto_sufficient_school</th>\n",
-       "      <td id=\"T_4d747_row187_col0\" class=\"data row187 col0\" >-2.68</td>\n",
-       "      <td id=\"T_4d747_row187_col1\" class=\"data row187 col1\" > 0.128</td>\n",
-       "      <td id=\"T_4d747_row187_col2\" class=\"data row187 col2\" >-20.89</td>\n",
-       "      <td id=\"T_4d747_row187_col3\" class=\"data row187 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row187_col4\" class=\"data row187 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row187\" class=\"row_heading level0 row187\" >taxi_ASC_auto_sufficient_eatout_othdiscr_social</th>\n",
+       "      <td id=\"T_e7c3a_row187_col0\" class=\"data row187 col0\" >-3.93</td>\n",
+       "      <td id=\"T_e7c3a_row187_col1\" class=\"data row187 col1\" > 0.246</td>\n",
+       "      <td id=\"T_e7c3a_row187_col2\" class=\"data row187 col2\" >-15.96</td>\n",
+       "      <td id=\"T_e7c3a_row187_col3\" class=\"data row187 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row187_col4\" class=\"data row187 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row188\" class=\"row_heading level0 row188\" >taxi_ASC_auto_sufficient_univ</th>\n",
-       "      <td id=\"T_4d747_row188_col0\" class=\"data row188 col0\" >-0.313</td>\n",
-       "      <td id=\"T_4d747_row188_col1\" class=\"data row188 col1\" > 2.26e-05</td>\n",
-       "      <td id=\"T_4d747_row188_col2\" class=\"data row188 col2\" >-BIG</td>\n",
-       "      <td id=\"T_4d747_row188_col3\" class=\"data row188 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row188_col4\" class=\"data row188 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row188\" class=\"row_heading level0 row188\" >taxi_ASC_auto_sufficient_escort_othmaint_shopping</th>\n",
+       "      <td id=\"T_e7c3a_row188_col0\" class=\"data row188 col0\" >-2.78</td>\n",
+       "      <td id=\"T_e7c3a_row188_col1\" class=\"data row188 col1\" > 0.0965</td>\n",
+       "      <td id=\"T_e7c3a_row188_col2\" class=\"data row188 col2\" >-28.85</td>\n",
+       "      <td id=\"T_e7c3a_row188_col3\" class=\"data row188 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row188_col4\" class=\"data row188 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row189\" class=\"row_heading level0 row189\" >taxi_ASC_auto_sufficient_work</th>\n",
-       "      <td id=\"T_4d747_row189_col0\" class=\"data row189 col0\" >-5.12</td>\n",
-       "      <td id=\"T_4d747_row189_col1\" class=\"data row189 col1\" > 0.363</td>\n",
-       "      <td id=\"T_4d747_row189_col2\" class=\"data row189 col2\" >-14.09</td>\n",
-       "      <td id=\"T_4d747_row189_col3\" class=\"data row189 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row189_col4\" class=\"data row189 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row189\" class=\"row_heading level0 row189\" >taxi_ASC_auto_sufficient_school</th>\n",
+       "      <td id=\"T_e7c3a_row189_col0\" class=\"data row189 col0\" >-2.26</td>\n",
+       "      <td id=\"T_e7c3a_row189_col1\" class=\"data row189 col1\" > 0.922</td>\n",
+       "      <td id=\"T_e7c3a_row189_col2\" class=\"data row189 col2\" >-2.45</td>\n",
+       "      <td id=\"T_e7c3a_row189_col3\" class=\"data row189 col3\" >*</td>\n",
+       "      <td id=\"T_e7c3a_row189_col4\" class=\"data row189 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row190\" class=\"row_heading level0 row190\" >taxi_ASC_no_auto_atwork</th>\n",
-       "      <td id=\"T_4d747_row190_col0\" class=\"data row190 col0\" > 3.64</td>\n",
-       "      <td id=\"T_4d747_row190_col1\" class=\"data row190 col1\" > 77.7</td>\n",
-       "      <td id=\"T_4d747_row190_col2\" class=\"data row190 col2\" > 0.05</td>\n",
-       "      <td id=\"T_4d747_row190_col3\" class=\"data row190 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row190_col4\" class=\"data row190 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row190\" class=\"row_heading level0 row190\" >taxi_ASC_auto_sufficient_univ</th>\n",
+       "      <td id=\"T_e7c3a_row190_col0\" class=\"data row190 col0\" >-0.313</td>\n",
+       "      <td id=\"T_e7c3a_row190_col1\" class=\"data row190 col1\" > NA</td>\n",
+       "      <td id=\"T_e7c3a_row190_col2\" class=\"data row190 col2\" > NA</td>\n",
+       "      <td id=\"T_e7c3a_row190_col3\" class=\"data row190 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row190_col4\" class=\"data row190 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row191\" class=\"row_heading level0 row191\" >taxi_ASC_no_auto_eatout_othdiscr_social</th>\n",
-       "      <td id=\"T_4d747_row191_col0\" class=\"data row191 col0\" >-0.558</td>\n",
-       "      <td id=\"T_4d747_row191_col1\" class=\"data row191 col1\" > 77.7</td>\n",
-       "      <td id=\"T_4d747_row191_col2\" class=\"data row191 col2\" >-0.01</td>\n",
-       "      <td id=\"T_4d747_row191_col3\" class=\"data row191 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row191_col4\" class=\"data row191 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row191\" class=\"row_heading level0 row191\" >taxi_ASC_auto_sufficient_work</th>\n",
+       "      <td id=\"T_e7c3a_row191_col0\" class=\"data row191 col0\" >-4.85</td>\n",
+       "      <td id=\"T_e7c3a_row191_col1\" class=\"data row191 col1\" > 0.303</td>\n",
+       "      <td id=\"T_e7c3a_row191_col2\" class=\"data row191 col2\" >-16.01</td>\n",
+       "      <td id=\"T_e7c3a_row191_col3\" class=\"data row191 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row191_col4\" class=\"data row191 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row192\" class=\"row_heading level0 row192\" >taxi_ASC_no_auto_escort_othmaint_shopping</th>\n",
-       "      <td id=\"T_4d747_row192_col0\" class=\"data row192 col0\" > 1.46</td>\n",
-       "      <td id=\"T_4d747_row192_col1\" class=\"data row192 col1\" > 77.7</td>\n",
-       "      <td id=\"T_4d747_row192_col2\" class=\"data row192 col2\" > 0.02</td>\n",
-       "      <td id=\"T_4d747_row192_col3\" class=\"data row192 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row192_col4\" class=\"data row192 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row192\" class=\"row_heading level0 row192\" >taxi_ASC_no_auto_atwork</th>\n",
+       "      <td id=\"T_e7c3a_row192_col0\" class=\"data row192 col0\" > 3.65</td>\n",
+       "      <td id=\"T_e7c3a_row192_col1\" class=\"data row192 col1\" > 75.9</td>\n",
+       "      <td id=\"T_e7c3a_row192_col2\" class=\"data row192 col2\" > 0.05</td>\n",
+       "      <td id=\"T_e7c3a_row192_col3\" class=\"data row192 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row192_col4\" class=\"data row192 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row193\" class=\"row_heading level0 row193\" >taxi_ASC_no_auto_school_univ</th>\n",
-       "      <td id=\"T_4d747_row193_col0\" class=\"data row193 col0\" >-7.00</td>\n",
-       "      <td id=\"T_4d747_row193_col1\" class=\"data row193 col1\" > 0.00</td>\n",
-       "      <td id=\"T_4d747_row193_col2\" class=\"data row193 col2\" > NA</td>\n",
-       "      <td id=\"T_4d747_row193_col3\" class=\"data row193 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row193_col4\" class=\"data row193 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row193\" class=\"row_heading level0 row193\" >taxi_ASC_no_auto_eatout_othdiscr_social</th>\n",
+       "      <td id=\"T_e7c3a_row193_col0\" class=\"data row193 col0\" >-0.571</td>\n",
+       "      <td id=\"T_e7c3a_row193_col1\" class=\"data row193 col1\" > 75.9</td>\n",
+       "      <td id=\"T_e7c3a_row193_col2\" class=\"data row193 col2\" >-0.01</td>\n",
+       "      <td id=\"T_e7c3a_row193_col3\" class=\"data row193 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row193_col4\" class=\"data row193 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row194\" class=\"row_heading level0 row194\" >taxi_ASC_no_auto_work</th>\n",
-       "      <td id=\"T_4d747_row194_col0\" class=\"data row194 col0\" > 3.94</td>\n",
-       "      <td id=\"T_4d747_row194_col1\" class=\"data row194 col1\" > 77.7</td>\n",
-       "      <td id=\"T_4d747_row194_col2\" class=\"data row194 col2\" > 0.05</td>\n",
-       "      <td id=\"T_4d747_row194_col3\" class=\"data row194 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row194_col4\" class=\"data row194 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row194\" class=\"row_heading level0 row194\" >taxi_ASC_no_auto_escort_othmaint_shopping</th>\n",
+       "      <td id=\"T_e7c3a_row194_col0\" class=\"data row194 col0\" > 1.45</td>\n",
+       "      <td id=\"T_e7c3a_row194_col1\" class=\"data row194 col1\" > 75.9</td>\n",
+       "      <td id=\"T_e7c3a_row194_col2\" class=\"data row194 col2\" > 0.02</td>\n",
+       "      <td id=\"T_e7c3a_row194_col3\" class=\"data row194 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row194_col4\" class=\"data row194 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row195\" class=\"row_heading level0 row195\" >tnc_shared_ASC_auto_deficient_atwork</th>\n",
-       "      <td id=\"T_4d747_row195_col0\" class=\"data row195 col0\" >-5.10</td>\n",
-       "      <td id=\"T_4d747_row195_col1\" class=\"data row195 col1\" > 0.397</td>\n",
-       "      <td id=\"T_4d747_row195_col2\" class=\"data row195 col2\" >-12.85</td>\n",
-       "      <td id=\"T_4d747_row195_col3\" class=\"data row195 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row195_col4\" class=\"data row195 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row195\" class=\"row_heading level0 row195\" >taxi_ASC_no_auto_school_univ</th>\n",
+       "      <td id=\"T_e7c3a_row195_col0\" class=\"data row195 col0\" >-7.00</td>\n",
+       "      <td id=\"T_e7c3a_row195_col1\" class=\"data row195 col1\" > 0.00</td>\n",
+       "      <td id=\"T_e7c3a_row195_col2\" class=\"data row195 col2\" > NA</td>\n",
+       "      <td id=\"T_e7c3a_row195_col3\" class=\"data row195 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row195_col4\" class=\"data row195 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row196\" class=\"row_heading level0 row196\" >tnc_shared_ASC_auto_deficient_eatout_othdiscr_social</th>\n",
-       "      <td id=\"T_4d747_row196_col0\" class=\"data row196 col0\" >-4.48</td>\n",
-       "      <td id=\"T_4d747_row196_col1\" class=\"data row196 col1\" > 0.814</td>\n",
-       "      <td id=\"T_4d747_row196_col2\" class=\"data row196 col2\" >-5.51</td>\n",
-       "      <td id=\"T_4d747_row196_col3\" class=\"data row196 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row196_col4\" class=\"data row196 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row196\" class=\"row_heading level0 row196\" >taxi_ASC_no_auto_work</th>\n",
+       "      <td id=\"T_e7c3a_row196_col0\" class=\"data row196 col0\" > 3.94</td>\n",
+       "      <td id=\"T_e7c3a_row196_col1\" class=\"data row196 col1\" > 75.9</td>\n",
+       "      <td id=\"T_e7c3a_row196_col2\" class=\"data row196 col2\" > 0.05</td>\n",
+       "      <td id=\"T_e7c3a_row196_col3\" class=\"data row196 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row196_col4\" class=\"data row196 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row197\" class=\"row_heading level0 row197\" >tnc_shared_ASC_auto_deficient_escort_othmaint_shopping</th>\n",
-       "      <td id=\"T_4d747_row197_col0\" class=\"data row197 col0\" >-1.38</td>\n",
-       "      <td id=\"T_4d747_row197_col1\" class=\"data row197 col1\" > 0.0981</td>\n",
-       "      <td id=\"T_4d747_row197_col2\" class=\"data row197 col2\" >-14.08</td>\n",
-       "      <td id=\"T_4d747_row197_col3\" class=\"data row197 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row197_col4\" class=\"data row197 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row197\" class=\"row_heading level0 row197\" >tnc_shared_ASC_auto_deficient_atwork</th>\n",
+       "      <td id=\"T_e7c3a_row197_col0\" class=\"data row197 col0\" >-5.17</td>\n",
+       "      <td id=\"T_e7c3a_row197_col1\" class=\"data row197 col1\" > 0.414</td>\n",
+       "      <td id=\"T_e7c3a_row197_col2\" class=\"data row197 col2\" >-12.49</td>\n",
+       "      <td id=\"T_e7c3a_row197_col3\" class=\"data row197 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row197_col4\" class=\"data row197 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row198\" class=\"row_heading level0 row198\" >tnc_shared_ASC_auto_deficient_school</th>\n",
-       "      <td id=\"T_4d747_row198_col0\" class=\"data row198 col0\" > 0.0328</td>\n",
-       "      <td id=\"T_4d747_row198_col1\" class=\"data row198 col1\" > 0.199</td>\n",
-       "      <td id=\"T_4d747_row198_col2\" class=\"data row198 col2\" > 0.17</td>\n",
-       "      <td id=\"T_4d747_row198_col3\" class=\"data row198 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row198_col4\" class=\"data row198 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row198\" class=\"row_heading level0 row198\" >tnc_shared_ASC_auto_deficient_eatout_othdiscr_social</th>\n",
+       "      <td id=\"T_e7c3a_row198_col0\" class=\"data row198 col0\" >-4.46</td>\n",
+       "      <td id=\"T_e7c3a_row198_col1\" class=\"data row198 col1\" > 0.900</td>\n",
+       "      <td id=\"T_e7c3a_row198_col2\" class=\"data row198 col2\" >-4.95</td>\n",
+       "      <td id=\"T_e7c3a_row198_col3\" class=\"data row198 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row198_col4\" class=\"data row198 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row199\" class=\"row_heading level0 row199\" >tnc_shared_ASC_auto_deficient_univ</th>\n",
-       "      <td id=\"T_4d747_row199_col0\" class=\"data row199 col0\" > 3.25</td>\n",
-       "      <td id=\"T_4d747_row199_col1\" class=\"data row199 col1\" > 1.81e-05</td>\n",
-       "      <td id=\"T_4d747_row199_col2\" class=\"data row199 col2\" > BIG</td>\n",
-       "      <td id=\"T_4d747_row199_col3\" class=\"data row199 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row199_col4\" class=\"data row199 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row199\" class=\"row_heading level0 row199\" >tnc_shared_ASC_auto_deficient_escort_othmaint_shopping</th>\n",
+       "      <td id=\"T_e7c3a_row199_col0\" class=\"data row199 col0\" >-1.24</td>\n",
+       "      <td id=\"T_e7c3a_row199_col1\" class=\"data row199 col1\" > 0.109</td>\n",
+       "      <td id=\"T_e7c3a_row199_col2\" class=\"data row199 col2\" >-11.36</td>\n",
+       "      <td id=\"T_e7c3a_row199_col3\" class=\"data row199 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row199_col4\" class=\"data row199 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row200\" class=\"row_heading level0 row200\" >tnc_shared_ASC_auto_deficient_work</th>\n",
-       "      <td id=\"T_4d747_row200_col0\" class=\"data row200 col0\" >-3.60</td>\n",
-       "      <td id=\"T_4d747_row200_col1\" class=\"data row200 col1\" > 0.218</td>\n",
-       "      <td id=\"T_4d747_row200_col2\" class=\"data row200 col2\" >-16.52</td>\n",
-       "      <td id=\"T_4d747_row200_col3\" class=\"data row200 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row200_col4\" class=\"data row200 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row200\" class=\"row_heading level0 row200\" >tnc_shared_ASC_auto_deficient_school</th>\n",
+       "      <td id=\"T_e7c3a_row200_col0\" class=\"data row200 col0\" > 0.283</td>\n",
+       "      <td id=\"T_e7c3a_row200_col1\" class=\"data row200 col1\" > 0.933</td>\n",
+       "      <td id=\"T_e7c3a_row200_col2\" class=\"data row200 col2\" > 0.30</td>\n",
+       "      <td id=\"T_e7c3a_row200_col3\" class=\"data row200 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row200_col4\" class=\"data row200 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row201\" class=\"row_heading level0 row201\" >tnc_shared_ASC_auto_sufficient_atwork</th>\n",
-       "      <td id=\"T_4d747_row201_col0\" class=\"data row201 col0\" >-4.09</td>\n",
-       "      <td id=\"T_4d747_row201_col1\" class=\"data row201 col1\" > 0.166</td>\n",
-       "      <td id=\"T_4d747_row201_col2\" class=\"data row201 col2\" >-24.61</td>\n",
-       "      <td id=\"T_4d747_row201_col3\" class=\"data row201 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row201_col4\" class=\"data row201 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row201\" class=\"row_heading level0 row201\" >tnc_shared_ASC_auto_deficient_univ</th>\n",
+       "      <td id=\"T_e7c3a_row201_col0\" class=\"data row201 col0\" > 3.25</td>\n",
+       "      <td id=\"T_e7c3a_row201_col1\" class=\"data row201 col1\" > 1.25e-05</td>\n",
+       "      <td id=\"T_e7c3a_row201_col2\" class=\"data row201 col2\" > BIG</td>\n",
+       "      <td id=\"T_e7c3a_row201_col3\" class=\"data row201 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row201_col4\" class=\"data row201 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row202\" class=\"row_heading level0 row202\" >tnc_shared_ASC_auto_sufficient_eatout_othdiscr_social</th>\n",
-       "      <td id=\"T_4d747_row202_col0\" class=\"data row202 col0\" >-4.53</td>\n",
-       "      <td id=\"T_4d747_row202_col1\" class=\"data row202 col1\" > 0.201</td>\n",
-       "      <td id=\"T_4d747_row202_col2\" class=\"data row202 col2\" >-22.49</td>\n",
-       "      <td id=\"T_4d747_row202_col3\" class=\"data row202 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row202_col4\" class=\"data row202 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row202\" class=\"row_heading level0 row202\" >tnc_shared_ASC_auto_deficient_work</th>\n",
+       "      <td id=\"T_e7c3a_row202_col0\" class=\"data row202 col0\" >-3.40</td>\n",
+       "      <td id=\"T_e7c3a_row202_col1\" class=\"data row202 col1\" > 0.214</td>\n",
+       "      <td id=\"T_e7c3a_row202_col2\" class=\"data row202 col2\" >-15.89</td>\n",
+       "      <td id=\"T_e7c3a_row202_col3\" class=\"data row202 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row202_col4\" class=\"data row202 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row203\" class=\"row_heading level0 row203\" >tnc_shared_ASC_auto_sufficient_escort_othmaint_shopping</th>\n",
-       "      <td id=\"T_4d747_row203_col0\" class=\"data row203 col0\" >-3.38</td>\n",
-       "      <td id=\"T_4d747_row203_col1\" class=\"data row203 col1\" > 0.0779</td>\n",
-       "      <td id=\"T_4d747_row203_col2\" class=\"data row203 col2\" >-43.43</td>\n",
-       "      <td id=\"T_4d747_row203_col3\" class=\"data row203 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row203_col4\" class=\"data row203 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row203\" class=\"row_heading level0 row203\" >tnc_shared_ASC_auto_sufficient_atwork</th>\n",
+       "      <td id=\"T_e7c3a_row203_col0\" class=\"data row203 col0\" >-4.08</td>\n",
+       "      <td id=\"T_e7c3a_row203_col1\" class=\"data row203 col1\" > 0.166</td>\n",
+       "      <td id=\"T_e7c3a_row203_col2\" class=\"data row203 col2\" >-24.64</td>\n",
+       "      <td id=\"T_e7c3a_row203_col3\" class=\"data row203 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row203_col4\" class=\"data row203 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row204\" class=\"row_heading level0 row204\" >tnc_shared_ASC_auto_sufficient_school</th>\n",
-       "      <td id=\"T_4d747_row204_col0\" class=\"data row204 col0\" >-4.04</td>\n",
-       "      <td id=\"T_4d747_row204_col1\" class=\"data row204 col1\" > 0.158</td>\n",
-       "      <td id=\"T_4d747_row204_col2\" class=\"data row204 col2\" >-25.50</td>\n",
-       "      <td id=\"T_4d747_row204_col3\" class=\"data row204 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row204_col4\" class=\"data row204 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row204\" class=\"row_heading level0 row204\" >tnc_shared_ASC_auto_sufficient_eatout_othdiscr_social</th>\n",
+       "      <td id=\"T_e7c3a_row204_col0\" class=\"data row204 col0\" >-4.32</td>\n",
+       "      <td id=\"T_e7c3a_row204_col1\" class=\"data row204 col1\" > 0.199</td>\n",
+       "      <td id=\"T_e7c3a_row204_col2\" class=\"data row204 col2\" >-21.67</td>\n",
+       "      <td id=\"T_e7c3a_row204_col3\" class=\"data row204 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row204_col4\" class=\"data row204 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row205\" class=\"row_heading level0 row205\" >tnc_shared_ASC_auto_sufficient_univ</th>\n",
-       "      <td id=\"T_4d747_row205_col0\" class=\"data row205 col0\" >-0.907</td>\n",
-       "      <td id=\"T_4d747_row205_col1\" class=\"data row205 col1\" > NA</td>\n",
-       "      <td id=\"T_4d747_row205_col2\" class=\"data row205 col2\" > NA</td>\n",
-       "      <td id=\"T_4d747_row205_col3\" class=\"data row205 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row205_col4\" class=\"data row205 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row205\" class=\"row_heading level0 row205\" >tnc_shared_ASC_auto_sufficient_escort_othmaint_shopping</th>\n",
+       "      <td id=\"T_e7c3a_row205_col0\" class=\"data row205 col0\" >-3.29</td>\n",
+       "      <td id=\"T_e7c3a_row205_col1\" class=\"data row205 col1\" > 0.0920</td>\n",
+       "      <td id=\"T_e7c3a_row205_col2\" class=\"data row205 col2\" >-35.76</td>\n",
+       "      <td id=\"T_e7c3a_row205_col3\" class=\"data row205 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row205_col4\" class=\"data row205 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row206\" class=\"row_heading level0 row206\" >tnc_shared_ASC_auto_sufficient_work</th>\n",
-       "      <td id=\"T_4d747_row206_col0\" class=\"data row206 col0\" >-6.73</td>\n",
-       "      <td id=\"T_4d747_row206_col1\" class=\"data row206 col1\" > 0.417</td>\n",
-       "      <td id=\"T_4d747_row206_col2\" class=\"data row206 col2\" >-16.13</td>\n",
-       "      <td id=\"T_4d747_row206_col3\" class=\"data row206 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row206_col4\" class=\"data row206 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row206\" class=\"row_heading level0 row206\" >tnc_shared_ASC_auto_sufficient_school</th>\n",
+       "      <td id=\"T_e7c3a_row206_col0\" class=\"data row206 col0\" >-3.62</td>\n",
+       "      <td id=\"T_e7c3a_row206_col1\" class=\"data row206 col1\" > 0.927</td>\n",
+       "      <td id=\"T_e7c3a_row206_col2\" class=\"data row206 col2\" >-3.91</td>\n",
+       "      <td id=\"T_e7c3a_row206_col3\" class=\"data row206 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row206_col4\" class=\"data row206 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row207\" class=\"row_heading level0 row207\" >tnc_shared_ASC_no_auto_atwork</th>\n",
-       "      <td id=\"T_4d747_row207_col0\" class=\"data row207 col0\" > 3.04</td>\n",
-       "      <td id=\"T_4d747_row207_col1\" class=\"data row207 col1\" > 77.7</td>\n",
-       "      <td id=\"T_4d747_row207_col2\" class=\"data row207 col2\" > 0.04</td>\n",
-       "      <td id=\"T_4d747_row207_col3\" class=\"data row207 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row207_col4\" class=\"data row207 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row207\" class=\"row_heading level0 row207\" >tnc_shared_ASC_auto_sufficient_univ</th>\n",
+       "      <td id=\"T_e7c3a_row207_col0\" class=\"data row207 col0\" >-0.907</td>\n",
+       "      <td id=\"T_e7c3a_row207_col1\" class=\"data row207 col1\" > NA</td>\n",
+       "      <td id=\"T_e7c3a_row207_col2\" class=\"data row207 col2\" > NA</td>\n",
+       "      <td id=\"T_e7c3a_row207_col3\" class=\"data row207 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row207_col4\" class=\"data row207 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row208\" class=\"row_heading level0 row208\" >tnc_shared_ASC_no_auto_eatout_othdiscr_social</th>\n",
-       "      <td id=\"T_4d747_row208_col0\" class=\"data row208 col0\" >-0.0561</td>\n",
-       "      <td id=\"T_4d747_row208_col1\" class=\"data row208 col1\" > 77.7</td>\n",
-       "      <td id=\"T_4d747_row208_col2\" class=\"data row208 col2\" >-0.00</td>\n",
-       "      <td id=\"T_4d747_row208_col3\" class=\"data row208 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row208_col4\" class=\"data row208 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row208\" class=\"row_heading level0 row208\" >tnc_shared_ASC_auto_sufficient_work</th>\n",
+       "      <td id=\"T_e7c3a_row208_col0\" class=\"data row208 col0\" >-6.48</td>\n",
+       "      <td id=\"T_e7c3a_row208_col1\" class=\"data row208 col1\" > 0.411</td>\n",
+       "      <td id=\"T_e7c3a_row208_col2\" class=\"data row208 col2\" >-15.77</td>\n",
+       "      <td id=\"T_e7c3a_row208_col3\" class=\"data row208 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row208_col4\" class=\"data row208 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row209\" class=\"row_heading level0 row209\" >tnc_shared_ASC_no_auto_escort_othmaint_shopping</th>\n",
-       "      <td id=\"T_4d747_row209_col0\" class=\"data row209 col0\" > 0.675</td>\n",
-       "      <td id=\"T_4d747_row209_col1\" class=\"data row209 col1\" > 77.7</td>\n",
-       "      <td id=\"T_4d747_row209_col2\" class=\"data row209 col2\" > 0.01</td>\n",
-       "      <td id=\"T_4d747_row209_col3\" class=\"data row209 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row209_col4\" class=\"data row209 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row209\" class=\"row_heading level0 row209\" >tnc_shared_ASC_no_auto_atwork</th>\n",
+       "      <td id=\"T_e7c3a_row209_col0\" class=\"data row209 col0\" > 3.06</td>\n",
+       "      <td id=\"T_e7c3a_row209_col1\" class=\"data row209 col1\" > 75.9</td>\n",
+       "      <td id=\"T_e7c3a_row209_col2\" class=\"data row209 col2\" > 0.04</td>\n",
+       "      <td id=\"T_e7c3a_row209_col3\" class=\"data row209 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row209_col4\" class=\"data row209 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row210\" class=\"row_heading level0 row210\" >tnc_shared_ASC_no_auto_school</th>\n",
-       "      <td id=\"T_4d747_row210_col0\" class=\"data row210 col0\" >-7.00</td>\n",
-       "      <td id=\"T_4d747_row210_col1\" class=\"data row210 col1\" > 0.00</td>\n",
-       "      <td id=\"T_4d747_row210_col2\" class=\"data row210 col2\" > NA</td>\n",
-       "      <td id=\"T_4d747_row210_col3\" class=\"data row210 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row210_col4\" class=\"data row210 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row210\" class=\"row_heading level0 row210\" >tnc_shared_ASC_no_auto_eatout_othdiscr_social</th>\n",
+       "      <td id=\"T_e7c3a_row210_col0\" class=\"data row210 col0\" >-0.0803</td>\n",
+       "      <td id=\"T_e7c3a_row210_col1\" class=\"data row210 col1\" > 75.9</td>\n",
+       "      <td id=\"T_e7c3a_row210_col2\" class=\"data row210 col2\" >-0.00</td>\n",
+       "      <td id=\"T_e7c3a_row210_col3\" class=\"data row210 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row210_col4\" class=\"data row210 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row211\" class=\"row_heading level0 row211\" >tnc_shared_ASC_no_auto_univ</th>\n",
-       "      <td id=\"T_4d747_row211_col0\" class=\"data row211 col0\" >-5.81</td>\n",
-       "      <td id=\"T_4d747_row211_col1\" class=\"data row211 col1\" > NA</td>\n",
-       "      <td id=\"T_4d747_row211_col2\" class=\"data row211 col2\" > NA</td>\n",
-       "      <td id=\"T_4d747_row211_col3\" class=\"data row211 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row211_col4\" class=\"data row211 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row211\" class=\"row_heading level0 row211\" >tnc_shared_ASC_no_auto_escort_othmaint_shopping</th>\n",
+       "      <td id=\"T_e7c3a_row211_col0\" class=\"data row211 col0\" > 0.685</td>\n",
+       "      <td id=\"T_e7c3a_row211_col1\" class=\"data row211 col1\" > 75.9</td>\n",
+       "      <td id=\"T_e7c3a_row211_col2\" class=\"data row211 col2\" > 0.01</td>\n",
+       "      <td id=\"T_e7c3a_row211_col3\" class=\"data row211 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row211_col4\" class=\"data row211 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row212\" class=\"row_heading level0 row212\" >tnc_shared_ASC_no_auto_work</th>\n",
-       "      <td id=\"T_4d747_row212_col0\" class=\"data row212 col0\" > 2.26</td>\n",
-       "      <td id=\"T_4d747_row212_col1\" class=\"data row212 col1\" > 77.7</td>\n",
-       "      <td id=\"T_4d747_row212_col2\" class=\"data row212 col2\" > 0.03</td>\n",
-       "      <td id=\"T_4d747_row212_col3\" class=\"data row212 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row212_col4\" class=\"data row212 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row212\" class=\"row_heading level0 row212\" >tnc_shared_ASC_no_auto_school</th>\n",
+       "      <td id=\"T_e7c3a_row212_col0\" class=\"data row212 col0\" >-7.00</td>\n",
+       "      <td id=\"T_e7c3a_row212_col1\" class=\"data row212 col1\" > 0.00</td>\n",
+       "      <td id=\"T_e7c3a_row212_col2\" class=\"data row212 col2\" > NA</td>\n",
+       "      <td id=\"T_e7c3a_row212_col3\" class=\"data row212 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row212_col4\" class=\"data row212 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row213\" class=\"row_heading level0 row213\" >tnc_single_ASC_auto_deficient_atwork</th>\n",
-       "      <td id=\"T_4d747_row213_col0\" class=\"data row213 col0\" >-4.20</td>\n",
-       "      <td id=\"T_4d747_row213_col1\" class=\"data row213 col1\" > 0.308</td>\n",
-       "      <td id=\"T_4d747_row213_col2\" class=\"data row213 col2\" >-13.65</td>\n",
-       "      <td id=\"T_4d747_row213_col3\" class=\"data row213 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row213_col4\" class=\"data row213 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row213\" class=\"row_heading level0 row213\" >tnc_shared_ASC_no_auto_univ</th>\n",
+       "      <td id=\"T_e7c3a_row213_col0\" class=\"data row213 col0\" >-5.81</td>\n",
+       "      <td id=\"T_e7c3a_row213_col1\" class=\"data row213 col1\" > NA</td>\n",
+       "      <td id=\"T_e7c3a_row213_col2\" class=\"data row213 col2\" > NA</td>\n",
+       "      <td id=\"T_e7c3a_row213_col3\" class=\"data row213 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row213_col4\" class=\"data row213 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row214\" class=\"row_heading level0 row214\" >tnc_single_ASC_auto_deficient_eatout_othdiscr_social</th>\n",
-       "      <td id=\"T_4d747_row214_col0\" class=\"data row214 col0\" >-3.40</td>\n",
-       "      <td id=\"T_4d747_row214_col1\" class=\"data row214 col1\" > 0.433</td>\n",
-       "      <td id=\"T_4d747_row214_col2\" class=\"data row214 col2\" >-7.84</td>\n",
-       "      <td id=\"T_4d747_row214_col3\" class=\"data row214 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row214_col4\" class=\"data row214 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row214\" class=\"row_heading level0 row214\" >tnc_shared_ASC_no_auto_work</th>\n",
+       "      <td id=\"T_e7c3a_row214_col0\" class=\"data row214 col0\" > 2.23</td>\n",
+       "      <td id=\"T_e7c3a_row214_col1\" class=\"data row214 col1\" > 75.9</td>\n",
+       "      <td id=\"T_e7c3a_row214_col2\" class=\"data row214 col2\" > 0.03</td>\n",
+       "      <td id=\"T_e7c3a_row214_col3\" class=\"data row214 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row214_col4\" class=\"data row214 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row215\" class=\"row_heading level0 row215\" >tnc_single_ASC_auto_deficient_escort_othmaint_shopping</th>\n",
-       "      <td id=\"T_4d747_row215_col0\" class=\"data row215 col0\" >-0.493</td>\n",
-       "      <td id=\"T_4d747_row215_col1\" class=\"data row215 col1\" > 0.0900</td>\n",
-       "      <td id=\"T_4d747_row215_col2\" class=\"data row215 col2\" >-5.48</td>\n",
-       "      <td id=\"T_4d747_row215_col3\" class=\"data row215 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row215_col4\" class=\"data row215 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row215\" class=\"row_heading level0 row215\" >tnc_single_ASC_auto_deficient_atwork</th>\n",
+       "      <td id=\"T_e7c3a_row215_col0\" class=\"data row215 col0\" >-4.24</td>\n",
+       "      <td id=\"T_e7c3a_row215_col1\" class=\"data row215 col1\" > 0.319</td>\n",
+       "      <td id=\"T_e7c3a_row215_col2\" class=\"data row215 col2\" >-13.29</td>\n",
+       "      <td id=\"T_e7c3a_row215_col3\" class=\"data row215 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row215_col4\" class=\"data row215 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row216\" class=\"row_heading level0 row216\" >tnc_single_ASC_auto_deficient_school</th>\n",
-       "      <td id=\"T_4d747_row216_col0\" class=\"data row216 col0\" >-0.235</td>\n",
-       "      <td id=\"T_4d747_row216_col1\" class=\"data row216 col1\" > 0.239</td>\n",
-       "      <td id=\"T_4d747_row216_col2\" class=\"data row216 col2\" >-0.98</td>\n",
-       "      <td id=\"T_4d747_row216_col3\" class=\"data row216 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row216_col4\" class=\"data row216 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row216\" class=\"row_heading level0 row216\" >tnc_single_ASC_auto_deficient_eatout_othdiscr_social</th>\n",
+       "      <td id=\"T_e7c3a_row216_col0\" class=\"data row216 col0\" >-3.27</td>\n",
+       "      <td id=\"T_e7c3a_row216_col1\" class=\"data row216 col1\" > 0.436</td>\n",
+       "      <td id=\"T_e7c3a_row216_col2\" class=\"data row216 col2\" >-7.50</td>\n",
+       "      <td id=\"T_e7c3a_row216_col3\" class=\"data row216 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row216_col4\" class=\"data row216 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row217\" class=\"row_heading level0 row217\" >tnc_single_ASC_auto_deficient_univ</th>\n",
-       "      <td id=\"T_4d747_row217_col0\" class=\"data row217 col0\" > 1.02</td>\n",
-       "      <td id=\"T_4d747_row217_col1\" class=\"data row217 col1\" > NA</td>\n",
-       "      <td id=\"T_4d747_row217_col2\" class=\"data row217 col2\" > NA</td>\n",
-       "      <td id=\"T_4d747_row217_col3\" class=\"data row217 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row217_col4\" class=\"data row217 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row217\" class=\"row_heading level0 row217\" >tnc_single_ASC_auto_deficient_escort_othmaint_shopping</th>\n",
+       "      <td id=\"T_e7c3a_row217_col0\" class=\"data row217 col0\" >-0.340</td>\n",
+       "      <td id=\"T_e7c3a_row217_col1\" class=\"data row217 col1\" > 0.102</td>\n",
+       "      <td id=\"T_e7c3a_row217_col2\" class=\"data row217 col2\" >-3.34</td>\n",
+       "      <td id=\"T_e7c3a_row217_col3\" class=\"data row217 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row217_col4\" class=\"data row217 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row218\" class=\"row_heading level0 row218\" >tnc_single_ASC_auto_deficient_work</th>\n",
-       "      <td id=\"T_4d747_row218_col0\" class=\"data row218 col0\" >-1.42</td>\n",
-       "      <td id=\"T_4d747_row218_col1\" class=\"data row218 col1\" > 0.106</td>\n",
-       "      <td id=\"T_4d747_row218_col2\" class=\"data row218 col2\" >-13.40</td>\n",
-       "      <td id=\"T_4d747_row218_col3\" class=\"data row218 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row218_col4\" class=\"data row218 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row218\" class=\"row_heading level0 row218\" >tnc_single_ASC_auto_deficient_school</th>\n",
+       "      <td id=\"T_e7c3a_row218_col0\" class=\"data row218 col0\" >-0.0137</td>\n",
+       "      <td id=\"T_e7c3a_row218_col1\" class=\"data row218 col1\" > 0.943</td>\n",
+       "      <td id=\"T_e7c3a_row218_col2\" class=\"data row218 col2\" >-0.01</td>\n",
+       "      <td id=\"T_e7c3a_row218_col3\" class=\"data row218 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row218_col4\" class=\"data row218 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row219\" class=\"row_heading level0 row219\" >tnc_single_ASC_auto_sufficient_atwork</th>\n",
-       "      <td id=\"T_4d747_row219_col0\" class=\"data row219 col0\" >-3.14</td>\n",
-       "      <td id=\"T_4d747_row219_col1\" class=\"data row219 col1\" > 0.126</td>\n",
-       "      <td id=\"T_4d747_row219_col2\" class=\"data row219 col2\" >-25.00</td>\n",
-       "      <td id=\"T_4d747_row219_col3\" class=\"data row219 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row219_col4\" class=\"data row219 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row219\" class=\"row_heading level0 row219\" >tnc_single_ASC_auto_deficient_univ</th>\n",
+       "      <td id=\"T_e7c3a_row219_col0\" class=\"data row219 col0\" > 1.02</td>\n",
+       "      <td id=\"T_e7c3a_row219_col1\" class=\"data row219 col1\" > NA</td>\n",
+       "      <td id=\"T_e7c3a_row219_col2\" class=\"data row219 col2\" > NA</td>\n",
+       "      <td id=\"T_e7c3a_row219_col3\" class=\"data row219 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row219_col4\" class=\"data row219 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row220\" class=\"row_heading level0 row220\" >tnc_single_ASC_auto_sufficient_eatout_othdiscr_social</th>\n",
-       "      <td id=\"T_4d747_row220_col0\" class=\"data row220 col0\" >-3.44</td>\n",
-       "      <td id=\"T_4d747_row220_col1\" class=\"data row220 col1\" > 0.147</td>\n",
-       "      <td id=\"T_4d747_row220_col2\" class=\"data row220 col2\" >-23.37</td>\n",
-       "      <td id=\"T_4d747_row220_col3\" class=\"data row220 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row220_col4\" class=\"data row220 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row220\" class=\"row_heading level0 row220\" >tnc_single_ASC_auto_deficient_work</th>\n",
+       "      <td id=\"T_e7c3a_row220_col0\" class=\"data row220 col0\" >-1.30</td>\n",
+       "      <td id=\"T_e7c3a_row220_col1\" class=\"data row220 col1\" > 0.115</td>\n",
+       "      <td id=\"T_e7c3a_row220_col2\" class=\"data row220 col2\" >-11.28</td>\n",
+       "      <td id=\"T_e7c3a_row220_col3\" class=\"data row220 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row220_col4\" class=\"data row220 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row221\" class=\"row_heading level0 row221\" >tnc_single_ASC_auto_sufficient_escort_othmaint_shopping</th>\n",
-       "      <td id=\"T_4d747_row221_col0\" class=\"data row221 col0\" >-2.31</td>\n",
-       "      <td id=\"T_4d747_row221_col1\" class=\"data row221 col1\" > 0.0677</td>\n",
-       "      <td id=\"T_4d747_row221_col2\" class=\"data row221 col2\" >-34.09</td>\n",
-       "      <td id=\"T_4d747_row221_col3\" class=\"data row221 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row221_col4\" class=\"data row221 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row221\" class=\"row_heading level0 row221\" >tnc_single_ASC_auto_sufficient_atwork</th>\n",
+       "      <td id=\"T_e7c3a_row221_col0\" class=\"data row221 col0\" >-3.14</td>\n",
+       "      <td id=\"T_e7c3a_row221_col1\" class=\"data row221 col1\" > 0.126</td>\n",
+       "      <td id=\"T_e7c3a_row221_col2\" class=\"data row221 col2\" >-25.00</td>\n",
+       "      <td id=\"T_e7c3a_row221_col3\" class=\"data row221 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row221_col4\" class=\"data row221 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row222\" class=\"row_heading level0 row222\" >tnc_single_ASC_auto_sufficient_school</th>\n",
-       "      <td id=\"T_4d747_row222_col0\" class=\"data row222 col0\" >-2.47</td>\n",
-       "      <td id=\"T_4d747_row222_col1\" class=\"data row222 col1\" > 0.110</td>\n",
-       "      <td id=\"T_4d747_row222_col2\" class=\"data row222 col2\" >-22.48</td>\n",
-       "      <td id=\"T_4d747_row222_col3\" class=\"data row222 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row222_col4\" class=\"data row222 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row222\" class=\"row_heading level0 row222\" >tnc_single_ASC_auto_sufficient_eatout_othdiscr_social</th>\n",
+       "      <td id=\"T_e7c3a_row222_col0\" class=\"data row222 col0\" >-3.26</td>\n",
+       "      <td id=\"T_e7c3a_row222_col1\" class=\"data row222 col1\" > 0.149</td>\n",
+       "      <td id=\"T_e7c3a_row222_col2\" class=\"data row222 col2\" >-21.84</td>\n",
+       "      <td id=\"T_e7c3a_row222_col3\" class=\"data row222 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row222_col4\" class=\"data row222 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row223\" class=\"row_heading level0 row223\" >tnc_single_ASC_auto_sufficient_univ</th>\n",
-       "      <td id=\"T_4d747_row223_col0\" class=\"data row223 col0\" > 0.209</td>\n",
-       "      <td id=\"T_4d747_row223_col1\" class=\"data row223 col1\" > 1.24e-05</td>\n",
-       "      <td id=\"T_4d747_row223_col2\" class=\"data row223 col2\" > BIG</td>\n",
-       "      <td id=\"T_4d747_row223_col3\" class=\"data row223 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row223_col4\" class=\"data row223 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row223\" class=\"row_heading level0 row223\" >tnc_single_ASC_auto_sufficient_escort_othmaint_shopping</th>\n",
+       "      <td id=\"T_e7c3a_row223_col0\" class=\"data row223 col0\" >-2.20</td>\n",
+       "      <td id=\"T_e7c3a_row223_col1\" class=\"data row223 col1\" > 0.0833</td>\n",
+       "      <td id=\"T_e7c3a_row223_col2\" class=\"data row223 col2\" >-26.43</td>\n",
+       "      <td id=\"T_e7c3a_row223_col3\" class=\"data row223 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row223_col4\" class=\"data row223 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row224\" class=\"row_heading level0 row224\" >tnc_single_ASC_auto_sufficient_work</th>\n",
-       "      <td id=\"T_4d747_row224_col0\" class=\"data row224 col0\" >-4.30</td>\n",
-       "      <td id=\"T_4d747_row224_col1\" class=\"data row224 col1\" > 0.174</td>\n",
-       "      <td id=\"T_4d747_row224_col2\" class=\"data row224 col2\" >-24.71</td>\n",
-       "      <td id=\"T_4d747_row224_col3\" class=\"data row224 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row224_col4\" class=\"data row224 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row224\" class=\"row_heading level0 row224\" >tnc_single_ASC_auto_sufficient_school</th>\n",
+       "      <td id=\"T_e7c3a_row224_col0\" class=\"data row224 col0\" >-2.07</td>\n",
+       "      <td id=\"T_e7c3a_row224_col1\" class=\"data row224 col1\" > 0.920</td>\n",
+       "      <td id=\"T_e7c3a_row224_col2\" class=\"data row224 col2\" >-2.25</td>\n",
+       "      <td id=\"T_e7c3a_row224_col3\" class=\"data row224 col3\" >*</td>\n",
+       "      <td id=\"T_e7c3a_row224_col4\" class=\"data row224 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row225\" class=\"row_heading level0 row225\" >tnc_single_ASC_no_auto_atwork</th>\n",
-       "      <td id=\"T_4d747_row225_col0\" class=\"data row225 col0\" > 4.25</td>\n",
-       "      <td id=\"T_4d747_row225_col1\" class=\"data row225 col1\" > 77.7</td>\n",
-       "      <td id=\"T_4d747_row225_col2\" class=\"data row225 col2\" > 0.05</td>\n",
-       "      <td id=\"T_4d747_row225_col3\" class=\"data row225 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row225_col4\" class=\"data row225 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row225\" class=\"row_heading level0 row225\" >tnc_single_ASC_auto_sufficient_univ</th>\n",
+       "      <td id=\"T_e7c3a_row225_col0\" class=\"data row225 col0\" > 0.209</td>\n",
+       "      <td id=\"T_e7c3a_row225_col1\" class=\"data row225 col1\" > 5.09e-06</td>\n",
+       "      <td id=\"T_e7c3a_row225_col2\" class=\"data row225 col2\" > BIG</td>\n",
+       "      <td id=\"T_e7c3a_row225_col3\" class=\"data row225 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row225_col4\" class=\"data row225 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row226\" class=\"row_heading level0 row226\" >tnc_single_ASC_no_auto_eatout_othdiscr_social</th>\n",
-       "      <td id=\"T_4d747_row226_col0\" class=\"data row226 col0\" > 0.988</td>\n",
-       "      <td id=\"T_4d747_row226_col1\" class=\"data row226 col1\" > 77.7</td>\n",
-       "      <td id=\"T_4d747_row226_col2\" class=\"data row226 col2\" > 0.01</td>\n",
-       "      <td id=\"T_4d747_row226_col3\" class=\"data row226 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row226_col4\" class=\"data row226 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row226\" class=\"row_heading level0 row226\" >tnc_single_ASC_auto_sufficient_work</th>\n",
+       "      <td id=\"T_e7c3a_row226_col0\" class=\"data row226 col0\" >-4.24</td>\n",
+       "      <td id=\"T_e7c3a_row226_col1\" class=\"data row226 col1\" > 0.182</td>\n",
+       "      <td id=\"T_e7c3a_row226_col2\" class=\"data row226 col2\" >-23.29</td>\n",
+       "      <td id=\"T_e7c3a_row226_col3\" class=\"data row226 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row226_col4\" class=\"data row226 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row227\" class=\"row_heading level0 row227\" >tnc_single_ASC_no_auto_escort_othmaint_shopping</th>\n",
-       "      <td id=\"T_4d747_row227_col0\" class=\"data row227 col0\" > 1.61</td>\n",
-       "      <td id=\"T_4d747_row227_col1\" class=\"data row227 col1\" > 77.7</td>\n",
-       "      <td id=\"T_4d747_row227_col2\" class=\"data row227 col2\" > 0.02</td>\n",
-       "      <td id=\"T_4d747_row227_col3\" class=\"data row227 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row227_col4\" class=\"data row227 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row227\" class=\"row_heading level0 row227\" >tnc_single_ASC_no_auto_atwork</th>\n",
+       "      <td id=\"T_e7c3a_row227_col0\" class=\"data row227 col0\" > 4.26</td>\n",
+       "      <td id=\"T_e7c3a_row227_col1\" class=\"data row227 col1\" > 75.9</td>\n",
+       "      <td id=\"T_e7c3a_row227_col2\" class=\"data row227 col2\" > 0.06</td>\n",
+       "      <td id=\"T_e7c3a_row227_col3\" class=\"data row227 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row227_col4\" class=\"data row227 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row228\" class=\"row_heading level0 row228\" >tnc_single_ASC_no_auto_school</th>\n",
-       "      <td id=\"T_4d747_row228_col0\" class=\"data row228 col0\" >-7.00</td>\n",
-       "      <td id=\"T_4d747_row228_col1\" class=\"data row228 col1\" > 0.00</td>\n",
-       "      <td id=\"T_4d747_row228_col2\" class=\"data row228 col2\" > NA</td>\n",
-       "      <td id=\"T_4d747_row228_col3\" class=\"data row228 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row228_col4\" class=\"data row228 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row228\" class=\"row_heading level0 row228\" >tnc_single_ASC_no_auto_eatout_othdiscr_social</th>\n",
+       "      <td id=\"T_e7c3a_row228_col0\" class=\"data row228 col0\" > 0.982</td>\n",
+       "      <td id=\"T_e7c3a_row228_col1\" class=\"data row228 col1\" > 75.9</td>\n",
+       "      <td id=\"T_e7c3a_row228_col2\" class=\"data row228 col2\" > 0.01</td>\n",
+       "      <td id=\"T_e7c3a_row228_col3\" class=\"data row228 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row228_col4\" class=\"data row228 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row229\" class=\"row_heading level0 row229\" >tnc_single_ASC_no_auto_univ</th>\n",
-       "      <td id=\"T_4d747_row229_col0\" class=\"data row229 col0\" >-2.52</td>\n",
-       "      <td id=\"T_4d747_row229_col1\" class=\"data row229 col1\" > 1.04e-05</td>\n",
-       "      <td id=\"T_4d747_row229_col2\" class=\"data row229 col2\" >-BIG</td>\n",
-       "      <td id=\"T_4d747_row229_col3\" class=\"data row229 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row229_col4\" class=\"data row229 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row229\" class=\"row_heading level0 row229\" >tnc_single_ASC_no_auto_escort_othmaint_shopping</th>\n",
+       "      <td id=\"T_e7c3a_row229_col0\" class=\"data row229 col0\" > 1.60</td>\n",
+       "      <td id=\"T_e7c3a_row229_col1\" class=\"data row229 col1\" > 75.9</td>\n",
+       "      <td id=\"T_e7c3a_row229_col2\" class=\"data row229 col2\" > 0.02</td>\n",
+       "      <td id=\"T_e7c3a_row229_col3\" class=\"data row229 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row229_col4\" class=\"data row229 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row230\" class=\"row_heading level0 row230\" >tnc_single_ASC_no_auto_work</th>\n",
-       "      <td id=\"T_4d747_row230_col0\" class=\"data row230 col0\" > 5.36</td>\n",
-       "      <td id=\"T_4d747_row230_col1\" class=\"data row230 col1\" > 77.7</td>\n",
-       "      <td id=\"T_4d747_row230_col2\" class=\"data row230 col2\" > 0.07</td>\n",
-       "      <td id=\"T_4d747_row230_col3\" class=\"data row230 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row230_col4\" class=\"data row230 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row230\" class=\"row_heading level0 row230\" >tnc_single_ASC_no_auto_school</th>\n",
+       "      <td id=\"T_e7c3a_row230_col0\" class=\"data row230 col0\" >-7.00</td>\n",
+       "      <td id=\"T_e7c3a_row230_col1\" class=\"data row230 col1\" > 0.00</td>\n",
+       "      <td id=\"T_e7c3a_row230_col2\" class=\"data row230 col2\" > NA</td>\n",
+       "      <td id=\"T_e7c3a_row230_col3\" class=\"data row230 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row230_col4\" class=\"data row230 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row231\" class=\"row_heading level0 row231\" >walk_ASC_auto_deficient_atwork</th>\n",
-       "      <td id=\"T_4d747_row231_col0\" class=\"data row231 col0\" > 0.179</td>\n",
-       "      <td id=\"T_4d747_row231_col1\" class=\"data row231 col1\" > 0.125</td>\n",
-       "      <td id=\"T_4d747_row231_col2\" class=\"data row231 col2\" > 1.44</td>\n",
-       "      <td id=\"T_4d747_row231_col3\" class=\"data row231 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row231_col4\" class=\"data row231 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row231\" class=\"row_heading level0 row231\" >tnc_single_ASC_no_auto_univ</th>\n",
+       "      <td id=\"T_e7c3a_row231_col0\" class=\"data row231 col0\" >-2.52</td>\n",
+       "      <td id=\"T_e7c3a_row231_col1\" class=\"data row231 col1\" > NA</td>\n",
+       "      <td id=\"T_e7c3a_row231_col2\" class=\"data row231 col2\" > NA</td>\n",
+       "      <td id=\"T_e7c3a_row231_col3\" class=\"data row231 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row231_col4\" class=\"data row231 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row232\" class=\"row_heading level0 row232\" >walk_ASC_auto_deficient_eatout</th>\n",
-       "      <td id=\"T_4d747_row232_col0\" class=\"data row232 col0\" > 1.97</td>\n",
-       "      <td id=\"T_4d747_row232_col1\" class=\"data row232 col1\" > 0.189</td>\n",
-       "      <td id=\"T_4d747_row232_col2\" class=\"data row232 col2\" > 10.38</td>\n",
-       "      <td id=\"T_4d747_row232_col3\" class=\"data row232 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row232_col4\" class=\"data row232 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row232\" class=\"row_heading level0 row232\" >tnc_single_ASC_no_auto_work</th>\n",
+       "      <td id=\"T_e7c3a_row232_col0\" class=\"data row232 col0\" > 5.31</td>\n",
+       "      <td id=\"T_e7c3a_row232_col1\" class=\"data row232 col1\" > 75.9</td>\n",
+       "      <td id=\"T_e7c3a_row232_col2\" class=\"data row232 col2\" > 0.07</td>\n",
+       "      <td id=\"T_e7c3a_row232_col3\" class=\"data row232 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row232_col4\" class=\"data row232 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row233\" class=\"row_heading level0 row233\" >walk_ASC_auto_deficient_escort</th>\n",
-       "      <td id=\"T_4d747_row233_col0\" class=\"data row233 col0\" >-2.25</td>\n",
-       "      <td id=\"T_4d747_row233_col1\" class=\"data row233 col1\" > 0.269</td>\n",
-       "      <td id=\"T_4d747_row233_col2\" class=\"data row233 col2\" >-8.35</td>\n",
-       "      <td id=\"T_4d747_row233_col3\" class=\"data row233 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row233_col4\" class=\"data row233 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row233\" class=\"row_heading level0 row233\" >walk_ASC_auto_deficient_atwork</th>\n",
+       "      <td id=\"T_e7c3a_row233_col0\" class=\"data row233 col0\" > 0.227</td>\n",
+       "      <td id=\"T_e7c3a_row233_col1\" class=\"data row233 col1\" > 0.123</td>\n",
+       "      <td id=\"T_e7c3a_row233_col2\" class=\"data row233 col2\" > 1.84</td>\n",
+       "      <td id=\"T_e7c3a_row233_col3\" class=\"data row233 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row233_col4\" class=\"data row233 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row234\" class=\"row_heading level0 row234\" >walk_ASC_auto_deficient_othdiscr</th>\n",
-       "      <td id=\"T_4d747_row234_col0\" class=\"data row234 col0\" > 1.07</td>\n",
-       "      <td id=\"T_4d747_row234_col1\" class=\"data row234 col1\" > 0.146</td>\n",
-       "      <td id=\"T_4d747_row234_col2\" class=\"data row234 col2\" > 7.33</td>\n",
-       "      <td id=\"T_4d747_row234_col3\" class=\"data row234 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row234_col4\" class=\"data row234 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row234\" class=\"row_heading level0 row234\" >walk_ASC_auto_deficient_eatout</th>\n",
+       "      <td id=\"T_e7c3a_row234_col0\" class=\"data row234 col0\" > 2.17</td>\n",
+       "      <td id=\"T_e7c3a_row234_col1\" class=\"data row234 col1\" > 0.198</td>\n",
+       "      <td id=\"T_e7c3a_row234_col2\" class=\"data row234 col2\" > 10.96</td>\n",
+       "      <td id=\"T_e7c3a_row234_col3\" class=\"data row234 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row234_col4\" class=\"data row234 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row235\" class=\"row_heading level0 row235\" >walk_ASC_auto_deficient_othmaint</th>\n",
-       "      <td id=\"T_4d747_row235_col0\" class=\"data row235 col0\" >-0.0496</td>\n",
-       "      <td id=\"T_4d747_row235_col1\" class=\"data row235 col1\" > 0.206</td>\n",
-       "      <td id=\"T_4d747_row235_col2\" class=\"data row235 col2\" >-0.24</td>\n",
-       "      <td id=\"T_4d747_row235_col3\" class=\"data row235 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row235_col4\" class=\"data row235 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row235\" class=\"row_heading level0 row235\" >walk_ASC_auto_deficient_escort</th>\n",
+       "      <td id=\"T_e7c3a_row235_col0\" class=\"data row235 col0\" >-1.98</td>\n",
+       "      <td id=\"T_e7c3a_row235_col1\" class=\"data row235 col1\" > 0.265</td>\n",
+       "      <td id=\"T_e7c3a_row235_col2\" class=\"data row235 col2\" >-7.46</td>\n",
+       "      <td id=\"T_e7c3a_row235_col3\" class=\"data row235 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row235_col4\" class=\"data row235 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row236\" class=\"row_heading level0 row236\" >walk_ASC_auto_deficient_school</th>\n",
-       "      <td id=\"T_4d747_row236_col0\" class=\"data row236 col0\" > 2.31</td>\n",
-       "      <td id=\"T_4d747_row236_col1\" class=\"data row236 col1\" > 0.190</td>\n",
-       "      <td id=\"T_4d747_row236_col2\" class=\"data row236 col2\" > 12.13</td>\n",
-       "      <td id=\"T_4d747_row236_col3\" class=\"data row236 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row236_col4\" class=\"data row236 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row236\" class=\"row_heading level0 row236\" >walk_ASC_auto_deficient_othdiscr</th>\n",
+       "      <td id=\"T_e7c3a_row236_col0\" class=\"data row236 col0\" > 1.21</td>\n",
+       "      <td id=\"T_e7c3a_row236_col1\" class=\"data row236 col1\" > 0.154</td>\n",
+       "      <td id=\"T_e7c3a_row236_col2\" class=\"data row236 col2\" > 7.86</td>\n",
+       "      <td id=\"T_e7c3a_row236_col3\" class=\"data row236 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row236_col4\" class=\"data row236 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row237\" class=\"row_heading level0 row237\" >walk_ASC_auto_deficient_shopping</th>\n",
-       "      <td id=\"T_4d747_row237_col0\" class=\"data row237 col0\" > 0.790</td>\n",
-       "      <td id=\"T_4d747_row237_col1\" class=\"data row237 col1\" > 0.128</td>\n",
-       "      <td id=\"T_4d747_row237_col2\" class=\"data row237 col2\" > 6.18</td>\n",
-       "      <td id=\"T_4d747_row237_col3\" class=\"data row237 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row237_col4\" class=\"data row237 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row237\" class=\"row_heading level0 row237\" >walk_ASC_auto_deficient_othmaint</th>\n",
+       "      <td id=\"T_e7c3a_row237_col0\" class=\"data row237 col0\" > 0.145</td>\n",
+       "      <td id=\"T_e7c3a_row237_col1\" class=\"data row237 col1\" > 0.208</td>\n",
+       "      <td id=\"T_e7c3a_row237_col2\" class=\"data row237 col2\" > 0.70</td>\n",
+       "      <td id=\"T_e7c3a_row237_col3\" class=\"data row237 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row237_col4\" class=\"data row237 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row238\" class=\"row_heading level0 row238\" >walk_ASC_auto_deficient_social</th>\n",
-       "      <td id=\"T_4d747_row238_col0\" class=\"data row238 col0\" > 2.06</td>\n",
-       "      <td id=\"T_4d747_row238_col1\" class=\"data row238 col1\" > 0.291</td>\n",
-       "      <td id=\"T_4d747_row238_col2\" class=\"data row238 col2\" > 7.09</td>\n",
-       "      <td id=\"T_4d747_row238_col3\" class=\"data row238 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row238_col4\" class=\"data row238 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row238\" class=\"row_heading level0 row238\" >walk_ASC_auto_deficient_school</th>\n",
+       "      <td id=\"T_e7c3a_row238_col0\" class=\"data row238 col0\" > 2.61</td>\n",
+       "      <td id=\"T_e7c3a_row238_col1\" class=\"data row238 col1\" > 0.931</td>\n",
+       "      <td id=\"T_e7c3a_row238_col2\" class=\"data row238 col2\" > 2.81</td>\n",
+       "      <td id=\"T_e7c3a_row238_col3\" class=\"data row238 col3\" >**</td>\n",
+       "      <td id=\"T_e7c3a_row238_col4\" class=\"data row238 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row239\" class=\"row_heading level0 row239\" >walk_ASC_auto_deficient_univ</th>\n",
-       "      <td id=\"T_4d747_row239_col0\" class=\"data row239 col0\" > 4.51</td>\n",
-       "      <td id=\"T_4d747_row239_col1\" class=\"data row239 col1\" > 9.40e-06</td>\n",
-       "      <td id=\"T_4d747_row239_col2\" class=\"data row239 col2\" > BIG</td>\n",
-       "      <td id=\"T_4d747_row239_col3\" class=\"data row239 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row239_col4\" class=\"data row239 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row239\" class=\"row_heading level0 row239\" >walk_ASC_auto_deficient_shopping</th>\n",
+       "      <td id=\"T_e7c3a_row239_col0\" class=\"data row239 col0\" > 0.909</td>\n",
+       "      <td id=\"T_e7c3a_row239_col1\" class=\"data row239 col1\" > 0.137</td>\n",
+       "      <td id=\"T_e7c3a_row239_col2\" class=\"data row239 col2\" > 6.63</td>\n",
+       "      <td id=\"T_e7c3a_row239_col3\" class=\"data row239 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row239_col4\" class=\"data row239 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row240\" class=\"row_heading level0 row240\" >walk_ASC_auto_deficient_work</th>\n",
-       "      <td id=\"T_4d747_row240_col0\" class=\"data row240 col0\" > 1.60</td>\n",
-       "      <td id=\"T_4d747_row240_col1\" class=\"data row240 col1\" > 0.0818</td>\n",
-       "      <td id=\"T_4d747_row240_col2\" class=\"data row240 col2\" > 19.57</td>\n",
-       "      <td id=\"T_4d747_row240_col3\" class=\"data row240 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row240_col4\" class=\"data row240 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row240\" class=\"row_heading level0 row240\" >walk_ASC_auto_deficient_social</th>\n",
+       "      <td id=\"T_e7c3a_row240_col0\" class=\"data row240 col0\" > 2.26</td>\n",
+       "      <td id=\"T_e7c3a_row240_col1\" class=\"data row240 col1\" > 0.299</td>\n",
+       "      <td id=\"T_e7c3a_row240_col2\" class=\"data row240 col2\" > 7.56</td>\n",
+       "      <td id=\"T_e7c3a_row240_col3\" class=\"data row240 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row240_col4\" class=\"data row240 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row241\" class=\"row_heading level0 row241\" >walk_ASC_auto_sufficient_atwork</th>\n",
-       "      <td id=\"T_4d747_row241_col0\" class=\"data row241 col0\" > 0.0778</td>\n",
-       "      <td id=\"T_4d747_row241_col1\" class=\"data row241 col1\" > 0.0580</td>\n",
-       "      <td id=\"T_4d747_row241_col2\" class=\"data row241 col2\" > 1.34</td>\n",
-       "      <td id=\"T_4d747_row241_col3\" class=\"data row241 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row241_col4\" class=\"data row241 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row241\" class=\"row_heading level0 row241\" >walk_ASC_auto_deficient_univ</th>\n",
+       "      <td id=\"T_e7c3a_row241_col0\" class=\"data row241 col0\" > 4.51</td>\n",
+       "      <td id=\"T_e7c3a_row241_col1\" class=\"data row241 col1\" > 1.92e-06</td>\n",
+       "      <td id=\"T_e7c3a_row241_col2\" class=\"data row241 col2\" > BIG</td>\n",
+       "      <td id=\"T_e7c3a_row241_col3\" class=\"data row241 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row241_col4\" class=\"data row241 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row242\" class=\"row_heading level0 row242\" >walk_ASC_auto_sufficient_eatout</th>\n",
-       "      <td id=\"T_4d747_row242_col0\" class=\"data row242 col0\" > 0.530</td>\n",
-       "      <td id=\"T_4d747_row242_col1\" class=\"data row242 col1\" > 0.0933</td>\n",
-       "      <td id=\"T_4d747_row242_col2\" class=\"data row242 col2\" > 5.68</td>\n",
-       "      <td id=\"T_4d747_row242_col3\" class=\"data row242 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row242_col4\" class=\"data row242 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row242\" class=\"row_heading level0 row242\" >walk_ASC_auto_deficient_work</th>\n",
+       "      <td id=\"T_e7c3a_row242_col0\" class=\"data row242 col0\" > 1.70</td>\n",
+       "      <td id=\"T_e7c3a_row242_col1\" class=\"data row242 col1\" > 0.0955</td>\n",
+       "      <td id=\"T_e7c3a_row242_col2\" class=\"data row242 col2\" > 17.84</td>\n",
+       "      <td id=\"T_e7c3a_row242_col3\" class=\"data row242 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row242_col4\" class=\"data row242 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row243\" class=\"row_heading level0 row243\" >walk_ASC_auto_sufficient_escort</th>\n",
-       "      <td id=\"T_4d747_row243_col0\" class=\"data row243 col0\" >-1.81</td>\n",
-       "      <td id=\"T_4d747_row243_col1\" class=\"data row243 col1\" > 0.106</td>\n",
-       "      <td id=\"T_4d747_row243_col2\" class=\"data row243 col2\" >-17.07</td>\n",
-       "      <td id=\"T_4d747_row243_col3\" class=\"data row243 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row243_col4\" class=\"data row243 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row243\" class=\"row_heading level0 row243\" >walk_ASC_auto_sufficient_atwork</th>\n",
+       "      <td id=\"T_e7c3a_row243_col0\" class=\"data row243 col0\" > 0.0776</td>\n",
+       "      <td id=\"T_e7c3a_row243_col1\" class=\"data row243 col1\" > 0.0580</td>\n",
+       "      <td id=\"T_e7c3a_row243_col2\" class=\"data row243 col2\" > 1.34</td>\n",
+       "      <td id=\"T_e7c3a_row243_col3\" class=\"data row243 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row243_col4\" class=\"data row243 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row244\" class=\"row_heading level0 row244\" >walk_ASC_auto_sufficient_othdiscr</th>\n",
-       "      <td id=\"T_4d747_row244_col0\" class=\"data row244 col0\" > 0.218</td>\n",
-       "      <td id=\"T_4d747_row244_col1\" class=\"data row244 col1\" > 0.0663</td>\n",
-       "      <td id=\"T_4d747_row244_col2\" class=\"data row244 col2\" > 3.28</td>\n",
-       "      <td id=\"T_4d747_row244_col3\" class=\"data row244 col3\" >**</td>\n",
-       "      <td id=\"T_4d747_row244_col4\" class=\"data row244 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row244\" class=\"row_heading level0 row244\" >walk_ASC_auto_sufficient_eatout</th>\n",
+       "      <td id=\"T_e7c3a_row244_col0\" class=\"data row244 col0\" > 0.613</td>\n",
+       "      <td id=\"T_e7c3a_row244_col1\" class=\"data row244 col1\" > 0.106</td>\n",
+       "      <td id=\"T_e7c3a_row244_col2\" class=\"data row244 col2\" > 5.78</td>\n",
+       "      <td id=\"T_e7c3a_row244_col3\" class=\"data row244 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row244_col4\" class=\"data row244 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row245\" class=\"row_heading level0 row245\" >walk_ASC_auto_sufficient_othmaint</th>\n",
-       "      <td id=\"T_4d747_row245_col0\" class=\"data row245 col0\" >-0.244</td>\n",
-       "      <td id=\"T_4d747_row245_col1\" class=\"data row245 col1\" > 0.0814</td>\n",
-       "      <td id=\"T_4d747_row245_col2\" class=\"data row245 col2\" >-2.99</td>\n",
-       "      <td id=\"T_4d747_row245_col3\" class=\"data row245 col3\" >**</td>\n",
-       "      <td id=\"T_4d747_row245_col4\" class=\"data row245 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row245\" class=\"row_heading level0 row245\" >walk_ASC_auto_sufficient_escort</th>\n",
+       "      <td id=\"T_e7c3a_row245_col0\" class=\"data row245 col0\" >-1.74</td>\n",
+       "      <td id=\"T_e7c3a_row245_col1\" class=\"data row245 col1\" > 0.117</td>\n",
+       "      <td id=\"T_e7c3a_row245_col2\" class=\"data row245 col2\" >-14.88</td>\n",
+       "      <td id=\"T_e7c3a_row245_col3\" class=\"data row245 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row245_col4\" class=\"data row245 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row246\" class=\"row_heading level0 row246\" >walk_ASC_auto_sufficient_school</th>\n",
-       "      <td id=\"T_4d747_row246_col0\" class=\"data row246 col0\" >-0.101</td>\n",
-       "      <td id=\"T_4d747_row246_col1\" class=\"data row246 col1\" > 0.0864</td>\n",
-       "      <td id=\"T_4d747_row246_col2\" class=\"data row246 col2\" >-1.17</td>\n",
-       "      <td id=\"T_4d747_row246_col3\" class=\"data row246 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row246_col4\" class=\"data row246 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row246\" class=\"row_heading level0 row246\" >walk_ASC_auto_sufficient_othdiscr</th>\n",
+       "      <td id=\"T_e7c3a_row246_col0\" class=\"data row246 col0\" > 0.305</td>\n",
+       "      <td id=\"T_e7c3a_row246_col1\" class=\"data row246 col1\" > 0.0829</td>\n",
+       "      <td id=\"T_e7c3a_row246_col2\" class=\"data row246 col2\" > 3.68</td>\n",
+       "      <td id=\"T_e7c3a_row246_col3\" class=\"data row246 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row246_col4\" class=\"data row246 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row247\" class=\"row_heading level0 row247\" >walk_ASC_auto_sufficient_shopping</th>\n",
-       "      <td id=\"T_4d747_row247_col0\" class=\"data row247 col0\" >-0.368</td>\n",
-       "      <td id=\"T_4d747_row247_col1\" class=\"data row247 col1\" > 0.0638</td>\n",
-       "      <td id=\"T_4d747_row247_col2\" class=\"data row247 col2\" >-5.76</td>\n",
-       "      <td id=\"T_4d747_row247_col3\" class=\"data row247 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row247_col4\" class=\"data row247 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row247\" class=\"row_heading level0 row247\" >walk_ASC_auto_sufficient_othmaint</th>\n",
+       "      <td id=\"T_e7c3a_row247_col0\" class=\"data row247 col0\" >-0.168</td>\n",
+       "      <td id=\"T_e7c3a_row247_col1\" class=\"data row247 col1\" > 0.0955</td>\n",
+       "      <td id=\"T_e7c3a_row247_col2\" class=\"data row247 col2\" >-1.76</td>\n",
+       "      <td id=\"T_e7c3a_row247_col3\" class=\"data row247 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row247_col4\" class=\"data row247 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row248\" class=\"row_heading level0 row248\" >walk_ASC_auto_sufficient_social</th>\n",
-       "      <td id=\"T_4d747_row248_col0\" class=\"data row248 col0\" > 0.469</td>\n",
-       "      <td id=\"T_4d747_row248_col1\" class=\"data row248 col1\" > 0.107</td>\n",
-       "      <td id=\"T_4d747_row248_col2\" class=\"data row248 col2\" > 4.39</td>\n",
-       "      <td id=\"T_4d747_row248_col3\" class=\"data row248 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row248_col4\" class=\"data row248 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row248\" class=\"row_heading level0 row248\" >walk_ASC_auto_sufficient_school</th>\n",
+       "      <td id=\"T_e7c3a_row248_col0\" class=\"data row248 col0\" > 0.374</td>\n",
+       "      <td id=\"T_e7c3a_row248_col1\" class=\"data row248 col1\" > 0.917</td>\n",
+       "      <td id=\"T_e7c3a_row248_col2\" class=\"data row248 col2\" > 0.41</td>\n",
+       "      <td id=\"T_e7c3a_row248_col3\" class=\"data row248 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row248_col4\" class=\"data row248 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row249\" class=\"row_heading level0 row249\" >walk_ASC_auto_sufficient_univ</th>\n",
-       "      <td id=\"T_4d747_row249_col0\" class=\"data row249 col0\" > 1.06</td>\n",
-       "      <td id=\"T_4d747_row249_col1\" class=\"data row249 col1\" > 3.73e-07</td>\n",
-       "      <td id=\"T_4d747_row249_col2\" class=\"data row249 col2\" > BIG</td>\n",
-       "      <td id=\"T_4d747_row249_col3\" class=\"data row249 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row249_col4\" class=\"data row249 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row249\" class=\"row_heading level0 row249\" >walk_ASC_auto_sufficient_shopping</th>\n",
+       "      <td id=\"T_e7c3a_row249_col0\" class=\"data row249 col0\" >-0.304</td>\n",
+       "      <td id=\"T_e7c3a_row249_col1\" class=\"data row249 col1\" > 0.0811</td>\n",
+       "      <td id=\"T_e7c3a_row249_col2\" class=\"data row249 col2\" >-3.75</td>\n",
+       "      <td id=\"T_e7c3a_row249_col3\" class=\"data row249 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row249_col4\" class=\"data row249 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row250\" class=\"row_heading level0 row250\" >walk_ASC_auto_sufficient_work</th>\n",
-       "      <td id=\"T_4d747_row250_col0\" class=\"data row250 col0\" >-0.393</td>\n",
-       "      <td id=\"T_4d747_row250_col1\" class=\"data row250 col1\" > 0.0617</td>\n",
-       "      <td id=\"T_4d747_row250_col2\" class=\"data row250 col2\" >-6.37</td>\n",
-       "      <td id=\"T_4d747_row250_col3\" class=\"data row250 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row250_col4\" class=\"data row250 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row250\" class=\"row_heading level0 row250\" >walk_ASC_auto_sufficient_social</th>\n",
+       "      <td id=\"T_e7c3a_row250_col0\" class=\"data row250 col0\" > 0.592</td>\n",
+       "      <td id=\"T_e7c3a_row250_col1\" class=\"data row250 col1\" > 0.117</td>\n",
+       "      <td id=\"T_e7c3a_row250_col2\" class=\"data row250 col2\" > 5.04</td>\n",
+       "      <td id=\"T_e7c3a_row250_col3\" class=\"data row250 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row250_col4\" class=\"data row250 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row251\" class=\"row_heading level0 row251\" >walk_ASC_no_auto_atwork</th>\n",
-       "      <td id=\"T_4d747_row251_col0\" class=\"data row251 col0\" > 6.64</td>\n",
-       "      <td id=\"T_4d747_row251_col1\" class=\"data row251 col1\" > 77.7</td>\n",
-       "      <td id=\"T_4d747_row251_col2\" class=\"data row251 col2\" > 0.09</td>\n",
-       "      <td id=\"T_4d747_row251_col3\" class=\"data row251 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row251_col4\" class=\"data row251 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row251\" class=\"row_heading level0 row251\" >walk_ASC_auto_sufficient_univ</th>\n",
+       "      <td id=\"T_e7c3a_row251_col0\" class=\"data row251 col0\" > 1.06</td>\n",
+       "      <td id=\"T_e7c3a_row251_col1\" class=\"data row251 col1\" > NA</td>\n",
+       "      <td id=\"T_e7c3a_row251_col2\" class=\"data row251 col2\" > NA</td>\n",
+       "      <td id=\"T_e7c3a_row251_col3\" class=\"data row251 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row251_col4\" class=\"data row251 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row252\" class=\"row_heading level0 row252\" >walk_ASC_no_auto_eatout</th>\n",
-       "      <td id=\"T_4d747_row252_col0\" class=\"data row252 col0\" > 4.42</td>\n",
-       "      <td id=\"T_4d747_row252_col1\" class=\"data row252 col1\" > 77.7</td>\n",
-       "      <td id=\"T_4d747_row252_col2\" class=\"data row252 col2\" > 0.06</td>\n",
-       "      <td id=\"T_4d747_row252_col3\" class=\"data row252 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row252_col4\" class=\"data row252 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row252\" class=\"row_heading level0 row252\" >walk_ASC_auto_sufficient_work</th>\n",
+       "      <td id=\"T_e7c3a_row252_col0\" class=\"data row252 col0\" >-0.291</td>\n",
+       "      <td id=\"T_e7c3a_row252_col1\" class=\"data row252 col1\" > 0.0787</td>\n",
+       "      <td id=\"T_e7c3a_row252_col2\" class=\"data row252 col2\" >-3.70</td>\n",
+       "      <td id=\"T_e7c3a_row252_col3\" class=\"data row252 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row252_col4\" class=\"data row252 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row253\" class=\"row_heading level0 row253\" >walk_ASC_no_auto_escort</th>\n",
-       "      <td id=\"T_4d747_row253_col0\" class=\"data row253 col0\" > 2.50</td>\n",
-       "      <td id=\"T_4d747_row253_col1\" class=\"data row253 col1\" > 77.7</td>\n",
-       "      <td id=\"T_4d747_row253_col2\" class=\"data row253 col2\" > 0.03</td>\n",
-       "      <td id=\"T_4d747_row253_col3\" class=\"data row253 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row253_col4\" class=\"data row253 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row253\" class=\"row_heading level0 row253\" >walk_ASC_no_auto_atwork</th>\n",
+       "      <td id=\"T_e7c3a_row253_col0\" class=\"data row253 col0\" > 6.63</td>\n",
+       "      <td id=\"T_e7c3a_row253_col1\" class=\"data row253 col1\" > 75.9</td>\n",
+       "      <td id=\"T_e7c3a_row253_col2\" class=\"data row253 col2\" > 0.09</td>\n",
+       "      <td id=\"T_e7c3a_row253_col3\" class=\"data row253 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row253_col4\" class=\"data row253 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row254\" class=\"row_heading level0 row254\" >walk_ASC_no_auto_othdiscr</th>\n",
-       "      <td id=\"T_4d747_row254_col0\" class=\"data row254 col0\" > 2.90</td>\n",
-       "      <td id=\"T_4d747_row254_col1\" class=\"data row254 col1\" > 77.7</td>\n",
-       "      <td id=\"T_4d747_row254_col2\" class=\"data row254 col2\" > 0.04</td>\n",
-       "      <td id=\"T_4d747_row254_col3\" class=\"data row254 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row254_col4\" class=\"data row254 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row254\" class=\"row_heading level0 row254\" >walk_ASC_no_auto_eatout</th>\n",
+       "      <td id=\"T_e7c3a_row254_col0\" class=\"data row254 col0\" > 4.41</td>\n",
+       "      <td id=\"T_e7c3a_row254_col1\" class=\"data row254 col1\" > 75.9</td>\n",
+       "      <td id=\"T_e7c3a_row254_col2\" class=\"data row254 col2\" > 0.06</td>\n",
+       "      <td id=\"T_e7c3a_row254_col3\" class=\"data row254 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row254_col4\" class=\"data row254 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row255\" class=\"row_heading level0 row255\" >walk_ASC_no_auto_othmaint</th>\n",
-       "      <td id=\"T_4d747_row255_col0\" class=\"data row255 col0\" > 0.919</td>\n",
-       "      <td id=\"T_4d747_row255_col1\" class=\"data row255 col1\" > 77.7</td>\n",
-       "      <td id=\"T_4d747_row255_col2\" class=\"data row255 col2\" > 0.01</td>\n",
-       "      <td id=\"T_4d747_row255_col3\" class=\"data row255 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row255_col4\" class=\"data row255 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row255\" class=\"row_heading level0 row255\" >walk_ASC_no_auto_escort</th>\n",
+       "      <td id=\"T_e7c3a_row255_col0\" class=\"data row255 col0\" > 2.51</td>\n",
+       "      <td id=\"T_e7c3a_row255_col1\" class=\"data row255 col1\" > 75.9</td>\n",
+       "      <td id=\"T_e7c3a_row255_col2\" class=\"data row255 col2\" > 0.03</td>\n",
+       "      <td id=\"T_e7c3a_row255_col3\" class=\"data row255 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row255_col4\" class=\"data row255 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row256\" class=\"row_heading level0 row256\" >walk_ASC_no_auto_school</th>\n",
-       "      <td id=\"T_4d747_row256_col0\" class=\"data row256 col0\" > 17.8</td>\n",
-       "      <td id=\"T_4d747_row256_col1\" class=\"data row256 col1\" > 106.</td>\n",
-       "      <td id=\"T_4d747_row256_col2\" class=\"data row256 col2\" > 0.17</td>\n",
-       "      <td id=\"T_4d747_row256_col3\" class=\"data row256 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row256_col4\" class=\"data row256 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row256\" class=\"row_heading level0 row256\" >walk_ASC_no_auto_othdiscr</th>\n",
+       "      <td id=\"T_e7c3a_row256_col0\" class=\"data row256 col0\" > 2.89</td>\n",
+       "      <td id=\"T_e7c3a_row256_col1\" class=\"data row256 col1\" > 75.9</td>\n",
+       "      <td id=\"T_e7c3a_row256_col2\" class=\"data row256 col2\" > 0.04</td>\n",
+       "      <td id=\"T_e7c3a_row256_col3\" class=\"data row256 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row256_col4\" class=\"data row256 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row257\" class=\"row_heading level0 row257\" >walk_ASC_no_auto_shopping</th>\n",
-       "      <td id=\"T_4d747_row257_col0\" class=\"data row257 col0\" > 2.17</td>\n",
-       "      <td id=\"T_4d747_row257_col1\" class=\"data row257 col1\" > 77.7</td>\n",
-       "      <td id=\"T_4d747_row257_col2\" class=\"data row257 col2\" > 0.03</td>\n",
-       "      <td id=\"T_4d747_row257_col3\" class=\"data row257 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row257_col4\" class=\"data row257 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row257\" class=\"row_heading level0 row257\" >walk_ASC_no_auto_othmaint</th>\n",
+       "      <td id=\"T_e7c3a_row257_col0\" class=\"data row257 col0\" > 0.930</td>\n",
+       "      <td id=\"T_e7c3a_row257_col1\" class=\"data row257 col1\" > 75.9</td>\n",
+       "      <td id=\"T_e7c3a_row257_col2\" class=\"data row257 col2\" > 0.01</td>\n",
+       "      <td id=\"T_e7c3a_row257_col3\" class=\"data row257 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row257_col4\" class=\"data row257 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row258\" class=\"row_heading level0 row258\" >walk_ASC_no_auto_social</th>\n",
-       "      <td id=\"T_4d747_row258_col0\" class=\"data row258 col0\" > 1.71</td>\n",
-       "      <td id=\"T_4d747_row258_col1\" class=\"data row258 col1\" > 77.7</td>\n",
-       "      <td id=\"T_4d747_row258_col2\" class=\"data row258 col2\" > 0.02</td>\n",
-       "      <td id=\"T_4d747_row258_col3\" class=\"data row258 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row258_col4\" class=\"data row258 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row258\" class=\"row_heading level0 row258\" >walk_ASC_no_auto_school</th>\n",
+       "      <td id=\"T_e7c3a_row258_col0\" class=\"data row258 col0\" > 17.8</td>\n",
+       "      <td id=\"T_e7c3a_row258_col1\" class=\"data row258 col1\" > 109.</td>\n",
+       "      <td id=\"T_e7c3a_row258_col2\" class=\"data row258 col2\" > 0.16</td>\n",
+       "      <td id=\"T_e7c3a_row258_col3\" class=\"data row258 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row258_col4\" class=\"data row258 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row259\" class=\"row_heading level0 row259\" >walk_ASC_no_auto_univ</th>\n",
-       "      <td id=\"T_4d747_row259_col0\" class=\"data row259 col0\" > 6.41</td>\n",
-       "      <td id=\"T_4d747_row259_col1\" class=\"data row259 col1\" > 1.10e-07</td>\n",
-       "      <td id=\"T_4d747_row259_col2\" class=\"data row259 col2\" > BIG</td>\n",
-       "      <td id=\"T_4d747_row259_col3\" class=\"data row259 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row259_col4\" class=\"data row259 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row259\" class=\"row_heading level0 row259\" >walk_ASC_no_auto_shopping</th>\n",
+       "      <td id=\"T_e7c3a_row259_col0\" class=\"data row259 col0\" > 2.17</td>\n",
+       "      <td id=\"T_e7c3a_row259_col1\" class=\"data row259 col1\" > 75.9</td>\n",
+       "      <td id=\"T_e7c3a_row259_col2\" class=\"data row259 col2\" > 0.03</td>\n",
+       "      <td id=\"T_e7c3a_row259_col3\" class=\"data row259 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row259_col4\" class=\"data row259 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row260\" class=\"row_heading level0 row260\" >walk_ASC_no_auto_work</th>\n",
-       "      <td id=\"T_4d747_row260_col0\" class=\"data row260 col0\" > 5.32</td>\n",
-       "      <td id=\"T_4d747_row260_col1\" class=\"data row260 col1\" > 77.7</td>\n",
-       "      <td id=\"T_4d747_row260_col2\" class=\"data row260 col2\" > 0.07</td>\n",
-       "      <td id=\"T_4d747_row260_col3\" class=\"data row260 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row260_col4\" class=\"data row260 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row260\" class=\"row_heading level0 row260\" >walk_ASC_no_auto_social</th>\n",
+       "      <td id=\"T_e7c3a_row260_col0\" class=\"data row260 col0\" > 1.74</td>\n",
+       "      <td id=\"T_e7c3a_row260_col1\" class=\"data row260 col1\" > 75.9</td>\n",
+       "      <td id=\"T_e7c3a_row260_col2\" class=\"data row260 col2\" > 0.02</td>\n",
+       "      <td id=\"T_e7c3a_row260_col3\" class=\"data row260 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row260_col4\" class=\"data row260 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row261\" class=\"row_heading level0 row261\" >walk_ferry_ASC_eatout_escort_othdiscr_othmaint_shopping_social_atwork</th>\n",
-       "      <td id=\"T_4d747_row261_col0\" class=\"data row261 col0\" >-0.371</td>\n",
-       "      <td id=\"T_4d747_row261_col1\" class=\"data row261 col1\" > 266.</td>\n",
-       "      <td id=\"T_4d747_row261_col2\" class=\"data row261 col2\" >-0.00</td>\n",
-       "      <td id=\"T_4d747_row261_col3\" class=\"data row261 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row261_col4\" class=\"data row261 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row261\" class=\"row_heading level0 row261\" >walk_ASC_no_auto_univ</th>\n",
+       "      <td id=\"T_e7c3a_row261_col0\" class=\"data row261 col0\" > 6.41</td>\n",
+       "      <td id=\"T_e7c3a_row261_col1\" class=\"data row261 col1\" > NA</td>\n",
+       "      <td id=\"T_e7c3a_row261_col2\" class=\"data row261 col2\" > NA</td>\n",
+       "      <td id=\"T_e7c3a_row261_col3\" class=\"data row261 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row261_col4\" class=\"data row261 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row262\" class=\"row_heading level0 row262\" >walk_ferry_ASC_school_univ</th>\n",
-       "      <td id=\"T_4d747_row262_col0\" class=\"data row262 col0\" > 0.875</td>\n",
-       "      <td id=\"T_4d747_row262_col1\" class=\"data row262 col1\" > 527.</td>\n",
-       "      <td id=\"T_4d747_row262_col2\" class=\"data row262 col2\" > 0.00</td>\n",
-       "      <td id=\"T_4d747_row262_col3\" class=\"data row262 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row262_col4\" class=\"data row262 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row262\" class=\"row_heading level0 row262\" >walk_ASC_no_auto_work</th>\n",
+       "      <td id=\"T_e7c3a_row262_col0\" class=\"data row262 col0\" > 5.28</td>\n",
+       "      <td id=\"T_e7c3a_row262_col1\" class=\"data row262 col1\" > 75.9</td>\n",
+       "      <td id=\"T_e7c3a_row262_col2\" class=\"data row262 col2\" > 0.07</td>\n",
+       "      <td id=\"T_e7c3a_row262_col3\" class=\"data row262 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row262_col4\" class=\"data row262 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row263\" class=\"row_heading level0 row263\" >walk_ferry_ASC_work</th>\n",
-       "      <td id=\"T_4d747_row263_col0\" class=\"data row263 col0\" > 0.153</td>\n",
-       "      <td id=\"T_4d747_row263_col1\" class=\"data row263 col1\" > NA</td>\n",
-       "      <td id=\"T_4d747_row263_col2\" class=\"data row263 col2\" > NA</td>\n",
-       "      <td id=\"T_4d747_row263_col3\" class=\"data row263 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row263_col4\" class=\"data row263 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row263\" class=\"row_heading level0 row263\" >walk_ferry_ASC_eatout_escort_othdiscr_othmaint_shopping_social_atwork</th>\n",
+       "      <td id=\"T_e7c3a_row263_col0\" class=\"data row263 col0\" >-0.239</td>\n",
+       "      <td id=\"T_e7c3a_row263_col1\" class=\"data row263 col1\" > 16.4</td>\n",
+       "      <td id=\"T_e7c3a_row263_col2\" class=\"data row263 col2\" >-0.01</td>\n",
+       "      <td id=\"T_e7c3a_row263_col3\" class=\"data row263 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row263_col4\" class=\"data row263 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row264\" class=\"row_heading level0 row264\" >walk_light_rail_ASC_eatout_escort_othdiscr_othmaint_shopping_social_atwork</th>\n",
-       "      <td id=\"T_4d747_row264_col0\" class=\"data row264 col0\" >-0.197</td>\n",
-       "      <td id=\"T_4d747_row264_col1\" class=\"data row264 col1\" > 266.</td>\n",
-       "      <td id=\"T_4d747_row264_col2\" class=\"data row264 col2\" >-0.00</td>\n",
-       "      <td id=\"T_4d747_row264_col3\" class=\"data row264 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row264_col4\" class=\"data row264 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row264\" class=\"row_heading level0 row264\" >walk_ferry_ASC_school_univ</th>\n",
+       "      <td id=\"T_e7c3a_row264_col0\" class=\"data row264 col0\" > 0.858</td>\n",
+       "      <td id=\"T_e7c3a_row264_col1\" class=\"data row264 col1\" > NA</td>\n",
+       "      <td id=\"T_e7c3a_row264_col2\" class=\"data row264 col2\" > NA</td>\n",
+       "      <td id=\"T_e7c3a_row264_col3\" class=\"data row264 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row264_col4\" class=\"data row264 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row265\" class=\"row_heading level0 row265\" >walk_light_rail_ASC_school_univ</th>\n",
-       "      <td id=\"T_4d747_row265_col0\" class=\"data row265 col0\" > 0.611</td>\n",
-       "      <td id=\"T_4d747_row265_col1\" class=\"data row265 col1\" > 527.</td>\n",
-       "      <td id=\"T_4d747_row265_col2\" class=\"data row265 col2\" > 0.00</td>\n",
-       "      <td id=\"T_4d747_row265_col3\" class=\"data row265 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row265_col4\" class=\"data row265 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row265\" class=\"row_heading level0 row265\" >walk_ferry_ASC_work</th>\n",
+       "      <td id=\"T_e7c3a_row265_col0\" class=\"data row265 col0\" > 0.189</td>\n",
+       "      <td id=\"T_e7c3a_row265_col1\" class=\"data row265 col1\" > 278.</td>\n",
+       "      <td id=\"T_e7c3a_row265_col2\" class=\"data row265 col2\" > 0.00</td>\n",
+       "      <td id=\"T_e7c3a_row265_col3\" class=\"data row265 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row265_col4\" class=\"data row265 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row266\" class=\"row_heading level0 row266\" >walk_light_rail_ASC_work</th>\n",
-       "      <td id=\"T_4d747_row266_col0\" class=\"data row266 col0\" > 0.753</td>\n",
-       "      <td id=\"T_4d747_row266_col1\" class=\"data row266 col1\" > NA</td>\n",
-       "      <td id=\"T_4d747_row266_col2\" class=\"data row266 col2\" > NA</td>\n",
-       "      <td id=\"T_4d747_row266_col3\" class=\"data row266 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row266_col4\" class=\"data row266 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row266\" class=\"row_heading level0 row266\" >walk_light_rail_ASC_eatout_escort_othdiscr_othmaint_shopping_social_atwork</th>\n",
+       "      <td id=\"T_e7c3a_row266_col0\" class=\"data row266 col0\" >-0.136</td>\n",
+       "      <td id=\"T_e7c3a_row266_col1\" class=\"data row266 col1\" > 16.4</td>\n",
+       "      <td id=\"T_e7c3a_row266_col2\" class=\"data row266 col2\" >-0.01</td>\n",
+       "      <td id=\"T_e7c3a_row266_col3\" class=\"data row266 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row266_col4\" class=\"data row266 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row267\" class=\"row_heading level0 row267\" >walk_transit_ASC_auto_deficient_atwork</th>\n",
-       "      <td id=\"T_4d747_row267_col0\" class=\"data row267 col0\" >-2.55</td>\n",
-       "      <td id=\"T_4d747_row267_col1\" class=\"data row267 col1\" > 266.</td>\n",
-       "      <td id=\"T_4d747_row267_col2\" class=\"data row267 col2\" >-0.01</td>\n",
-       "      <td id=\"T_4d747_row267_col3\" class=\"data row267 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row267_col4\" class=\"data row267 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row267\" class=\"row_heading level0 row267\" >walk_light_rail_ASC_school_univ</th>\n",
+       "      <td id=\"T_e7c3a_row267_col0\" class=\"data row267 col0\" > 0.724</td>\n",
+       "      <td id=\"T_e7c3a_row267_col1\" class=\"data row267 col1\" > NA</td>\n",
+       "      <td id=\"T_e7c3a_row267_col2\" class=\"data row267 col2\" > NA</td>\n",
+       "      <td id=\"T_e7c3a_row267_col3\" class=\"data row267 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row267_col4\" class=\"data row267 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row268\" class=\"row_heading level0 row268\" >walk_transit_ASC_auto_deficient_eatout</th>\n",
-       "      <td id=\"T_4d747_row268_col0\" class=\"data row268 col0\" >-0.608</td>\n",
-       "      <td id=\"T_4d747_row268_col1\" class=\"data row268 col1\" > 266.</td>\n",
-       "      <td id=\"T_4d747_row268_col2\" class=\"data row268 col2\" >-0.00</td>\n",
-       "      <td id=\"T_4d747_row268_col3\" class=\"data row268 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row268_col4\" class=\"data row268 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row268\" class=\"row_heading level0 row268\" >walk_light_rail_ASC_work</th>\n",
+       "      <td id=\"T_e7c3a_row268_col0\" class=\"data row268 col0\" > 0.786</td>\n",
+       "      <td id=\"T_e7c3a_row268_col1\" class=\"data row268 col1\" > 278.</td>\n",
+       "      <td id=\"T_e7c3a_row268_col2\" class=\"data row268 col2\" > 0.00</td>\n",
+       "      <td id=\"T_e7c3a_row268_col3\" class=\"data row268 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row268_col4\" class=\"data row268 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row269\" class=\"row_heading level0 row269\" >walk_transit_ASC_auto_deficient_escort</th>\n",
-       "      <td id=\"T_4d747_row269_col0\" class=\"data row269 col0\" >-4.51</td>\n",
-       "      <td id=\"T_4d747_row269_col1\" class=\"data row269 col1\" > 266.</td>\n",
-       "      <td id=\"T_4d747_row269_col2\" class=\"data row269 col2\" >-0.02</td>\n",
-       "      <td id=\"T_4d747_row269_col3\" class=\"data row269 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row269_col4\" class=\"data row269 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row269\" class=\"row_heading level0 row269\" >walk_transit_ASC_auto_deficient_atwork</th>\n",
+       "      <td id=\"T_e7c3a_row269_col0\" class=\"data row269 col0\" >-2.63</td>\n",
+       "      <td id=\"T_e7c3a_row269_col1\" class=\"data row269 col1\" > 16.4</td>\n",
+       "      <td id=\"T_e7c3a_row269_col2\" class=\"data row269 col2\" >-0.16</td>\n",
+       "      <td id=\"T_e7c3a_row269_col3\" class=\"data row269 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row269_col4\" class=\"data row269 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row270\" class=\"row_heading level0 row270\" >walk_transit_ASC_auto_deficient_othdiscr</th>\n",
-       "      <td id=\"T_4d747_row270_col0\" class=\"data row270 col0\" > 0.823</td>\n",
-       "      <td id=\"T_4d747_row270_col1\" class=\"data row270 col1\" > 266.</td>\n",
-       "      <td id=\"T_4d747_row270_col2\" class=\"data row270 col2\" > 0.00</td>\n",
-       "      <td id=\"T_4d747_row270_col3\" class=\"data row270 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row270_col4\" class=\"data row270 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row270\" class=\"row_heading level0 row270\" >walk_transit_ASC_auto_deficient_eatout</th>\n",
+       "      <td id=\"T_e7c3a_row270_col0\" class=\"data row270 col0\" >-0.489</td>\n",
+       "      <td id=\"T_e7c3a_row270_col1\" class=\"data row270 col1\" > 16.4</td>\n",
+       "      <td id=\"T_e7c3a_row270_col2\" class=\"data row270 col2\" >-0.03</td>\n",
+       "      <td id=\"T_e7c3a_row270_col3\" class=\"data row270 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row270_col4\" class=\"data row270 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row271\" class=\"row_heading level0 row271\" >walk_transit_ASC_auto_deficient_othmaint</th>\n",
-       "      <td id=\"T_4d747_row271_col0\" class=\"data row271 col0\" >-3.04</td>\n",
-       "      <td id=\"T_4d747_row271_col1\" class=\"data row271 col1\" > 266.</td>\n",
-       "      <td id=\"T_4d747_row271_col2\" class=\"data row271 col2\" >-0.01</td>\n",
-       "      <td id=\"T_4d747_row271_col3\" class=\"data row271 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row271_col4\" class=\"data row271 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row271\" class=\"row_heading level0 row271\" >walk_transit_ASC_auto_deficient_escort</th>\n",
+       "      <td id=\"T_e7c3a_row271_col0\" class=\"data row271 col0\" >-4.45</td>\n",
+       "      <td id=\"T_e7c3a_row271_col1\" class=\"data row271 col1\" > 16.4</td>\n",
+       "      <td id=\"T_e7c3a_row271_col2\" class=\"data row271 col2\" >-0.27</td>\n",
+       "      <td id=\"T_e7c3a_row271_col3\" class=\"data row271 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row271_col4\" class=\"data row271 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row272\" class=\"row_heading level0 row272\" >walk_transit_ASC_auto_deficient_school</th>\n",
-       "      <td id=\"T_4d747_row272_col0\" class=\"data row272 col0\" > 2.82</td>\n",
-       "      <td id=\"T_4d747_row272_col1\" class=\"data row272 col1\" > 527.</td>\n",
-       "      <td id=\"T_4d747_row272_col2\" class=\"data row272 col2\" > 0.01</td>\n",
-       "      <td id=\"T_4d747_row272_col3\" class=\"data row272 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row272_col4\" class=\"data row272 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row272\" class=\"row_heading level0 row272\" >walk_transit_ASC_auto_deficient_othdiscr</th>\n",
+       "      <td id=\"T_e7c3a_row272_col0\" class=\"data row272 col0\" > 0.873</td>\n",
+       "      <td id=\"T_e7c3a_row272_col1\" class=\"data row272 col1\" > 16.4</td>\n",
+       "      <td id=\"T_e7c3a_row272_col2\" class=\"data row272 col2\" > 0.05</td>\n",
+       "      <td id=\"T_e7c3a_row272_col3\" class=\"data row272 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row272_col4\" class=\"data row272 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row273\" class=\"row_heading level0 row273\" >walk_transit_ASC_auto_deficient_shopping</th>\n",
-       "      <td id=\"T_4d747_row273_col0\" class=\"data row273 col0\" >-1.17</td>\n",
-       "      <td id=\"T_4d747_row273_col1\" class=\"data row273 col1\" > 266.</td>\n",
-       "      <td id=\"T_4d747_row273_col2\" class=\"data row273 col2\" >-0.00</td>\n",
-       "      <td id=\"T_4d747_row273_col3\" class=\"data row273 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row273_col4\" class=\"data row273 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row273\" class=\"row_heading level0 row273\" >walk_transit_ASC_auto_deficient_othmaint</th>\n",
+       "      <td id=\"T_e7c3a_row273_col0\" class=\"data row273 col0\" >-2.97</td>\n",
+       "      <td id=\"T_e7c3a_row273_col1\" class=\"data row273 col1\" > 16.4</td>\n",
+       "      <td id=\"T_e7c3a_row273_col2\" class=\"data row273 col2\" >-0.18</td>\n",
+       "      <td id=\"T_e7c3a_row273_col3\" class=\"data row273 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row273_col4\" class=\"data row273 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row274\" class=\"row_heading level0 row274\" >walk_transit_ASC_auto_deficient_social</th>\n",
-       "      <td id=\"T_4d747_row274_col0\" class=\"data row274 col0\" > 1.30</td>\n",
-       "      <td id=\"T_4d747_row274_col1\" class=\"data row274 col1\" > 266.</td>\n",
-       "      <td id=\"T_4d747_row274_col2\" class=\"data row274 col2\" > 0.00</td>\n",
-       "      <td id=\"T_4d747_row274_col3\" class=\"data row274 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row274_col4\" class=\"data row274 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row274\" class=\"row_heading level0 row274\" >walk_transit_ASC_auto_deficient_school</th>\n",
+       "      <td id=\"T_e7c3a_row274_col0\" class=\"data row274 col0\" > 2.97</td>\n",
+       "      <td id=\"T_e7c3a_row274_col1\" class=\"data row274 col1\" > NA</td>\n",
+       "      <td id=\"T_e7c3a_row274_col2\" class=\"data row274 col2\" > NA</td>\n",
+       "      <td id=\"T_e7c3a_row274_col3\" class=\"data row274 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row274_col4\" class=\"data row274 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row275\" class=\"row_heading level0 row275\" >walk_transit_ASC_auto_deficient_univ</th>\n",
-       "      <td id=\"T_4d747_row275_col0\" class=\"data row275 col0\" > 3.14</td>\n",
-       "      <td id=\"T_4d747_row275_col1\" class=\"data row275 col1\" > 0.00</td>\n",
-       "      <td id=\"T_4d747_row275_col2\" class=\"data row275 col2\" > NA</td>\n",
-       "      <td id=\"T_4d747_row275_col3\" class=\"data row275 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row275_col4\" class=\"data row275 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row275\" class=\"row_heading level0 row275\" >walk_transit_ASC_auto_deficient_shopping</th>\n",
+       "      <td id=\"T_e7c3a_row275_col0\" class=\"data row275 col0\" >-1.07</td>\n",
+       "      <td id=\"T_e7c3a_row275_col1\" class=\"data row275 col1\" > 16.4</td>\n",
+       "      <td id=\"T_e7c3a_row275_col2\" class=\"data row275 col2\" >-0.07</td>\n",
+       "      <td id=\"T_e7c3a_row275_col3\" class=\"data row275 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row275_col4\" class=\"data row275 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row276\" class=\"row_heading level0 row276\" >walk_transit_ASC_auto_deficient_work</th>\n",
-       "      <td id=\"T_4d747_row276_col0\" class=\"data row276 col0\" > 0.0872</td>\n",
-       "      <td id=\"T_4d747_row276_col1\" class=\"data row276 col1\" > NA</td>\n",
-       "      <td id=\"T_4d747_row276_col2\" class=\"data row276 col2\" > NA</td>\n",
-       "      <td id=\"T_4d747_row276_col3\" class=\"data row276 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row276_col4\" class=\"data row276 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row276\" class=\"row_heading level0 row276\" >walk_transit_ASC_auto_deficient_social</th>\n",
+       "      <td id=\"T_e7c3a_row276_col0\" class=\"data row276 col0\" > 1.32</td>\n",
+       "      <td id=\"T_e7c3a_row276_col1\" class=\"data row276 col1\" > 16.4</td>\n",
+       "      <td id=\"T_e7c3a_row276_col2\" class=\"data row276 col2\" > 0.08</td>\n",
+       "      <td id=\"T_e7c3a_row276_col3\" class=\"data row276 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row276_col4\" class=\"data row276 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row277\" class=\"row_heading level0 row277\" >walk_transit_ASC_auto_sufficient_atwork</th>\n",
-       "      <td id=\"T_4d747_row277_col0\" class=\"data row277 col0\" >-3.57</td>\n",
-       "      <td id=\"T_4d747_row277_col1\" class=\"data row277 col1\" > 266.</td>\n",
-       "      <td id=\"T_4d747_row277_col2\" class=\"data row277 col2\" >-0.01</td>\n",
-       "      <td id=\"T_4d747_row277_col3\" class=\"data row277 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row277_col4\" class=\"data row277 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row277\" class=\"row_heading level0 row277\" >walk_transit_ASC_auto_deficient_univ</th>\n",
+       "      <td id=\"T_e7c3a_row277_col0\" class=\"data row277 col0\" > 3.14</td>\n",
+       "      <td id=\"T_e7c3a_row277_col1\" class=\"data row277 col1\" > 0.00</td>\n",
+       "      <td id=\"T_e7c3a_row277_col2\" class=\"data row277 col2\" > NA</td>\n",
+       "      <td id=\"T_e7c3a_row277_col3\" class=\"data row277 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row277_col4\" class=\"data row277 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row278\" class=\"row_heading level0 row278\" >walk_transit_ASC_auto_sufficient_eatout</th>\n",
-       "      <td id=\"T_4d747_row278_col0\" class=\"data row278 col0\" >-1.34</td>\n",
-       "      <td id=\"T_4d747_row278_col1\" class=\"data row278 col1\" > 266.</td>\n",
-       "      <td id=\"T_4d747_row278_col2\" class=\"data row278 col2\" >-0.01</td>\n",
-       "      <td id=\"T_4d747_row278_col3\" class=\"data row278 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row278_col4\" class=\"data row278 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row278\" class=\"row_heading level0 row278\" >walk_transit_ASC_auto_deficient_work</th>\n",
+       "      <td id=\"T_e7c3a_row278_col0\" class=\"data row278 col0\" > 0.159</td>\n",
+       "      <td id=\"T_e7c3a_row278_col1\" class=\"data row278 col1\" > 278.</td>\n",
+       "      <td id=\"T_e7c3a_row278_col2\" class=\"data row278 col2\" > 0.00</td>\n",
+       "      <td id=\"T_e7c3a_row278_col3\" class=\"data row278 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row278_col4\" class=\"data row278 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row279\" class=\"row_heading level0 row279\" >walk_transit_ASC_auto_sufficient_escort</th>\n",
-       "      <td id=\"T_4d747_row279_col0\" class=\"data row279 col0\" >-4.99</td>\n",
-       "      <td id=\"T_4d747_row279_col1\" class=\"data row279 col1\" > 266.</td>\n",
-       "      <td id=\"T_4d747_row279_col2\" class=\"data row279 col2\" >-0.02</td>\n",
-       "      <td id=\"T_4d747_row279_col3\" class=\"data row279 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row279_col4\" class=\"data row279 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row279\" class=\"row_heading level0 row279\" >walk_transit_ASC_auto_sufficient_atwork</th>\n",
+       "      <td id=\"T_e7c3a_row279_col0\" class=\"data row279 col0\" >-3.66</td>\n",
+       "      <td id=\"T_e7c3a_row279_col1\" class=\"data row279 col1\" > 16.4</td>\n",
+       "      <td id=\"T_e7c3a_row279_col2\" class=\"data row279 col2\" >-0.22</td>\n",
+       "      <td id=\"T_e7c3a_row279_col3\" class=\"data row279 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row279_col4\" class=\"data row279 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row280\" class=\"row_heading level0 row280\" >walk_transit_ASC_auto_sufficient_othdiscr</th>\n",
-       "      <td id=\"T_4d747_row280_col0\" class=\"data row280 col0\" >-0.924</td>\n",
-       "      <td id=\"T_4d747_row280_col1\" class=\"data row280 col1\" > 266.</td>\n",
-       "      <td id=\"T_4d747_row280_col2\" class=\"data row280 col2\" >-0.00</td>\n",
-       "      <td id=\"T_4d747_row280_col3\" class=\"data row280 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row280_col4\" class=\"data row280 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row280\" class=\"row_heading level0 row280\" >walk_transit_ASC_auto_sufficient_eatout</th>\n",
+       "      <td id=\"T_e7c3a_row280_col0\" class=\"data row280 col0\" >-1.32</td>\n",
+       "      <td id=\"T_e7c3a_row280_col1\" class=\"data row280 col1\" > 16.4</td>\n",
+       "      <td id=\"T_e7c3a_row280_col2\" class=\"data row280 col2\" >-0.08</td>\n",
+       "      <td id=\"T_e7c3a_row280_col3\" class=\"data row280 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row280_col4\" class=\"data row280 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row281\" class=\"row_heading level0 row281\" >walk_transit_ASC_auto_sufficient_othmaint</th>\n",
-       "      <td id=\"T_4d747_row281_col0\" class=\"data row281 col0\" >-1.71</td>\n",
-       "      <td id=\"T_4d747_row281_col1\" class=\"data row281 col1\" > 266.</td>\n",
-       "      <td id=\"T_4d747_row281_col2\" class=\"data row281 col2\" >-0.01</td>\n",
-       "      <td id=\"T_4d747_row281_col3\" class=\"data row281 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row281_col4\" class=\"data row281 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row281\" class=\"row_heading level0 row281\" >walk_transit_ASC_auto_sufficient_escort</th>\n",
+       "      <td id=\"T_e7c3a_row281_col0\" class=\"data row281 col0\" >-4.82</td>\n",
+       "      <td id=\"T_e7c3a_row281_col1\" class=\"data row281 col1\" > 16.4</td>\n",
+       "      <td id=\"T_e7c3a_row281_col2\" class=\"data row281 col2\" >-0.29</td>\n",
+       "      <td id=\"T_e7c3a_row281_col3\" class=\"data row281 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row281_col4\" class=\"data row281 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row282\" class=\"row_heading level0 row282\" >walk_transit_ASC_auto_sufficient_school</th>\n",
-       "      <td id=\"T_4d747_row282_col0\" class=\"data row282 col0\" > 0.156</td>\n",
-       "      <td id=\"T_4d747_row282_col1\" class=\"data row282 col1\" > 527.</td>\n",
-       "      <td id=\"T_4d747_row282_col2\" class=\"data row282 col2\" > 0.00</td>\n",
-       "      <td id=\"T_4d747_row282_col3\" class=\"data row282 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row282_col4\" class=\"data row282 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row282\" class=\"row_heading level0 row282\" >walk_transit_ASC_auto_sufficient_othdiscr</th>\n",
+       "      <td id=\"T_e7c3a_row282_col0\" class=\"data row282 col0\" >-0.914</td>\n",
+       "      <td id=\"T_e7c3a_row282_col1\" class=\"data row282 col1\" > 16.4</td>\n",
+       "      <td id=\"T_e7c3a_row282_col2\" class=\"data row282 col2\" >-0.06</td>\n",
+       "      <td id=\"T_e7c3a_row282_col3\" class=\"data row282 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row282_col4\" class=\"data row282 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row283\" class=\"row_heading level0 row283\" >walk_transit_ASC_auto_sufficient_shopping</th>\n",
-       "      <td id=\"T_4d747_row283_col0\" class=\"data row283 col0\" >-2.38</td>\n",
-       "      <td id=\"T_4d747_row283_col1\" class=\"data row283 col1\" > 266.</td>\n",
-       "      <td id=\"T_4d747_row283_col2\" class=\"data row283 col2\" >-0.01</td>\n",
-       "      <td id=\"T_4d747_row283_col3\" class=\"data row283 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row283_col4\" class=\"data row283 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row283\" class=\"row_heading level0 row283\" >walk_transit_ASC_auto_sufficient_othmaint</th>\n",
+       "      <td id=\"T_e7c3a_row283_col0\" class=\"data row283 col0\" >-1.68</td>\n",
+       "      <td id=\"T_e7c3a_row283_col1\" class=\"data row283 col1\" > 16.4</td>\n",
+       "      <td id=\"T_e7c3a_row283_col2\" class=\"data row283 col2\" >-0.10</td>\n",
+       "      <td id=\"T_e7c3a_row283_col3\" class=\"data row283 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row283_col4\" class=\"data row283 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row284\" class=\"row_heading level0 row284\" >walk_transit_ASC_auto_sufficient_social</th>\n",
-       "      <td id=\"T_4d747_row284_col0\" class=\"data row284 col0\" >-0.668</td>\n",
-       "      <td id=\"T_4d747_row284_col1\" class=\"data row284 col1\" > 266.</td>\n",
-       "      <td id=\"T_4d747_row284_col2\" class=\"data row284 col2\" >-0.00</td>\n",
-       "      <td id=\"T_4d747_row284_col3\" class=\"data row284 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row284_col4\" class=\"data row284 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row284\" class=\"row_heading level0 row284\" >walk_transit_ASC_auto_sufficient_school</th>\n",
+       "      <td id=\"T_e7c3a_row284_col0\" class=\"data row284 col0\" > 0.487</td>\n",
+       "      <td id=\"T_e7c3a_row284_col1\" class=\"data row284 col1\" > NA</td>\n",
+       "      <td id=\"T_e7c3a_row284_col2\" class=\"data row284 col2\" > NA</td>\n",
+       "      <td id=\"T_e7c3a_row284_col3\" class=\"data row284 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row284_col4\" class=\"data row284 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row285\" class=\"row_heading level0 row285\" >walk_transit_ASC_auto_sufficient_univ</th>\n",
-       "      <td id=\"T_4d747_row285_col0\" class=\"data row285 col0\" > 0.473</td>\n",
-       "      <td id=\"T_4d747_row285_col1\" class=\"data row285 col1\" > 0.00</td>\n",
-       "      <td id=\"T_4d747_row285_col2\" class=\"data row285 col2\" > NA</td>\n",
-       "      <td id=\"T_4d747_row285_col3\" class=\"data row285 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row285_col4\" class=\"data row285 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row285\" class=\"row_heading level0 row285\" >walk_transit_ASC_auto_sufficient_shopping</th>\n",
+       "      <td id=\"T_e7c3a_row285_col0\" class=\"data row285 col0\" >-2.35</td>\n",
+       "      <td id=\"T_e7c3a_row285_col1\" class=\"data row285 col1\" > 16.4</td>\n",
+       "      <td id=\"T_e7c3a_row285_col2\" class=\"data row285 col2\" >-0.14</td>\n",
+       "      <td id=\"T_e7c3a_row285_col3\" class=\"data row285 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row285_col4\" class=\"data row285 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row286\" class=\"row_heading level0 row286\" >walk_transit_ASC_auto_sufficient_work</th>\n",
-       "      <td id=\"T_4d747_row286_col0\" class=\"data row286 col0\" >-1.43</td>\n",
-       "      <td id=\"T_4d747_row286_col1\" class=\"data row286 col1\" > NA</td>\n",
-       "      <td id=\"T_4d747_row286_col2\" class=\"data row286 col2\" > NA</td>\n",
-       "      <td id=\"T_4d747_row286_col3\" class=\"data row286 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row286_col4\" class=\"data row286 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row286\" class=\"row_heading level0 row286\" >walk_transit_ASC_auto_sufficient_social</th>\n",
+       "      <td id=\"T_e7c3a_row286_col0\" class=\"data row286 col0\" >-0.647</td>\n",
+       "      <td id=\"T_e7c3a_row286_col1\" class=\"data row286 col1\" > 16.4</td>\n",
+       "      <td id=\"T_e7c3a_row286_col2\" class=\"data row286 col2\" >-0.04</td>\n",
+       "      <td id=\"T_e7c3a_row286_col3\" class=\"data row286 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row286_col4\" class=\"data row286 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row287\" class=\"row_heading level0 row287\" >walk_transit_ASC_no_auto_atwork</th>\n",
-       "      <td id=\"T_4d747_row287_col0\" class=\"data row287 col0\" > 3.19</td>\n",
-       "      <td id=\"T_4d747_row287_col1\" class=\"data row287 col1\" > 280.</td>\n",
-       "      <td id=\"T_4d747_row287_col2\" class=\"data row287 col2\" > 0.01</td>\n",
-       "      <td id=\"T_4d747_row287_col3\" class=\"data row287 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row287_col4\" class=\"data row287 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row287\" class=\"row_heading level0 row287\" >walk_transit_ASC_auto_sufficient_univ</th>\n",
+       "      <td id=\"T_e7c3a_row287_col0\" class=\"data row287 col0\" > 0.473</td>\n",
+       "      <td id=\"T_e7c3a_row287_col1\" class=\"data row287 col1\" > 0.00</td>\n",
+       "      <td id=\"T_e7c3a_row287_col2\" class=\"data row287 col2\" > NA</td>\n",
+       "      <td id=\"T_e7c3a_row287_col3\" class=\"data row287 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row287_col4\" class=\"data row287 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row288\" class=\"row_heading level0 row288\" >walk_transit_ASC_no_auto_eatout</th>\n",
-       "      <td id=\"T_4d747_row288_col0\" class=\"data row288 col0\" > 3.02</td>\n",
-       "      <td id=\"T_4d747_row288_col1\" class=\"data row288 col1\" > 280.</td>\n",
-       "      <td id=\"T_4d747_row288_col2\" class=\"data row288 col2\" > 0.01</td>\n",
-       "      <td id=\"T_4d747_row288_col3\" class=\"data row288 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row288_col4\" class=\"data row288 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row288\" class=\"row_heading level0 row288\" >walk_transit_ASC_auto_sufficient_work</th>\n",
+       "      <td id=\"T_e7c3a_row288_col0\" class=\"data row288 col0\" >-1.37</td>\n",
+       "      <td id=\"T_e7c3a_row288_col1\" class=\"data row288 col1\" > 278.</td>\n",
+       "      <td id=\"T_e7c3a_row288_col2\" class=\"data row288 col2\" >-0.00</td>\n",
+       "      <td id=\"T_e7c3a_row288_col3\" class=\"data row288 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row288_col4\" class=\"data row288 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row289\" class=\"row_heading level0 row289\" >walk_transit_ASC_no_auto_escort</th>\n",
-       "      <td id=\"T_4d747_row289_col0\" class=\"data row289 col0\" >-2.25</td>\n",
-       "      <td id=\"T_4d747_row289_col1\" class=\"data row289 col1\" > 280.</td>\n",
-       "      <td id=\"T_4d747_row289_col2\" class=\"data row289 col2\" >-0.01</td>\n",
-       "      <td id=\"T_4d747_row289_col3\" class=\"data row289 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row289_col4\" class=\"data row289 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row289\" class=\"row_heading level0 row289\" >walk_transit_ASC_no_auto_atwork</th>\n",
+       "      <td id=\"T_e7c3a_row289_col0\" class=\"data row289 col0\" > 3.13</td>\n",
+       "      <td id=\"T_e7c3a_row289_col1\" class=\"data row289 col1\" > 66.9</td>\n",
+       "      <td id=\"T_e7c3a_row289_col2\" class=\"data row289 col2\" > 0.05</td>\n",
+       "      <td id=\"T_e7c3a_row289_col3\" class=\"data row289 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row289_col4\" class=\"data row289 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row290\" class=\"row_heading level0 row290\" >walk_transit_ASC_no_auto_othdiscr</th>\n",
-       "      <td id=\"T_4d747_row290_col0\" class=\"data row290 col0\" > 2.90</td>\n",
-       "      <td id=\"T_4d747_row290_col1\" class=\"data row290 col1\" > 280.</td>\n",
-       "      <td id=\"T_4d747_row290_col2\" class=\"data row290 col2\" > 0.01</td>\n",
-       "      <td id=\"T_4d747_row290_col3\" class=\"data row290 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row290_col4\" class=\"data row290 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row290\" class=\"row_heading level0 row290\" >walk_transit_ASC_no_auto_eatout</th>\n",
+       "      <td id=\"T_e7c3a_row290_col0\" class=\"data row290 col0\" > 2.92</td>\n",
+       "      <td id=\"T_e7c3a_row290_col1\" class=\"data row290 col1\" > 66.9</td>\n",
+       "      <td id=\"T_e7c3a_row290_col2\" class=\"data row290 col2\" > 0.04</td>\n",
+       "      <td id=\"T_e7c3a_row290_col3\" class=\"data row290 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row290_col4\" class=\"data row290 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row291\" class=\"row_heading level0 row291\" >walk_transit_ASC_no_auto_othmaint</th>\n",
-       "      <td id=\"T_4d747_row291_col0\" class=\"data row291 col0\" > 2.65</td>\n",
-       "      <td id=\"T_4d747_row291_col1\" class=\"data row291 col1\" > 280.</td>\n",
-       "      <td id=\"T_4d747_row291_col2\" class=\"data row291 col2\" > 0.01</td>\n",
-       "      <td id=\"T_4d747_row291_col3\" class=\"data row291 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row291_col4\" class=\"data row291 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row291\" class=\"row_heading level0 row291\" >walk_transit_ASC_no_auto_escort</th>\n",
+       "      <td id=\"T_e7c3a_row291_col0\" class=\"data row291 col0\" >-2.26</td>\n",
+       "      <td id=\"T_e7c3a_row291_col1\" class=\"data row291 col1\" > 67.0</td>\n",
+       "      <td id=\"T_e7c3a_row291_col2\" class=\"data row291 col2\" >-0.03</td>\n",
+       "      <td id=\"T_e7c3a_row291_col3\" class=\"data row291 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row291_col4\" class=\"data row291 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row292\" class=\"row_heading level0 row292\" >walk_transit_ASC_no_auto_school</th>\n",
-       "      <td id=\"T_4d747_row292_col0\" class=\"data row292 col0\" > 20.6</td>\n",
-       "      <td id=\"T_4d747_row292_col1\" class=\"data row292 col1\" > 524.</td>\n",
-       "      <td id=\"T_4d747_row292_col2\" class=\"data row292 col2\" > 0.04</td>\n",
-       "      <td id=\"T_4d747_row292_col3\" class=\"data row292 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row292_col4\" class=\"data row292 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row292\" class=\"row_heading level0 row292\" >walk_transit_ASC_no_auto_othdiscr</th>\n",
+       "      <td id=\"T_e7c3a_row292_col0\" class=\"data row292 col0\" > 2.80</td>\n",
+       "      <td id=\"T_e7c3a_row292_col1\" class=\"data row292 col1\" > 66.9</td>\n",
+       "      <td id=\"T_e7c3a_row292_col2\" class=\"data row292 col2\" > 0.04</td>\n",
+       "      <td id=\"T_e7c3a_row292_col3\" class=\"data row292 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row292_col4\" class=\"data row292 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row293\" class=\"row_heading level0 row293\" >walk_transit_ASC_no_auto_shopping</th>\n",
-       "      <td id=\"T_4d747_row293_col0\" class=\"data row293 col0\" > 2.45</td>\n",
-       "      <td id=\"T_4d747_row293_col1\" class=\"data row293 col1\" > 280.</td>\n",
-       "      <td id=\"T_4d747_row293_col2\" class=\"data row293 col2\" > 0.01</td>\n",
-       "      <td id=\"T_4d747_row293_col3\" class=\"data row293 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row293_col4\" class=\"data row293 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row293\" class=\"row_heading level0 row293\" >walk_transit_ASC_no_auto_othmaint</th>\n",
+       "      <td id=\"T_e7c3a_row293_col0\" class=\"data row293 col0\" > 2.59</td>\n",
+       "      <td id=\"T_e7c3a_row293_col1\" class=\"data row293 col1\" > 66.9</td>\n",
+       "      <td id=\"T_e7c3a_row293_col2\" class=\"data row293 col2\" > 0.04</td>\n",
+       "      <td id=\"T_e7c3a_row293_col3\" class=\"data row293 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row293_col4\" class=\"data row293 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row294\" class=\"row_heading level0 row294\" >walk_transit_ASC_no_auto_social</th>\n",
-       "      <td id=\"T_4d747_row294_col0\" class=\"data row294 col0\" > 2.11</td>\n",
-       "      <td id=\"T_4d747_row294_col1\" class=\"data row294 col1\" > 280.</td>\n",
-       "      <td id=\"T_4d747_row294_col2\" class=\"data row294 col2\" > 0.01</td>\n",
-       "      <td id=\"T_4d747_row294_col3\" class=\"data row294 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row294_col4\" class=\"data row294 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row294\" class=\"row_heading level0 row294\" >walk_transit_ASC_no_auto_school</th>\n",
+       "      <td id=\"T_e7c3a_row294_col0\" class=\"data row294 col0\" > 20.4</td>\n",
+       "      <td id=\"T_e7c3a_row294_col1\" class=\"data row294 col1\" > NA</td>\n",
+       "      <td id=\"T_e7c3a_row294_col2\" class=\"data row294 col2\" > NA</td>\n",
+       "      <td id=\"T_e7c3a_row294_col3\" class=\"data row294 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row294_col4\" class=\"data row294 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row295\" class=\"row_heading level0 row295\" >walk_transit_ASC_no_auto_univ</th>\n",
-       "      <td id=\"T_4d747_row295_col0\" class=\"data row295 col0\" > 8.79</td>\n",
-       "      <td id=\"T_4d747_row295_col1\" class=\"data row295 col1\" > 0.00</td>\n",
-       "      <td id=\"T_4d747_row295_col2\" class=\"data row295 col2\" > NA</td>\n",
-       "      <td id=\"T_4d747_row295_col3\" class=\"data row295 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row295_col4\" class=\"data row295 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row295\" class=\"row_heading level0 row295\" >walk_transit_ASC_no_auto_shopping</th>\n",
+       "      <td id=\"T_e7c3a_row295_col0\" class=\"data row295 col0\" > 2.33</td>\n",
+       "      <td id=\"T_e7c3a_row295_col1\" class=\"data row295 col1\" > 66.9</td>\n",
+       "      <td id=\"T_e7c3a_row295_col2\" class=\"data row295 col2\" > 0.03</td>\n",
+       "      <td id=\"T_e7c3a_row295_col3\" class=\"data row295 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row295_col4\" class=\"data row295 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row296\" class=\"row_heading level0 row296\" >walk_transit_ASC_no_auto_work</th>\n",
-       "      <td id=\"T_4d747_row296_col0\" class=\"data row296 col0\" > 4.67</td>\n",
-       "      <td id=\"T_4d747_row296_col1\" class=\"data row296 col1\" > NA</td>\n",
-       "      <td id=\"T_4d747_row296_col2\" class=\"data row296 col2\" > NA</td>\n",
-       "      <td id=\"T_4d747_row296_col3\" class=\"data row296 col3\" ></td>\n",
-       "      <td id=\"T_4d747_row296_col4\" class=\"data row296 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row296\" class=\"row_heading level0 row296\" >walk_transit_ASC_no_auto_social</th>\n",
+       "      <td id=\"T_e7c3a_row296_col0\" class=\"data row296 col0\" > 2.06</td>\n",
+       "      <td id=\"T_e7c3a_row296_col1\" class=\"data row296 col1\" > 66.9</td>\n",
+       "      <td id=\"T_e7c3a_row296_col2\" class=\"data row296 col2\" > 0.03</td>\n",
+       "      <td id=\"T_e7c3a_row296_col3\" class=\"data row296 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row296_col4\" class=\"data row296 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row297\" class=\"row_heading level0 row297\" >walk_transit_CBD_ASC_atwork</th>\n",
-       "      <td id=\"T_4d747_row297_col0\" class=\"data row297 col0\" > 1.15</td>\n",
-       "      <td id=\"T_4d747_row297_col1\" class=\"data row297 col1\" > 0.283</td>\n",
-       "      <td id=\"T_4d747_row297_col2\" class=\"data row297 col2\" > 4.05</td>\n",
-       "      <td id=\"T_4d747_row297_col3\" class=\"data row297 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row297_col4\" class=\"data row297 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row297\" class=\"row_heading level0 row297\" >walk_transit_ASC_no_auto_univ</th>\n",
+       "      <td id=\"T_e7c3a_row297_col0\" class=\"data row297 col0\" > 8.79</td>\n",
+       "      <td id=\"T_e7c3a_row297_col1\" class=\"data row297 col1\" > 0.00</td>\n",
+       "      <td id=\"T_e7c3a_row297_col2\" class=\"data row297 col2\" > NA</td>\n",
+       "      <td id=\"T_e7c3a_row297_col3\" class=\"data row297 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row297_col4\" class=\"data row297 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row298\" class=\"row_heading level0 row298\" >walk_transit_CBD_ASC_eatout_escort_othdiscr_othmaint_shopping_social</th>\n",
-       "      <td id=\"T_4d747_row298_col0\" class=\"data row298 col0\" > 1.07</td>\n",
-       "      <td id=\"T_4d747_row298_col1\" class=\"data row298 col1\" > 0.0756</td>\n",
-       "      <td id=\"T_4d747_row298_col2\" class=\"data row298 col2\" > 14.20</td>\n",
-       "      <td id=\"T_4d747_row298_col3\" class=\"data row298 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row298_col4\" class=\"data row298 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row298\" class=\"row_heading level0 row298\" >walk_transit_ASC_no_auto_work</th>\n",
+       "      <td id=\"T_e7c3a_row298_col0\" class=\"data row298 col0\" > 4.60</td>\n",
+       "      <td id=\"T_e7c3a_row298_col1\" class=\"data row298 col1\" > 285.</td>\n",
+       "      <td id=\"T_e7c3a_row298_col2\" class=\"data row298 col2\" > 0.02</td>\n",
+       "      <td id=\"T_e7c3a_row298_col3\" class=\"data row298 col3\" ></td>\n",
+       "      <td id=\"T_e7c3a_row298_col4\" class=\"data row298 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row299\" class=\"row_heading level0 row299\" >walk_transit_CBD_ASC_school_univ</th>\n",
-       "      <td id=\"T_4d747_row299_col0\" class=\"data row299 col0\" > 0.819</td>\n",
-       "      <td id=\"T_4d747_row299_col1\" class=\"data row299 col1\" > 0.114</td>\n",
-       "      <td id=\"T_4d747_row299_col2\" class=\"data row299 col2\" > 7.16</td>\n",
-       "      <td id=\"T_4d747_row299_col3\" class=\"data row299 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row299_col4\" class=\"data row299 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row299\" class=\"row_heading level0 row299\" >walk_transit_CBD_ASC_atwork</th>\n",
+       "      <td id=\"T_e7c3a_row299_col0\" class=\"data row299 col0\" > 1.30</td>\n",
+       "      <td id=\"T_e7c3a_row299_col1\" class=\"data row299 col1\" > 0.284</td>\n",
+       "      <td id=\"T_e7c3a_row299_col2\" class=\"data row299 col2\" > 4.57</td>\n",
+       "      <td id=\"T_e7c3a_row299_col3\" class=\"data row299 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row299_col4\" class=\"data row299 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_4d747_level0_row300\" class=\"row_heading level0 row300\" >walk_transit_CBD_ASC_work</th>\n",
-       "      <td id=\"T_4d747_row300_col0\" class=\"data row300 col0\" > 1.16</td>\n",
-       "      <td id=\"T_4d747_row300_col1\" class=\"data row300 col1\" > 0.0539</td>\n",
-       "      <td id=\"T_4d747_row300_col2\" class=\"data row300 col2\" > 21.50</td>\n",
-       "      <td id=\"T_4d747_row300_col3\" class=\"data row300 col3\" >***</td>\n",
-       "      <td id=\"T_4d747_row300_col4\" class=\"data row300 col4\" > 0.00</td>\n",
+       "      <th id=\"T_e7c3a_level0_row300\" class=\"row_heading level0 row300\" >walk_transit_CBD_ASC_eatout_escort_othdiscr_othmaint_shopping_social</th>\n",
+       "      <td id=\"T_e7c3a_row300_col0\" class=\"data row300 col0\" > 1.08</td>\n",
+       "      <td id=\"T_e7c3a_row300_col1\" class=\"data row300 col1\" > 0.0757</td>\n",
+       "      <td id=\"T_e7c3a_row300_col2\" class=\"data row300 col2\" > 14.25</td>\n",
+       "      <td id=\"T_e7c3a_row300_col3\" class=\"data row300 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row300_col4\" class=\"data row300 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_e7c3a_level0_row301\" class=\"row_heading level0 row301\" >walk_transit_CBD_ASC_school_univ</th>\n",
+       "      <td id=\"T_e7c3a_row301_col0\" class=\"data row301 col0\" > 0.834</td>\n",
+       "      <td id=\"T_e7c3a_row301_col1\" class=\"data row301 col1\" > 0.114</td>\n",
+       "      <td id=\"T_e7c3a_row301_col2\" class=\"data row301 col2\" > 7.30</td>\n",
+       "      <td id=\"T_e7c3a_row301_col3\" class=\"data row301 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row301_col4\" class=\"data row301 col4\" > 0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_e7c3a_level0_row302\" class=\"row_heading level0 row302\" >walk_transit_CBD_ASC_work</th>\n",
+       "      <td id=\"T_e7c3a_row302_col0\" class=\"data row302 col0\" > 1.16</td>\n",
+       "      <td id=\"T_e7c3a_row302_col1\" class=\"data row302 col1\" > 0.0539</td>\n",
+       "      <td id=\"T_e7c3a_row302_col2\" class=\"data row302 col2\" > 21.50</td>\n",
+       "      <td id=\"T_e7c3a_row302_col3\" class=\"data row302 col3\" >***</td>\n",
+       "      <td id=\"T_e7c3a_row302_col4\" class=\"data row302 col4\" > 0.00</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n"
       ],
       "text/plain": [
-       "<pandas.io.formats.style.Styler at 0x168c140d0>"
+       "<pandas.io.formats.style.Styler at 0x17efbb2e0>"
       ]
      },
-     "execution_count": 12,
+     "execution_count": 13,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -4194,8 +4328,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
-   "metadata": {},
+   "execution_count": 14,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-06-26T02:22:22.519480Z",
+     "iopub.status.busy": "2025-06-26T02:22:22.519378Z",
+     "iopub.status.idle": "2025-06-26T02:22:22.604985Z",
+     "shell.execute_reply": "2025-06-26T02:22:22.604582Z",
+     "shell.execute_reply.started": "2025-06-26T02:22:22.519470Z"
+    }
+   },
    "outputs": [],
    "source": [
     "from activitysim.estimation.larch import update_coefficients\n",
@@ -4215,8 +4357,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
-   "metadata": {},
+   "execution_count": 15,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-06-26T02:22:22.605439Z",
+     "iopub.status.busy": "2025-06-26T02:22:22.605332Z",
+     "iopub.status.idle": "2025-06-26T02:22:33.125948Z",
+     "shell.execute_reply": "2025-06-26T02:22:33.125494Z",
+     "shell.execute_reply.started": "2025-06-26T02:22:22.605418Z"
+    }
+   },
    "outputs": [],
    "source": [
     "model.to_xlsx(\n",
@@ -4236,8 +4386,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
-   "metadata": {},
+   "execution_count": 16,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-06-26T02:22:33.126652Z",
+     "iopub.status.busy": "2025-06-26T02:22:33.126545Z",
+     "iopub.status.idle": "2025-06-26T02:22:33.132608Z",
+     "shell.execute_reply": "2025-06-26T02:22:33.132330Z",
+     "shell.execute_reply.started": "2025-06-26T02:22:33.126642Z"
+    }
+   },
    "outputs": [
     {
      "data": {
@@ -4303,27 +4461,15 @@
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>302</th>\n",
-       "      <td>walk_transit_CBD_ASC_atwork</td>\n",
-       "      <td>1.146544</td>\n",
-       "      <td>F</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>303</th>\n",
-       "      <td>drive_transit_CBD_ASC_eatout_escort_othdiscr_o...</td>\n",
-       "      <td>1.407306</td>\n",
-       "      <td>F</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
        "      <th>304</th>\n",
        "      <td>drive_transit_CBD_ASC_school_univ</td>\n",
-       "      <td>1.179871</td>\n",
+       "      <td>1.227148</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>305</th>\n",
        "      <td>drive_transit_CBD_ASC_work</td>\n",
-       "      <td>1.648397</td>\n",
+       "      <td>1.636347</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -4332,9 +4478,21 @@
        "      <td>0.564000</td>\n",
        "      <td>F</td>\n",
        "    </tr>\n",
+       "    <tr>\n",
+       "      <th>307</th>\n",
+       "      <td>coef_test_eatout_escort_othdiscr_othmaint_shop...</td>\n",
+       "      <td>0.076990</td>\n",
+       "      <td>F</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>308</th>\n",
+       "      <td>coef_test_school_univ</td>\n",
+       "      <td>0.518279</td>\n",
+       "      <td>F</td>\n",
+       "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>307 rows × 3 columns</p>\n",
+       "<p>309 rows × 3 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
@@ -4345,16 +4503,16 @@
        "3                            coef_nest_AUTO_DRIVEALONE  0.350000         T\n",
        "4                           coef_nest_AUTO_SHAREDRIDE2  0.350000         T\n",
        "..                                                 ...       ...       ...\n",
-       "302                        walk_transit_CBD_ASC_atwork  1.146544         F\n",
-       "303  drive_transit_CBD_ASC_eatout_escort_othdiscr_o...  1.407306         F\n",
-       "304                  drive_transit_CBD_ASC_school_univ  1.179871         F\n",
-       "305                         drive_transit_CBD_ASC_work  1.648397         F\n",
+       "304                  drive_transit_CBD_ASC_school_univ  1.227148         F\n",
+       "305                         drive_transit_CBD_ASC_work  1.636347         F\n",
        "306                       drive_transit_CBD_ASC_atwork  0.564000         F\n",
+       "307  coef_test_eatout_escort_othdiscr_othmaint_shop...  0.076990         F\n",
+       "308                              coef_test_school_univ  0.518279         F\n",
        "\n",
-       "[307 rows x 3 columns]"
+       "[309 rows x 3 columns]"
       ]
      },
-     "execution_count": 15,
+     "execution_count": 16,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -4362,6 +4520,8500 @@
    "source": [
     "pd.read_csv(result_dir/f\"{modelname}_coefficients_revised.csv\")"
    ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Modify Spec\n",
+    "\n",
+    "Here, we will demonstrate the process of re-estimating the model with a modified\n",
+    "SPEC file.  This does *not* require re-running ActivitySim, it just requires\n",
+    "changing the SPEC file, and possibly the coefficients and/or coefficients template files, and re-running the Larch estimation only.\n",
+    "\n",
+    "The `backup` command we ran earlier made a backup copy of the\n",
+    "original spec file in the EDB directory.\n",
+    "This was not strictly necessary, but since we're about to modify it and\n",
+    "we may want undo our changes, it can be handy to keep a copy of the\n",
+    "original spec file around. Since we already have a backup copy, we'll make some \n",
+    "changes directly in the SPEC file.  As an example here, we're going\n",
+    "to add a constant term to the model, with a coefficient that is shared in common across \n",
+    "several (but not all) purposes.\n",
+    "\n",
+    "For this demo we are editing \n",
+    "the model files using Python code to make the changes, but a user does not need\n",
+    "to change the file using Python; any CSV editor (e.g. Excel) can be used. We will\n",
+    "edit three files: the spec, the coefficients, and the coefficients template.\n",
+    "We're not going to edit any of the existing content in any of these files, instead \n",
+    "we will simply add a few lines to each to add an extra expression to the spec, and\n",
+    "the coefficients for that expression."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-06-26T02:22:33.133126Z",
+     "iopub.status.busy": "2025-06-26T02:22:33.133030Z",
+     "iopub.status.idle": "2025-06-26T02:22:33.135058Z",
+     "shell.execute_reply": "2025-06-26T02:22:33.134812Z",
+     "shell.execute_reply.started": "2025-06-26T02:22:33.133117Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "with open(data.edb_directory / \"tour_mode_choice_SPEC.csv\", mode=\"a\") as f:\n",
+    "    f.write(\"util_test,Additional DA constant,1,coef_test,,,,,,,,,,,,,,,,,,,,\\n\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-06-26T02:22:33.135393Z",
+     "iopub.status.busy": "2025-06-26T02:22:33.135303Z",
+     "iopub.status.idle": "2025-06-26T02:22:33.137578Z",
+     "shell.execute_reply": "2025-06-26T02:22:33.137342Z",
+     "shell.execute_reply.started": "2025-06-26T02:22:33.135372Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "with open(data.edb_directory / \"tour_mode_choice_coefficients_template.csv\", mode=\"a\") as f:\n",
+    "    f.write(\"coef_test,\"\n",
+    "            \"coef_test_eatout_escort_othdiscr_othmaint_shopping_social_work_atwork,\"\n",
+    "            \"coef_test_eatout_escort_othdiscr_othmaint_shopping_social_work_atwork,\"\n",
+    "            \"coef_test_eatout_escort_othdiscr_othmaint_shopping_social_work_atwork,\"\n",
+    "            \"coef_test_eatout_escort_othdiscr_othmaint_shopping_social_work_atwork,\"\n",
+    "            \"coef_test_school_univ,\"\n",
+    "            \"coef_test_eatout_escort_othdiscr_othmaint_shopping_social_work_atwork,\"\n",
+    "            \"coef_test_eatout_escort_othdiscr_othmaint_shopping_social_work_atwork,\"\n",
+    "            \"coef_test_school_univ,\"\n",
+    "            \"coef_test_eatout_escort_othdiscr_othmaint_shopping_social_work_atwork,\"\n",
+    "            \"coef_test_eatout_escort_othdiscr_othmaint_shopping_social_work_atwork\\n\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-06-26T02:22:33.138092Z",
+     "iopub.status.busy": "2025-06-26T02:22:33.137967Z",
+     "iopub.status.idle": "2025-06-26T02:22:33.139786Z",
+     "shell.execute_reply": "2025-06-26T02:22:33.139542Z",
+     "shell.execute_reply.started": "2025-06-26T02:22:33.138083Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "with open(data.edb_directory / \"tour_mode_choice_coefficients.csv\", mode=\"a\") as f:\n",
+    "    f.write(\"coef_test_eatout_escort_othdiscr_othmaint_shopping_social_work_atwork,0,F\\n\"\n",
+    "            \"coef_test_school_univ,0,F\\n\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Now to re-estimate the model, we just re-run the same steps as the original estimation above."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-06-26T02:23:19.234087Z",
+     "iopub.status.busy": "2025-06-26T02:23:19.233080Z",
+     "iopub.status.idle": "2025-06-26T02:23:34.736566Z",
+     "shell.execute_reply": "2025-06-26T02:23:34.736111Z",
+     "shell.execute_reply.started": "2025-06-26T02:23:19.234014Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "loading from output-est-mode/estimation_data_bundle/tour_mode_choice/tour_mode_choice_coefficients.csv\n",
+      "loading from output-est-mode/estimation_data_bundle/tour_mode_choice/tour_mode_choice_coefficients_template.csv\n",
+      "loading spec from output-est-mode/estimation_data_bundle/tour_mode_choice/tour_mode_choice_SPEC.csv\n",
+      "loading from output-est-mode/estimation_data_bundle/tour_mode_choice/tour_mode_choice_values_combined.parquet\n"
+     ]
+    }
+   ],
+   "source": [
+    "remodel, redata = component_model(modelname, edb_directory=str(data.edb_directory), return_data=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-06-26T02:23:37.086759Z",
+     "iopub.status.busy": "2025-06-26T02:23:37.086146Z",
+     "iopub.status.idle": "2025-06-26T02:23:39.392179Z",
+     "shell.execute_reply": "2025-06-26T02:23:39.391840Z",
+     "shell.execute_reply.started": "2025-06-26T02:23:37.086721Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "remodel.extend(model2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-06-26T02:23:40.195214Z",
+     "iopub.status.busy": "2025-06-26T02:23:40.194549Z",
+     "iopub.status.idle": "2025-06-26T02:27:37.904716Z",
+     "shell.execute_reply": "2025-06-26T02:27:37.904362Z",
+     "shell.execute_reply.started": "2025-06-26T02:23:40.195175Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<h3>Iteration 200 [Iteration limit reached] </h3>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<p>Best LL = -76502.09343717809</p>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>value</th>\n",
+       "      <th>best</th>\n",
+       "      <th>initvalue</th>\n",
+       "      <th>minimum</th>\n",
+       "      <th>maximum</th>\n",
+       "      <th>nullvalue</th>\n",
+       "      <th>holdfast</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>param_name</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>-999</th>\n",
+       "      <td>-999.000000</td>\n",
+       "      <td>-999.000000</td>\n",
+       "      <td>-999.000000</td>\n",
+       "      <td>-999.0</td>\n",
+       "      <td>-999.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bike_ASC_auto_deficient_atwork</th>\n",
+       "      <td>-1.059385</td>\n",
+       "      <td>-1.059385</td>\n",
+       "      <td>-0.807408</td>\n",
+       "      <td>-inf</td>\n",
+       "      <td>inf</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bike_ASC_auto_deficient_eatout</th>\n",
+       "      <td>-1.201250</td>\n",
+       "      <td>-1.201250</td>\n",
+       "      <td>-1.569111</td>\n",
+       "      <td>-inf</td>\n",
+       "      <td>inf</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bike_ASC_auto_deficient_escort</th>\n",
+       "      <td>-3.880330</td>\n",
+       "      <td>-3.880330</td>\n",
+       "      <td>-4.527928</td>\n",
+       "      <td>-inf</td>\n",
+       "      <td>inf</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_ASC_no_auto_work</th>\n",
+       "      <td>4.631023</td>\n",
+       "      <td>4.631023</td>\n",
+       "      <td>5.035417</td>\n",
+       "      <td>-inf</td>\n",
+       "      <td>inf</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_CBD_ASC_atwork</th>\n",
+       "      <td>1.184225</td>\n",
+       "      <td>1.184225</td>\n",
+       "      <td>0.564000</td>\n",
+       "      <td>-inf</td>\n",
+       "      <td>inf</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_CBD_ASC_eatout_escort_othdiscr_othmaint_shopping_social</th>\n",
+       "      <td>1.088968</td>\n",
+       "      <td>1.088968</td>\n",
+       "      <td>0.525000</td>\n",
+       "      <td>-inf</td>\n",
+       "      <td>inf</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_CBD_ASC_school_univ</th>\n",
+       "      <td>0.826484</td>\n",
+       "      <td>0.826484</td>\n",
+       "      <td>0.672000</td>\n",
+       "      <td>-inf</td>\n",
+       "      <td>inf</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_CBD_ASC_work</th>\n",
+       "      <td>1.146513</td>\n",
+       "      <td>1.146513</td>\n",
+       "      <td>0.804000</td>\n",
+       "      <td>-inf</td>\n",
+       "      <td>inf</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>312 rows × 7 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                                         value        best  \\\n",
+       "param_name                                                                   \n",
+       "-999                                               -999.000000 -999.000000   \n",
+       "1                                                     1.000000    1.000000   \n",
+       "bike_ASC_auto_deficient_atwork                       -1.059385   -1.059385   \n",
+       "bike_ASC_auto_deficient_eatout                       -1.201250   -1.201250   \n",
+       "bike_ASC_auto_deficient_escort                       -3.880330   -3.880330   \n",
+       "...                                                        ...         ...   \n",
+       "walk_transit_ASC_no_auto_work                         4.631023    4.631023   \n",
+       "walk_transit_CBD_ASC_atwork                           1.184225    1.184225   \n",
+       "walk_transit_CBD_ASC_eatout_escort_othdiscr_oth...    1.088968    1.088968   \n",
+       "walk_transit_CBD_ASC_school_univ                      0.826484    0.826484   \n",
+       "walk_transit_CBD_ASC_work                             1.146513    1.146513   \n",
+       "\n",
+       "                                                     initvalue  minimum  \\\n",
+       "param_name                                                                \n",
+       "-999                                               -999.000000   -999.0   \n",
+       "1                                                     1.000000      1.0   \n",
+       "bike_ASC_auto_deficient_atwork                       -0.807408     -inf   \n",
+       "bike_ASC_auto_deficient_eatout                       -1.569111     -inf   \n",
+       "bike_ASC_auto_deficient_escort                       -4.527928     -inf   \n",
+       "...                                                        ...      ...   \n",
+       "walk_transit_ASC_no_auto_work                         5.035417     -inf   \n",
+       "walk_transit_CBD_ASC_atwork                           0.564000     -inf   \n",
+       "walk_transit_CBD_ASC_eatout_escort_othdiscr_oth...    0.525000     -inf   \n",
+       "walk_transit_CBD_ASC_school_univ                      0.672000     -inf   \n",
+       "walk_transit_CBD_ASC_work                             0.804000     -inf   \n",
+       "\n",
+       "                                                    maximum  nullvalue  \\\n",
+       "param_name                                                               \n",
+       "-999                                                 -999.0        0.0   \n",
+       "1                                                       1.0        0.0   \n",
+       "bike_ASC_auto_deficient_atwork                          inf        0.0   \n",
+       "bike_ASC_auto_deficient_eatout                          inf        0.0   \n",
+       "bike_ASC_auto_deficient_escort                          inf        0.0   \n",
+       "...                                                     ...        ...   \n",
+       "walk_transit_ASC_no_auto_work                           inf        0.0   \n",
+       "walk_transit_CBD_ASC_atwork                             inf        0.0   \n",
+       "walk_transit_CBD_ASC_eatout_escort_othdiscr_oth...      inf        0.0   \n",
+       "walk_transit_CBD_ASC_school_univ                        inf        0.0   \n",
+       "walk_transit_CBD_ASC_work                               inf        0.0   \n",
+       "\n",
+       "                                                    holdfast  \n",
+       "param_name                                                    \n",
+       "-999                                                       1  \n",
+       "1                                                          1  \n",
+       "bike_ASC_auto_deficient_atwork                             0  \n",
+       "bike_ASC_auto_deficient_eatout                             0  \n",
+       "bike_ASC_auto_deficient_escort                             0  \n",
+       "...                                                      ...  \n",
+       "walk_transit_ASC_no_auto_work                              0  \n",
+       "walk_transit_CBD_ASC_atwork                                0  \n",
+       "walk_transit_CBD_ASC_eatout_escort_othdiscr_oth...         0  \n",
+       "walk_transit_CBD_ASC_school_univ                           0  \n",
+       "walk_transit_CBD_ASC_work                                  0  \n",
+       "\n",
+       "[312 rows x 7 columns]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/jpn/Git/aestival/repos/larch/src/larch/model/optimization.py:338: UserWarning: slsqp may not play nicely with unbounded parameters\n",
+      "if you get poor results, consider setting global bounds with model.set_cap()\n",
+      "  warnings.warn(  # infinite bounds #  )\n",
+      "/Users/jpn/Git/aestival/repos/larch/src/larch/model/model_group.py:366: PossibleOverspecification: Model is possibly over-specified (hessian is nearly singular).\n",
+      "  self.calculate_parameter_covariance()\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div><table style=\"margin-top:1px;\"><tr><th>key</th><th style=\"text-align:left;\">value</th></tr><tr><td>x</td><td style=\"text-align:left;\"><table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>0</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>-999</th>\n",
+       "      <td>-999.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bike_ASC_auto_deficient_atwork</th>\n",
+       "      <td>-1.059385</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bike_ASC_auto_deficient_eatout</th>\n",
+       "      <td>-1.201250</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bike_ASC_auto_deficient_escort</th>\n",
+       "      <td>-3.880330</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bike_ASC_auto_deficient_othdiscr</th>\n",
+       "      <td>-0.528102</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bike_ASC_auto_deficient_othmaint</th>\n",
+       "      <td>-1.629975</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bike_ASC_auto_deficient_school</th>\n",
+       "      <td>-1.182724</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bike_ASC_auto_deficient_shopping</th>\n",
+       "      <td>-1.304686</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bike_ASC_auto_deficient_social</th>\n",
+       "      <td>0.592094</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bike_ASC_auto_deficient_univ</th>\n",
+       "      <td>-0.669235</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bike_ASC_auto_deficient_work</th>\n",
+       "      <td>-0.360143</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bike_ASC_auto_sufficient_atwork</th>\n",
+       "      <td>15.720172</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bike_ASC_auto_sufficient_eatout</th>\n",
+       "      <td>-1.297285</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bike_ASC_auto_sufficient_escort</th>\n",
+       "      <td>-5.264113</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bike_ASC_auto_sufficient_othdiscr</th>\n",
+       "      <td>-1.491319</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bike_ASC_auto_sufficient_othmaint</th>\n",
+       "      <td>-2.511651</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bike_ASC_auto_sufficient_school</th>\n",
+       "      <td>-2.201436</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bike_ASC_auto_sufficient_shopping</th>\n",
+       "      <td>-2.777945</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bike_ASC_auto_sufficient_social</th>\n",
+       "      <td>-1.828315</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bike_ASC_auto_sufficient_univ</th>\n",
+       "      <td>-1.939783</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bike_ASC_auto_sufficient_work</th>\n",
+       "      <td>-2.058472</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bike_ASC_no_auto_atwork</th>\n",
+       "      <td>-0.911319</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bike_ASC_no_auto_eatout</th>\n",
+       "      <td>0.509502</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bike_ASC_no_auto_escort</th>\n",
+       "      <td>-0.730310</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bike_ASC_no_auto_othdiscr</th>\n",
+       "      <td>-0.404361</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bike_ASC_no_auto_othmaint</th>\n",
+       "      <td>1.614051</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bike_ASC_no_auto_school</th>\n",
+       "      <td>13.403780</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bike_ASC_no_auto_shopping</th>\n",
+       "      <td>1.048175</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bike_ASC_no_auto_social</th>\n",
+       "      <td>0.485746</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bike_ASC_no_auto_univ</th>\n",
+       "      <td>4.294516</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bike_ASC_no_auto_work</th>\n",
+       "      <td>3.427768</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_age010_trn_multiplier_atwork</th>\n",
+       "      <td>0.000722</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_age010_trn_multiplier_eatout_escort_othdiscr_othmaint_shopping_social_work</th>\n",
+       "      <td>0.363546</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_age010_trn_multiplier_school_univ</th>\n",
+       "      <td>-0.874785</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_age1619_da_multiplier_atwork</th>\n",
+       "      <td>-0.192883</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_age1619_da_multiplier_eatout_escort_othdiscr_othmaint_shopping_social_work</th>\n",
+       "      <td>0.000513</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_age1619_da_multiplier_school_univ</th>\n",
+       "      <td>-1.677960</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_age16p_sr_multiplier_eatout_escort_othdiscr_othmaint_shopping_social</th>\n",
+       "      <td>-1.451060</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_age16p_sr_multiplier_school_univ_work_atwork</th>\n",
+       "      <td>-0.648072</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_hhsize1_sr_multiplier_eatout_escort_othdiscr_othmaint_school_shopping_social_univ_atwork</th>\n",
+       "      <td>-0.071030</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_hhsize1_sr_multiplier_work</th>\n",
+       "      <td>-0.836007</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_hhsize2_sr_multiplier_eatout_escort_othdiscr_othmaint_shopping_social_work_atwork</th>\n",
+       "      <td>0.002091</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_hhsize2_sr_multiplier_school_univ</th>\n",
+       "      <td>-0.747693</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_ivt_atwork</th>\n",
+       "      <td>-0.011188</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_ivt_eatout_escort_othdiscr_othmaint_shopping_social</th>\n",
+       "      <td>-0.006884</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_ivt_school_univ</th>\n",
+       "      <td>-0.010386</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_ivt_work</th>\n",
+       "      <td>-0.007950</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_nest_AUTO</th>\n",
+       "      <td>0.720000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_nest_AUTO_DRIVEALONE</th>\n",
+       "      <td>0.350000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_nest_AUTO_SHAREDRIDE2</th>\n",
+       "      <td>0.350000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_nest_AUTO_SHAREDRIDE3</th>\n",
+       "      <td>0.350000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_nest_NONMOTORIZED</th>\n",
+       "      <td>0.720000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_nest_RIDEHAIL</th>\n",
+       "      <td>0.360000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_nest_TRANSIT</th>\n",
+       "      <td>0.720000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_nest_TRANSIT_DRIVEACCESS</th>\n",
+       "      <td>0.500000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_nest_TRANSIT_WALKACCESS</th>\n",
+       "      <td>0.500000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_test_eatout_escort_othdiscr_othmaint_shopping_social_work_atwork</th>\n",
+       "      <td>0.076990</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_test_school_univ</th>\n",
+       "      <td>0.518279</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coefficient_name\\ncoef_test    coef_test_eatout_escort_othdiscr_othmaint_shop...\\ncoef_test    coef_test_eatout_escort_othdiscr_othmaint_shop...\\nName: eatout, dtype: object</th>\n",
+       "      <td>0.339513</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coefficient_name\\ncoef_test    coef_test_eatout_escort_othdiscr_othmaint_shop...\\ncoef_test    coef_test_eatout_escort_othdiscr_othmaint_shop...\\nName: escort, dtype: object</th>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coefficient_name\\ncoef_test    coef_test_eatout_escort_othdiscr_othmaint_shop...\\ncoef_test    coef_test_eatout_escort_othdiscr_othmaint_shop...\\nName: othdiscr, dtype: object</th>\n",
+       "      <td>0.230600</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coefficient_name\\ncoef_test    coef_test_eatout_escort_othdiscr_othmaint_shop...\\ncoef_test    coef_test_eatout_escort_othdiscr_othmaint_shop...\\nName: othmaint, dtype: object</th>\n",
+       "      <td>0.332934</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coefficient_name\\ncoef_test    coef_test_eatout_escort_othdiscr_othmaint_shop...\\ncoef_test    coef_test_eatout_escort_othdiscr_othmaint_shop...\\nName: shopping, dtype: object</th>\n",
+       "      <td>0.244712</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coefficient_name\\ncoef_test    coef_test_eatout_escort_othdiscr_othmaint_shop...\\ncoef_test    coef_test_eatout_escort_othdiscr_othmaint_shop...\\nName: social, dtype: object</th>\n",
+       "      <td>0.196574</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coefficient_name\\ncoef_test    coef_test_eatout_escort_othdiscr_othmaint_shop...\\ncoef_test    coef_test_eatout_escort_othdiscr_othmaint_shop...\\nName: work, dtype: object</th>\n",
+       "      <td>-0.030571</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coefficient_name\\ncoef_test    coef_test_school_univ\\ncoef_test    coef_test_school_univ\\nName: school, dtype: object</th>\n",
+       "      <td>0.278054</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coefficient_name\\ncoef_test    coef_test_school_univ\\ncoef_test    coef_test_school_univ\\nName: univ, dtype: object</th>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>commuter_rail_ASC_eatout_escort_othdiscr_othmaint_shopping_social_atwork</th>\n",
+       "      <td>-0.744041</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>commuter_rail_ASC_school_univ</th>\n",
+       "      <td>-0.247252</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>commuter_rail_ASC_work</th>\n",
+       "      <td>0.157688</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>drive_ferry_ASC_eatout_escort_othdiscr_othmaint_shopping_social_atwork</th>\n",
+       "      <td>-0.393253</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>drive_ferry_ASC_school_univ</th>\n",
+       "      <td>1.448664</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>drive_ferry_ASC_work</th>\n",
+       "      <td>0.193999</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>drive_light_rail_ASC_eatout_escort_othdiscr_othmaint_shopping_social_atwork</th>\n",
+       "      <td>-0.091901</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>drive_light_rail_ASC_school_univ</th>\n",
+       "      <td>0.706784</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>drive_light_rail_ASC_work</th>\n",
+       "      <td>0.506525</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>drive_transit_ASC_auto_deficient_atwork</th>\n",
+       "      <td>-998.819580</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>drive_transit_ASC_auto_deficient_eatout</th>\n",
+       "      <td>0.104696</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>drive_transit_ASC_auto_deficient_escort</th>\n",
+       "      <td>-2.135178</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>drive_transit_ASC_auto_deficient_othdiscr</th>\n",
+       "      <td>-0.725510</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>drive_transit_ASC_auto_deficient_othmaint</th>\n",
+       "      <td>-1.174854</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>drive_transit_ASC_auto_deficient_school</th>\n",
+       "      <td>1.572565</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>drive_transit_ASC_auto_deficient_shopping</th>\n",
+       "      <td>-1.430278</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>drive_transit_ASC_auto_deficient_social</th>\n",
+       "      <td>0.594346</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>drive_transit_ASC_auto_deficient_univ</th>\n",
+       "      <td>1.850118</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>drive_transit_ASC_auto_deficient_work</th>\n",
+       "      <td>-0.911001</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>drive_transit_ASC_auto_sufficient_atwork</th>\n",
+       "      <td>-999.214661</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>drive_transit_ASC_auto_sufficient_eatout</th>\n",
+       "      <td>-1.297555</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>drive_transit_ASC_auto_sufficient_escort</th>\n",
+       "      <td>-5.253544</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>drive_transit_ASC_auto_sufficient_othdiscr</th>\n",
+       "      <td>-1.114939</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>drive_transit_ASC_auto_sufficient_othmaint</th>\n",
+       "      <td>-2.442900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>drive_transit_ASC_auto_sufficient_school</th>\n",
+       "      <td>0.154528</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>drive_transit_ASC_auto_sufficient_shopping</th>\n",
+       "      <td>-3.967262</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>drive_transit_ASC_auto_sufficient_social</th>\n",
+       "      <td>-1.343284</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>drive_transit_ASC_auto_sufficient_univ</th>\n",
+       "      <td>1.358775</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>drive_transit_ASC_auto_sufficient_work</th>\n",
+       "      <td>-1.831235</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>drive_transit_ASC_no_auto_all</th>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>drive_transit_CBD_ASC_atwork</th>\n",
+       "      <td>0.564000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>drive_transit_CBD_ASC_eatout_escort_othdiscr_othmaint_shopping_social</th>\n",
+       "      <td>1.413499</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>drive_transit_CBD_ASC_school_univ</th>\n",
+       "      <td>1.203794</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>drive_transit_CBD_ASC_work</th>\n",
+       "      <td>1.616319</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>express_bus_ASC_eatout_escort_othdiscr_othmaint_shopping_social_atwork</th>\n",
+       "      <td>-0.088784</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>express_bus_ASC_school_univ</th>\n",
+       "      <td>-0.449853</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>express_bus_ASC_work</th>\n",
+       "      <td>-0.920137</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>heavy_rail_ASC_eatout_escort_othdiscr_othmaint_shopping_social_atwork</th>\n",
+       "      <td>0.040071</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>heavy_rail_ASC_school_univ</th>\n",
+       "      <td>0.126501</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>heavy_rail_ASC_work</th>\n",
+       "      <td>0.496146</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>joint_bike_ASC_auto_deficient_all</th>\n",
+       "      <td>-6.159645</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>joint_bike_ASC_auto_sufficient_all</th>\n",
+       "      <td>-6.948677</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>joint_bike_ASC_no_auto_all</th>\n",
+       "      <td>-2.667145</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>joint_drive_transit_ASC_auto_deficient_all</th>\n",
+       "      <td>-6.040459</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>joint_drive_transit_ASC_auto_sufficient_all</th>\n",
+       "      <td>-7.802616</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>joint_drive_transit_ASC_no_auto_all</th>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>joint_sr2_ASC_auto_deficient_all</th>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>joint_sr2_ASC_auto_sufficient_all</th>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>joint_sr2_ASC_no_auto_all</th>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>joint_sr3p_ASC_auto_deficient_all</th>\n",
+       "      <td>-1.508271</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>joint_sr3p_ASC_auto_sufficient_all</th>\n",
+       "      <td>-2.268077</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>joint_sr3p_ASC_no_auto_all</th>\n",
+       "      <td>0.680128</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>joint_taxi_ASC_auto_deficient_all</th>\n",
+       "      <td>-9.817099</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>joint_taxi_ASC_auto_sufficient_all</th>\n",
+       "      <td>-11.709900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>joint_taxi_ASC_no_auto_all</th>\n",
+       "      <td>-4.583211</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>joint_tnc_shared_ASC_auto_deficient_all</th>\n",
+       "      <td>-11.157463</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>joint_tnc_shared_ASC_auto_sufficient_all</th>\n",
+       "      <td>-13.205000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>joint_tnc_shared_ASC_no_auto_all</th>\n",
+       "      <td>-4.699899</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>joint_tnc_single_ASC_auto_deficient_all</th>\n",
+       "      <td>-9.898289</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>joint_tnc_single_ASC_auto_sufficient_all</th>\n",
+       "      <td>-14.015900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>joint_tnc_single_ASC_no_auto_all</th>\n",
+       "      <td>-3.890298</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>joint_walk_ASC_auto_deficient_all</th>\n",
+       "      <td>-2.049580</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>joint_walk_ASC_auto_sufficient_all</th>\n",
+       "      <td>-4.151795</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>joint_walk_ASC_no_auto_all</th>\n",
+       "      <td>-0.294038</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>joint_walk_transit_ASC_auto_deficient_all</th>\n",
+       "      <td>-5.295731</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>joint_walk_transit_ASC_auto_sufficient_all</th>\n",
+       "      <td>-18.264534</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>joint_walk_transit_ASC_no_auto_all</th>\n",
+       "      <td>0.350958</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>local_bus_ASC_eatout_escort_othdiscr_othmaint_shopping_social_atwork</th>\n",
+       "      <td>-0.943275</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>local_bus_ASC_school_univ</th>\n",
+       "      <td>-0.811253</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>local_bus_ASC_work</th>\n",
+       "      <td>-0.210576</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr2_ASC_auto_deficient_atwork</th>\n",
+       "      <td>-1.571425</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr2_ASC_auto_deficient_eatout</th>\n",
+       "      <td>1.323994</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr2_ASC_auto_deficient_escort</th>\n",
+       "      <td>0.560298</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr2_ASC_auto_deficient_othdiscr</th>\n",
+       "      <td>1.316437</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr2_ASC_auto_deficient_othmaint</th>\n",
+       "      <td>1.027389</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr2_ASC_auto_deficient_school</th>\n",
+       "      <td>0.521971</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr2_ASC_auto_deficient_shopping</th>\n",
+       "      <td>0.800981</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr2_ASC_auto_deficient_social</th>\n",
+       "      <td>2.418469</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr2_ASC_auto_deficient_univ</th>\n",
+       "      <td>-1.692235</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr2_ASC_auto_deficient_work</th>\n",
+       "      <td>0.248251</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr2_ASC_auto_sufficient_atwork</th>\n",
+       "      <td>-0.810446</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr2_ASC_auto_sufficient_eatout</th>\n",
+       "      <td>1.632701</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr2_ASC_auto_sufficient_escort</th>\n",
+       "      <td>0.754348</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr2_ASC_auto_sufficient_othdiscr</th>\n",
+       "      <td>1.091357</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr2_ASC_auto_sufficient_othmaint</th>\n",
+       "      <td>1.094521</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr2_ASC_auto_sufficient_school</th>\n",
+       "      <td>-0.720077</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr2_ASC_auto_sufficient_shopping</th>\n",
+       "      <td>0.805726</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr2_ASC_auto_sufficient_social</th>\n",
+       "      <td>1.065900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr2_ASC_auto_sufficient_univ</th>\n",
+       "      <td>-1.859427</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr2_ASC_auto_sufficient_work</th>\n",
+       "      <td>-0.477609</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr2_ASC_no_auto_all</th>\n",
+       "      <td>1.173523</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr3p_ASC_auto_deficient_atwork</th>\n",
+       "      <td>-1.881594</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr3p_ASC_auto_deficient_eatout</th>\n",
+       "      <td>0.638190</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr3p_ASC_auto_deficient_escort</th>\n",
+       "      <td>0.335767</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr3p_ASC_auto_deficient_othdiscr</th>\n",
+       "      <td>1.672007</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr3p_ASC_auto_deficient_othmaint</th>\n",
+       "      <td>-0.202298</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr3p_ASC_auto_deficient_school</th>\n",
+       "      <td>1.094613</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr3p_ASC_auto_deficient_shopping</th>\n",
+       "      <td>0.457352</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr3p_ASC_auto_deficient_social</th>\n",
+       "      <td>2.155012</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr3p_ASC_auto_deficient_univ</th>\n",
+       "      <td>-1.727742</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr3p_ASC_auto_deficient_work</th>\n",
+       "      <td>-0.289309</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr3p_ASC_auto_sufficient_atwork</th>\n",
+       "      <td>-1.003854</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr3p_ASC_auto_sufficient_eatout</th>\n",
+       "      <td>1.576426</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr3p_ASC_auto_sufficient_escort</th>\n",
+       "      <td>0.729492</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr3p_ASC_auto_sufficient_othdiscr</th>\n",
+       "      <td>1.182849</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr3p_ASC_auto_sufficient_othmaint</th>\n",
+       "      <td>0.726042</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr3p_ASC_auto_sufficient_school</th>\n",
+       "      <td>-0.151086</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr3p_ASC_auto_sufficient_shopping</th>\n",
+       "      <td>0.560767</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr3p_ASC_auto_sufficient_social</th>\n",
+       "      <td>1.073137</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr3p_ASC_auto_sufficient_univ</th>\n",
+       "      <td>-1.904710</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr3p_ASC_auto_sufficient_work</th>\n",
+       "      <td>-0.848535</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr3p_ASC_no_auto_atwork</th>\n",
+       "      <td>1.665939</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr3p_ASC_no_auto_eatout</th>\n",
+       "      <td>1.528129</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr3p_ASC_no_auto_escort</th>\n",
+       "      <td>-1.866823</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr3p_ASC_no_auto_othdiscr</th>\n",
+       "      <td>1.403607</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr3p_ASC_no_auto_othmaint</th>\n",
+       "      <td>0.194971</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr3p_ASC_no_auto_school</th>\n",
+       "      <td>-6.024155</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr3p_ASC_no_auto_shopping</th>\n",
+       "      <td>0.846912</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr3p_ASC_no_auto_social</th>\n",
+       "      <td>-1.209366</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr3p_ASC_no_auto_univ</th>\n",
+       "      <td>-6.056001</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr3p_ASC_no_auto_work</th>\n",
+       "      <td>0.522935</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>taxi_ASC_auto_deficient_atwork</th>\n",
+       "      <td>-4.750529</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>taxi_ASC_auto_deficient_eatout_othdiscr_social</th>\n",
+       "      <td>-3.164652</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>taxi_ASC_auto_deficient_escort_othmaint_shopping</th>\n",
+       "      <td>-0.502553</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>taxi_ASC_auto_deficient_school</th>\n",
+       "      <td>0.899118</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>taxi_ASC_auto_deficient_univ</th>\n",
+       "      <td>4.249200</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>taxi_ASC_auto_deficient_work</th>\n",
+       "      <td>-2.299959</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>taxi_ASC_auto_sufficient_atwork</th>\n",
+       "      <td>-3.311568</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>taxi_ASC_auto_sufficient_eatout_othdiscr_social</th>\n",
+       "      <td>-3.474973</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>taxi_ASC_auto_sufficient_escort_othmaint_shopping</th>\n",
+       "      <td>-2.325136</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>taxi_ASC_auto_sufficient_school</th>\n",
+       "      <td>-2.230947</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>taxi_ASC_auto_sufficient_univ</th>\n",
+       "      <td>-0.313100</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>taxi_ASC_auto_sufficient_work</th>\n",
+       "      <td>-5.138446</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>taxi_ASC_no_auto_atwork</th>\n",
+       "      <td>3.627714</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>taxi_ASC_no_auto_eatout_othdiscr_social</th>\n",
+       "      <td>-0.460021</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>taxi_ASC_no_auto_escort_othmaint_shopping</th>\n",
+       "      <td>1.536364</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>taxi_ASC_no_auto_school_univ</th>\n",
+       "      <td>-7.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>taxi_ASC_no_auto_work</th>\n",
+       "      <td>3.889335</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_shared_ASC_auto_deficient_atwork</th>\n",
+       "      <td>-5.208859</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_shared_ASC_auto_deficient_eatout_othdiscr_social</th>\n",
+       "      <td>-4.431790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_shared_ASC_auto_deficient_escort_othmaint_shopping</th>\n",
+       "      <td>-0.796074</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_shared_ASC_auto_deficient_school</th>\n",
+       "      <td>0.312003</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_shared_ASC_auto_deficient_univ</th>\n",
+       "      <td>3.250000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_shared_ASC_auto_deficient_work</th>\n",
+       "      <td>-3.733595</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_shared_ASC_auto_sufficient_atwork</th>\n",
+       "      <td>-4.094668</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_shared_ASC_auto_sufficient_eatout_othdiscr_social</th>\n",
+       "      <td>-3.879623</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_shared_ASC_auto_sufficient_escort_othmaint_shopping</th>\n",
+       "      <td>-2.832616</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_shared_ASC_auto_sufficient_school</th>\n",
+       "      <td>-3.620468</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_shared_ASC_auto_sufficient_univ</th>\n",
+       "      <td>-0.906800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_shared_ASC_auto_sufficient_work</th>\n",
+       "      <td>-6.741197</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_shared_ASC_no_auto_atwork</th>\n",
+       "      <td>3.035906</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_shared_ASC_no_auto_eatout_othdiscr_social</th>\n",
+       "      <td>-0.000529</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_shared_ASC_no_auto_escort_othmaint_shopping</th>\n",
+       "      <td>0.776143</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_shared_ASC_no_auto_school</th>\n",
+       "      <td>-7.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_shared_ASC_no_auto_univ</th>\n",
+       "      <td>-5.811600</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_shared_ASC_no_auto_work</th>\n",
+       "      <td>2.211617</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_single_ASC_auto_deficient_atwork</th>\n",
+       "      <td>-4.359982</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_single_ASC_auto_deficient_eatout_othdiscr_social</th>\n",
+       "      <td>-3.121747</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_single_ASC_auto_deficient_escort_othmaint_shopping</th>\n",
+       "      <td>0.092823</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_single_ASC_auto_deficient_school</th>\n",
+       "      <td>0.059727</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_single_ASC_auto_deficient_univ</th>\n",
+       "      <td>1.022100</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_single_ASC_auto_deficient_work</th>\n",
+       "      <td>-1.472138</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_single_ASC_auto_sufficient_atwork</th>\n",
+       "      <td>-3.135939</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_single_ASC_auto_sufficient_eatout_othdiscr_social</th>\n",
+       "      <td>-2.826943</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_single_ASC_auto_sufficient_escort_othmaint_shopping</th>\n",
+       "      <td>-1.756842</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_single_ASC_auto_sufficient_school</th>\n",
+       "      <td>-2.018347</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_single_ASC_auto_sufficient_univ</th>\n",
+       "      <td>0.208800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_single_ASC_auto_sufficient_work</th>\n",
+       "      <td>-4.328498</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_single_ASC_no_auto_atwork</th>\n",
+       "      <td>4.240527</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_single_ASC_no_auto_eatout_othdiscr_social</th>\n",
+       "      <td>1.063350</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_single_ASC_no_auto_escort_othmaint_shopping</th>\n",
+       "      <td>1.698535</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_single_ASC_no_auto_school</th>\n",
+       "      <td>-7.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_single_ASC_no_auto_univ</th>\n",
+       "      <td>-2.519000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_single_ASC_no_auto_work</th>\n",
+       "      <td>5.312088</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_ASC_auto_deficient_atwork</th>\n",
+       "      <td>0.174536</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_ASC_auto_deficient_eatout</th>\n",
+       "      <td>2.703990</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_ASC_auto_deficient_escort</th>\n",
+       "      <td>-1.602460</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_ASC_auto_deficient_othdiscr</th>\n",
+       "      <td>1.568287</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_ASC_auto_deficient_othmaint</th>\n",
+       "      <td>0.642511</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_ASC_auto_deficient_school</th>\n",
+       "      <td>2.647520</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_ASC_auto_deficient_shopping</th>\n",
+       "      <td>1.312088</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_ASC_auto_deficient_social</th>\n",
+       "      <td>2.482888</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_ASC_auto_deficient_univ</th>\n",
+       "      <td>4.505910</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_ASC_auto_deficient_work</th>\n",
+       "      <td>1.589921</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_ASC_auto_sufficient_atwork</th>\n",
+       "      <td>0.078581</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_ASC_auto_sufficient_eatout</th>\n",
+       "      <td>1.185624</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_ASC_auto_sufficient_escort</th>\n",
+       "      <td>-1.315039</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_ASC_auto_sufficient_othdiscr</th>\n",
+       "      <td>0.660807</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_ASC_auto_sufficient_othmaint</th>\n",
+       "      <td>0.439213</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_ASC_auto_sufficient_school</th>\n",
+       "      <td>0.382641</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_ASC_auto_sufficient_shopping</th>\n",
+       "      <td>0.081775</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_ASC_auto_sufficient_social</th>\n",
+       "      <td>0.911126</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_ASC_auto_sufficient_univ</th>\n",
+       "      <td>1.060766</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_ASC_auto_sufficient_work</th>\n",
+       "      <td>-0.417450</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_ASC_no_auto_atwork</th>\n",
+       "      <td>6.611279</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_ASC_no_auto_eatout</th>\n",
+       "      <td>4.520665</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_ASC_no_auto_escort</th>\n",
+       "      <td>2.558862</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_ASC_no_auto_othdiscr</th>\n",
+       "      <td>2.961389</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_ASC_no_auto_othmaint</th>\n",
+       "      <td>1.056949</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_ASC_no_auto_school</th>\n",
+       "      <td>17.800582</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_ASC_no_auto_shopping</th>\n",
+       "      <td>2.263652</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_ASC_no_auto_social</th>\n",
+       "      <td>1.844138</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_ASC_no_auto_univ</th>\n",
+       "      <td>6.408967</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_ASC_no_auto_work</th>\n",
+       "      <td>5.277625</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_ferry_ASC_eatout_escort_othdiscr_othmaint_shopping_social_atwork</th>\n",
+       "      <td>-0.034691</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_ferry_ASC_school_univ</th>\n",
+       "      <td>0.903288</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_ferry_ASC_work</th>\n",
+       "      <td>0.075113</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_light_rail_ASC_eatout_escort_othdiscr_othmaint_shopping_social_atwork</th>\n",
+       "      <td>0.115212</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_light_rail_ASC_school_univ</th>\n",
+       "      <td>0.720550</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_light_rail_ASC_work</th>\n",
+       "      <td>0.730077</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_ASC_auto_deficient_atwork</th>\n",
+       "      <td>-2.844239</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_ASC_auto_deficient_eatout</th>\n",
+       "      <td>-0.205432</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_ASC_auto_deficient_escort</th>\n",
+       "      <td>-4.464762</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_ASC_auto_deficient_othdiscr</th>\n",
+       "      <td>0.997111</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_ASC_auto_deficient_othmaint</th>\n",
+       "      <td>-2.906453</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_ASC_auto_deficient_school</th>\n",
+       "      <td>3.003413</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_ASC_auto_deficient_shopping</th>\n",
+       "      <td>-0.898698</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_ASC_auto_deficient_social</th>\n",
+       "      <td>1.324930</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_ASC_auto_deficient_univ</th>\n",
+       "      <td>3.136256</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_ASC_auto_deficient_work</th>\n",
+       "      <td>0.066276</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_ASC_auto_sufficient_atwork</th>\n",
+       "      <td>-3.764087</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_ASC_auto_sufficient_eatout</th>\n",
+       "      <td>-0.985317</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_ASC_auto_sufficient_escort</th>\n",
+       "      <td>-4.683494</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_ASC_auto_sufficient_othdiscr</th>\n",
+       "      <td>-0.771461</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_ASC_auto_sufficient_othmaint</th>\n",
+       "      <td>-1.309230</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_ASC_auto_sufficient_school</th>\n",
+       "      <td>0.522457</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_ASC_auto_sufficient_shopping</th>\n",
+       "      <td>-2.202302</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_ASC_auto_sufficient_social</th>\n",
+       "      <td>-0.595214</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_ASC_auto_sufficient_univ</th>\n",
+       "      <td>0.473116</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_ASC_auto_sufficient_work</th>\n",
+       "      <td>-1.474310</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_ASC_no_auto_atwork</th>\n",
+       "      <td>2.978048</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_ASC_no_auto_eatout</th>\n",
+       "      <td>2.764558</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_ASC_no_auto_escort</th>\n",
+       "      <td>-2.263431</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_ASC_no_auto_othdiscr</th>\n",
+       "      <td>2.638916</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_ASC_no_auto_othmaint</th>\n",
+       "      <td>2.431884</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_ASC_no_auto_school</th>\n",
+       "      <td>20.462674</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_ASC_no_auto_shopping</th>\n",
+       "      <td>2.182496</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_ASC_no_auto_social</th>\n",
+       "      <td>1.900415</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_ASC_no_auto_univ</th>\n",
+       "      <td>8.786037</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_ASC_no_auto_work</th>\n",
+       "      <td>4.631023</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_CBD_ASC_atwork</th>\n",
+       "      <td>1.184225</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_CBD_ASC_eatout_escort_othdiscr_othmaint_shopping_social</th>\n",
+       "      <td>1.088968</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_CBD_ASC_school_univ</th>\n",
+       "      <td>0.826484</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_CBD_ASC_work</th>\n",
+       "      <td>1.146513</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table></td></tr><tr><td>logloss</td><td style=\"text-align:left;\">1.0933400042471608</td></tr><tr><td>d_logloss</td><td style=\"text-align:left;\"><table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>0</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>-999</th>\n",
+       "      <td>0.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>0.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bike_ASC_auto_deficient_atwork</th>\n",
+       "      <td>1.774086e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bike_ASC_auto_deficient_eatout</th>\n",
+       "      <td>5.086225e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bike_ASC_auto_deficient_escort</th>\n",
+       "      <td>1.041342e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bike_ASC_auto_deficient_othdiscr</th>\n",
+       "      <td>-5.778635e-07</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bike_ASC_auto_deficient_othmaint</th>\n",
+       "      <td>-6.765009e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bike_ASC_auto_deficient_school</th>\n",
+       "      <td>2.953352e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bike_ASC_auto_deficient_shopping</th>\n",
+       "      <td>-9.789016e-07</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bike_ASC_auto_deficient_social</th>\n",
+       "      <td>-1.500595e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bike_ASC_auto_deficient_univ</th>\n",
+       "      <td>0.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bike_ASC_auto_deficient_work</th>\n",
+       "      <td>-2.177390e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bike_ASC_auto_sufficient_atwork</th>\n",
+       "      <td>7.360022e-11</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bike_ASC_auto_sufficient_eatout</th>\n",
+       "      <td>5.699513e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bike_ASC_auto_sufficient_escort</th>\n",
+       "      <td>-1.189039e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bike_ASC_auto_sufficient_othdiscr</th>\n",
+       "      <td>-3.053639e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bike_ASC_auto_sufficient_othmaint</th>\n",
+       "      <td>6.207501e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bike_ASC_auto_sufficient_school</th>\n",
+       "      <td>-3.955640e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bike_ASC_auto_sufficient_shopping</th>\n",
+       "      <td>2.371630e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bike_ASC_auto_sufficient_social</th>\n",
+       "      <td>8.079152e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bike_ASC_auto_sufficient_univ</th>\n",
+       "      <td>0.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bike_ASC_auto_sufficient_work</th>\n",
+       "      <td>-7.377310e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bike_ASC_no_auto_atwork</th>\n",
+       "      <td>-1.079009e-07</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bike_ASC_no_auto_eatout</th>\n",
+       "      <td>-1.351470e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bike_ASC_no_auto_escort</th>\n",
+       "      <td>-6.632985e-07</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bike_ASC_no_auto_othdiscr</th>\n",
+       "      <td>-7.848992e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bike_ASC_no_auto_othmaint</th>\n",
+       "      <td>-1.700614e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bike_ASC_no_auto_school</th>\n",
+       "      <td>5.416195e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bike_ASC_no_auto_shopping</th>\n",
+       "      <td>-1.106327e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bike_ASC_no_auto_social</th>\n",
+       "      <td>-1.724981e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bike_ASC_no_auto_univ</th>\n",
+       "      <td>0.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bike_ASC_no_auto_work</th>\n",
+       "      <td>-4.669114e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_age010_trn_multiplier_atwork</th>\n",
+       "      <td>0.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_age010_trn_multiplier_eatout_escort_othdiscr_othmaint_shopping_social_work</th>\n",
+       "      <td>-4.351067e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_age010_trn_multiplier_school_univ</th>\n",
+       "      <td>-6.148052e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_age1619_da_multiplier_atwork</th>\n",
+       "      <td>2.370563e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_age1619_da_multiplier_eatout_escort_othdiscr_othmaint_shopping_social_work</th>\n",
+       "      <td>7.865522e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_age1619_da_multiplier_school_univ</th>\n",
+       "      <td>5.794259e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_age16p_sr_multiplier_eatout_escort_othdiscr_othmaint_shopping_social</th>\n",
+       "      <td>6.559047e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_age16p_sr_multiplier_school_univ_work_atwork</th>\n",
+       "      <td>2.000044e-04</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_hhsize1_sr_multiplier_eatout_escort_othdiscr_othmaint_school_shopping_social_univ_atwork</th>\n",
+       "      <td>7.346641e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_hhsize1_sr_multiplier_work</th>\n",
+       "      <td>-3.556634e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_hhsize2_sr_multiplier_eatout_escort_othdiscr_othmaint_shopping_social_work_atwork</th>\n",
+       "      <td>-1.320963e-04</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_hhsize2_sr_multiplier_school_univ</th>\n",
+       "      <td>-2.237656e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_ivt_atwork</th>\n",
+       "      <td>5.354940e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_ivt_eatout_escort_othdiscr_othmaint_shopping_social</th>\n",
+       "      <td>1.361858e-03</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_ivt_school_univ</th>\n",
+       "      <td>5.392887e-04</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_ivt_work</th>\n",
+       "      <td>1.007546e-03</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_nest_AUTO</th>\n",
+       "      <td>1.718013e-03</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_nest_AUTO_DRIVEALONE</th>\n",
+       "      <td>3.960085e-04</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_nest_AUTO_SHAREDRIDE2</th>\n",
+       "      <td>-4.321150e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_nest_AUTO_SHAREDRIDE3</th>\n",
+       "      <td>-4.203121e-17</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_nest_NONMOTORIZED</th>\n",
+       "      <td>2.445183e-04</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_nest_RIDEHAIL</th>\n",
+       "      <td>3.970494e-02</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_nest_TRANSIT</th>\n",
+       "      <td>-6.735168e-03</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_nest_TRANSIT_DRIVEACCESS</th>\n",
+       "      <td>-5.412309e-03</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_nest_TRANSIT_WALKACCESS</th>\n",
+       "      <td>-4.990662e-03</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_test_eatout_escort_othdiscr_othmaint_shopping_social_work_atwork</th>\n",
+       "      <td>0.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_test_school_univ</th>\n",
+       "      <td>0.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coefficient_name\\ncoef_test    coef_test_eatout_escort_othdiscr_othmaint_shop...\\ncoef_test    coef_test_eatout_escort_othdiscr_othmaint_shop...\\nName: eatout, dtype: object</th>\n",
+       "      <td>2.972870e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coefficient_name\\ncoef_test    coef_test_eatout_escort_othdiscr_othmaint_shop...\\ncoef_test    coef_test_eatout_escort_othdiscr_othmaint_shop...\\nName: escort, dtype: object</th>\n",
+       "      <td>0.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coefficient_name\\ncoef_test    coef_test_eatout_escort_othdiscr_othmaint_shop...\\ncoef_test    coef_test_eatout_escort_othdiscr_othmaint_shop...\\nName: othdiscr, dtype: object</th>\n",
+       "      <td>-3.077223e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coefficient_name\\ncoef_test    coef_test_eatout_escort_othdiscr_othmaint_shop...\\ncoef_test    coef_test_eatout_escort_othdiscr_othmaint_shop...\\nName: othmaint, dtype: object</th>\n",
+       "      <td>2.351673e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coefficient_name\\ncoef_test    coef_test_eatout_escort_othdiscr_othmaint_shop...\\ncoef_test    coef_test_eatout_escort_othdiscr_othmaint_shop...\\nName: shopping, dtype: object</th>\n",
+       "      <td>-9.832621e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coefficient_name\\ncoef_test    coef_test_eatout_escort_othdiscr_othmaint_shop...\\ncoef_test    coef_test_eatout_escort_othdiscr_othmaint_shop...\\nName: social, dtype: object</th>\n",
+       "      <td>-2.774498e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coefficient_name\\ncoef_test    coef_test_eatout_escort_othdiscr_othmaint_shop...\\ncoef_test    coef_test_eatout_escort_othdiscr_othmaint_shop...\\nName: work, dtype: object</th>\n",
+       "      <td>5.099878e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coefficient_name\\ncoef_test    coef_test_school_univ\\ncoef_test    coef_test_school_univ\\nName: school, dtype: object</th>\n",
+       "      <td>2.043797e-04</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coefficient_name\\ncoef_test    coef_test_school_univ\\ncoef_test    coef_test_school_univ\\nName: univ, dtype: object</th>\n",
+       "      <td>0.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>commuter_rail_ASC_eatout_escort_othdiscr_othmaint_shopping_social_atwork</th>\n",
+       "      <td>-1.076357e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>commuter_rail_ASC_school_univ</th>\n",
+       "      <td>4.538199e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>commuter_rail_ASC_work</th>\n",
+       "      <td>2.680006e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>drive_ferry_ASC_eatout_escort_othdiscr_othmaint_shopping_social_atwork</th>\n",
+       "      <td>-1.539882e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>drive_ferry_ASC_school_univ</th>\n",
+       "      <td>-1.492963e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>drive_ferry_ASC_work</th>\n",
+       "      <td>5.248967e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>drive_light_rail_ASC_eatout_escort_othdiscr_othmaint_shopping_social_atwork</th>\n",
+       "      <td>-3.564786e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>drive_light_rail_ASC_school_univ</th>\n",
+       "      <td>-5.604245e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>drive_light_rail_ASC_work</th>\n",
+       "      <td>3.779577e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>drive_transit_ASC_auto_deficient_atwork</th>\n",
+       "      <td>0.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>drive_transit_ASC_auto_deficient_eatout</th>\n",
+       "      <td>4.925097e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>drive_transit_ASC_auto_deficient_escort</th>\n",
+       "      <td>-1.075357e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>drive_transit_ASC_auto_deficient_othdiscr</th>\n",
+       "      <td>-9.490300e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>drive_transit_ASC_auto_deficient_othmaint</th>\n",
+       "      <td>1.225259e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>drive_transit_ASC_auto_deficient_school</th>\n",
+       "      <td>6.513910e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>drive_transit_ASC_auto_deficient_shopping</th>\n",
+       "      <td>-1.342895e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>drive_transit_ASC_auto_deficient_social</th>\n",
+       "      <td>-7.970583e-07</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>drive_transit_ASC_auto_deficient_univ</th>\n",
+       "      <td>0.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>drive_transit_ASC_auto_deficient_work</th>\n",
+       "      <td>-2.589444e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>drive_transit_ASC_auto_sufficient_atwork</th>\n",
+       "      <td>0.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>drive_transit_ASC_auto_sufficient_eatout</th>\n",
+       "      <td>-1.080784e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>drive_transit_ASC_auto_sufficient_escort</th>\n",
+       "      <td>-2.626942e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>drive_transit_ASC_auto_sufficient_othdiscr</th>\n",
+       "      <td>-7.774693e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>drive_transit_ASC_auto_sufficient_othmaint</th>\n",
+       "      <td>-1.165773e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>drive_transit_ASC_auto_sufficient_school</th>\n",
+       "      <td>2.119160e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>drive_transit_ASC_auto_sufficient_shopping</th>\n",
+       "      <td>-1.340120e-07</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>drive_transit_ASC_auto_sufficient_social</th>\n",
+       "      <td>-8.214597e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>drive_transit_ASC_auto_sufficient_univ</th>\n",
+       "      <td>0.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>drive_transit_ASC_auto_sufficient_work</th>\n",
+       "      <td>-4.622149e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>drive_transit_ASC_no_auto_all</th>\n",
+       "      <td>0.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>drive_transit_CBD_ASC_atwork</th>\n",
+       "      <td>0.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>drive_transit_CBD_ASC_eatout_escort_othdiscr_othmaint_shopping_social</th>\n",
+       "      <td>-4.684988e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>drive_transit_CBD_ASC_school_univ</th>\n",
+       "      <td>-3.805396e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>drive_transit_CBD_ASC_work</th>\n",
+       "      <td>-6.488983e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>express_bus_ASC_eatout_escort_othdiscr_othmaint_shopping_social_atwork</th>\n",
+       "      <td>-1.885124e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>express_bus_ASC_school_univ</th>\n",
+       "      <td>5.641507e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>express_bus_ASC_work</th>\n",
+       "      <td>-9.987402e-07</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>heavy_rail_ASC_eatout_escort_othdiscr_othmaint_shopping_social_atwork</th>\n",
+       "      <td>-1.544009e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>heavy_rail_ASC_school_univ</th>\n",
+       "      <td>-4.234502e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>heavy_rail_ASC_work</th>\n",
+       "      <td>-2.393953e-04</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>joint_bike_ASC_auto_deficient_all</th>\n",
+       "      <td>-6.478420e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>joint_bike_ASC_auto_sufficient_all</th>\n",
+       "      <td>-4.580153e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>joint_bike_ASC_no_auto_all</th>\n",
+       "      <td>7.966080e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>joint_drive_transit_ASC_auto_deficient_all</th>\n",
+       "      <td>-6.199588e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>joint_drive_transit_ASC_auto_sufficient_all</th>\n",
+       "      <td>4.372034e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>joint_drive_transit_ASC_no_auto_all</th>\n",
+       "      <td>0.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>joint_sr2_ASC_auto_deficient_all</th>\n",
+       "      <td>0.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>joint_sr2_ASC_auto_sufficient_all</th>\n",
+       "      <td>0.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>joint_sr2_ASC_no_auto_all</th>\n",
+       "      <td>0.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>joint_sr3p_ASC_auto_deficient_all</th>\n",
+       "      <td>-1.008236e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>joint_sr3p_ASC_auto_sufficient_all</th>\n",
+       "      <td>2.534002e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>joint_sr3p_ASC_no_auto_all</th>\n",
+       "      <td>5.235127e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>joint_taxi_ASC_auto_deficient_all</th>\n",
+       "      <td>-1.164850e-07</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>joint_taxi_ASC_auto_sufficient_all</th>\n",
+       "      <td>0.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>joint_taxi_ASC_no_auto_all</th>\n",
+       "      <td>-3.151328e-07</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>joint_tnc_shared_ASC_auto_deficient_all</th>\n",
+       "      <td>-2.107226e-08</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>joint_tnc_shared_ASC_auto_sufficient_all</th>\n",
+       "      <td>0.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>joint_tnc_shared_ASC_no_auto_all</th>\n",
+       "      <td>-1.881990e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>joint_tnc_single_ASC_auto_deficient_all</th>\n",
+       "      <td>-1.783185e-07</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>joint_tnc_single_ASC_auto_sufficient_all</th>\n",
+       "      <td>0.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>joint_tnc_single_ASC_no_auto_all</th>\n",
+       "      <td>3.023204e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>joint_walk_ASC_auto_deficient_all</th>\n",
+       "      <td>-3.050589e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>joint_walk_ASC_auto_sufficient_all</th>\n",
+       "      <td>-1.286366e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>joint_walk_ASC_no_auto_all</th>\n",
+       "      <td>-1.617279e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>joint_walk_transit_ASC_auto_deficient_all</th>\n",
+       "      <td>-6.415354e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>joint_walk_transit_ASC_auto_sufficient_all</th>\n",
+       "      <td>-2.728968e-11</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>joint_walk_transit_ASC_no_auto_all</th>\n",
+       "      <td>-5.541879e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>local_bus_ASC_eatout_escort_othdiscr_othmaint_shopping_social_atwork</th>\n",
+       "      <td>1.259957e-04</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>local_bus_ASC_school_univ</th>\n",
+       "      <td>-5.596945e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>local_bus_ASC_work</th>\n",
+       "      <td>1.016212e-04</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr2_ASC_auto_deficient_atwork</th>\n",
+       "      <td>2.242653e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr2_ASC_auto_deficient_eatout</th>\n",
+       "      <td>9.816584e-07</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr2_ASC_auto_deficient_escort</th>\n",
+       "      <td>5.813310e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr2_ASC_auto_deficient_othdiscr</th>\n",
+       "      <td>-1.246664e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr2_ASC_auto_deficient_othmaint</th>\n",
+       "      <td>-1.373838e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr2_ASC_auto_deficient_school</th>\n",
+       "      <td>2.466906e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr2_ASC_auto_deficient_shopping</th>\n",
+       "      <td>1.962366e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr2_ASC_auto_deficient_social</th>\n",
+       "      <td>-1.133811e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr2_ASC_auto_deficient_univ</th>\n",
+       "      <td>0.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr2_ASC_auto_deficient_work</th>\n",
+       "      <td>3.366868e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr2_ASC_auto_sufficient_atwork</th>\n",
+       "      <td>-3.856744e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr2_ASC_auto_sufficient_eatout</th>\n",
+       "      <td>-6.401070e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr2_ASC_auto_sufficient_escort</th>\n",
+       "      <td>3.483448e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr2_ASC_auto_sufficient_othdiscr</th>\n",
+       "      <td>-1.727323e-04</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr2_ASC_auto_sufficient_othmaint</th>\n",
+       "      <td>8.908591e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr2_ASC_auto_sufficient_school</th>\n",
+       "      <td>-7.725139e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr2_ASC_auto_sufficient_shopping</th>\n",
+       "      <td>-5.510640e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr2_ASC_auto_sufficient_social</th>\n",
+       "      <td>3.858880e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr2_ASC_auto_sufficient_univ</th>\n",
+       "      <td>0.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr2_ASC_auto_sufficient_work</th>\n",
+       "      <td>1.019533e-04</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr2_ASC_no_auto_all</th>\n",
+       "      <td>1.418570e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr3p_ASC_auto_deficient_atwork</th>\n",
+       "      <td>-4.858277e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr3p_ASC_auto_deficient_eatout</th>\n",
+       "      <td>-6.183223e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr3p_ASC_auto_deficient_escort</th>\n",
+       "      <td>-2.721905e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr3p_ASC_auto_deficient_othdiscr</th>\n",
+       "      <td>6.869172e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr3p_ASC_auto_deficient_othmaint</th>\n",
+       "      <td>-1.584337e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr3p_ASC_auto_deficient_school</th>\n",
+       "      <td>-6.263611e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr3p_ASC_auto_deficient_shopping</th>\n",
+       "      <td>1.021365e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr3p_ASC_auto_deficient_social</th>\n",
+       "      <td>-2.315194e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr3p_ASC_auto_deficient_univ</th>\n",
+       "      <td>0.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr3p_ASC_auto_deficient_work</th>\n",
+       "      <td>-3.019121e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr3p_ASC_auto_sufficient_atwork</th>\n",
+       "      <td>1.375365e-04</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr3p_ASC_auto_sufficient_eatout</th>\n",
+       "      <td>4.993787e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr3p_ASC_auto_sufficient_escort</th>\n",
+       "      <td>-6.984512e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr3p_ASC_auto_sufficient_othdiscr</th>\n",
+       "      <td>1.181772e-04</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr3p_ASC_auto_sufficient_othmaint</th>\n",
+       "      <td>-4.887767e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr3p_ASC_auto_sufficient_school</th>\n",
+       "      <td>-6.574727e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr3p_ASC_auto_sufficient_shopping</th>\n",
+       "      <td>2.914554e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr3p_ASC_auto_sufficient_social</th>\n",
+       "      <td>-1.779069e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr3p_ASC_auto_sufficient_univ</th>\n",
+       "      <td>0.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr3p_ASC_auto_sufficient_work</th>\n",
+       "      <td>1.751686e-04</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr3p_ASC_no_auto_atwork</th>\n",
+       "      <td>1.470191e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr3p_ASC_no_auto_eatout</th>\n",
+       "      <td>-6.560895e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr3p_ASC_no_auto_escort</th>\n",
+       "      <td>-1.740187e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr3p_ASC_no_auto_othdiscr</th>\n",
+       "      <td>2.448092e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr3p_ASC_no_auto_othmaint</th>\n",
+       "      <td>3.640557e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr3p_ASC_no_auto_school</th>\n",
+       "      <td>-2.101477e-09</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr3p_ASC_no_auto_shopping</th>\n",
+       "      <td>-2.347155e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr3p_ASC_no_auto_social</th>\n",
+       "      <td>2.268209e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr3p_ASC_no_auto_univ</th>\n",
+       "      <td>0.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr3p_ASC_no_auto_work</th>\n",
+       "      <td>-3.225057e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>taxi_ASC_auto_deficient_atwork</th>\n",
+       "      <td>-3.207089e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>taxi_ASC_auto_deficient_eatout_othdiscr_social</th>\n",
+       "      <td>-1.003595e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>taxi_ASC_auto_deficient_escort_othmaint_shopping</th>\n",
+       "      <td>-4.396800e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>taxi_ASC_auto_deficient_school</th>\n",
+       "      <td>-6.716802e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>taxi_ASC_auto_deficient_univ</th>\n",
+       "      <td>0.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>taxi_ASC_auto_deficient_work</th>\n",
+       "      <td>6.370923e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>taxi_ASC_auto_sufficient_atwork</th>\n",
+       "      <td>-2.581602e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>taxi_ASC_auto_sufficient_eatout_othdiscr_social</th>\n",
+       "      <td>-1.609204e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>taxi_ASC_auto_sufficient_escort_othmaint_shopping</th>\n",
+       "      <td>-4.463775e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>taxi_ASC_auto_sufficient_school</th>\n",
+       "      <td>7.337408e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>taxi_ASC_auto_sufficient_univ</th>\n",
+       "      <td>0.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>taxi_ASC_auto_sufficient_work</th>\n",
+       "      <td>-1.088371e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>taxi_ASC_no_auto_atwork</th>\n",
+       "      <td>-5.568698e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>taxi_ASC_no_auto_eatout_othdiscr_social</th>\n",
+       "      <td>-1.507503e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>taxi_ASC_no_auto_escort_othmaint_shopping</th>\n",
+       "      <td>-1.285605e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>taxi_ASC_no_auto_school_univ</th>\n",
+       "      <td>0.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>taxi_ASC_no_auto_work</th>\n",
+       "      <td>-2.252879e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_shared_ASC_auto_deficient_atwork</th>\n",
+       "      <td>-2.735320e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_shared_ASC_auto_deficient_eatout_othdiscr_social</th>\n",
+       "      <td>-5.208046e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_shared_ASC_auto_deficient_escort_othmaint_shopping</th>\n",
+       "      <td>3.069321e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_shared_ASC_auto_deficient_school</th>\n",
+       "      <td>-2.482342e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_shared_ASC_auto_deficient_univ</th>\n",
+       "      <td>0.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_shared_ASC_auto_deficient_work</th>\n",
+       "      <td>4.927749e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_shared_ASC_auto_sufficient_atwork</th>\n",
+       "      <td>2.170406e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_shared_ASC_auto_sufficient_eatout_othdiscr_social</th>\n",
+       "      <td>4.251537e-07</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_shared_ASC_auto_sufficient_escort_othmaint_shopping</th>\n",
+       "      <td>-8.095789e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_shared_ASC_auto_sufficient_school</th>\n",
+       "      <td>4.297536e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_shared_ASC_auto_sufficient_univ</th>\n",
+       "      <td>0.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_shared_ASC_auto_sufficient_work</th>\n",
+       "      <td>-1.468224e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_shared_ASC_no_auto_atwork</th>\n",
+       "      <td>-3.685009e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_shared_ASC_no_auto_eatout_othdiscr_social</th>\n",
+       "      <td>7.877989e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_shared_ASC_no_auto_escort_othmaint_shopping</th>\n",
+       "      <td>-2.133709e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_shared_ASC_no_auto_school</th>\n",
+       "      <td>0.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_shared_ASC_no_auto_univ</th>\n",
+       "      <td>0.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_shared_ASC_no_auto_work</th>\n",
+       "      <td>-3.255816e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_single_ASC_auto_deficient_atwork</th>\n",
+       "      <td>8.668008e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_single_ASC_auto_deficient_eatout_othdiscr_social</th>\n",
+       "      <td>-7.786070e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_single_ASC_auto_deficient_escort_othmaint_shopping</th>\n",
+       "      <td>2.560665e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_single_ASC_auto_deficient_school</th>\n",
+       "      <td>2.126512e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_single_ASC_auto_deficient_univ</th>\n",
+       "      <td>0.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_single_ASC_auto_deficient_work</th>\n",
+       "      <td>-3.968958e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_single_ASC_auto_sufficient_atwork</th>\n",
+       "      <td>6.757099e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_single_ASC_auto_sufficient_eatout_othdiscr_social</th>\n",
+       "      <td>-7.005215e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_single_ASC_auto_sufficient_escort_othmaint_shopping</th>\n",
+       "      <td>6.235628e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_single_ASC_auto_sufficient_school</th>\n",
+       "      <td>-6.476659e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_single_ASC_auto_sufficient_univ</th>\n",
+       "      <td>0.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_single_ASC_auto_sufficient_work</th>\n",
+       "      <td>-2.552890e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_single_ASC_no_auto_atwork</th>\n",
+       "      <td>-3.116310e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_single_ASC_no_auto_eatout_othdiscr_social</th>\n",
+       "      <td>-8.246176e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_single_ASC_no_auto_escort_othmaint_shopping</th>\n",
+       "      <td>1.600543e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_single_ASC_no_auto_school</th>\n",
+       "      <td>0.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_single_ASC_no_auto_univ</th>\n",
+       "      <td>0.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_single_ASC_no_auto_work</th>\n",
+       "      <td>-2.843130e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
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+       "      <td>-4.614744e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_ASC_auto_deficient_eatout</th>\n",
+       "      <td>1.754353e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_ASC_auto_deficient_escort</th>\n",
+       "      <td>9.315694e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_ASC_auto_deficient_othdiscr</th>\n",
+       "      <td>1.115815e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_ASC_auto_deficient_othmaint</th>\n",
+       "      <td>-2.926066e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_ASC_auto_deficient_school</th>\n",
+       "      <td>-6.438027e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_ASC_auto_deficient_shopping</th>\n",
+       "      <td>9.836758e-07</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_ASC_auto_deficient_social</th>\n",
+       "      <td>-6.444093e-07</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_ASC_auto_deficient_univ</th>\n",
+       "      <td>0.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_ASC_auto_deficient_work</th>\n",
+       "      <td>-4.753886e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_ASC_auto_sufficient_atwork</th>\n",
+       "      <td>5.344464e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_ASC_auto_sufficient_eatout</th>\n",
+       "      <td>-7.157604e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_ASC_auto_sufficient_escort</th>\n",
+       "      <td>3.096175e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_ASC_auto_sufficient_othdiscr</th>\n",
+       "      <td>7.158119e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_ASC_auto_sufficient_othmaint</th>\n",
+       "      <td>-7.000889e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_ASC_auto_sufficient_school</th>\n",
+       "      <td>8.938165e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_ASC_auto_sufficient_shopping</th>\n",
+       "      <td>1.825274e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_ASC_auto_sufficient_social</th>\n",
+       "      <td>-1.225805e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_ASC_auto_sufficient_univ</th>\n",
+       "      <td>0.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_ASC_auto_sufficient_work</th>\n",
+       "      <td>-5.362338e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_ASC_no_auto_atwork</th>\n",
+       "      <td>1.404674e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_ASC_no_auto_eatout</th>\n",
+       "      <td>1.222394e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_ASC_no_auto_escort</th>\n",
+       "      <td>-3.679342e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_ASC_no_auto_othdiscr</th>\n",
+       "      <td>-4.099975e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_ASC_no_auto_othmaint</th>\n",
+       "      <td>8.791900e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_ASC_no_auto_school</th>\n",
+       "      <td>1.354323e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_ASC_no_auto_shopping</th>\n",
+       "      <td>1.201681e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_ASC_no_auto_social</th>\n",
+       "      <td>-7.276813e-07</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_ASC_no_auto_univ</th>\n",
+       "      <td>0.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_ASC_no_auto_work</th>\n",
+       "      <td>2.237011e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_ferry_ASC_eatout_escort_othdiscr_othmaint_shopping_social_atwork</th>\n",
+       "      <td>-2.979812e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_ferry_ASC_school_univ</th>\n",
+       "      <td>-2.651148e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_ferry_ASC_work</th>\n",
+       "      <td>3.074540e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_light_rail_ASC_eatout_escort_othdiscr_othmaint_shopping_social_atwork</th>\n",
+       "      <td>-4.863743e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_light_rail_ASC_school_univ</th>\n",
+       "      <td>3.875367e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_light_rail_ASC_work</th>\n",
+       "      <td>6.563515e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_ASC_auto_deficient_atwork</th>\n",
+       "      <td>-3.277936e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_ASC_auto_deficient_eatout</th>\n",
+       "      <td>1.319960e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_ASC_auto_deficient_escort</th>\n",
+       "      <td>2.472692e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_ASC_auto_deficient_othdiscr</th>\n",
+       "      <td>8.774993e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_ASC_auto_deficient_othmaint</th>\n",
+       "      <td>6.188356e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_ASC_auto_deficient_school</th>\n",
+       "      <td>4.712400e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_ASC_auto_deficient_shopping</th>\n",
+       "      <td>-9.940299e-07</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_ASC_auto_deficient_social</th>\n",
+       "      <td>-4.814316e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_ASC_auto_deficient_univ</th>\n",
+       "      <td>0.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_ASC_auto_deficient_work</th>\n",
+       "      <td>-1.266674e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_ASC_auto_sufficient_atwork</th>\n",
+       "      <td>-2.830740e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_ASC_auto_sufficient_eatout</th>\n",
+       "      <td>6.402883e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_ASC_auto_sufficient_escort</th>\n",
+       "      <td>3.886440e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_ASC_auto_sufficient_othdiscr</th>\n",
+       "      <td>-9.484552e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_ASC_auto_sufficient_othmaint</th>\n",
+       "      <td>-1.943675e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_ASC_auto_sufficient_school</th>\n",
+       "      <td>-1.070428e-04</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_ASC_auto_sufficient_shopping</th>\n",
+       "      <td>7.724987e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_ASC_auto_sufficient_social</th>\n",
+       "      <td>1.237450e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_ASC_auto_sufficient_univ</th>\n",
+       "      <td>0.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_ASC_auto_sufficient_work</th>\n",
+       "      <td>8.320692e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_ASC_no_auto_atwork</th>\n",
+       "      <td>-3.976681e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_ASC_no_auto_eatout</th>\n",
+       "      <td>9.223749e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_ASC_no_auto_escort</th>\n",
+       "      <td>-2.374518e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_ASC_no_auto_othdiscr</th>\n",
+       "      <td>-1.002251e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_ASC_no_auto_othmaint</th>\n",
+       "      <td>1.686596e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_ASC_no_auto_school</th>\n",
+       "      <td>-8.199455e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_ASC_no_auto_shopping</th>\n",
+       "      <td>4.845760e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_ASC_no_auto_social</th>\n",
+       "      <td>3.765028e-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_ASC_no_auto_univ</th>\n",
+       "      <td>0.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_ASC_no_auto_work</th>\n",
+       "      <td>4.859807e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_CBD_ASC_atwork</th>\n",
+       "      <td>-9.672408e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_CBD_ASC_eatout_escort_othdiscr_othmaint_shopping_social</th>\n",
+       "      <td>1.949310e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_CBD_ASC_school_univ</th>\n",
+       "      <td>1.998101e-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_CBD_ASC_work</th>\n",
+       "      <td>3.791676e-05</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table></td></tr><tr><td>nit</td><td style=\"text-align:left;\">200</td></tr><tr><td>nfev</td><td style=\"text-align:left;\">211</td></tr><tr><td>njev</td><td style=\"text-align:left;\">200</td></tr><tr><td>status</td><td style=\"text-align:left;\">9</td></tr><tr><td>message</td><td style=\"text-align:left;\">'Iteration limit reached'</td></tr><tr><td>success</td><td style=\"text-align:left;\">False</td></tr><tr><td>elapsed_time</td><td style=\"text-align:left;\">0:01:46.414845</td></tr><tr><td>method</td><td style=\"text-align:left;\">'slsqp'</td></tr><tr><td>n_cases</td><td style=\"text-align:left;\">69971</td></tr><tr><td>iteration_number</td><td style=\"text-align:left;\">200</td></tr><tr><td>loglike</td><td style=\"text-align:left;\">-76502.09343717809</td></tr></table></div>"
+      ],
+      "text/plain": [
+       "┣                x: -999                                                                   -999.000000\n",
+       "┃                   1                                                                         1.000000\n",
+       "┃                   bike_ASC_auto_deficient_atwork                                           -1.059385\n",
+       "┃                   bike_ASC_auto_deficient_eatout                                           -1.201250\n",
+       "┃                   bike_ASC_auto_deficient_escort                                           -3.880330\n",
+       "┃                                                                                              ...    \n",
+       "┃                   walk_transit_ASC_no_auto_work                                             4.631023\n",
+       "┃                   walk_transit_CBD_ASC_atwork                                               1.184225\n",
+       "┃                   walk_transit_CBD_ASC_eatout_escort_othdiscr_othmaint_shopping_social      1.088968\n",
+       "┃                   walk_transit_CBD_ASC_school_univ                                          0.826484\n",
+       "┃                   walk_transit_CBD_ASC_work                                                 1.146513\n",
+       "┃                   Length: 312, dtype: float64\n",
+       "┣          logloss: 1.0933400042471608\n",
+       "┣        d_logloss: -999                                                                    0.000000\n",
+       "┃                   1                                                                       0.000000\n",
+       "┃                   bike_ASC_auto_deficient_atwork                                          0.000018\n",
+       "┃                   bike_ASC_auto_deficient_eatout                                          0.000005\n",
+       "┃                   bike_ASC_auto_deficient_escort                                          0.000010\n",
+       "┃                                                                                             ...   \n",
+       "┃                   walk_transit_ASC_no_auto_work                                           0.000049\n",
+       "┃                   walk_transit_CBD_ASC_atwork                                            -0.000097\n",
+       "┃                   walk_transit_CBD_ASC_eatout_escort_othdiscr_othmaint_shopping_social    0.000019\n",
+       "┃                   walk_transit_CBD_ASC_school_univ                                        0.000020\n",
+       "┃                   walk_transit_CBD_ASC_work                                               0.000038\n",
+       "┃                   Length: 312, dtype: float64\n",
+       "┣              nit: 200\n",
+       "┣             nfev: 211\n",
+       "┣             njev: 200\n",
+       "┣           status: 9\n",
+       "┣          message: 'Iteration limit reached'\n",
+       "┣          success: False\n",
+       "┣     elapsed_time: datetime.timedelta(seconds=106, microseconds=414845)\n",
+       "┣           method: 'slsqp'\n",
+       "┣          n_cases: 69971\n",
+       "┣ iteration_number: 200\n",
+       "┣          loglike: -76502.09343717809"
+      ]
+     },
+     "execution_count": 23,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "remodel.estimate(maxiter=200)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "We can easily review the parameter estimates from the original and\n",
+    "revised models side by side to see what changed."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-06-26T02:27:37.905478Z",
+     "iopub.status.busy": "2025-06-26T02:27:37.905380Z",
+     "iopub.status.idle": "2025-06-26T02:27:37.943038Z",
+     "shell.execute_reply": "2025-06-26T02:27:37.942668Z",
+     "shell.execute_reply.started": "2025-06-26T02:27:37.905469Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
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+       "    .dataframe thead tr:last-of-type th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr>\n",
+       "      <th></th>\n",
+       "      <th colspan=\"5\" halign=\"left\">model</th>\n",
+       "      <th colspan=\"5\" halign=\"left\">remodel</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th></th>\n",
+       "      <th>Value</th>\n",
+       "      <th>Std Err</th>\n",
+       "      <th>t Stat</th>\n",
+       "      <th>Signif</th>\n",
+       "      <th>Null Value</th>\n",
+       "      <th>Value</th>\n",
+       "      <th>Std Err</th>\n",
+       "      <th>t Stat</th>\n",
+       "      <th>Signif</th>\n",
+       "      <th>Null Value</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Parameter</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>-999</th>\n",
+       "      <td>-999.</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-999.</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bike_ASC_auto_deficient_atwork</th>\n",
+       "      <td>-1.05</td>\n",
+       "      <td>0.344</td>\n",
+       "      <td>-3.07</td>\n",
+       "      <td>**</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-1.06</td>\n",
+       "      <td>0.340</td>\n",
+       "      <td>-3.11</td>\n",
+       "      <td>**</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bike_ASC_auto_deficient_eatout</th>\n",
+       "      <td>-1.46</td>\n",
+       "      <td>0.396</td>\n",
+       "      <td>-3.69</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-1.20</td>\n",
+       "      <td>0.594</td>\n",
+       "      <td>-2.02</td>\n",
+       "      <td>*</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bike_ASC_auto_deficient_escort</th>\n",
+       "      <td>-3.98</td>\n",
+       "      <td>0.406</td>\n",
+       "      <td>-9.79</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-3.88</td>\n",
+       "      <td>0.559</td>\n",
+       "      <td>-6.94</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bike_ASC_auto_deficient_othdiscr</th>\n",
+       "      <td>-0.910</td>\n",
+       "      <td>0.203</td>\n",
+       "      <td>-4.47</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-0.528</td>\n",
+       "      <td>0.418</td>\n",
+       "      <td>-1.26</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bike_ASC_auto_deficient_othmaint</th>\n",
+       "      <td>-2.06</td>\n",
+       "      <td>0.323</td>\n",
+       "      <td>-6.37</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-1.63</td>\n",
+       "      <td>0.448</td>\n",
+       "      <td>-3.64</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bike_ASC_auto_deficient_school</th>\n",
+       "      <td>-1.20</td>\n",
+       "      <td>0.964</td>\n",
+       "      <td>-1.24</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-1.18</td>\n",
+       "      <td>0.997</td>\n",
+       "      <td>-1.19</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bike_ASC_auto_deficient_shopping</th>\n",
+       "      <td>-1.74</td>\n",
+       "      <td>0.218</td>\n",
+       "      <td>-7.99</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-1.30</td>\n",
+       "      <td>0.363</td>\n",
+       "      <td>-3.59</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bike_ASC_auto_deficient_social</th>\n",
+       "      <td>0.361</td>\n",
+       "      <td>0.325</td>\n",
+       "      <td>1.11</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.592</td>\n",
+       "      <td>0.532</td>\n",
+       "      <td>1.11</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bike_ASC_auto_deficient_univ</th>\n",
+       "      <td>-0.669</td>\n",
+       "      <td>NA</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-0.669</td>\n",
+       "      <td>0.00146</td>\n",
+       "      <td>-458.48</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bike_ASC_auto_deficient_work</th>\n",
+       "      <td>-0.279</td>\n",
+       "      <td>0.0926</td>\n",
+       "      <td>-3.01</td>\n",
+       "      <td>**</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-0.360</td>\n",
+       "      <td>0.0922</td>\n",
+       "      <td>-3.90</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bike_ASC_auto_sufficient_atwork</th>\n",
+       "      <td>15.7</td>\n",
+       "      <td>470.</td>\n",
+       "      <td>0.03</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>15.7</td>\n",
+       "      <td>463.</td>\n",
+       "      <td>0.03</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bike_ASC_auto_sufficient_eatout</th>\n",
+       "      <td>-1.85</td>\n",
+       "      <td>0.159</td>\n",
+       "      <td>-11.60</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-1.30</td>\n",
+       "      <td>0.409</td>\n",
+       "      <td>-3.17</td>\n",
+       "      <td>**</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bike_ASC_auto_sufficient_escort</th>\n",
+       "      <td>-5.65</td>\n",
+       "      <td>0.337</td>\n",
+       "      <td>-16.76</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-5.26</td>\n",
+       "      <td>0.453</td>\n",
+       "      <td>-11.62</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bike_ASC_auto_sufficient_othdiscr</th>\n",
+       "      <td>-1.86</td>\n",
+       "      <td>0.105</td>\n",
+       "      <td>-17.64</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-1.49</td>\n",
+       "      <td>0.382</td>\n",
+       "      <td>-3.91</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bike_ASC_auto_sufficient_othmaint</th>\n",
+       "      <td>-3.17</td>\n",
+       "      <td>0.193</td>\n",
+       "      <td>-16.40</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-2.51</td>\n",
+       "      <td>0.349</td>\n",
+       "      <td>-7.20</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bike_ASC_auto_sufficient_school</th>\n",
+       "      <td>-2.21</td>\n",
+       "      <td>0.919</td>\n",
+       "      <td>-2.40</td>\n",
+       "      <td>*</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-2.20</td>\n",
+       "      <td>0.953</td>\n",
+       "      <td>-2.31</td>\n",
+       "      <td>*</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bike_ASC_auto_sufficient_shopping</th>\n",
+       "      <td>-3.14</td>\n",
+       "      <td>0.138</td>\n",
+       "      <td>-22.70</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-2.78</td>\n",
+       "      <td>0.326</td>\n",
+       "      <td>-8.52</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bike_ASC_auto_sufficient_social</th>\n",
+       "      <td>-2.14</td>\n",
+       "      <td>0.207</td>\n",
+       "      <td>-10.36</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-1.83</td>\n",
+       "      <td>0.471</td>\n",
+       "      <td>-3.88</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bike_ASC_auto_sufficient_univ</th>\n",
+       "      <td>-1.94</td>\n",
+       "      <td>0.00657</td>\n",
+       "      <td>-295.46</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-1.94</td>\n",
+       "      <td>0.00650</td>\n",
+       "      <td>-298.24</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bike_ASC_auto_sufficient_work</th>\n",
+       "      <td>-1.93</td>\n",
+       "      <td>0.0814</td>\n",
+       "      <td>-23.72</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-2.06</td>\n",
+       "      <td>0.0822</td>\n",
+       "      <td>-25.06</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bike_ASC_no_auto_atwork</th>\n",
+       "      <td>-0.910</td>\n",
+       "      <td>76.5</td>\n",
+       "      <td>-0.01</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-0.911</td>\n",
+       "      <td>87.8</td>\n",
+       "      <td>-0.01</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bike_ASC_no_auto_eatout</th>\n",
+       "      <td>0.428</td>\n",
+       "      <td>75.9</td>\n",
+       "      <td>0.01</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.510</td>\n",
+       "      <td>87.2</td>\n",
+       "      <td>0.01</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bike_ASC_no_auto_escort</th>\n",
+       "      <td>-0.745</td>\n",
+       "      <td>75.9</td>\n",
+       "      <td>-0.01</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-0.730</td>\n",
+       "      <td>87.2</td>\n",
+       "      <td>-0.01</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bike_ASC_no_auto_othdiscr</th>\n",
+       "      <td>-0.501</td>\n",
+       "      <td>75.9</td>\n",
+       "      <td>-0.01</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-0.404</td>\n",
+       "      <td>87.2</td>\n",
+       "      <td>-0.00</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bike_ASC_no_auto_othmaint</th>\n",
+       "      <td>1.53</td>\n",
+       "      <td>75.9</td>\n",
+       "      <td>0.02</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.61</td>\n",
+       "      <td>87.2</td>\n",
+       "      <td>0.02</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bike_ASC_no_auto_school</th>\n",
+       "      <td>13.5</td>\n",
+       "      <td>109.</td>\n",
+       "      <td>0.12</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>13.4</td>\n",
+       "      <td>116.</td>\n",
+       "      <td>0.12</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bike_ASC_no_auto_shopping</th>\n",
+       "      <td>0.951</td>\n",
+       "      <td>75.9</td>\n",
+       "      <td>0.01</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.05</td>\n",
+       "      <td>87.2</td>\n",
+       "      <td>0.01</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bike_ASC_no_auto_social</th>\n",
+       "      <td>0.374</td>\n",
+       "      <td>75.9</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.486</td>\n",
+       "      <td>87.2</td>\n",
+       "      <td>0.01</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bike_ASC_no_auto_univ</th>\n",
+       "      <td>4.29</td>\n",
+       "      <td>0.00148</td>\n",
+       "      <td>BIG</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>4.29</td>\n",
+       "      <td>0.00688</td>\n",
+       "      <td>624.05</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bike_ASC_no_auto_work</th>\n",
+       "      <td>3.43</td>\n",
+       "      <td>75.9</td>\n",
+       "      <td>0.05</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>3.43</td>\n",
+       "      <td>87.2</td>\n",
+       "      <td>0.04</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_age010_trn_multiplier_atwork</th>\n",
+       "      <td>0.000722</td>\n",
+       "      <td>0.00785</td>\n",
+       "      <td>0.09</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000722</td>\n",
+       "      <td>NA</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_age010_trn_multiplier_eatout_escort_othdiscr_othmaint_shopping_social_work</th>\n",
+       "      <td>0.490</td>\n",
+       "      <td>0.176</td>\n",
+       "      <td>2.79</td>\n",
+       "      <td>**</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.364</td>\n",
+       "      <td>0.175</td>\n",
+       "      <td>2.08</td>\n",
+       "      <td>*</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_age010_trn_multiplier_school_univ</th>\n",
+       "      <td>-0.851</td>\n",
+       "      <td>0.0900</td>\n",
+       "      <td>-9.46</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-0.875</td>\n",
+       "      <td>0.0898</td>\n",
+       "      <td>-9.74</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_age1619_da_multiplier_atwork</th>\n",
+       "      <td>-0.175</td>\n",
+       "      <td>0.205</td>\n",
+       "      <td>-0.85</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-0.193</td>\n",
+       "      <td>0.205</td>\n",
+       "      <td>-0.94</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_age1619_da_multiplier_eatout_escort_othdiscr_othmaint_shopping_social_work</th>\n",
+       "      <td>0.0357</td>\n",
+       "      <td>0.0425</td>\n",
+       "      <td>0.84</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000513</td>\n",
+       "      <td>0.0424</td>\n",
+       "      <td>0.01</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_age1619_da_multiplier_school_univ</th>\n",
+       "      <td>-1.67</td>\n",
+       "      <td>0.0748</td>\n",
+       "      <td>-22.31</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-1.68</td>\n",
+       "      <td>0.0748</td>\n",
+       "      <td>-22.42</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_age16p_sr_multiplier_eatout_escort_othdiscr_othmaint_shopping_social</th>\n",
+       "      <td>-1.58</td>\n",
+       "      <td>0.0842</td>\n",
+       "      <td>-18.71</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-1.45</td>\n",
+       "      <td>0.0814</td>\n",
+       "      <td>-17.82</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_age16p_sr_multiplier_school_univ_work_atwork</th>\n",
+       "      <td>-0.688</td>\n",
+       "      <td>0.0682</td>\n",
+       "      <td>-10.08</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-0.648</td>\n",
+       "      <td>0.0683</td>\n",
+       "      <td>-9.49</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_hhsize1_sr_multiplier_eatout_escort_othdiscr_othmaint_school_shopping_social_univ_atwork</th>\n",
+       "      <td>-0.0721</td>\n",
+       "      <td>0.0312</td>\n",
+       "      <td>-2.31</td>\n",
+       "      <td>*</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-0.0710</td>\n",
+       "      <td>0.0312</td>\n",
+       "      <td>-2.27</td>\n",
+       "      <td>*</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_hhsize1_sr_multiplier_work</th>\n",
+       "      <td>-0.822</td>\n",
+       "      <td>0.0571</td>\n",
+       "      <td>-14.39</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-0.836</td>\n",
+       "      <td>0.0577</td>\n",
+       "      <td>-14.48</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_hhsize2_sr_multiplier_eatout_escort_othdiscr_othmaint_shopping_social_work_atwork</th>\n",
+       "      <td>-0.00404</td>\n",
+       "      <td>0.0178</td>\n",
+       "      <td>-0.23</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.00209</td>\n",
+       "      <td>0.0178</td>\n",
+       "      <td>0.12</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_hhsize2_sr_multiplier_school_univ</th>\n",
+       "      <td>-0.743</td>\n",
+       "      <td>0.0912</td>\n",
+       "      <td>-8.15</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-0.748</td>\n",
+       "      <td>0.0912</td>\n",
+       "      <td>-8.20</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_ivt_atwork</th>\n",
+       "      <td>-0.0112</td>\n",
+       "      <td>0.000479</td>\n",
+       "      <td>-23.41</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-0.0112</td>\n",
+       "      <td>0.000478</td>\n",
+       "      <td>-23.41</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_ivt_eatout_escort_othdiscr_othmaint_shopping_social</th>\n",
+       "      <td>-0.00691</td>\n",
+       "      <td>0.000145</td>\n",
+       "      <td>-47.76</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-0.00688</td>\n",
+       "      <td>0.000144</td>\n",
+       "      <td>-47.65</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_ivt_school_univ</th>\n",
+       "      <td>-0.0103</td>\n",
+       "      <td>0.000316</td>\n",
+       "      <td>-32.62</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-0.0104</td>\n",
+       "      <td>0.000318</td>\n",
+       "      <td>-32.71</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_ivt_work</th>\n",
+       "      <td>-0.00791</td>\n",
+       "      <td>0.000147</td>\n",
+       "      <td>-53.62</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-0.00795</td>\n",
+       "      <td>0.000148</td>\n",
+       "      <td>-53.70</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_nest_AUTO</th>\n",
+       "      <td>0.720</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.720</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_nest_AUTO_DRIVEALONE</th>\n",
+       "      <td>0.350</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.350</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_nest_AUTO_SHAREDRIDE2</th>\n",
+       "      <td>0.350</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.350</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_nest_AUTO_SHAREDRIDE3</th>\n",
+       "      <td>0.350</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.350</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_nest_NONMOTORIZED</th>\n",
+       "      <td>0.720</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.720</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_nest_RIDEHAIL</th>\n",
+       "      <td>0.360</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.360</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_nest_TRANSIT</th>\n",
+       "      <td>0.720</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.720</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_nest_TRANSIT_DRIVEACCESS</th>\n",
+       "      <td>0.500</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.500</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_nest_TRANSIT_WALKACCESS</th>\n",
+       "      <td>0.500</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.500</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_test_eatout_escort_othdiscr_othmaint_shopping_social_work_atwork</th>\n",
+       "      <td>0.0770</td>\n",
+       "      <td>0.0494</td>\n",
+       "      <td>1.56</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0770</td>\n",
+       "      <td>NA</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_test_school_univ</th>\n",
+       "      <td>0.518</td>\n",
+       "      <td>0.913</td>\n",
+       "      <td>0.57</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.518</td>\n",
+       "      <td>NA</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>commuter_rail_ASC_eatout_escort_othdiscr_othmaint_shopping_social_atwork</th>\n",
+       "      <td>-0.958</td>\n",
+       "      <td>16.4</td>\n",
+       "      <td>-0.06</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-0.744</td>\n",
+       "      <td>20.6</td>\n",
+       "      <td>-0.04</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>commuter_rail_ASC_school_univ</th>\n",
+       "      <td>-0.258</td>\n",
+       "      <td>NA</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-0.247</td>\n",
+       "      <td>NA</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>commuter_rail_ASC_work</th>\n",
+       "      <td>0.196</td>\n",
+       "      <td>278.</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.158</td>\n",
+       "      <td>NA</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>drive_ferry_ASC_eatout_escort_othdiscr_othmaint_shopping_social_atwork</th>\n",
+       "      <td>-0.628</td>\n",
+       "      <td>16.4</td>\n",
+       "      <td>-0.04</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-0.393</td>\n",
+       "      <td>20.6</td>\n",
+       "      <td>-0.02</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>drive_ferry_ASC_school_univ</th>\n",
+       "      <td>1.43</td>\n",
+       "      <td>NA</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.45</td>\n",
+       "      <td>NA</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>drive_ferry_ASC_work</th>\n",
+       "      <td>0.232</td>\n",
+       "      <td>278.</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.194</td>\n",
+       "      <td>NA</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>drive_light_rail_ASC_eatout_escort_othdiscr_othmaint_shopping_social_atwork</th>\n",
+       "      <td>-0.325</td>\n",
+       "      <td>16.4</td>\n",
+       "      <td>-0.02</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-0.0919</td>\n",
+       "      <td>20.6</td>\n",
+       "      <td>-0.00</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>drive_light_rail_ASC_school_univ</th>\n",
+       "      <td>0.691</td>\n",
+       "      <td>NA</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.707</td>\n",
+       "      <td>NA</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>drive_light_rail_ASC_work</th>\n",
+       "      <td>0.530</td>\n",
+       "      <td>278.</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.507</td>\n",
+       "      <td>NA</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>drive_transit_ASC_auto_deficient_atwork</th>\n",
+       "      <td>-999.</td>\n",
+       "      <td>0.000360</td>\n",
+       "      <td>-BIG</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-999.</td>\n",
+       "      <td>0.000231</td>\n",
+       "      <td>-BIG</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>drive_transit_ASC_auto_deficient_eatout</th>\n",
+       "      <td>-0.173</td>\n",
+       "      <td>16.4</td>\n",
+       "      <td>-0.01</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.105</td>\n",
+       "      <td>20.6</td>\n",
+       "      <td>0.01</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>drive_transit_ASC_auto_deficient_escort</th>\n",
+       "      <td>-2.19</td>\n",
+       "      <td>16.4</td>\n",
+       "      <td>-0.13</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-2.14</td>\n",
+       "      <td>20.6</td>\n",
+       "      <td>-0.10</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>drive_transit_ASC_auto_deficient_othdiscr</th>\n",
+       "      <td>-0.852</td>\n",
+       "      <td>16.4</td>\n",
+       "      <td>-0.05</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-0.726</td>\n",
+       "      <td>20.6</td>\n",
+       "      <td>-0.04</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>drive_transit_ASC_auto_deficient_othmaint</th>\n",
+       "      <td>-1.36</td>\n",
+       "      <td>16.4</td>\n",
+       "      <td>-0.08</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-1.17</td>\n",
+       "      <td>20.6</td>\n",
+       "      <td>-0.06</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>drive_transit_ASC_auto_deficient_school</th>\n",
+       "      <td>1.59</td>\n",
+       "      <td>NA</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.57</td>\n",
+       "      <td>NA</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>drive_transit_ASC_auto_deficient_shopping</th>\n",
+       "      <td>-1.58</td>\n",
+       "      <td>16.4</td>\n",
+       "      <td>-0.10</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-1.43</td>\n",
+       "      <td>20.6</td>\n",
+       "      <td>-0.07</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>drive_transit_ASC_auto_deficient_social</th>\n",
+       "      <td>0.610</td>\n",
+       "      <td>16.4</td>\n",
+       "      <td>0.04</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.594</td>\n",
+       "      <td>20.6</td>\n",
+       "      <td>0.03</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>drive_transit_ASC_auto_deficient_univ</th>\n",
+       "      <td>1.85</td>\n",
+       "      <td>NA</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.85</td>\n",
+       "      <td>NA</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>drive_transit_ASC_auto_deficient_work</th>\n",
+       "      <td>-0.824</td>\n",
+       "      <td>278.</td>\n",
+       "      <td>-0.00</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-0.911</td>\n",
+       "      <td>NA</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>drive_transit_ASC_auto_sufficient_atwork</th>\n",
+       "      <td>-999.</td>\n",
+       "      <td>0.000176</td>\n",
+       "      <td>-BIG</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-999.</td>\n",
+       "      <td>NA</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>drive_transit_ASC_auto_sufficient_eatout</th>\n",
+       "      <td>-1.65</td>\n",
+       "      <td>16.4</td>\n",
+       "      <td>-0.10</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-1.30</td>\n",
+       "      <td>20.6</td>\n",
+       "      <td>-0.06</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>drive_transit_ASC_auto_sufficient_escort</th>\n",
+       "      <td>-5.31</td>\n",
+       "      <td>16.4</td>\n",
+       "      <td>-0.32</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-5.25</td>\n",
+       "      <td>20.6</td>\n",
+       "      <td>-0.26</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>drive_transit_ASC_auto_sufficient_othdiscr</th>\n",
+       "      <td>-1.24</td>\n",
+       "      <td>16.4</td>\n",
+       "      <td>-0.08</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-1.11</td>\n",
+       "      <td>20.6</td>\n",
+       "      <td>-0.05</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>drive_transit_ASC_auto_sufficient_othmaint</th>\n",
+       "      <td>-2.80</td>\n",
+       "      <td>16.4</td>\n",
+       "      <td>-0.17</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-2.44</td>\n",
+       "      <td>20.6</td>\n",
+       "      <td>-0.12</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>drive_transit_ASC_auto_sufficient_school</th>\n",
+       "      <td>0.105</td>\n",
+       "      <td>NA</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.155</td>\n",
+       "      <td>NA</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>drive_transit_ASC_auto_sufficient_shopping</th>\n",
+       "      <td>-4.16</td>\n",
+       "      <td>16.4</td>\n",
+       "      <td>-0.25</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-3.97</td>\n",
+       "      <td>20.6</td>\n",
+       "      <td>-0.19</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>drive_transit_ASC_auto_sufficient_social</th>\n",
+       "      <td>-1.37</td>\n",
+       "      <td>16.4</td>\n",
+       "      <td>-0.08</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-1.34</td>\n",
+       "      <td>20.6</td>\n",
+       "      <td>-0.07</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>drive_transit_ASC_auto_sufficient_univ</th>\n",
+       "      <td>1.36</td>\n",
+       "      <td>NA</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.36</td>\n",
+       "      <td>0.000291</td>\n",
+       "      <td>BIG</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>drive_transit_ASC_auto_sufficient_work</th>\n",
+       "      <td>-1.73</td>\n",
+       "      <td>278.</td>\n",
+       "      <td>-0.01</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-1.83</td>\n",
+       "      <td>NA</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>drive_transit_ASC_no_auto_all</th>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.000293</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>drive_transit_CBD_ASC_atwork</th>\n",
+       "      <td>0.564</td>\n",
+       "      <td>NA</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.564</td>\n",
+       "      <td>NA</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>drive_transit_CBD_ASC_eatout_escort_othdiscr_othmaint_shopping_social</th>\n",
+       "      <td>1.37</td>\n",
+       "      <td>0.142</td>\n",
+       "      <td>9.63</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.41</td>\n",
+       "      <td>0.142</td>\n",
+       "      <td>9.95</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>drive_transit_CBD_ASC_school_univ</th>\n",
+       "      <td>1.23</td>\n",
+       "      <td>0.251</td>\n",
+       "      <td>4.89</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.20</td>\n",
+       "      <td>0.253</td>\n",
+       "      <td>4.76</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>drive_transit_CBD_ASC_work</th>\n",
+       "      <td>1.64</td>\n",
+       "      <td>0.0698</td>\n",
+       "      <td>23.45</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.62</td>\n",
+       "      <td>0.0697</td>\n",
+       "      <td>23.19</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>express_bus_ASC_eatout_escort_othdiscr_othmaint_shopping_social_atwork</th>\n",
+       "      <td>-0.342</td>\n",
+       "      <td>16.4</td>\n",
+       "      <td>-0.02</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-0.0888</td>\n",
+       "      <td>20.6</td>\n",
+       "      <td>-0.00</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>express_bus_ASC_school_univ</th>\n",
+       "      <td>-0.451</td>\n",
+       "      <td>NA</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-0.450</td>\n",
+       "      <td>NA</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>express_bus_ASC_work</th>\n",
+       "      <td>-0.881</td>\n",
+       "      <td>278.</td>\n",
+       "      <td>-0.00</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-0.920</td>\n",
+       "      <td>NA</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>heavy_rail_ASC_eatout_escort_othdiscr_othmaint_shopping_social_atwork</th>\n",
+       "      <td>-0.207</td>\n",
+       "      <td>16.4</td>\n",
+       "      <td>-0.01</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0401</td>\n",
+       "      <td>20.6</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>heavy_rail_ASC_school_univ</th>\n",
+       "      <td>0.110</td>\n",
+       "      <td>NA</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.127</td>\n",
+       "      <td>NA</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>heavy_rail_ASC_work</th>\n",
+       "      <td>0.513</td>\n",
+       "      <td>278.</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.496</td>\n",
+       "      <td>NA</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>joint_bike_ASC_auto_deficient_all</th>\n",
+       "      <td>-6.18</td>\n",
+       "      <td>1.34</td>\n",
+       "      <td>-4.62</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-6.16</td>\n",
+       "      <td>1.42</td>\n",
+       "      <td>-4.35</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>joint_bike_ASC_auto_sufficient_all</th>\n",
+       "      <td>-7.10</td>\n",
+       "      <td>0.465</td>\n",
+       "      <td>-15.28</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-6.95</td>\n",
+       "      <td>0.465</td>\n",
+       "      <td>-14.96</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>joint_bike_ASC_no_auto_all</th>\n",
+       "      <td>-2.67</td>\n",
+       "      <td>1.08</td>\n",
+       "      <td>-2.48</td>\n",
+       "      <td>*</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-2.67</td>\n",
+       "      <td>1.14</td>\n",
+       "      <td>-2.35</td>\n",
+       "      <td>*</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>joint_drive_transit_ASC_auto_deficient_all</th>\n",
+       "      <td>-6.04</td>\n",
+       "      <td>16.4</td>\n",
+       "      <td>-0.37</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-6.04</td>\n",
+       "      <td>20.6</td>\n",
+       "      <td>-0.29</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>joint_drive_transit_ASC_auto_sufficient_all</th>\n",
+       "      <td>-7.79</td>\n",
+       "      <td>16.4</td>\n",
+       "      <td>-0.48</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-7.80</td>\n",
+       "      <td>20.6</td>\n",
+       "      <td>-0.38</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>joint_drive_transit_ASC_no_auto_all</th>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>joint_sr2_ASC_auto_deficient_all</th>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>joint_sr2_ASC_auto_sufficient_all</th>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>joint_sr2_ASC_no_auto_all</th>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>joint_sr3p_ASC_auto_deficient_all</th>\n",
+       "      <td>-1.49</td>\n",
+       "      <td>0.258</td>\n",
+       "      <td>-5.77</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-1.51</td>\n",
+       "      <td>0.260</td>\n",
+       "      <td>-5.80</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>joint_sr3p_ASC_auto_sufficient_all</th>\n",
+       "      <td>-2.29</td>\n",
+       "      <td>0.133</td>\n",
+       "      <td>-17.17</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-2.27</td>\n",
+       "      <td>0.131</td>\n",
+       "      <td>-17.25</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>joint_sr3p_ASC_no_auto_all</th>\n",
+       "      <td>0.699</td>\n",
+       "      <td>0.470</td>\n",
+       "      <td>1.49</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.680</td>\n",
+       "      <td>0.471</td>\n",
+       "      <td>1.44</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>joint_taxi_ASC_auto_deficient_all</th>\n",
+       "      <td>-9.82</td>\n",
+       "      <td>8.15</td>\n",
+       "      <td>-1.21</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-9.82</td>\n",
+       "      <td>8.64</td>\n",
+       "      <td>-1.14</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>joint_taxi_ASC_auto_sufficient_all</th>\n",
+       "      <td>-11.7</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-11.7</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>joint_taxi_ASC_no_auto_all</th>\n",
+       "      <td>-4.58</td>\n",
+       "      <td>4.29</td>\n",
+       "      <td>-1.07</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-4.58</td>\n",
+       "      <td>4.45</td>\n",
+       "      <td>-1.03</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>joint_tnc_shared_ASC_auto_deficient_all</th>\n",
+       "      <td>-11.2</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>-0.66</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-11.2</td>\n",
+       "      <td>18.0</td>\n",
+       "      <td>-0.62</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>joint_tnc_shared_ASC_auto_sufficient_all</th>\n",
+       "      <td>-13.2</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-13.2</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>joint_tnc_shared_ASC_no_auto_all</th>\n",
+       "      <td>-4.72</td>\n",
+       "      <td>2.18</td>\n",
+       "      <td>-2.17</td>\n",
+       "      <td>*</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-4.70</td>\n",
+       "      <td>2.31</td>\n",
+       "      <td>-2.03</td>\n",
+       "      <td>*</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>joint_tnc_single_ASC_auto_deficient_all</th>\n",
+       "      <td>-9.90</td>\n",
+       "      <td>7.20</td>\n",
+       "      <td>-1.38</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-9.90</td>\n",
+       "      <td>7.63</td>\n",
+       "      <td>-1.30</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>joint_tnc_single_ASC_auto_sufficient_all</th>\n",
+       "      <td>-14.0</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-14.0</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>joint_tnc_single_ASC_no_auto_all</th>\n",
+       "      <td>-3.86</td>\n",
+       "      <td>2.05</td>\n",
+       "      <td>-1.88</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-3.89</td>\n",
+       "      <td>2.20</td>\n",
+       "      <td>-1.77</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>joint_walk_ASC_auto_deficient_all</th>\n",
+       "      <td>-2.22</td>\n",
+       "      <td>0.376</td>\n",
+       "      <td>-5.89</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-2.05</td>\n",
+       "      <td>0.372</td>\n",
+       "      <td>-5.51</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>joint_walk_ASC_auto_sufficient_all</th>\n",
+       "      <td>-4.34</td>\n",
+       "      <td>0.245</td>\n",
+       "      <td>-17.76</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-4.15</td>\n",
+       "      <td>0.240</td>\n",
+       "      <td>-17.32</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>joint_walk_ASC_no_auto_all</th>\n",
+       "      <td>-0.367</td>\n",
+       "      <td>0.727</td>\n",
+       "      <td>-0.51</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-0.294</td>\n",
+       "      <td>0.735</td>\n",
+       "      <td>-0.40</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>joint_walk_transit_ASC_auto_deficient_all</th>\n",
+       "      <td>-5.30</td>\n",
+       "      <td>16.4</td>\n",
+       "      <td>-0.32</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-5.30</td>\n",
+       "      <td>20.6</td>\n",
+       "      <td>-0.26</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>joint_walk_transit_ASC_auto_sufficient_all</th>\n",
+       "      <td>-18.3</td>\n",
+       "      <td>655.</td>\n",
+       "      <td>-0.03</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-18.3</td>\n",
+       "      <td>620.</td>\n",
+       "      <td>-0.03</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>joint_walk_transit_ASC_no_auto_all</th>\n",
+       "      <td>0.386</td>\n",
+       "      <td>16.4</td>\n",
+       "      <td>0.02</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.351</td>\n",
+       "      <td>20.6</td>\n",
+       "      <td>0.02</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>local_bus_ASC_eatout_escort_othdiscr_othmaint_shopping_social_atwork</th>\n",
+       "      <td>-1.18</td>\n",
+       "      <td>16.4</td>\n",
+       "      <td>-0.07</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-0.943</td>\n",
+       "      <td>20.6</td>\n",
+       "      <td>-0.05</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>local_bus_ASC_school_univ</th>\n",
+       "      <td>-0.819</td>\n",
+       "      <td>NA</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-0.811</td>\n",
+       "      <td>NA</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>local_bus_ASC_work</th>\n",
+       "      <td>-0.179</td>\n",
+       "      <td>278.</td>\n",
+       "      <td>-0.00</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-0.211</td>\n",
+       "      <td>NA</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr2_ASC_auto_deficient_atwork</th>\n",
+       "      <td>-1.49</td>\n",
+       "      <td>0.132</td>\n",
+       "      <td>-11.34</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-1.57</td>\n",
+       "      <td>0.133</td>\n",
+       "      <td>-11.82</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr2_ASC_auto_deficient_eatout</th>\n",
+       "      <td>0.874</td>\n",
+       "      <td>0.155</td>\n",
+       "      <td>5.64</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.32</td>\n",
+       "      <td>0.407</td>\n",
+       "      <td>3.25</td>\n",
+       "      <td>**</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr2_ASC_auto_deficient_escort</th>\n",
+       "      <td>0.254</td>\n",
+       "      <td>0.160</td>\n",
+       "      <td>1.58</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.560</td>\n",
+       "      <td>0.331</td>\n",
+       "      <td>1.69</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr2_ASC_auto_deficient_othdiscr</th>\n",
+       "      <td>1.06</td>\n",
+       "      <td>0.131</td>\n",
+       "      <td>8.13</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.32</td>\n",
+       "      <td>0.389</td>\n",
+       "      <td>3.39</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr2_ASC_auto_deficient_othmaint</th>\n",
+       "      <td>0.584</td>\n",
+       "      <td>0.145</td>\n",
+       "      <td>4.02</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.03</td>\n",
+       "      <td>0.327</td>\n",
+       "      <td>3.14</td>\n",
+       "      <td>**</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr2_ASC_auto_deficient_school</th>\n",
+       "      <td>0.518</td>\n",
+       "      <td>0.928</td>\n",
+       "      <td>0.56</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.522</td>\n",
+       "      <td>0.961</td>\n",
+       "      <td>0.54</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr2_ASC_auto_deficient_shopping</th>\n",
+       "      <td>0.522</td>\n",
+       "      <td>0.127</td>\n",
+       "      <td>4.09</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.801</td>\n",
+       "      <td>0.319</td>\n",
+       "      <td>2.51</td>\n",
+       "      <td>*</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr2_ASC_auto_deficient_social</th>\n",
+       "      <td>2.30</td>\n",
+       "      <td>0.215</td>\n",
+       "      <td>10.70</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2.42</td>\n",
+       "      <td>0.473</td>\n",
+       "      <td>5.12</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr2_ASC_auto_deficient_univ</th>\n",
+       "      <td>-1.69</td>\n",
+       "      <td>NA</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-1.69</td>\n",
+       "      <td>0.000112</td>\n",
+       "      <td>-BIG</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr2_ASC_auto_deficient_work</th>\n",
+       "      <td>0.424</td>\n",
+       "      <td>0.0892</td>\n",
+       "      <td>4.76</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.248</td>\n",
+       "      <td>0.0900</td>\n",
+       "      <td>2.76</td>\n",
+       "      <td>**</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr2_ASC_auto_sufficient_atwork</th>\n",
+       "      <td>-0.772</td>\n",
+       "      <td>0.0784</td>\n",
+       "      <td>-9.85</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-0.810</td>\n",
+       "      <td>0.0784</td>\n",
+       "      <td>-10.34</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr2_ASC_auto_sufficient_eatout</th>\n",
+       "      <td>1.17</td>\n",
+       "      <td>0.105</td>\n",
+       "      <td>11.19</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.63</td>\n",
+       "      <td>0.390</td>\n",
+       "      <td>4.18</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr2_ASC_auto_sufficient_escort</th>\n",
+       "      <td>0.427</td>\n",
+       "      <td>0.129</td>\n",
+       "      <td>3.31</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.754</td>\n",
+       "      <td>0.317</td>\n",
+       "      <td>2.38</td>\n",
+       "      <td>*</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr2_ASC_auto_sufficient_othdiscr</th>\n",
+       "      <td>0.830</td>\n",
+       "      <td>0.101</td>\n",
+       "      <td>8.23</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.09</td>\n",
+       "      <td>0.380</td>\n",
+       "      <td>2.87</td>\n",
+       "      <td>**</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr2_ASC_auto_sufficient_othmaint</th>\n",
+       "      <td>0.642</td>\n",
+       "      <td>0.103</td>\n",
+       "      <td>6.24</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.09</td>\n",
+       "      <td>0.312</td>\n",
+       "      <td>3.51</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr2_ASC_auto_sufficient_school</th>\n",
+       "      <td>-0.720</td>\n",
+       "      <td>0.916</td>\n",
+       "      <td>-0.79</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-0.720</td>\n",
+       "      <td>0.950</td>\n",
+       "      <td>-0.76</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr2_ASC_auto_sufficient_shopping</th>\n",
+       "      <td>0.518</td>\n",
+       "      <td>0.100</td>\n",
+       "      <td>5.16</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.806</td>\n",
+       "      <td>0.310</td>\n",
+       "      <td>2.60</td>\n",
+       "      <td>**</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr2_ASC_auto_sufficient_social</th>\n",
+       "      <td>0.867</td>\n",
+       "      <td>0.110</td>\n",
+       "      <td>7.88</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.07</td>\n",
+       "      <td>0.438</td>\n",
+       "      <td>2.43</td>\n",
+       "      <td>*</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr2_ASC_auto_sufficient_univ</th>\n",
+       "      <td>-1.86</td>\n",
+       "      <td>NA</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-1.86</td>\n",
+       "      <td>6.12e-05</td>\n",
+       "      <td>-BIG</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr2_ASC_auto_sufficient_work</th>\n",
+       "      <td>-0.295</td>\n",
+       "      <td>0.0860</td>\n",
+       "      <td>-3.43</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-0.478</td>\n",
+       "      <td>0.0868</td>\n",
+       "      <td>-5.50</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr2_ASC_no_auto_all</th>\n",
+       "      <td>1.22</td>\n",
+       "      <td>75.9</td>\n",
+       "      <td>0.02</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.17</td>\n",
+       "      <td>87.2</td>\n",
+       "      <td>0.01</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr3p_ASC_auto_deficient_atwork</th>\n",
+       "      <td>-1.81</td>\n",
+       "      <td>0.136</td>\n",
+       "      <td>-13.30</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-1.88</td>\n",
+       "      <td>0.137</td>\n",
+       "      <td>-13.71</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr3p_ASC_auto_deficient_eatout</th>\n",
+       "      <td>0.184</td>\n",
+       "      <td>0.187</td>\n",
+       "      <td>0.98</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.638</td>\n",
+       "      <td>0.420</td>\n",
+       "      <td>1.52</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr3p_ASC_auto_deficient_escort</th>\n",
+       "      <td>0.0300</td>\n",
+       "      <td>0.163</td>\n",
+       "      <td>0.18</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.336</td>\n",
+       "      <td>0.332</td>\n",
+       "      <td>1.01</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr3p_ASC_auto_deficient_othdiscr</th>\n",
+       "      <td>1.42</td>\n",
+       "      <td>0.124</td>\n",
+       "      <td>11.40</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.67</td>\n",
+       "      <td>0.387</td>\n",
+       "      <td>4.32</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr3p_ASC_auto_deficient_othmaint</th>\n",
+       "      <td>-0.607</td>\n",
+       "      <td>0.223</td>\n",
+       "      <td>-2.71</td>\n",
+       "      <td>**</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-0.202</td>\n",
+       "      <td>0.371</td>\n",
+       "      <td>-0.55</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr3p_ASC_auto_deficient_school</th>\n",
+       "      <td>1.10</td>\n",
+       "      <td>0.927</td>\n",
+       "      <td>1.18</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.09</td>\n",
+       "      <td>0.961</td>\n",
+       "      <td>1.14</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr3p_ASC_auto_deficient_shopping</th>\n",
+       "      <td>0.180</td>\n",
+       "      <td>0.138</td>\n",
+       "      <td>1.31</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.457</td>\n",
+       "      <td>0.324</td>\n",
+       "      <td>1.41</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr3p_ASC_auto_deficient_social</th>\n",
+       "      <td>2.04</td>\n",
+       "      <td>0.223</td>\n",
+       "      <td>9.16</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2.16</td>\n",
+       "      <td>0.476</td>\n",
+       "      <td>4.52</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr3p_ASC_auto_deficient_univ</th>\n",
+       "      <td>-1.73</td>\n",
+       "      <td>1.83e-05</td>\n",
+       "      <td>-BIG</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-1.73</td>\n",
+       "      <td>NA</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr3p_ASC_auto_deficient_work</th>\n",
+       "      <td>-0.127</td>\n",
+       "      <td>0.0922</td>\n",
+       "      <td>-1.38</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-0.289</td>\n",
+       "      <td>0.0929</td>\n",
+       "      <td>-3.11</td>\n",
+       "      <td>**</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr3p_ASC_auto_sufficient_atwork</th>\n",
+       "      <td>-0.954</td>\n",
+       "      <td>0.0797</td>\n",
+       "      <td>-11.97</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-1.00</td>\n",
+       "      <td>0.0798</td>\n",
+       "      <td>-12.59</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr3p_ASC_auto_sufficient_eatout</th>\n",
+       "      <td>1.13</td>\n",
+       "      <td>0.105</td>\n",
+       "      <td>10.73</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.58</td>\n",
+       "      <td>0.390</td>\n",
+       "      <td>4.04</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr3p_ASC_auto_sufficient_escort</th>\n",
+       "      <td>0.400</td>\n",
+       "      <td>0.129</td>\n",
+       "      <td>3.10</td>\n",
+       "      <td>**</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.729</td>\n",
+       "      <td>0.317</td>\n",
+       "      <td>2.30</td>\n",
+       "      <td>*</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr3p_ASC_auto_sufficient_othdiscr</th>\n",
+       "      <td>0.929</td>\n",
+       "      <td>0.101</td>\n",
+       "      <td>9.25</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.18</td>\n",
+       "      <td>0.380</td>\n",
+       "      <td>3.12</td>\n",
+       "      <td>**</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr3p_ASC_auto_sufficient_othmaint</th>\n",
+       "      <td>0.257</td>\n",
+       "      <td>0.105</td>\n",
+       "      <td>2.44</td>\n",
+       "      <td>*</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.726</td>\n",
+       "      <td>0.313</td>\n",
+       "      <td>2.32</td>\n",
+       "      <td>*</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr3p_ASC_auto_sufficient_school</th>\n",
+       "      <td>-0.151</td>\n",
+       "      <td>0.916</td>\n",
+       "      <td>-0.16</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-0.151</td>\n",
+       "      <td>0.950</td>\n",
+       "      <td>-0.16</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr3p_ASC_auto_sufficient_shopping</th>\n",
+       "      <td>0.275</td>\n",
+       "      <td>0.101</td>\n",
+       "      <td>2.72</td>\n",
+       "      <td>**</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.561</td>\n",
+       "      <td>0.310</td>\n",
+       "      <td>1.81</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr3p_ASC_auto_sufficient_social</th>\n",
+       "      <td>0.870</td>\n",
+       "      <td>0.110</td>\n",
+       "      <td>7.91</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.07</td>\n",
+       "      <td>0.438</td>\n",
+       "      <td>2.45</td>\n",
+       "      <td>*</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr3p_ASC_auto_sufficient_univ</th>\n",
+       "      <td>-1.90</td>\n",
+       "      <td>2.57e-05</td>\n",
+       "      <td>-BIG</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-1.90</td>\n",
+       "      <td>1.95e-05</td>\n",
+       "      <td>-BIG</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr3p_ASC_auto_sufficient_work</th>\n",
+       "      <td>-0.662</td>\n",
+       "      <td>0.0868</td>\n",
+       "      <td>-7.63</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-0.849</td>\n",
+       "      <td>0.0876</td>\n",
+       "      <td>-9.68</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr3p_ASC_no_auto_atwork</th>\n",
+       "      <td>1.49</td>\n",
+       "      <td>75.9</td>\n",
+       "      <td>0.02</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.67</td>\n",
+       "      <td>87.2</td>\n",
+       "      <td>0.02</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr3p_ASC_no_auto_eatout</th>\n",
+       "      <td>1.62</td>\n",
+       "      <td>75.9</td>\n",
+       "      <td>0.02</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.53</td>\n",
+       "      <td>87.2</td>\n",
+       "      <td>0.02</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr3p_ASC_no_auto_escort</th>\n",
+       "      <td>-1.87</td>\n",
+       "      <td>75.9</td>\n",
+       "      <td>-0.02</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-1.87</td>\n",
+       "      <td>87.3</td>\n",
+       "      <td>-0.02</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr3p_ASC_no_auto_othdiscr</th>\n",
+       "      <td>1.43</td>\n",
+       "      <td>75.9</td>\n",
+       "      <td>0.02</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.40</td>\n",
+       "      <td>87.2</td>\n",
+       "      <td>0.02</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr3p_ASC_no_auto_othmaint</th>\n",
+       "      <td>0.296</td>\n",
+       "      <td>75.9</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.195</td>\n",
+       "      <td>87.2</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr3p_ASC_no_auto_school</th>\n",
+       "      <td>-6.02</td>\n",
+       "      <td>105.</td>\n",
+       "      <td>-0.06</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-6.02</td>\n",
+       "      <td>112.</td>\n",
+       "      <td>-0.05</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr3p_ASC_no_auto_shopping</th>\n",
+       "      <td>0.881</td>\n",
+       "      <td>75.9</td>\n",
+       "      <td>0.01</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.847</td>\n",
+       "      <td>87.2</td>\n",
+       "      <td>0.01</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr3p_ASC_no_auto_social</th>\n",
+       "      <td>-1.17</td>\n",
+       "      <td>75.9</td>\n",
+       "      <td>-0.02</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-1.21</td>\n",
+       "      <td>87.2</td>\n",
+       "      <td>-0.01</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr3p_ASC_no_auto_univ</th>\n",
+       "      <td>-6.06</td>\n",
+       "      <td>1.79e-05</td>\n",
+       "      <td>-BIG</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-6.06</td>\n",
+       "      <td>5.30e-05</td>\n",
+       "      <td>-BIG</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sr3p_ASC_no_auto_work</th>\n",
+       "      <td>0.614</td>\n",
+       "      <td>75.9</td>\n",
+       "      <td>0.01</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.523</td>\n",
+       "      <td>87.2</td>\n",
+       "      <td>0.01</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>taxi_ASC_auto_deficient_atwork</th>\n",
+       "      <td>-4.59</td>\n",
+       "      <td>0.435</td>\n",
+       "      <td>-10.57</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-4.75</td>\n",
+       "      <td>0.459</td>\n",
+       "      <td>-10.34</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>taxi_ASC_auto_deficient_eatout_othdiscr_social</th>\n",
+       "      <td>-3.26</td>\n",
+       "      <td>0.483</td>\n",
+       "      <td>-6.76</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-3.16</td>\n",
+       "      <td>0.647</td>\n",
+       "      <td>-4.89</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>taxi_ASC_auto_deficient_escort_othmaint_shopping</th>\n",
+       "      <td>-0.930</td>\n",
+       "      <td>0.118</td>\n",
+       "      <td>-7.89</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-0.503</td>\n",
+       "      <td>0.313</td>\n",
+       "      <td>-1.60</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>taxi_ASC_auto_deficient_school</th>\n",
+       "      <td>0.840</td>\n",
+       "      <td>0.935</td>\n",
+       "      <td>0.90</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.899</td>\n",
+       "      <td>0.968</td>\n",
+       "      <td>0.93</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>taxi_ASC_auto_deficient_univ</th>\n",
+       "      <td>4.25</td>\n",
+       "      <td>1.62e-05</td>\n",
+       "      <td>BIG</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>4.25</td>\n",
+       "      <td>4.12e-06</td>\n",
+       "      <td>BIG</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>taxi_ASC_auto_deficient_work</th>\n",
+       "      <td>-2.04</td>\n",
+       "      <td>0.205</td>\n",
+       "      <td>-9.95</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-2.30</td>\n",
+       "      <td>0.226</td>\n",
+       "      <td>-10.19</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>taxi_ASC_auto_sufficient_atwork</th>\n",
+       "      <td>-3.34</td>\n",
+       "      <td>0.150</td>\n",
+       "      <td>-22.22</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-3.31</td>\n",
+       "      <td>0.148</td>\n",
+       "      <td>-22.34</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>taxi_ASC_auto_sufficient_eatout_othdiscr_social</th>\n",
+       "      <td>-3.93</td>\n",
+       "      <td>0.246</td>\n",
+       "      <td>-15.96</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-3.47</td>\n",
+       "      <td>0.416</td>\n",
+       "      <td>-8.35</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>taxi_ASC_auto_sufficient_escort_othmaint_shopping</th>\n",
+       "      <td>-2.78</td>\n",
+       "      <td>0.0965</td>\n",
+       "      <td>-28.85</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-2.33</td>\n",
+       "      <td>0.306</td>\n",
+       "      <td>-7.60</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>taxi_ASC_auto_sufficient_school</th>\n",
+       "      <td>-2.26</td>\n",
+       "      <td>0.922</td>\n",
+       "      <td>-2.45</td>\n",
+       "      <td>*</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-2.23</td>\n",
+       "      <td>0.956</td>\n",
+       "      <td>-2.33</td>\n",
+       "      <td>*</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>taxi_ASC_auto_sufficient_univ</th>\n",
+       "      <td>-0.313</td>\n",
+       "      <td>NA</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-0.313</td>\n",
+       "      <td>NA</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>taxi_ASC_auto_sufficient_work</th>\n",
+       "      <td>-4.85</td>\n",
+       "      <td>0.303</td>\n",
+       "      <td>-16.01</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-5.14</td>\n",
+       "      <td>0.361</td>\n",
+       "      <td>-14.22</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>taxi_ASC_no_auto_atwork</th>\n",
+       "      <td>3.65</td>\n",
+       "      <td>75.9</td>\n",
+       "      <td>0.05</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>3.63</td>\n",
+       "      <td>87.2</td>\n",
+       "      <td>0.04</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>taxi_ASC_no_auto_eatout_othdiscr_social</th>\n",
+       "      <td>-0.571</td>\n",
+       "      <td>75.9</td>\n",
+       "      <td>-0.01</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-0.460</td>\n",
+       "      <td>87.2</td>\n",
+       "      <td>-0.01</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>taxi_ASC_no_auto_escort_othmaint_shopping</th>\n",
+       "      <td>1.45</td>\n",
+       "      <td>75.9</td>\n",
+       "      <td>0.02</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.54</td>\n",
+       "      <td>87.2</td>\n",
+       "      <td>0.02</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>taxi_ASC_no_auto_school_univ</th>\n",
+       "      <td>-7.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-7.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>taxi_ASC_no_auto_work</th>\n",
+       "      <td>3.94</td>\n",
+       "      <td>75.9</td>\n",
+       "      <td>0.05</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>3.89</td>\n",
+       "      <td>87.2</td>\n",
+       "      <td>0.04</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_shared_ASC_auto_deficient_atwork</th>\n",
+       "      <td>-5.17</td>\n",
+       "      <td>0.414</td>\n",
+       "      <td>-12.49</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-5.21</td>\n",
+       "      <td>0.410</td>\n",
+       "      <td>-12.71</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_shared_ASC_auto_deficient_eatout_othdiscr_social</th>\n",
+       "      <td>-4.46</td>\n",
+       "      <td>0.900</td>\n",
+       "      <td>-4.95</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-4.43</td>\n",
+       "      <td>1.17</td>\n",
+       "      <td>-3.78</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_shared_ASC_auto_deficient_escort_othmaint_shopping</th>\n",
+       "      <td>-1.24</td>\n",
+       "      <td>0.109</td>\n",
+       "      <td>-11.36</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-0.796</td>\n",
+       "      <td>0.310</td>\n",
+       "      <td>-2.57</td>\n",
+       "      <td>*</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_shared_ASC_auto_deficient_school</th>\n",
+       "      <td>0.283</td>\n",
+       "      <td>0.933</td>\n",
+       "      <td>0.30</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.312</td>\n",
+       "      <td>0.966</td>\n",
+       "      <td>0.32</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_shared_ASC_auto_deficient_univ</th>\n",
+       "      <td>3.25</td>\n",
+       "      <td>1.25e-05</td>\n",
+       "      <td>BIG</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>3.25</td>\n",
+       "      <td>NA</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_shared_ASC_auto_deficient_work</th>\n",
+       "      <td>-3.40</td>\n",
+       "      <td>0.214</td>\n",
+       "      <td>-15.89</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-3.73</td>\n",
+       "      <td>0.231</td>\n",
+       "      <td>-16.16</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_shared_ASC_auto_sufficient_atwork</th>\n",
+       "      <td>-4.08</td>\n",
+       "      <td>0.166</td>\n",
+       "      <td>-24.64</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-4.09</td>\n",
+       "      <td>0.167</td>\n",
+       "      <td>-24.51</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_shared_ASC_auto_sufficient_eatout_othdiscr_social</th>\n",
+       "      <td>-4.32</td>\n",
+       "      <td>0.199</td>\n",
+       "      <td>-21.67</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-3.88</td>\n",
+       "      <td>0.393</td>\n",
+       "      <td>-9.86</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_shared_ASC_auto_sufficient_escort_othmaint_shopping</th>\n",
+       "      <td>-3.29</td>\n",
+       "      <td>0.0920</td>\n",
+       "      <td>-35.76</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-2.83</td>\n",
+       "      <td>0.305</td>\n",
+       "      <td>-9.30</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_shared_ASC_auto_sufficient_school</th>\n",
+       "      <td>-3.62</td>\n",
+       "      <td>0.927</td>\n",
+       "      <td>-3.91</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-3.62</td>\n",
+       "      <td>0.961</td>\n",
+       "      <td>-3.77</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_shared_ASC_auto_sufficient_univ</th>\n",
+       "      <td>-0.907</td>\n",
+       "      <td>NA</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-0.907</td>\n",
+       "      <td>NA</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_shared_ASC_auto_sufficient_work</th>\n",
+       "      <td>-6.48</td>\n",
+       "      <td>0.411</td>\n",
+       "      <td>-15.77</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-6.74</td>\n",
+       "      <td>0.419</td>\n",
+       "      <td>-16.11</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_shared_ASC_no_auto_atwork</th>\n",
+       "      <td>3.06</td>\n",
+       "      <td>75.9</td>\n",
+       "      <td>0.04</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>3.04</td>\n",
+       "      <td>87.2</td>\n",
+       "      <td>0.03</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_shared_ASC_no_auto_eatout_othdiscr_social</th>\n",
+       "      <td>-0.0803</td>\n",
+       "      <td>75.9</td>\n",
+       "      <td>-0.00</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-0.000529</td>\n",
+       "      <td>87.2</td>\n",
+       "      <td>-0.00</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_shared_ASC_no_auto_escort_othmaint_shopping</th>\n",
+       "      <td>0.685</td>\n",
+       "      <td>75.9</td>\n",
+       "      <td>0.01</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.776</td>\n",
+       "      <td>87.2</td>\n",
+       "      <td>0.01</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_shared_ASC_no_auto_school</th>\n",
+       "      <td>-7.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-7.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_shared_ASC_no_auto_univ</th>\n",
+       "      <td>-5.81</td>\n",
+       "      <td>NA</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-5.81</td>\n",
+       "      <td>NA</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_shared_ASC_no_auto_work</th>\n",
+       "      <td>2.23</td>\n",
+       "      <td>75.9</td>\n",
+       "      <td>0.03</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2.21</td>\n",
+       "      <td>87.2</td>\n",
+       "      <td>0.03</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_single_ASC_auto_deficient_atwork</th>\n",
+       "      <td>-4.24</td>\n",
+       "      <td>0.319</td>\n",
+       "      <td>-13.29</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-4.36</td>\n",
+       "      <td>0.331</td>\n",
+       "      <td>-13.19</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_single_ASC_auto_deficient_eatout_othdiscr_social</th>\n",
+       "      <td>-3.27</td>\n",
+       "      <td>0.436</td>\n",
+       "      <td>-7.50</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-3.12</td>\n",
+       "      <td>0.599</td>\n",
+       "      <td>-5.21</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_single_ASC_auto_deficient_escort_othmaint_shopping</th>\n",
+       "      <td>-0.340</td>\n",
+       "      <td>0.102</td>\n",
+       "      <td>-3.34</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0928</td>\n",
+       "      <td>0.308</td>\n",
+       "      <td>0.30</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_single_ASC_auto_deficient_school</th>\n",
+       "      <td>-0.0137</td>\n",
+       "      <td>0.943</td>\n",
+       "      <td>-0.01</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0597</td>\n",
+       "      <td>0.975</td>\n",
+       "      <td>0.06</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_single_ASC_auto_deficient_univ</th>\n",
+       "      <td>1.02</td>\n",
+       "      <td>NA</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.02</td>\n",
+       "      <td>2.45e-06</td>\n",
+       "      <td>BIG</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_single_ASC_auto_deficient_work</th>\n",
+       "      <td>-1.30</td>\n",
+       "      <td>0.115</td>\n",
+       "      <td>-11.28</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-1.47</td>\n",
+       "      <td>0.118</td>\n",
+       "      <td>-12.49</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_single_ASC_auto_sufficient_atwork</th>\n",
+       "      <td>-3.14</td>\n",
+       "      <td>0.126</td>\n",
+       "      <td>-25.00</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-3.14</td>\n",
+       "      <td>0.125</td>\n",
+       "      <td>-25.04</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_single_ASC_auto_sufficient_eatout_othdiscr_social</th>\n",
+       "      <td>-3.26</td>\n",
+       "      <td>0.149</td>\n",
+       "      <td>-21.84</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-2.83</td>\n",
+       "      <td>0.371</td>\n",
+       "      <td>-7.62</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_single_ASC_auto_sufficient_escort_othmaint_shopping</th>\n",
+       "      <td>-2.20</td>\n",
+       "      <td>0.0833</td>\n",
+       "      <td>-26.43</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-1.76</td>\n",
+       "      <td>0.302</td>\n",
+       "      <td>-5.81</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_single_ASC_auto_sufficient_school</th>\n",
+       "      <td>-2.07</td>\n",
+       "      <td>0.920</td>\n",
+       "      <td>-2.25</td>\n",
+       "      <td>*</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-2.02</td>\n",
+       "      <td>0.953</td>\n",
+       "      <td>-2.12</td>\n",
+       "      <td>*</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_single_ASC_auto_sufficient_univ</th>\n",
+       "      <td>0.209</td>\n",
+       "      <td>5.09e-06</td>\n",
+       "      <td>BIG</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.209</td>\n",
+       "      <td>2.79e-06</td>\n",
+       "      <td>BIG</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_single_ASC_auto_sufficient_work</th>\n",
+       "      <td>-4.24</td>\n",
+       "      <td>0.182</td>\n",
+       "      <td>-23.29</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-4.33</td>\n",
+       "      <td>0.179</td>\n",
+       "      <td>-24.13</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_single_ASC_no_auto_atwork</th>\n",
+       "      <td>4.26</td>\n",
+       "      <td>75.9</td>\n",
+       "      <td>0.06</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>4.24</td>\n",
+       "      <td>87.2</td>\n",
+       "      <td>0.05</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_single_ASC_no_auto_eatout_othdiscr_social</th>\n",
+       "      <td>0.982</td>\n",
+       "      <td>75.9</td>\n",
+       "      <td>0.01</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.06</td>\n",
+       "      <td>87.2</td>\n",
+       "      <td>0.01</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_single_ASC_no_auto_escort_othmaint_shopping</th>\n",
+       "      <td>1.60</td>\n",
+       "      <td>75.9</td>\n",
+       "      <td>0.02</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.70</td>\n",
+       "      <td>87.2</td>\n",
+       "      <td>0.02</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_single_ASC_no_auto_school</th>\n",
+       "      <td>-7.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-7.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_single_ASC_no_auto_univ</th>\n",
+       "      <td>-2.52</td>\n",
+       "      <td>NA</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-2.52</td>\n",
+       "      <td>5.36e-06</td>\n",
+       "      <td>-BIG</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>tnc_single_ASC_no_auto_work</th>\n",
+       "      <td>5.31</td>\n",
+       "      <td>75.9</td>\n",
+       "      <td>0.07</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>5.31</td>\n",
+       "      <td>87.2</td>\n",
+       "      <td>0.06</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_ASC_auto_deficient_atwork</th>\n",
+       "      <td>0.227</td>\n",
+       "      <td>0.123</td>\n",
+       "      <td>1.84</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.175</td>\n",
+       "      <td>0.124</td>\n",
+       "      <td>1.41</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_ASC_auto_deficient_eatout</th>\n",
+       "      <td>2.17</td>\n",
+       "      <td>0.198</td>\n",
+       "      <td>10.96</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2.70</td>\n",
+       "      <td>0.425</td>\n",
+       "      <td>6.37</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_ASC_auto_deficient_escort</th>\n",
+       "      <td>-1.98</td>\n",
+       "      <td>0.265</td>\n",
+       "      <td>-7.46</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-1.60</td>\n",
+       "      <td>0.396</td>\n",
+       "      <td>-4.04</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_ASC_auto_deficient_othdiscr</th>\n",
+       "      <td>1.21</td>\n",
+       "      <td>0.154</td>\n",
+       "      <td>7.86</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.57</td>\n",
+       "      <td>0.398</td>\n",
+       "      <td>3.94</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_ASC_auto_deficient_othmaint</th>\n",
+       "      <td>0.145</td>\n",
+       "      <td>0.208</td>\n",
+       "      <td>0.70</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.643</td>\n",
+       "      <td>0.360</td>\n",
+       "      <td>1.79</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_ASC_auto_deficient_school</th>\n",
+       "      <td>2.61</td>\n",
+       "      <td>0.931</td>\n",
+       "      <td>2.81</td>\n",
+       "      <td>**</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2.65</td>\n",
+       "      <td>0.964</td>\n",
+       "      <td>2.75</td>\n",
+       "      <td>**</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_ASC_auto_deficient_shopping</th>\n",
+       "      <td>0.909</td>\n",
+       "      <td>0.137</td>\n",
+       "      <td>6.63</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.31</td>\n",
+       "      <td>0.323</td>\n",
+       "      <td>4.06</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_ASC_auto_deficient_social</th>\n",
+       "      <td>2.26</td>\n",
+       "      <td>0.299</td>\n",
+       "      <td>7.56</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2.48</td>\n",
+       "      <td>0.516</td>\n",
+       "      <td>4.82</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_ASC_auto_deficient_univ</th>\n",
+       "      <td>4.51</td>\n",
+       "      <td>1.92e-06</td>\n",
+       "      <td>BIG</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>4.51</td>\n",
+       "      <td>NA</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_ASC_auto_deficient_work</th>\n",
+       "      <td>1.70</td>\n",
+       "      <td>0.0955</td>\n",
+       "      <td>17.84</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.59</td>\n",
+       "      <td>0.0962</td>\n",
+       "      <td>16.52</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_ASC_auto_sufficient_atwork</th>\n",
+       "      <td>0.0776</td>\n",
+       "      <td>0.0580</td>\n",
+       "      <td>1.34</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0786</td>\n",
+       "      <td>0.0579</td>\n",
+       "      <td>1.36</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_ASC_auto_sufficient_eatout</th>\n",
+       "      <td>0.613</td>\n",
+       "      <td>0.106</td>\n",
+       "      <td>5.78</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.19</td>\n",
+       "      <td>0.391</td>\n",
+       "      <td>3.04</td>\n",
+       "      <td>**</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_ASC_auto_sufficient_escort</th>\n",
+       "      <td>-1.74</td>\n",
+       "      <td>0.117</td>\n",
+       "      <td>-14.88</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-1.32</td>\n",
+       "      <td>0.313</td>\n",
+       "      <td>-4.20</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_ASC_auto_sufficient_othdiscr</th>\n",
+       "      <td>0.305</td>\n",
+       "      <td>0.0829</td>\n",
+       "      <td>3.68</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.661</td>\n",
+       "      <td>0.376</td>\n",
+       "      <td>1.76</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_ASC_auto_sufficient_othmaint</th>\n",
+       "      <td>-0.168</td>\n",
+       "      <td>0.0955</td>\n",
+       "      <td>-1.76</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.439</td>\n",
+       "      <td>0.310</td>\n",
+       "      <td>1.42</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_ASC_auto_sufficient_school</th>\n",
+       "      <td>0.374</td>\n",
+       "      <td>0.917</td>\n",
+       "      <td>0.41</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.383</td>\n",
+       "      <td>0.951</td>\n",
+       "      <td>0.40</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_ASC_auto_sufficient_shopping</th>\n",
+       "      <td>-0.304</td>\n",
+       "      <td>0.0811</td>\n",
+       "      <td>-3.75</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0818</td>\n",
+       "      <td>0.305</td>\n",
+       "      <td>0.27</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_ASC_auto_sufficient_social</th>\n",
+       "      <td>0.592</td>\n",
+       "      <td>0.117</td>\n",
+       "      <td>5.04</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.911</td>\n",
+       "      <td>0.439</td>\n",
+       "      <td>2.08</td>\n",
+       "      <td>*</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_ASC_auto_sufficient_univ</th>\n",
+       "      <td>1.06</td>\n",
+       "      <td>NA</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.06</td>\n",
+       "      <td>1.94e-07</td>\n",
+       "      <td>BIG</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_ASC_auto_sufficient_work</th>\n",
+       "      <td>-0.291</td>\n",
+       "      <td>0.0787</td>\n",
+       "      <td>-3.70</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-0.417</td>\n",
+       "      <td>0.0795</td>\n",
+       "      <td>-5.25</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_ASC_no_auto_atwork</th>\n",
+       "      <td>6.63</td>\n",
+       "      <td>75.9</td>\n",
+       "      <td>0.09</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>6.61</td>\n",
+       "      <td>87.2</td>\n",
+       "      <td>0.08</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_ASC_no_auto_eatout</th>\n",
+       "      <td>4.41</td>\n",
+       "      <td>75.9</td>\n",
+       "      <td>0.06</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>4.52</td>\n",
+       "      <td>87.2</td>\n",
+       "      <td>0.05</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_ASC_no_auto_escort</th>\n",
+       "      <td>2.51</td>\n",
+       "      <td>75.9</td>\n",
+       "      <td>0.03</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2.56</td>\n",
+       "      <td>87.2</td>\n",
+       "      <td>0.03</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_ASC_no_auto_othdiscr</th>\n",
+       "      <td>2.89</td>\n",
+       "      <td>75.9</td>\n",
+       "      <td>0.04</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2.96</td>\n",
+       "      <td>87.2</td>\n",
+       "      <td>0.03</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_ASC_no_auto_othmaint</th>\n",
+       "      <td>0.930</td>\n",
+       "      <td>75.9</td>\n",
+       "      <td>0.01</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.06</td>\n",
+       "      <td>87.2</td>\n",
+       "      <td>0.01</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_ASC_no_auto_school</th>\n",
+       "      <td>17.8</td>\n",
+       "      <td>109.</td>\n",
+       "      <td>0.16</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>17.8</td>\n",
+       "      <td>116.</td>\n",
+       "      <td>0.15</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_ASC_no_auto_shopping</th>\n",
+       "      <td>2.17</td>\n",
+       "      <td>75.9</td>\n",
+       "      <td>0.03</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2.26</td>\n",
+       "      <td>87.2</td>\n",
+       "      <td>0.03</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_ASC_no_auto_social</th>\n",
+       "      <td>1.74</td>\n",
+       "      <td>75.9</td>\n",
+       "      <td>0.02</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.84</td>\n",
+       "      <td>87.2</td>\n",
+       "      <td>0.02</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_ASC_no_auto_univ</th>\n",
+       "      <td>6.41</td>\n",
+       "      <td>NA</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>6.41</td>\n",
+       "      <td>3.50e-09</td>\n",
+       "      <td>BIG</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_ASC_no_auto_work</th>\n",
+       "      <td>5.28</td>\n",
+       "      <td>75.9</td>\n",
+       "      <td>0.07</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>5.28</td>\n",
+       "      <td>87.2</td>\n",
+       "      <td>0.06</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_ferry_ASC_eatout_escort_othdiscr_othmaint_shopping_social_atwork</th>\n",
+       "      <td>-0.239</td>\n",
+       "      <td>16.4</td>\n",
+       "      <td>-0.01</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-0.0347</td>\n",
+       "      <td>20.6</td>\n",
+       "      <td>-0.00</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_ferry_ASC_school_univ</th>\n",
+       "      <td>0.858</td>\n",
+       "      <td>NA</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.903</td>\n",
+       "      <td>NA</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_ferry_ASC_work</th>\n",
+       "      <td>0.189</td>\n",
+       "      <td>278.</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0751</td>\n",
+       "      <td>NA</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_light_rail_ASC_eatout_escort_othdiscr_othmaint_shopping_social_atwork</th>\n",
+       "      <td>-0.136</td>\n",
+       "      <td>16.4</td>\n",
+       "      <td>-0.01</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.115</td>\n",
+       "      <td>20.6</td>\n",
+       "      <td>0.01</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_light_rail_ASC_school_univ</th>\n",
+       "      <td>0.724</td>\n",
+       "      <td>NA</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.721</td>\n",
+       "      <td>NA</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_light_rail_ASC_work</th>\n",
+       "      <td>0.786</td>\n",
+       "      <td>278.</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.730</td>\n",
+       "      <td>NA</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_ASC_auto_deficient_atwork</th>\n",
+       "      <td>-2.63</td>\n",
+       "      <td>16.4</td>\n",
+       "      <td>-0.16</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-2.84</td>\n",
+       "      <td>20.6</td>\n",
+       "      <td>-0.14</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_ASC_auto_deficient_eatout</th>\n",
+       "      <td>-0.489</td>\n",
+       "      <td>16.4</td>\n",
+       "      <td>-0.03</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-0.205</td>\n",
+       "      <td>20.6</td>\n",
+       "      <td>-0.01</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_ASC_auto_deficient_escort</th>\n",
+       "      <td>-4.45</td>\n",
+       "      <td>16.4</td>\n",
+       "      <td>-0.27</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-4.46</td>\n",
+       "      <td>20.6</td>\n",
+       "      <td>-0.22</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_ASC_auto_deficient_othdiscr</th>\n",
+       "      <td>0.873</td>\n",
+       "      <td>16.4</td>\n",
+       "      <td>0.05</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.997</td>\n",
+       "      <td>20.6</td>\n",
+       "      <td>0.05</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_ASC_auto_deficient_othmaint</th>\n",
+       "      <td>-2.97</td>\n",
+       "      <td>16.4</td>\n",
+       "      <td>-0.18</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-2.91</td>\n",
+       "      <td>20.6</td>\n",
+       "      <td>-0.14</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_ASC_auto_deficient_school</th>\n",
+       "      <td>2.97</td>\n",
+       "      <td>NA</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>3.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_ASC_auto_deficient_shopping</th>\n",
+       "      <td>-1.07</td>\n",
+       "      <td>16.4</td>\n",
+       "      <td>-0.07</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-0.899</td>\n",
+       "      <td>20.6</td>\n",
+       "      <td>-0.04</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_ASC_auto_deficient_social</th>\n",
+       "      <td>1.32</td>\n",
+       "      <td>16.4</td>\n",
+       "      <td>0.08</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.32</td>\n",
+       "      <td>20.6</td>\n",
+       "      <td>0.06</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_ASC_auto_deficient_univ</th>\n",
+       "      <td>3.14</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>3.14</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_ASC_auto_deficient_work</th>\n",
+       "      <td>0.159</td>\n",
+       "      <td>278.</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0663</td>\n",
+       "      <td>NA</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_ASC_auto_sufficient_atwork</th>\n",
+       "      <td>-3.66</td>\n",
+       "      <td>16.4</td>\n",
+       "      <td>-0.22</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-3.76</td>\n",
+       "      <td>20.6</td>\n",
+       "      <td>-0.18</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_ASC_auto_sufficient_eatout</th>\n",
+       "      <td>-1.32</td>\n",
+       "      <td>16.4</td>\n",
+       "      <td>-0.08</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-0.985</td>\n",
+       "      <td>20.6</td>\n",
+       "      <td>-0.05</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_ASC_auto_sufficient_escort</th>\n",
+       "      <td>-4.82</td>\n",
+       "      <td>16.4</td>\n",
+       "      <td>-0.29</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-4.68</td>\n",
+       "      <td>20.6</td>\n",
+       "      <td>-0.23</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_ASC_auto_sufficient_othdiscr</th>\n",
+       "      <td>-0.914</td>\n",
+       "      <td>16.4</td>\n",
+       "      <td>-0.06</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-0.771</td>\n",
+       "      <td>20.6</td>\n",
+       "      <td>-0.04</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_ASC_auto_sufficient_othmaint</th>\n",
+       "      <td>-1.68</td>\n",
+       "      <td>16.4</td>\n",
+       "      <td>-0.10</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-1.31</td>\n",
+       "      <td>20.6</td>\n",
+       "      <td>-0.06</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_ASC_auto_sufficient_school</th>\n",
+       "      <td>0.487</td>\n",
+       "      <td>NA</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.522</td>\n",
+       "      <td>NA</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_ASC_auto_sufficient_shopping</th>\n",
+       "      <td>-2.35</td>\n",
+       "      <td>16.4</td>\n",
+       "      <td>-0.14</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-2.20</td>\n",
+       "      <td>20.6</td>\n",
+       "      <td>-0.11</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_ASC_auto_sufficient_social</th>\n",
+       "      <td>-0.647</td>\n",
+       "      <td>16.4</td>\n",
+       "      <td>-0.04</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-0.595</td>\n",
+       "      <td>20.6</td>\n",
+       "      <td>-0.03</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_ASC_auto_sufficient_univ</th>\n",
+       "      <td>0.473</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.473</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_ASC_auto_sufficient_work</th>\n",
+       "      <td>-1.37</td>\n",
+       "      <td>278.</td>\n",
+       "      <td>-0.00</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-1.47</td>\n",
+       "      <td>NA</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_ASC_no_auto_atwork</th>\n",
+       "      <td>3.13</td>\n",
+       "      <td>66.9</td>\n",
+       "      <td>0.05</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2.98</td>\n",
+       "      <td>73.6</td>\n",
+       "      <td>0.04</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_ASC_no_auto_eatout</th>\n",
+       "      <td>2.92</td>\n",
+       "      <td>66.9</td>\n",
+       "      <td>0.04</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2.76</td>\n",
+       "      <td>73.6</td>\n",
+       "      <td>0.04</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_ASC_no_auto_escort</th>\n",
+       "      <td>-2.26</td>\n",
+       "      <td>67.0</td>\n",
+       "      <td>-0.03</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-2.26</td>\n",
+       "      <td>73.7</td>\n",
+       "      <td>-0.03</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_ASC_no_auto_othdiscr</th>\n",
+       "      <td>2.80</td>\n",
+       "      <td>66.9</td>\n",
+       "      <td>0.04</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2.64</td>\n",
+       "      <td>73.6</td>\n",
+       "      <td>0.04</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_ASC_no_auto_othmaint</th>\n",
+       "      <td>2.59</td>\n",
+       "      <td>66.9</td>\n",
+       "      <td>0.04</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2.43</td>\n",
+       "      <td>73.6</td>\n",
+       "      <td>0.03</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_ASC_no_auto_school</th>\n",
+       "      <td>20.4</td>\n",
+       "      <td>NA</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>20.5</td>\n",
+       "      <td>NA</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_ASC_no_auto_shopping</th>\n",
+       "      <td>2.33</td>\n",
+       "      <td>66.9</td>\n",
+       "      <td>0.03</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2.18</td>\n",
+       "      <td>73.6</td>\n",
+       "      <td>0.03</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_ASC_no_auto_social</th>\n",
+       "      <td>2.06</td>\n",
+       "      <td>66.9</td>\n",
+       "      <td>0.03</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.90</td>\n",
+       "      <td>73.6</td>\n",
+       "      <td>0.03</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_ASC_no_auto_univ</th>\n",
+       "      <td>8.79</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>8.79</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_ASC_no_auto_work</th>\n",
+       "      <td>4.60</td>\n",
+       "      <td>285.</td>\n",
+       "      <td>0.02</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>4.63</td>\n",
+       "      <td>NA</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_CBD_ASC_atwork</th>\n",
+       "      <td>1.30</td>\n",
+       "      <td>0.284</td>\n",
+       "      <td>4.57</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.18</td>\n",
+       "      <td>0.277</td>\n",
+       "      <td>4.28</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_CBD_ASC_eatout_escort_othdiscr_othmaint_shopping_social</th>\n",
+       "      <td>1.08</td>\n",
+       "      <td>0.0757</td>\n",
+       "      <td>14.25</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.09</td>\n",
+       "      <td>0.0756</td>\n",
+       "      <td>14.41</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_CBD_ASC_school_univ</th>\n",
+       "      <td>0.834</td>\n",
+       "      <td>0.114</td>\n",
+       "      <td>7.30</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.826</td>\n",
+       "      <td>0.114</td>\n",
+       "      <td>7.24</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>walk_transit_CBD_ASC_work</th>\n",
+       "      <td>1.16</td>\n",
+       "      <td>0.0539</td>\n",
+       "      <td>21.50</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.15</td>\n",
+       "      <td>0.0539</td>\n",
+       "      <td>21.27</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coefficient_name\\ncoef_test    coef_test_eatout_escort_othdiscr_othmaint_shop...\\ncoef_test    coef_test_eatout_escort_othdiscr_othmaint_shop...\\nName: eatout, dtype: object</th>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>0.340</td>\n",
+       "      <td>0.190</td>\n",
+       "      <td>1.78</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coefficient_name\\ncoef_test    coef_test_eatout_escort_othdiscr_othmaint_shop...\\ncoef_test    coef_test_eatout_escort_othdiscr_othmaint_shop...\\nName: escort, dtype: object</th>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coefficient_name\\ncoef_test    coef_test_eatout_escort_othdiscr_othmaint_shop...\\ncoef_test    coef_test_eatout_escort_othdiscr_othmaint_shop...\\nName: othdiscr, dtype: object</th>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>0.231</td>\n",
+       "      <td>0.185</td>\n",
+       "      <td>1.24</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coefficient_name\\ncoef_test    coef_test_eatout_escort_othdiscr_othmaint_shop...\\ncoef_test    coef_test_eatout_escort_othdiscr_othmaint_shop...\\nName: othmaint, dtype: object</th>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>0.333</td>\n",
+       "      <td>0.150</td>\n",
+       "      <td>2.22</td>\n",
+       "      <td>*</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coefficient_name\\ncoef_test    coef_test_eatout_escort_othdiscr_othmaint_shop...\\ncoef_test    coef_test_eatout_escort_othdiscr_othmaint_shop...\\nName: shopping, dtype: object</th>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>0.245</td>\n",
+       "      <td>0.149</td>\n",
+       "      <td>1.64</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coefficient_name\\ncoef_test    coef_test_eatout_escort_othdiscr_othmaint_shop...\\ncoef_test    coef_test_eatout_escort_othdiscr_othmaint_shop...\\nName: social, dtype: object</th>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>0.197</td>\n",
+       "      <td>0.214</td>\n",
+       "      <td>0.92</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coefficient_name\\ncoef_test    coef_test_eatout_escort_othdiscr_othmaint_shop...\\ncoef_test    coef_test_eatout_escort_othdiscr_othmaint_shop...\\nName: work, dtype: object</th>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>-0.0306</td>\n",
+       "      <td>0.0255</td>\n",
+       "      <td>-1.20</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coefficient_name\\ncoef_test    coef_test_school_univ\\ncoef_test    coef_test_school_univ\\nName: school, dtype: object</th>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>0.278</td>\n",
+       "      <td>0.474</td>\n",
+       "      <td>0.59</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coefficient_name\\ncoef_test    coef_test_school_univ\\ncoef_test    coef_test_school_univ\\nName: univ, dtype: object</th>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                                        model             \\\n",
+       "                                                        Value    Std Err   \n",
+       "Parameter                                                                  \n",
+       "-999                                                    -999.       0.00   \n",
+       "1                                                        1.00       0.00   \n",
+       "bike_ASC_auto_deficient_atwork                          -1.05      0.344   \n",
+       "bike_ASC_auto_deficient_eatout                          -1.46      0.396   \n",
+       "bike_ASC_auto_deficient_escort                          -3.98      0.406   \n",
+       "bike_ASC_auto_deficient_othdiscr                       -0.910      0.203   \n",
+       "bike_ASC_auto_deficient_othmaint                        -2.06      0.323   \n",
+       "bike_ASC_auto_deficient_school                          -1.20      0.964   \n",
+       "bike_ASC_auto_deficient_shopping                        -1.74      0.218   \n",
+       "bike_ASC_auto_deficient_social                          0.361      0.325   \n",
+       "bike_ASC_auto_deficient_univ                           -0.669         NA   \n",
+       "bike_ASC_auto_deficient_work                           -0.279     0.0926   \n",
+       "bike_ASC_auto_sufficient_atwork                          15.7       470.   \n",
+       "bike_ASC_auto_sufficient_eatout                         -1.85      0.159   \n",
+       "bike_ASC_auto_sufficient_escort                         -5.65      0.337   \n",
+       "bike_ASC_auto_sufficient_othdiscr                       -1.86      0.105   \n",
+       "bike_ASC_auto_sufficient_othmaint                       -3.17      0.193   \n",
+       "bike_ASC_auto_sufficient_school                         -2.21      0.919   \n",
+       "bike_ASC_auto_sufficient_shopping                       -3.14      0.138   \n",
+       "bike_ASC_auto_sufficient_social                         -2.14      0.207   \n",
+       "bike_ASC_auto_sufficient_univ                           -1.94    0.00657   \n",
+       "bike_ASC_auto_sufficient_work                           -1.93     0.0814   \n",
+       "bike_ASC_no_auto_atwork                                -0.910       76.5   \n",
+       "bike_ASC_no_auto_eatout                                 0.428       75.9   \n",
+       "bike_ASC_no_auto_escort                                -0.745       75.9   \n",
+       "bike_ASC_no_auto_othdiscr                              -0.501       75.9   \n",
+       "bike_ASC_no_auto_othmaint                                1.53       75.9   \n",
+       "bike_ASC_no_auto_school                                  13.5       109.   \n",
+       "bike_ASC_no_auto_shopping                               0.951       75.9   \n",
+       "bike_ASC_no_auto_social                                 0.374       75.9   \n",
+       "bike_ASC_no_auto_univ                                    4.29    0.00148   \n",
+       "bike_ASC_no_auto_work                                    3.43       75.9   \n",
+       "coef_age010_trn_multiplier_atwork                    0.000722    0.00785   \n",
+       "coef_age010_trn_multiplier_eatout_escort_othdis...      0.490      0.176   \n",
+       "coef_age010_trn_multiplier_school_univ                 -0.851     0.0900   \n",
+       "coef_age1619_da_multiplier_atwork                      -0.175      0.205   \n",
+       "coef_age1619_da_multiplier_eatout_escort_othdis...     0.0357     0.0425   \n",
+       "coef_age1619_da_multiplier_school_univ                  -1.67     0.0748   \n",
+       "coef_age16p_sr_multiplier_eatout_escort_othdisc...      -1.58     0.0842   \n",
+       "coef_age16p_sr_multiplier_school_univ_work_atwork      -0.688     0.0682   \n",
+       "coef_hhsize1_sr_multiplier_eatout_escort_othdis...    -0.0721     0.0312   \n",
+       "coef_hhsize1_sr_multiplier_work                        -0.822     0.0571   \n",
+       "coef_hhsize2_sr_multiplier_eatout_escort_othdis...   -0.00404     0.0178   \n",
+       "coef_hhsize2_sr_multiplier_school_univ                 -0.743     0.0912   \n",
+       "coef_ivt_atwork                                       -0.0112   0.000479   \n",
+       "coef_ivt_eatout_escort_othdiscr_othmaint_shoppi...   -0.00691   0.000145   \n",
+       "coef_ivt_school_univ                                  -0.0103   0.000316   \n",
+       "coef_ivt_work                                        -0.00791   0.000147   \n",
+       "coef_nest_AUTO                                          0.720       0.00   \n",
+       "coef_nest_AUTO_DRIVEALONE                               0.350       0.00   \n",
+       "coef_nest_AUTO_SHAREDRIDE2                              0.350       0.00   \n",
+       "coef_nest_AUTO_SHAREDRIDE3                              0.350       0.00   \n",
+       "coef_nest_NONMOTORIZED                                  0.720       0.00   \n",
+       "coef_nest_RIDEHAIL                                      0.360       0.00   \n",
+       "coef_nest_TRANSIT                                       0.720       0.00   \n",
+       "coef_nest_TRANSIT_DRIVEACCESS                           0.500       0.00   \n",
+       "coef_nest_TRANSIT_WALKACCESS                            0.500       0.00   \n",
+       "coef_test_eatout_escort_othdiscr_othmaint_shopp...     0.0770     0.0494   \n",
+       "coef_test_school_univ                                   0.518      0.913   \n",
+       "commuter_rail_ASC_eatout_escort_othdiscr_othmai...     -0.958       16.4   \n",
+       "commuter_rail_ASC_school_univ                          -0.258         NA   \n",
+       "commuter_rail_ASC_work                                  0.196       278.   \n",
+       "drive_ferry_ASC_eatout_escort_othdiscr_othmaint...     -0.628       16.4   \n",
+       "drive_ferry_ASC_school_univ                              1.43         NA   \n",
+       "drive_ferry_ASC_work                                    0.232       278.   \n",
+       "drive_light_rail_ASC_eatout_escort_othdiscr_oth...     -0.325       16.4   \n",
+       "drive_light_rail_ASC_school_univ                        0.691         NA   \n",
+       "drive_light_rail_ASC_work                               0.530       278.   \n",
+       "drive_transit_ASC_auto_deficient_atwork                 -999.   0.000360   \n",
+       "drive_transit_ASC_auto_deficient_eatout                -0.173       16.4   \n",
+       "drive_transit_ASC_auto_deficient_escort                 -2.19       16.4   \n",
+       "drive_transit_ASC_auto_deficient_othdiscr              -0.852       16.4   \n",
+       "drive_transit_ASC_auto_deficient_othmaint               -1.36       16.4   \n",
+       "drive_transit_ASC_auto_deficient_school                  1.59         NA   \n",
+       "drive_transit_ASC_auto_deficient_shopping               -1.58       16.4   \n",
+       "drive_transit_ASC_auto_deficient_social                 0.610       16.4   \n",
+       "drive_transit_ASC_auto_deficient_univ                    1.85         NA   \n",
+       "drive_transit_ASC_auto_deficient_work                  -0.824       278.   \n",
+       "drive_transit_ASC_auto_sufficient_atwork                -999.   0.000176   \n",
+       "drive_transit_ASC_auto_sufficient_eatout                -1.65       16.4   \n",
+       "drive_transit_ASC_auto_sufficient_escort                -5.31       16.4   \n",
+       "drive_transit_ASC_auto_sufficient_othdiscr              -1.24       16.4   \n",
+       "drive_transit_ASC_auto_sufficient_othmaint              -2.80       16.4   \n",
+       "drive_transit_ASC_auto_sufficient_school                0.105         NA   \n",
+       "drive_transit_ASC_auto_sufficient_shopping              -4.16       16.4   \n",
+       "drive_transit_ASC_auto_sufficient_social                -1.37       16.4   \n",
+       "drive_transit_ASC_auto_sufficient_univ                   1.36         NA   \n",
+       "drive_transit_ASC_auto_sufficient_work                  -1.73       278.   \n",
+       "drive_transit_ASC_no_auto_all                            0.00         NA   \n",
+       "drive_transit_CBD_ASC_atwork                            0.564         NA   \n",
+       "drive_transit_CBD_ASC_eatout_escort_othdiscr_ot...       1.37      0.142   \n",
+       "drive_transit_CBD_ASC_school_univ                        1.23      0.251   \n",
+       "drive_transit_CBD_ASC_work                               1.64     0.0698   \n",
+       "express_bus_ASC_eatout_escort_othdiscr_othmaint...     -0.342       16.4   \n",
+       "express_bus_ASC_school_univ                            -0.451         NA   \n",
+       "express_bus_ASC_work                                   -0.881       278.   \n",
+       "heavy_rail_ASC_eatout_escort_othdiscr_othmaint_...     -0.207       16.4   \n",
+       "heavy_rail_ASC_school_univ                              0.110         NA   \n",
+       "heavy_rail_ASC_work                                     0.513       278.   \n",
+       "joint_bike_ASC_auto_deficient_all                       -6.18       1.34   \n",
+       "joint_bike_ASC_auto_sufficient_all                      -7.10      0.465   \n",
+       "joint_bike_ASC_no_auto_all                              -2.67       1.08   \n",
+       "joint_drive_transit_ASC_auto_deficient_all              -6.04       16.4   \n",
+       "joint_drive_transit_ASC_auto_sufficient_all             -7.79       16.4   \n",
+       "joint_drive_transit_ASC_no_auto_all                      0.00       0.00   \n",
+       "joint_sr2_ASC_auto_deficient_all                         0.00       0.00   \n",
+       "joint_sr2_ASC_auto_sufficient_all                        0.00       0.00   \n",
+       "joint_sr2_ASC_no_auto_all                                0.00       0.00   \n",
+       "joint_sr3p_ASC_auto_deficient_all                       -1.49      0.258   \n",
+       "joint_sr3p_ASC_auto_sufficient_all                      -2.29      0.133   \n",
+       "joint_sr3p_ASC_no_auto_all                              0.699      0.470   \n",
+       "joint_taxi_ASC_auto_deficient_all                       -9.82       8.15   \n",
+       "joint_taxi_ASC_auto_sufficient_all                      -11.7       0.00   \n",
+       "joint_taxi_ASC_no_auto_all                              -4.58       4.29   \n",
+       "joint_tnc_shared_ASC_auto_deficient_all                 -11.2       17.0   \n",
+       "joint_tnc_shared_ASC_auto_sufficient_all                -13.2       0.00   \n",
+       "joint_tnc_shared_ASC_no_auto_all                        -4.72       2.18   \n",
+       "joint_tnc_single_ASC_auto_deficient_all                 -9.90       7.20   \n",
+       "joint_tnc_single_ASC_auto_sufficient_all                -14.0       0.00   \n",
+       "joint_tnc_single_ASC_no_auto_all                        -3.86       2.05   \n",
+       "joint_walk_ASC_auto_deficient_all                       -2.22      0.376   \n",
+       "joint_walk_ASC_auto_sufficient_all                      -4.34      0.245   \n",
+       "joint_walk_ASC_no_auto_all                             -0.367      0.727   \n",
+       "joint_walk_transit_ASC_auto_deficient_all               -5.30       16.4   \n",
+       "joint_walk_transit_ASC_auto_sufficient_all              -18.3       655.   \n",
+       "joint_walk_transit_ASC_no_auto_all                      0.386       16.4   \n",
+       "local_bus_ASC_eatout_escort_othdiscr_othmaint_s...      -1.18       16.4   \n",
+       "local_bus_ASC_school_univ                              -0.819         NA   \n",
+       "local_bus_ASC_work                                     -0.179       278.   \n",
+       "sr2_ASC_auto_deficient_atwork                           -1.49      0.132   \n",
+       "sr2_ASC_auto_deficient_eatout                           0.874      0.155   \n",
+       "sr2_ASC_auto_deficient_escort                           0.254      0.160   \n",
+       "sr2_ASC_auto_deficient_othdiscr                          1.06      0.131   \n",
+       "sr2_ASC_auto_deficient_othmaint                         0.584      0.145   \n",
+       "sr2_ASC_auto_deficient_school                           0.518      0.928   \n",
+       "sr2_ASC_auto_deficient_shopping                         0.522      0.127   \n",
+       "sr2_ASC_auto_deficient_social                            2.30      0.215   \n",
+       "sr2_ASC_auto_deficient_univ                             -1.69         NA   \n",
+       "sr2_ASC_auto_deficient_work                             0.424     0.0892   \n",
+       "sr2_ASC_auto_sufficient_atwork                         -0.772     0.0784   \n",
+       "sr2_ASC_auto_sufficient_eatout                           1.17      0.105   \n",
+       "sr2_ASC_auto_sufficient_escort                          0.427      0.129   \n",
+       "sr2_ASC_auto_sufficient_othdiscr                        0.830      0.101   \n",
+       "sr2_ASC_auto_sufficient_othmaint                        0.642      0.103   \n",
+       "sr2_ASC_auto_sufficient_school                         -0.720      0.916   \n",
+       "sr2_ASC_auto_sufficient_shopping                        0.518      0.100   \n",
+       "sr2_ASC_auto_sufficient_social                          0.867      0.110   \n",
+       "sr2_ASC_auto_sufficient_univ                            -1.86         NA   \n",
+       "sr2_ASC_auto_sufficient_work                           -0.295     0.0860   \n",
+       "sr2_ASC_no_auto_all                                      1.22       75.9   \n",
+       "sr3p_ASC_auto_deficient_atwork                          -1.81      0.136   \n",
+       "sr3p_ASC_auto_deficient_eatout                          0.184      0.187   \n",
+       "sr3p_ASC_auto_deficient_escort                         0.0300      0.163   \n",
+       "sr3p_ASC_auto_deficient_othdiscr                         1.42      0.124   \n",
+       "sr3p_ASC_auto_deficient_othmaint                       -0.607      0.223   \n",
+       "sr3p_ASC_auto_deficient_school                           1.10      0.927   \n",
+       "sr3p_ASC_auto_deficient_shopping                        0.180      0.138   \n",
+       "sr3p_ASC_auto_deficient_social                           2.04      0.223   \n",
+       "sr3p_ASC_auto_deficient_univ                            -1.73   1.83e-05   \n",
+       "sr3p_ASC_auto_deficient_work                           -0.127     0.0922   \n",
+       "sr3p_ASC_auto_sufficient_atwork                        -0.954     0.0797   \n",
+       "sr3p_ASC_auto_sufficient_eatout                          1.13      0.105   \n",
+       "sr3p_ASC_auto_sufficient_escort                         0.400      0.129   \n",
+       "sr3p_ASC_auto_sufficient_othdiscr                       0.929      0.101   \n",
+       "sr3p_ASC_auto_sufficient_othmaint                       0.257      0.105   \n",
+       "sr3p_ASC_auto_sufficient_school                        -0.151      0.916   \n",
+       "sr3p_ASC_auto_sufficient_shopping                       0.275      0.101   \n",
+       "sr3p_ASC_auto_sufficient_social                         0.870      0.110   \n",
+       "sr3p_ASC_auto_sufficient_univ                           -1.90   2.57e-05   \n",
+       "sr3p_ASC_auto_sufficient_work                          -0.662     0.0868   \n",
+       "sr3p_ASC_no_auto_atwork                                  1.49       75.9   \n",
+       "sr3p_ASC_no_auto_eatout                                  1.62       75.9   \n",
+       "sr3p_ASC_no_auto_escort                                 -1.87       75.9   \n",
+       "sr3p_ASC_no_auto_othdiscr                                1.43       75.9   \n",
+       "sr3p_ASC_no_auto_othmaint                               0.296       75.9   \n",
+       "sr3p_ASC_no_auto_school                                 -6.02       105.   \n",
+       "sr3p_ASC_no_auto_shopping                               0.881       75.9   \n",
+       "sr3p_ASC_no_auto_social                                 -1.17       75.9   \n",
+       "sr3p_ASC_no_auto_univ                                   -6.06   1.79e-05   \n",
+       "sr3p_ASC_no_auto_work                                   0.614       75.9   \n",
+       "taxi_ASC_auto_deficient_atwork                          -4.59      0.435   \n",
+       "taxi_ASC_auto_deficient_eatout_othdiscr_social          -3.26      0.483   \n",
+       "taxi_ASC_auto_deficient_escort_othmaint_shopping       -0.930      0.118   \n",
+       "taxi_ASC_auto_deficient_school                          0.840      0.935   \n",
+       "taxi_ASC_auto_deficient_univ                             4.25   1.62e-05   \n",
+       "taxi_ASC_auto_deficient_work                            -2.04      0.205   \n",
+       "taxi_ASC_auto_sufficient_atwork                         -3.34      0.150   \n",
+       "taxi_ASC_auto_sufficient_eatout_othdiscr_social         -3.93      0.246   \n",
+       "taxi_ASC_auto_sufficient_escort_othmaint_shopping       -2.78     0.0965   \n",
+       "taxi_ASC_auto_sufficient_school                         -2.26      0.922   \n",
+       "taxi_ASC_auto_sufficient_univ                          -0.313         NA   \n",
+       "taxi_ASC_auto_sufficient_work                           -4.85      0.303   \n",
+       "taxi_ASC_no_auto_atwork                                  3.65       75.9   \n",
+       "taxi_ASC_no_auto_eatout_othdiscr_social                -0.571       75.9   \n",
+       "taxi_ASC_no_auto_escort_othmaint_shopping                1.45       75.9   \n",
+       "taxi_ASC_no_auto_school_univ                            -7.00       0.00   \n",
+       "taxi_ASC_no_auto_work                                    3.94       75.9   \n",
+       "tnc_shared_ASC_auto_deficient_atwork                    -5.17      0.414   \n",
+       "tnc_shared_ASC_auto_deficient_eatout_othdiscr_s...      -4.46      0.900   \n",
+       "tnc_shared_ASC_auto_deficient_escort_othmaint_s...      -1.24      0.109   \n",
+       "tnc_shared_ASC_auto_deficient_school                    0.283      0.933   \n",
+       "tnc_shared_ASC_auto_deficient_univ                       3.25   1.25e-05   \n",
+       "tnc_shared_ASC_auto_deficient_work                      -3.40      0.214   \n",
+       "tnc_shared_ASC_auto_sufficient_atwork                   -4.08      0.166   \n",
+       "tnc_shared_ASC_auto_sufficient_eatout_othdiscr_...      -4.32      0.199   \n",
+       "tnc_shared_ASC_auto_sufficient_escort_othmaint_...      -3.29     0.0920   \n",
+       "tnc_shared_ASC_auto_sufficient_school                   -3.62      0.927   \n",
+       "tnc_shared_ASC_auto_sufficient_univ                    -0.907         NA   \n",
+       "tnc_shared_ASC_auto_sufficient_work                     -6.48      0.411   \n",
+       "tnc_shared_ASC_no_auto_atwork                            3.06       75.9   \n",
+       "tnc_shared_ASC_no_auto_eatout_othdiscr_social         -0.0803       75.9   \n",
+       "tnc_shared_ASC_no_auto_escort_othmaint_shopping         0.685       75.9   \n",
+       "tnc_shared_ASC_no_auto_school                           -7.00       0.00   \n",
+       "tnc_shared_ASC_no_auto_univ                             -5.81         NA   \n",
+       "tnc_shared_ASC_no_auto_work                              2.23       75.9   \n",
+       "tnc_single_ASC_auto_deficient_atwork                    -4.24      0.319   \n",
+       "tnc_single_ASC_auto_deficient_eatout_othdiscr_s...      -3.27      0.436   \n",
+       "tnc_single_ASC_auto_deficient_escort_othmaint_s...     -0.340      0.102   \n",
+       "tnc_single_ASC_auto_deficient_school                  -0.0137      0.943   \n",
+       "tnc_single_ASC_auto_deficient_univ                       1.02         NA   \n",
+       "tnc_single_ASC_auto_deficient_work                      -1.30      0.115   \n",
+       "tnc_single_ASC_auto_sufficient_atwork                   -3.14      0.126   \n",
+       "tnc_single_ASC_auto_sufficient_eatout_othdiscr_...      -3.26      0.149   \n",
+       "tnc_single_ASC_auto_sufficient_escort_othmaint_...      -2.20     0.0833   \n",
+       "tnc_single_ASC_auto_sufficient_school                   -2.07      0.920   \n",
+       "tnc_single_ASC_auto_sufficient_univ                     0.209   5.09e-06   \n",
+       "tnc_single_ASC_auto_sufficient_work                     -4.24      0.182   \n",
+       "tnc_single_ASC_no_auto_atwork                            4.26       75.9   \n",
+       "tnc_single_ASC_no_auto_eatout_othdiscr_social           0.982       75.9   \n",
+       "tnc_single_ASC_no_auto_escort_othmaint_shopping          1.60       75.9   \n",
+       "tnc_single_ASC_no_auto_school                           -7.00       0.00   \n",
+       "tnc_single_ASC_no_auto_univ                             -2.52         NA   \n",
+       "tnc_single_ASC_no_auto_work                              5.31       75.9   \n",
+       "walk_ASC_auto_deficient_atwork                          0.227      0.123   \n",
+       "walk_ASC_auto_deficient_eatout                           2.17      0.198   \n",
+       "walk_ASC_auto_deficient_escort                          -1.98      0.265   \n",
+       "walk_ASC_auto_deficient_othdiscr                         1.21      0.154   \n",
+       "walk_ASC_auto_deficient_othmaint                        0.145      0.208   \n",
+       "walk_ASC_auto_deficient_school                           2.61      0.931   \n",
+       "walk_ASC_auto_deficient_shopping                        0.909      0.137   \n",
+       "walk_ASC_auto_deficient_social                           2.26      0.299   \n",
+       "walk_ASC_auto_deficient_univ                             4.51   1.92e-06   \n",
+       "walk_ASC_auto_deficient_work                             1.70     0.0955   \n",
+       "walk_ASC_auto_sufficient_atwork                        0.0776     0.0580   \n",
+       "walk_ASC_auto_sufficient_eatout                         0.613      0.106   \n",
+       "walk_ASC_auto_sufficient_escort                         -1.74      0.117   \n",
+       "walk_ASC_auto_sufficient_othdiscr                       0.305     0.0829   \n",
+       "walk_ASC_auto_sufficient_othmaint                      -0.168     0.0955   \n",
+       "walk_ASC_auto_sufficient_school                         0.374      0.917   \n",
+       "walk_ASC_auto_sufficient_shopping                      -0.304     0.0811   \n",
+       "walk_ASC_auto_sufficient_social                         0.592      0.117   \n",
+       "walk_ASC_auto_sufficient_univ                            1.06         NA   \n",
+       "walk_ASC_auto_sufficient_work                          -0.291     0.0787   \n",
+       "walk_ASC_no_auto_atwork                                  6.63       75.9   \n",
+       "walk_ASC_no_auto_eatout                                  4.41       75.9   \n",
+       "walk_ASC_no_auto_escort                                  2.51       75.9   \n",
+       "walk_ASC_no_auto_othdiscr                                2.89       75.9   \n",
+       "walk_ASC_no_auto_othmaint                               0.930       75.9   \n",
+       "walk_ASC_no_auto_school                                  17.8       109.   \n",
+       "walk_ASC_no_auto_shopping                                2.17       75.9   \n",
+       "walk_ASC_no_auto_social                                  1.74       75.9   \n",
+       "walk_ASC_no_auto_univ                                    6.41         NA   \n",
+       "walk_ASC_no_auto_work                                    5.28       75.9   \n",
+       "walk_ferry_ASC_eatout_escort_othdiscr_othmaint_...     -0.239       16.4   \n",
+       "walk_ferry_ASC_school_univ                              0.858         NA   \n",
+       "walk_ferry_ASC_work                                     0.189       278.   \n",
+       "walk_light_rail_ASC_eatout_escort_othdiscr_othm...     -0.136       16.4   \n",
+       "walk_light_rail_ASC_school_univ                         0.724         NA   \n",
+       "walk_light_rail_ASC_work                                0.786       278.   \n",
+       "walk_transit_ASC_auto_deficient_atwork                  -2.63       16.4   \n",
+       "walk_transit_ASC_auto_deficient_eatout                 -0.489       16.4   \n",
+       "walk_transit_ASC_auto_deficient_escort                  -4.45       16.4   \n",
+       "walk_transit_ASC_auto_deficient_othdiscr                0.873       16.4   \n",
+       "walk_transit_ASC_auto_deficient_othmaint                -2.97       16.4   \n",
+       "walk_transit_ASC_auto_deficient_school                   2.97         NA   \n",
+       "walk_transit_ASC_auto_deficient_shopping                -1.07       16.4   \n",
+       "walk_transit_ASC_auto_deficient_social                   1.32       16.4   \n",
+       "walk_transit_ASC_auto_deficient_univ                     3.14       0.00   \n",
+       "walk_transit_ASC_auto_deficient_work                    0.159       278.   \n",
+       "walk_transit_ASC_auto_sufficient_atwork                 -3.66       16.4   \n",
+       "walk_transit_ASC_auto_sufficient_eatout                 -1.32       16.4   \n",
+       "walk_transit_ASC_auto_sufficient_escort                 -4.82       16.4   \n",
+       "walk_transit_ASC_auto_sufficient_othdiscr              -0.914       16.4   \n",
+       "walk_transit_ASC_auto_sufficient_othmaint               -1.68       16.4   \n",
+       "walk_transit_ASC_auto_sufficient_school                 0.487         NA   \n",
+       "walk_transit_ASC_auto_sufficient_shopping               -2.35       16.4   \n",
+       "walk_transit_ASC_auto_sufficient_social                -0.647       16.4   \n",
+       "walk_transit_ASC_auto_sufficient_univ                   0.473       0.00   \n",
+       "walk_transit_ASC_auto_sufficient_work                   -1.37       278.   \n",
+       "walk_transit_ASC_no_auto_atwork                          3.13       66.9   \n",
+       "walk_transit_ASC_no_auto_eatout                          2.92       66.9   \n",
+       "walk_transit_ASC_no_auto_escort                         -2.26       67.0   \n",
+       "walk_transit_ASC_no_auto_othdiscr                        2.80       66.9   \n",
+       "walk_transit_ASC_no_auto_othmaint                        2.59       66.9   \n",
+       "walk_transit_ASC_no_auto_school                          20.4         NA   \n",
+       "walk_transit_ASC_no_auto_shopping                        2.33       66.9   \n",
+       "walk_transit_ASC_no_auto_social                          2.06       66.9   \n",
+       "walk_transit_ASC_no_auto_univ                            8.79       0.00   \n",
+       "walk_transit_ASC_no_auto_work                            4.60       285.   \n",
+       "walk_transit_CBD_ASC_atwork                              1.30      0.284   \n",
+       "walk_transit_CBD_ASC_eatout_escort_othdiscr_oth...       1.08     0.0757   \n",
+       "walk_transit_CBD_ASC_school_univ                        0.834      0.114   \n",
+       "walk_transit_CBD_ASC_work                                1.16     0.0539   \n",
+       "coefficient_name\\ncoef_test    coef_test_eatout...                         \n",
+       "coefficient_name\\ncoef_test    coef_test_eatout...                         \n",
+       "coefficient_name\\ncoef_test    coef_test_eatout...                         \n",
+       "coefficient_name\\ncoef_test    coef_test_eatout...                         \n",
+       "coefficient_name\\ncoef_test    coef_test_eatout...                         \n",
+       "coefficient_name\\ncoef_test    coef_test_eatout...                         \n",
+       "coefficient_name\\ncoef_test    coef_test_eatout...                         \n",
+       "coefficient_name\\ncoef_test    coef_test_school...                         \n",
+       "coefficient_name\\ncoef_test    coef_test_school...                         \n",
+       "\n",
+       "                                                                               \\\n",
+       "                                                     t Stat Signif Null Value   \n",
+       "Parameter                                                                       \n",
+       "-999                                                     NA               0.0   \n",
+       "1                                                        NA               0.0   \n",
+       "bike_ASC_auto_deficient_atwork                        -3.07     **        0.0   \n",
+       "bike_ASC_auto_deficient_eatout                        -3.69    ***        0.0   \n",
+       "bike_ASC_auto_deficient_escort                        -9.79    ***        0.0   \n",
+       "bike_ASC_auto_deficient_othdiscr                      -4.47    ***        0.0   \n",
+       "bike_ASC_auto_deficient_othmaint                      -6.37    ***        0.0   \n",
+       "bike_ASC_auto_deficient_school                        -1.24               0.0   \n",
+       "bike_ASC_auto_deficient_shopping                      -7.99    ***        0.0   \n",
+       "bike_ASC_auto_deficient_social                         1.11               0.0   \n",
+       "bike_ASC_auto_deficient_univ                             NA               0.0   \n",
+       "bike_ASC_auto_deficient_work                          -3.01     **        0.0   \n",
+       "bike_ASC_auto_sufficient_atwork                        0.03               0.0   \n",
+       "bike_ASC_auto_sufficient_eatout                      -11.60    ***        0.0   \n",
+       "bike_ASC_auto_sufficient_escort                      -16.76    ***        0.0   \n",
+       "bike_ASC_auto_sufficient_othdiscr                    -17.64    ***        0.0   \n",
+       "bike_ASC_auto_sufficient_othmaint                    -16.40    ***        0.0   \n",
+       "bike_ASC_auto_sufficient_school                       -2.40      *        0.0   \n",
+       "bike_ASC_auto_sufficient_shopping                    -22.70    ***        0.0   \n",
+       "bike_ASC_auto_sufficient_social                      -10.36    ***        0.0   \n",
+       "bike_ASC_auto_sufficient_univ                       -295.46    ***        0.0   \n",
+       "bike_ASC_auto_sufficient_work                        -23.72    ***        0.0   \n",
+       "bike_ASC_no_auto_atwork                               -0.01               0.0   \n",
+       "bike_ASC_no_auto_eatout                                0.01               0.0   \n",
+       "bike_ASC_no_auto_escort                               -0.01               0.0   \n",
+       "bike_ASC_no_auto_othdiscr                             -0.01               0.0   \n",
+       "bike_ASC_no_auto_othmaint                              0.02               0.0   \n",
+       "bike_ASC_no_auto_school                                0.12               0.0   \n",
+       "bike_ASC_no_auto_shopping                              0.01               0.0   \n",
+       "bike_ASC_no_auto_social                                0.00               0.0   \n",
+       "bike_ASC_no_auto_univ                                   BIG    ***        0.0   \n",
+       "bike_ASC_no_auto_work                                  0.05               0.0   \n",
+       "coef_age010_trn_multiplier_atwork                      0.09               0.0   \n",
+       "coef_age010_trn_multiplier_eatout_escort_othdis...     2.79     **        0.0   \n",
+       "coef_age010_trn_multiplier_school_univ                -9.46    ***        0.0   \n",
+       "coef_age1619_da_multiplier_atwork                     -0.85               0.0   \n",
+       "coef_age1619_da_multiplier_eatout_escort_othdis...     0.84               0.0   \n",
+       "coef_age1619_da_multiplier_school_univ               -22.31    ***        0.0   \n",
+       "coef_age16p_sr_multiplier_eatout_escort_othdisc...   -18.71    ***        0.0   \n",
+       "coef_age16p_sr_multiplier_school_univ_work_atwork    -10.08    ***        0.0   \n",
+       "coef_hhsize1_sr_multiplier_eatout_escort_othdis...    -2.31      *        0.0   \n",
+       "coef_hhsize1_sr_multiplier_work                      -14.39    ***        0.0   \n",
+       "coef_hhsize2_sr_multiplier_eatout_escort_othdis...    -0.23               0.0   \n",
+       "coef_hhsize2_sr_multiplier_school_univ                -8.15    ***        0.0   \n",
+       "coef_ivt_atwork                                      -23.41    ***        0.0   \n",
+       "coef_ivt_eatout_escort_othdiscr_othmaint_shoppi...   -47.76    ***        0.0   \n",
+       "coef_ivt_school_univ                                 -32.62    ***        0.0   \n",
+       "coef_ivt_work                                        -53.62    ***        0.0   \n",
+       "coef_nest_AUTO                                           NA               1.0   \n",
+       "coef_nest_AUTO_DRIVEALONE                                NA               1.0   \n",
+       "coef_nest_AUTO_SHAREDRIDE2                               NA               1.0   \n",
+       "coef_nest_AUTO_SHAREDRIDE3                               NA               1.0   \n",
+       "coef_nest_NONMOTORIZED                                   NA               1.0   \n",
+       "coef_nest_RIDEHAIL                                       NA               1.0   \n",
+       "coef_nest_TRANSIT                                        NA               1.0   \n",
+       "coef_nest_TRANSIT_DRIVEACCESS                            NA               1.0   \n",
+       "coef_nest_TRANSIT_WALKACCESS                             NA               1.0   \n",
+       "coef_test_eatout_escort_othdiscr_othmaint_shopp...     1.56               0.0   \n",
+       "coef_test_school_univ                                  0.57               0.0   \n",
+       "commuter_rail_ASC_eatout_escort_othdiscr_othmai...    -0.06               0.0   \n",
+       "commuter_rail_ASC_school_univ                            NA               0.0   \n",
+       "commuter_rail_ASC_work                                 0.00               0.0   \n",
+       "drive_ferry_ASC_eatout_escort_othdiscr_othmaint...    -0.04               0.0   \n",
+       "drive_ferry_ASC_school_univ                              NA               0.0   \n",
+       "drive_ferry_ASC_work                                   0.00               0.0   \n",
+       "drive_light_rail_ASC_eatout_escort_othdiscr_oth...    -0.02               0.0   \n",
+       "drive_light_rail_ASC_school_univ                         NA               0.0   \n",
+       "drive_light_rail_ASC_work                              0.00               0.0   \n",
+       "drive_transit_ASC_auto_deficient_atwork                -BIG    ***        0.0   \n",
+       "drive_transit_ASC_auto_deficient_eatout               -0.01               0.0   \n",
+       "drive_transit_ASC_auto_deficient_escort               -0.13               0.0   \n",
+       "drive_transit_ASC_auto_deficient_othdiscr             -0.05               0.0   \n",
+       "drive_transit_ASC_auto_deficient_othmaint             -0.08               0.0   \n",
+       "drive_transit_ASC_auto_deficient_school                  NA               0.0   \n",
+       "drive_transit_ASC_auto_deficient_shopping             -0.10               0.0   \n",
+       "drive_transit_ASC_auto_deficient_social                0.04               0.0   \n",
+       "drive_transit_ASC_auto_deficient_univ                    NA               0.0   \n",
+       "drive_transit_ASC_auto_deficient_work                 -0.00               0.0   \n",
+       "drive_transit_ASC_auto_sufficient_atwork               -BIG    ***        0.0   \n",
+       "drive_transit_ASC_auto_sufficient_eatout              -0.10               0.0   \n",
+       "drive_transit_ASC_auto_sufficient_escort              -0.32               0.0   \n",
+       "drive_transit_ASC_auto_sufficient_othdiscr            -0.08               0.0   \n",
+       "drive_transit_ASC_auto_sufficient_othmaint            -0.17               0.0   \n",
+       "drive_transit_ASC_auto_sufficient_school                 NA               0.0   \n",
+       "drive_transit_ASC_auto_sufficient_shopping            -0.25               0.0   \n",
+       "drive_transit_ASC_auto_sufficient_social              -0.08               0.0   \n",
+       "drive_transit_ASC_auto_sufficient_univ                   NA               0.0   \n",
+       "drive_transit_ASC_auto_sufficient_work                -0.01               0.0   \n",
+       "drive_transit_ASC_no_auto_all                            NA               0.0   \n",
+       "drive_transit_CBD_ASC_atwork                             NA               0.0   \n",
+       "drive_transit_CBD_ASC_eatout_escort_othdiscr_ot...     9.63    ***        0.0   \n",
+       "drive_transit_CBD_ASC_school_univ                      4.89    ***        0.0   \n",
+       "drive_transit_CBD_ASC_work                            23.45    ***        0.0   \n",
+       "express_bus_ASC_eatout_escort_othdiscr_othmaint...    -0.02               0.0   \n",
+       "express_bus_ASC_school_univ                              NA               0.0   \n",
+       "express_bus_ASC_work                                  -0.00               0.0   \n",
+       "heavy_rail_ASC_eatout_escort_othdiscr_othmaint_...    -0.01               0.0   \n",
+       "heavy_rail_ASC_school_univ                               NA               0.0   \n",
+       "heavy_rail_ASC_work                                    0.00               0.0   \n",
+       "joint_bike_ASC_auto_deficient_all                     -4.62    ***        0.0   \n",
+       "joint_bike_ASC_auto_sufficient_all                   -15.28    ***        0.0   \n",
+       "joint_bike_ASC_no_auto_all                            -2.48      *        0.0   \n",
+       "joint_drive_transit_ASC_auto_deficient_all            -0.37               0.0   \n",
+       "joint_drive_transit_ASC_auto_sufficient_all           -0.48               0.0   \n",
+       "joint_drive_transit_ASC_no_auto_all                      NA               0.0   \n",
+       "joint_sr2_ASC_auto_deficient_all                         NA               0.0   \n",
+       "joint_sr2_ASC_auto_sufficient_all                        NA               0.0   \n",
+       "joint_sr2_ASC_no_auto_all                                NA               0.0   \n",
+       "joint_sr3p_ASC_auto_deficient_all                     -5.77    ***        0.0   \n",
+       "joint_sr3p_ASC_auto_sufficient_all                   -17.17    ***        0.0   \n",
+       "joint_sr3p_ASC_no_auto_all                             1.49               0.0   \n",
+       "joint_taxi_ASC_auto_deficient_all                     -1.21               0.0   \n",
+       "joint_taxi_ASC_auto_sufficient_all                       NA               0.0   \n",
+       "joint_taxi_ASC_no_auto_all                            -1.07               0.0   \n",
+       "joint_tnc_shared_ASC_auto_deficient_all               -0.66               0.0   \n",
+       "joint_tnc_shared_ASC_auto_sufficient_all                 NA               0.0   \n",
+       "joint_tnc_shared_ASC_no_auto_all                      -2.17      *        0.0   \n",
+       "joint_tnc_single_ASC_auto_deficient_all               -1.38               0.0   \n",
+       "joint_tnc_single_ASC_auto_sufficient_all                 NA               0.0   \n",
+       "joint_tnc_single_ASC_no_auto_all                      -1.88               0.0   \n",
+       "joint_walk_ASC_auto_deficient_all                     -5.89    ***        0.0   \n",
+       "joint_walk_ASC_auto_sufficient_all                   -17.76    ***        0.0   \n",
+       "joint_walk_ASC_no_auto_all                            -0.51               0.0   \n",
+       "joint_walk_transit_ASC_auto_deficient_all             -0.32               0.0   \n",
+       "joint_walk_transit_ASC_auto_sufficient_all            -0.03               0.0   \n",
+       "joint_walk_transit_ASC_no_auto_all                     0.02               0.0   \n",
+       "local_bus_ASC_eatout_escort_othdiscr_othmaint_s...    -0.07               0.0   \n",
+       "local_bus_ASC_school_univ                                NA               0.0   \n",
+       "local_bus_ASC_work                                    -0.00               0.0   \n",
+       "sr2_ASC_auto_deficient_atwork                        -11.34    ***        0.0   \n",
+       "sr2_ASC_auto_deficient_eatout                          5.64    ***        0.0   \n",
+       "sr2_ASC_auto_deficient_escort                          1.58               0.0   \n",
+       "sr2_ASC_auto_deficient_othdiscr                        8.13    ***        0.0   \n",
+       "sr2_ASC_auto_deficient_othmaint                        4.02    ***        0.0   \n",
+       "sr2_ASC_auto_deficient_school                          0.56               0.0   \n",
+       "sr2_ASC_auto_deficient_shopping                        4.09    ***        0.0   \n",
+       "sr2_ASC_auto_deficient_social                         10.70    ***        0.0   \n",
+       "sr2_ASC_auto_deficient_univ                              NA               0.0   \n",
+       "sr2_ASC_auto_deficient_work                            4.76    ***        0.0   \n",
+       "sr2_ASC_auto_sufficient_atwork                        -9.85    ***        0.0   \n",
+       "sr2_ASC_auto_sufficient_eatout                        11.19    ***        0.0   \n",
+       "sr2_ASC_auto_sufficient_escort                         3.31    ***        0.0   \n",
+       "sr2_ASC_auto_sufficient_othdiscr                       8.23    ***        0.0   \n",
+       "sr2_ASC_auto_sufficient_othmaint                       6.24    ***        0.0   \n",
+       "sr2_ASC_auto_sufficient_school                        -0.79               0.0   \n",
+       "sr2_ASC_auto_sufficient_shopping                       5.16    ***        0.0   \n",
+       "sr2_ASC_auto_sufficient_social                         7.88    ***        0.0   \n",
+       "sr2_ASC_auto_sufficient_univ                             NA               0.0   \n",
+       "sr2_ASC_auto_sufficient_work                          -3.43    ***        0.0   \n",
+       "sr2_ASC_no_auto_all                                    0.02               0.0   \n",
+       "sr3p_ASC_auto_deficient_atwork                       -13.30    ***        0.0   \n",
+       "sr3p_ASC_auto_deficient_eatout                         0.98               0.0   \n",
+       "sr3p_ASC_auto_deficient_escort                         0.18               0.0   \n",
+       "sr3p_ASC_auto_deficient_othdiscr                      11.40    ***        0.0   \n",
+       "sr3p_ASC_auto_deficient_othmaint                      -2.71     **        0.0   \n",
+       "sr3p_ASC_auto_deficient_school                         1.18               0.0   \n",
+       "sr3p_ASC_auto_deficient_shopping                       1.31               0.0   \n",
+       "sr3p_ASC_auto_deficient_social                         9.16    ***        0.0   \n",
+       "sr3p_ASC_auto_deficient_univ                           -BIG    ***        0.0   \n",
+       "sr3p_ASC_auto_deficient_work                          -1.38               0.0   \n",
+       "sr3p_ASC_auto_sufficient_atwork                      -11.97    ***        0.0   \n",
+       "sr3p_ASC_auto_sufficient_eatout                       10.73    ***        0.0   \n",
+       "sr3p_ASC_auto_sufficient_escort                        3.10     **        0.0   \n",
+       "sr3p_ASC_auto_sufficient_othdiscr                      9.25    ***        0.0   \n",
+       "sr3p_ASC_auto_sufficient_othmaint                      2.44      *        0.0   \n",
+       "sr3p_ASC_auto_sufficient_school                       -0.16               0.0   \n",
+       "sr3p_ASC_auto_sufficient_shopping                      2.72     **        0.0   \n",
+       "sr3p_ASC_auto_sufficient_social                        7.91    ***        0.0   \n",
+       "sr3p_ASC_auto_sufficient_univ                          -BIG    ***        0.0   \n",
+       "sr3p_ASC_auto_sufficient_work                         -7.63    ***        0.0   \n",
+       "sr3p_ASC_no_auto_atwork                                0.02               0.0   \n",
+       "sr3p_ASC_no_auto_eatout                                0.02               0.0   \n",
+       "sr3p_ASC_no_auto_escort                               -0.02               0.0   \n",
+       "sr3p_ASC_no_auto_othdiscr                              0.02               0.0   \n",
+       "sr3p_ASC_no_auto_othmaint                              0.00               0.0   \n",
+       "sr3p_ASC_no_auto_school                               -0.06               0.0   \n",
+       "sr3p_ASC_no_auto_shopping                              0.01               0.0   \n",
+       "sr3p_ASC_no_auto_social                               -0.02               0.0   \n",
+       "sr3p_ASC_no_auto_univ                                  -BIG    ***        0.0   \n",
+       "sr3p_ASC_no_auto_work                                  0.01               0.0   \n",
+       "taxi_ASC_auto_deficient_atwork                       -10.57    ***        0.0   \n",
+       "taxi_ASC_auto_deficient_eatout_othdiscr_social        -6.76    ***        0.0   \n",
+       "taxi_ASC_auto_deficient_escort_othmaint_shopping      -7.89    ***        0.0   \n",
+       "taxi_ASC_auto_deficient_school                         0.90               0.0   \n",
+       "taxi_ASC_auto_deficient_univ                            BIG    ***        0.0   \n",
+       "taxi_ASC_auto_deficient_work                          -9.95    ***        0.0   \n",
+       "taxi_ASC_auto_sufficient_atwork                      -22.22    ***        0.0   \n",
+       "taxi_ASC_auto_sufficient_eatout_othdiscr_social      -15.96    ***        0.0   \n",
+       "taxi_ASC_auto_sufficient_escort_othmaint_shopping    -28.85    ***        0.0   \n",
+       "taxi_ASC_auto_sufficient_school                       -2.45      *        0.0   \n",
+       "taxi_ASC_auto_sufficient_univ                            NA               0.0   \n",
+       "taxi_ASC_auto_sufficient_work                        -16.01    ***        0.0   \n",
+       "taxi_ASC_no_auto_atwork                                0.05               0.0   \n",
+       "taxi_ASC_no_auto_eatout_othdiscr_social               -0.01               0.0   \n",
+       "taxi_ASC_no_auto_escort_othmaint_shopping              0.02               0.0   \n",
+       "taxi_ASC_no_auto_school_univ                             NA               0.0   \n",
+       "taxi_ASC_no_auto_work                                  0.05               0.0   \n",
+       "tnc_shared_ASC_auto_deficient_atwork                 -12.49    ***        0.0   \n",
+       "tnc_shared_ASC_auto_deficient_eatout_othdiscr_s...    -4.95    ***        0.0   \n",
+       "tnc_shared_ASC_auto_deficient_escort_othmaint_s...   -11.36    ***        0.0   \n",
+       "tnc_shared_ASC_auto_deficient_school                   0.30               0.0   \n",
+       "tnc_shared_ASC_auto_deficient_univ                      BIG    ***        0.0   \n",
+       "tnc_shared_ASC_auto_deficient_work                   -15.89    ***        0.0   \n",
+       "tnc_shared_ASC_auto_sufficient_atwork                -24.64    ***        0.0   \n",
+       "tnc_shared_ASC_auto_sufficient_eatout_othdiscr_...   -21.67    ***        0.0   \n",
+       "tnc_shared_ASC_auto_sufficient_escort_othmaint_...   -35.76    ***        0.0   \n",
+       "tnc_shared_ASC_auto_sufficient_school                 -3.91    ***        0.0   \n",
+       "tnc_shared_ASC_auto_sufficient_univ                      NA               0.0   \n",
+       "tnc_shared_ASC_auto_sufficient_work                  -15.77    ***        0.0   \n",
+       "tnc_shared_ASC_no_auto_atwork                          0.04               0.0   \n",
+       "tnc_shared_ASC_no_auto_eatout_othdiscr_social         -0.00               0.0   \n",
+       "tnc_shared_ASC_no_auto_escort_othmaint_shopping        0.01               0.0   \n",
+       "tnc_shared_ASC_no_auto_school                            NA               0.0   \n",
+       "tnc_shared_ASC_no_auto_univ                              NA               0.0   \n",
+       "tnc_shared_ASC_no_auto_work                            0.03               0.0   \n",
+       "tnc_single_ASC_auto_deficient_atwork                 -13.29    ***        0.0   \n",
+       "tnc_single_ASC_auto_deficient_eatout_othdiscr_s...    -7.50    ***        0.0   \n",
+       "tnc_single_ASC_auto_deficient_escort_othmaint_s...    -3.34    ***        0.0   \n",
+       "tnc_single_ASC_auto_deficient_school                  -0.01               0.0   \n",
+       "tnc_single_ASC_auto_deficient_univ                       NA               0.0   \n",
+       "tnc_single_ASC_auto_deficient_work                   -11.28    ***        0.0   \n",
+       "tnc_single_ASC_auto_sufficient_atwork                -25.00    ***        0.0   \n",
+       "tnc_single_ASC_auto_sufficient_eatout_othdiscr_...   -21.84    ***        0.0   \n",
+       "tnc_single_ASC_auto_sufficient_escort_othmaint_...   -26.43    ***        0.0   \n",
+       "tnc_single_ASC_auto_sufficient_school                 -2.25      *        0.0   \n",
+       "tnc_single_ASC_auto_sufficient_univ                     BIG    ***        0.0   \n",
+       "tnc_single_ASC_auto_sufficient_work                  -23.29    ***        0.0   \n",
+       "tnc_single_ASC_no_auto_atwork                          0.06               0.0   \n",
+       "tnc_single_ASC_no_auto_eatout_othdiscr_social          0.01               0.0   \n",
+       "tnc_single_ASC_no_auto_escort_othmaint_shopping        0.02               0.0   \n",
+       "tnc_single_ASC_no_auto_school                            NA               0.0   \n",
+       "tnc_single_ASC_no_auto_univ                              NA               0.0   \n",
+       "tnc_single_ASC_no_auto_work                            0.07               0.0   \n",
+       "walk_ASC_auto_deficient_atwork                         1.84               0.0   \n",
+       "walk_ASC_auto_deficient_eatout                        10.96    ***        0.0   \n",
+       "walk_ASC_auto_deficient_escort                        -7.46    ***        0.0   \n",
+       "walk_ASC_auto_deficient_othdiscr                       7.86    ***        0.0   \n",
+       "walk_ASC_auto_deficient_othmaint                       0.70               0.0   \n",
+       "walk_ASC_auto_deficient_school                         2.81     **        0.0   \n",
+       "walk_ASC_auto_deficient_shopping                       6.63    ***        0.0   \n",
+       "walk_ASC_auto_deficient_social                         7.56    ***        0.0   \n",
+       "walk_ASC_auto_deficient_univ                            BIG    ***        0.0   \n",
+       "walk_ASC_auto_deficient_work                          17.84    ***        0.0   \n",
+       "walk_ASC_auto_sufficient_atwork                        1.34               0.0   \n",
+       "walk_ASC_auto_sufficient_eatout                        5.78    ***        0.0   \n",
+       "walk_ASC_auto_sufficient_escort                      -14.88    ***        0.0   \n",
+       "walk_ASC_auto_sufficient_othdiscr                      3.68    ***        0.0   \n",
+       "walk_ASC_auto_sufficient_othmaint                     -1.76               0.0   \n",
+       "walk_ASC_auto_sufficient_school                        0.41               0.0   \n",
+       "walk_ASC_auto_sufficient_shopping                     -3.75    ***        0.0   \n",
+       "walk_ASC_auto_sufficient_social                        5.04    ***        0.0   \n",
+       "walk_ASC_auto_sufficient_univ                            NA               0.0   \n",
+       "walk_ASC_auto_sufficient_work                         -3.70    ***        0.0   \n",
+       "walk_ASC_no_auto_atwork                                0.09               0.0   \n",
+       "walk_ASC_no_auto_eatout                                0.06               0.0   \n",
+       "walk_ASC_no_auto_escort                                0.03               0.0   \n",
+       "walk_ASC_no_auto_othdiscr                              0.04               0.0   \n",
+       "walk_ASC_no_auto_othmaint                              0.01               0.0   \n",
+       "walk_ASC_no_auto_school                                0.16               0.0   \n",
+       "walk_ASC_no_auto_shopping                              0.03               0.0   \n",
+       "walk_ASC_no_auto_social                                0.02               0.0   \n",
+       "walk_ASC_no_auto_univ                                    NA               0.0   \n",
+       "walk_ASC_no_auto_work                                  0.07               0.0   \n",
+       "walk_ferry_ASC_eatout_escort_othdiscr_othmaint_...    -0.01               0.0   \n",
+       "walk_ferry_ASC_school_univ                               NA               0.0   \n",
+       "walk_ferry_ASC_work                                    0.00               0.0   \n",
+       "walk_light_rail_ASC_eatout_escort_othdiscr_othm...    -0.01               0.0   \n",
+       "walk_light_rail_ASC_school_univ                          NA               0.0   \n",
+       "walk_light_rail_ASC_work                               0.00               0.0   \n",
+       "walk_transit_ASC_auto_deficient_atwork                -0.16               0.0   \n",
+       "walk_transit_ASC_auto_deficient_eatout                -0.03               0.0   \n",
+       "walk_transit_ASC_auto_deficient_escort                -0.27               0.0   \n",
+       "walk_transit_ASC_auto_deficient_othdiscr               0.05               0.0   \n",
+       "walk_transit_ASC_auto_deficient_othmaint              -0.18               0.0   \n",
+       "walk_transit_ASC_auto_deficient_school                   NA               0.0   \n",
+       "walk_transit_ASC_auto_deficient_shopping              -0.07               0.0   \n",
+       "walk_transit_ASC_auto_deficient_social                 0.08               0.0   \n",
+       "walk_transit_ASC_auto_deficient_univ                     NA               0.0   \n",
+       "walk_transit_ASC_auto_deficient_work                   0.00               0.0   \n",
+       "walk_transit_ASC_auto_sufficient_atwork               -0.22               0.0   \n",
+       "walk_transit_ASC_auto_sufficient_eatout               -0.08               0.0   \n",
+       "walk_transit_ASC_auto_sufficient_escort               -0.29               0.0   \n",
+       "walk_transit_ASC_auto_sufficient_othdiscr             -0.06               0.0   \n",
+       "walk_transit_ASC_auto_sufficient_othmaint             -0.10               0.0   \n",
+       "walk_transit_ASC_auto_sufficient_school                  NA               0.0   \n",
+       "walk_transit_ASC_auto_sufficient_shopping             -0.14               0.0   \n",
+       "walk_transit_ASC_auto_sufficient_social               -0.04               0.0   \n",
+       "walk_transit_ASC_auto_sufficient_univ                    NA               0.0   \n",
+       "walk_transit_ASC_auto_sufficient_work                 -0.00               0.0   \n",
+       "walk_transit_ASC_no_auto_atwork                        0.05               0.0   \n",
+       "walk_transit_ASC_no_auto_eatout                        0.04               0.0   \n",
+       "walk_transit_ASC_no_auto_escort                       -0.03               0.0   \n",
+       "walk_transit_ASC_no_auto_othdiscr                      0.04               0.0   \n",
+       "walk_transit_ASC_no_auto_othmaint                      0.04               0.0   \n",
+       "walk_transit_ASC_no_auto_school                          NA               0.0   \n",
+       "walk_transit_ASC_no_auto_shopping                      0.03               0.0   \n",
+       "walk_transit_ASC_no_auto_social                        0.03               0.0   \n",
+       "walk_transit_ASC_no_auto_univ                            NA               0.0   \n",
+       "walk_transit_ASC_no_auto_work                          0.02               0.0   \n",
+       "walk_transit_CBD_ASC_atwork                            4.57    ***        0.0   \n",
+       "walk_transit_CBD_ASC_eatout_escort_othdiscr_oth...    14.25    ***        0.0   \n",
+       "walk_transit_CBD_ASC_school_univ                       7.30    ***        0.0   \n",
+       "walk_transit_CBD_ASC_work                             21.50    ***        0.0   \n",
+       "coefficient_name\\ncoef_test    coef_test_eatout...                              \n",
+       "coefficient_name\\ncoef_test    coef_test_eatout...                              \n",
+       "coefficient_name\\ncoef_test    coef_test_eatout...                              \n",
+       "coefficient_name\\ncoef_test    coef_test_eatout...                              \n",
+       "coefficient_name\\ncoef_test    coef_test_eatout...                              \n",
+       "coefficient_name\\ncoef_test    coef_test_eatout...                              \n",
+       "coefficient_name\\ncoef_test    coef_test_eatout...                              \n",
+       "coefficient_name\\ncoef_test    coef_test_school...                              \n",
+       "coefficient_name\\ncoef_test    coef_test_school...                              \n",
+       "\n",
+       "                                                      remodel             \\\n",
+       "                                                        Value    Std Err   \n",
+       "Parameter                                                                  \n",
+       "-999                                                    -999.       0.00   \n",
+       "1                                                        1.00       0.00   \n",
+       "bike_ASC_auto_deficient_atwork                          -1.06      0.340   \n",
+       "bike_ASC_auto_deficient_eatout                          -1.20      0.594   \n",
+       "bike_ASC_auto_deficient_escort                          -3.88      0.559   \n",
+       "bike_ASC_auto_deficient_othdiscr                       -0.528      0.418   \n",
+       "bike_ASC_auto_deficient_othmaint                        -1.63      0.448   \n",
+       "bike_ASC_auto_deficient_school                          -1.18      0.997   \n",
+       "bike_ASC_auto_deficient_shopping                        -1.30      0.363   \n",
+       "bike_ASC_auto_deficient_social                          0.592      0.532   \n",
+       "bike_ASC_auto_deficient_univ                           -0.669    0.00146   \n",
+       "bike_ASC_auto_deficient_work                           -0.360     0.0922   \n",
+       "bike_ASC_auto_sufficient_atwork                          15.7       463.   \n",
+       "bike_ASC_auto_sufficient_eatout                         -1.30      0.409   \n",
+       "bike_ASC_auto_sufficient_escort                         -5.26      0.453   \n",
+       "bike_ASC_auto_sufficient_othdiscr                       -1.49      0.382   \n",
+       "bike_ASC_auto_sufficient_othmaint                       -2.51      0.349   \n",
+       "bike_ASC_auto_sufficient_school                         -2.20      0.953   \n",
+       "bike_ASC_auto_sufficient_shopping                       -2.78      0.326   \n",
+       "bike_ASC_auto_sufficient_social                         -1.83      0.471   \n",
+       "bike_ASC_auto_sufficient_univ                           -1.94    0.00650   \n",
+       "bike_ASC_auto_sufficient_work                           -2.06     0.0822   \n",
+       "bike_ASC_no_auto_atwork                                -0.911       87.8   \n",
+       "bike_ASC_no_auto_eatout                                 0.510       87.2   \n",
+       "bike_ASC_no_auto_escort                                -0.730       87.2   \n",
+       "bike_ASC_no_auto_othdiscr                              -0.404       87.2   \n",
+       "bike_ASC_no_auto_othmaint                                1.61       87.2   \n",
+       "bike_ASC_no_auto_school                                  13.4       116.   \n",
+       "bike_ASC_no_auto_shopping                                1.05       87.2   \n",
+       "bike_ASC_no_auto_social                                 0.486       87.2   \n",
+       "bike_ASC_no_auto_univ                                    4.29    0.00688   \n",
+       "bike_ASC_no_auto_work                                    3.43       87.2   \n",
+       "coef_age010_trn_multiplier_atwork                    0.000722         NA   \n",
+       "coef_age010_trn_multiplier_eatout_escort_othdis...      0.364      0.175   \n",
+       "coef_age010_trn_multiplier_school_univ                 -0.875     0.0898   \n",
+       "coef_age1619_da_multiplier_atwork                      -0.193      0.205   \n",
+       "coef_age1619_da_multiplier_eatout_escort_othdis...   0.000513     0.0424   \n",
+       "coef_age1619_da_multiplier_school_univ                  -1.68     0.0748   \n",
+       "coef_age16p_sr_multiplier_eatout_escort_othdisc...      -1.45     0.0814   \n",
+       "coef_age16p_sr_multiplier_school_univ_work_atwork      -0.648     0.0683   \n",
+       "coef_hhsize1_sr_multiplier_eatout_escort_othdis...    -0.0710     0.0312   \n",
+       "coef_hhsize1_sr_multiplier_work                        -0.836     0.0577   \n",
+       "coef_hhsize2_sr_multiplier_eatout_escort_othdis...    0.00209     0.0178   \n",
+       "coef_hhsize2_sr_multiplier_school_univ                 -0.748     0.0912   \n",
+       "coef_ivt_atwork                                       -0.0112   0.000478   \n",
+       "coef_ivt_eatout_escort_othdiscr_othmaint_shoppi...   -0.00688   0.000144   \n",
+       "coef_ivt_school_univ                                  -0.0104   0.000318   \n",
+       "coef_ivt_work                                        -0.00795   0.000148   \n",
+       "coef_nest_AUTO                                          0.720       0.00   \n",
+       "coef_nest_AUTO_DRIVEALONE                               0.350       0.00   \n",
+       "coef_nest_AUTO_SHAREDRIDE2                              0.350       0.00   \n",
+       "coef_nest_AUTO_SHAREDRIDE3                              0.350       0.00   \n",
+       "coef_nest_NONMOTORIZED                                  0.720       0.00   \n",
+       "coef_nest_RIDEHAIL                                      0.360       0.00   \n",
+       "coef_nest_TRANSIT                                       0.720       0.00   \n",
+       "coef_nest_TRANSIT_DRIVEACCESS                           0.500       0.00   \n",
+       "coef_nest_TRANSIT_WALKACCESS                            0.500       0.00   \n",
+       "coef_test_eatout_escort_othdiscr_othmaint_shopp...     0.0770         NA   \n",
+       "coef_test_school_univ                                   0.518         NA   \n",
+       "commuter_rail_ASC_eatout_escort_othdiscr_othmai...     -0.744       20.6   \n",
+       "commuter_rail_ASC_school_univ                          -0.247         NA   \n",
+       "commuter_rail_ASC_work                                  0.158         NA   \n",
+       "drive_ferry_ASC_eatout_escort_othdiscr_othmaint...     -0.393       20.6   \n",
+       "drive_ferry_ASC_school_univ                              1.45         NA   \n",
+       "drive_ferry_ASC_work                                    0.194         NA   \n",
+       "drive_light_rail_ASC_eatout_escort_othdiscr_oth...    -0.0919       20.6   \n",
+       "drive_light_rail_ASC_school_univ                        0.707         NA   \n",
+       "drive_light_rail_ASC_work                               0.507         NA   \n",
+       "drive_transit_ASC_auto_deficient_atwork                 -999.   0.000231   \n",
+       "drive_transit_ASC_auto_deficient_eatout                 0.105       20.6   \n",
+       "drive_transit_ASC_auto_deficient_escort                 -2.14       20.6   \n",
+       "drive_transit_ASC_auto_deficient_othdiscr              -0.726       20.6   \n",
+       "drive_transit_ASC_auto_deficient_othmaint               -1.17       20.6   \n",
+       "drive_transit_ASC_auto_deficient_school                  1.57         NA   \n",
+       "drive_transit_ASC_auto_deficient_shopping               -1.43       20.6   \n",
+       "drive_transit_ASC_auto_deficient_social                 0.594       20.6   \n",
+       "drive_transit_ASC_auto_deficient_univ                    1.85         NA   \n",
+       "drive_transit_ASC_auto_deficient_work                  -0.911         NA   \n",
+       "drive_transit_ASC_auto_sufficient_atwork                -999.         NA   \n",
+       "drive_transit_ASC_auto_sufficient_eatout                -1.30       20.6   \n",
+       "drive_transit_ASC_auto_sufficient_escort                -5.25       20.6   \n",
+       "drive_transit_ASC_auto_sufficient_othdiscr              -1.11       20.6   \n",
+       "drive_transit_ASC_auto_sufficient_othmaint              -2.44       20.6   \n",
+       "drive_transit_ASC_auto_sufficient_school                0.155         NA   \n",
+       "drive_transit_ASC_auto_sufficient_shopping              -3.97       20.6   \n",
+       "drive_transit_ASC_auto_sufficient_social                -1.34       20.6   \n",
+       "drive_transit_ASC_auto_sufficient_univ                   1.36   0.000291   \n",
+       "drive_transit_ASC_auto_sufficient_work                  -1.83         NA   \n",
+       "drive_transit_ASC_no_auto_all                            0.00   0.000293   \n",
+       "drive_transit_CBD_ASC_atwork                            0.564         NA   \n",
+       "drive_transit_CBD_ASC_eatout_escort_othdiscr_ot...       1.41      0.142   \n",
+       "drive_transit_CBD_ASC_school_univ                        1.20      0.253   \n",
+       "drive_transit_CBD_ASC_work                               1.62     0.0697   \n",
+       "express_bus_ASC_eatout_escort_othdiscr_othmaint...    -0.0888       20.6   \n",
+       "express_bus_ASC_school_univ                            -0.450         NA   \n",
+       "express_bus_ASC_work                                   -0.920         NA   \n",
+       "heavy_rail_ASC_eatout_escort_othdiscr_othmaint_...     0.0401       20.6   \n",
+       "heavy_rail_ASC_school_univ                              0.127         NA   \n",
+       "heavy_rail_ASC_work                                     0.496         NA   \n",
+       "joint_bike_ASC_auto_deficient_all                       -6.16       1.42   \n",
+       "joint_bike_ASC_auto_sufficient_all                      -6.95      0.465   \n",
+       "joint_bike_ASC_no_auto_all                              -2.67       1.14   \n",
+       "joint_drive_transit_ASC_auto_deficient_all              -6.04       20.6   \n",
+       "joint_drive_transit_ASC_auto_sufficient_all             -7.80       20.6   \n",
+       "joint_drive_transit_ASC_no_auto_all                      0.00       0.00   \n",
+       "joint_sr2_ASC_auto_deficient_all                         0.00       0.00   \n",
+       "joint_sr2_ASC_auto_sufficient_all                        0.00       0.00   \n",
+       "joint_sr2_ASC_no_auto_all                                0.00       0.00   \n",
+       "joint_sr3p_ASC_auto_deficient_all                       -1.51      0.260   \n",
+       "joint_sr3p_ASC_auto_sufficient_all                      -2.27      0.131   \n",
+       "joint_sr3p_ASC_no_auto_all                              0.680      0.471   \n",
+       "joint_taxi_ASC_auto_deficient_all                       -9.82       8.64   \n",
+       "joint_taxi_ASC_auto_sufficient_all                      -11.7       0.00   \n",
+       "joint_taxi_ASC_no_auto_all                              -4.58       4.45   \n",
+       "joint_tnc_shared_ASC_auto_deficient_all                 -11.2       18.0   \n",
+       "joint_tnc_shared_ASC_auto_sufficient_all                -13.2       0.00   \n",
+       "joint_tnc_shared_ASC_no_auto_all                        -4.70       2.31   \n",
+       "joint_tnc_single_ASC_auto_deficient_all                 -9.90       7.63   \n",
+       "joint_tnc_single_ASC_auto_sufficient_all                -14.0       0.00   \n",
+       "joint_tnc_single_ASC_no_auto_all                        -3.89       2.20   \n",
+       "joint_walk_ASC_auto_deficient_all                       -2.05      0.372   \n",
+       "joint_walk_ASC_auto_sufficient_all                      -4.15      0.240   \n",
+       "joint_walk_ASC_no_auto_all                             -0.294      0.735   \n",
+       "joint_walk_transit_ASC_auto_deficient_all               -5.30       20.6   \n",
+       "joint_walk_transit_ASC_auto_sufficient_all              -18.3       620.   \n",
+       "joint_walk_transit_ASC_no_auto_all                      0.351       20.6   \n",
+       "local_bus_ASC_eatout_escort_othdiscr_othmaint_s...     -0.943       20.6   \n",
+       "local_bus_ASC_school_univ                              -0.811         NA   \n",
+       "local_bus_ASC_work                                     -0.211         NA   \n",
+       "sr2_ASC_auto_deficient_atwork                           -1.57      0.133   \n",
+       "sr2_ASC_auto_deficient_eatout                            1.32      0.407   \n",
+       "sr2_ASC_auto_deficient_escort                           0.560      0.331   \n",
+       "sr2_ASC_auto_deficient_othdiscr                          1.32      0.389   \n",
+       "sr2_ASC_auto_deficient_othmaint                          1.03      0.327   \n",
+       "sr2_ASC_auto_deficient_school                           0.522      0.961   \n",
+       "sr2_ASC_auto_deficient_shopping                         0.801      0.319   \n",
+       "sr2_ASC_auto_deficient_social                            2.42      0.473   \n",
+       "sr2_ASC_auto_deficient_univ                             -1.69   0.000112   \n",
+       "sr2_ASC_auto_deficient_work                             0.248     0.0900   \n",
+       "sr2_ASC_auto_sufficient_atwork                         -0.810     0.0784   \n",
+       "sr2_ASC_auto_sufficient_eatout                           1.63      0.390   \n",
+       "sr2_ASC_auto_sufficient_escort                          0.754      0.317   \n",
+       "sr2_ASC_auto_sufficient_othdiscr                         1.09      0.380   \n",
+       "sr2_ASC_auto_sufficient_othmaint                         1.09      0.312   \n",
+       "sr2_ASC_auto_sufficient_school                         -0.720      0.950   \n",
+       "sr2_ASC_auto_sufficient_shopping                        0.806      0.310   \n",
+       "sr2_ASC_auto_sufficient_social                           1.07      0.438   \n",
+       "sr2_ASC_auto_sufficient_univ                            -1.86   6.12e-05   \n",
+       "sr2_ASC_auto_sufficient_work                           -0.478     0.0868   \n",
+       "sr2_ASC_no_auto_all                                      1.17       87.2   \n",
+       "sr3p_ASC_auto_deficient_atwork                          -1.88      0.137   \n",
+       "sr3p_ASC_auto_deficient_eatout                          0.638      0.420   \n",
+       "sr3p_ASC_auto_deficient_escort                          0.336      0.332   \n",
+       "sr3p_ASC_auto_deficient_othdiscr                         1.67      0.387   \n",
+       "sr3p_ASC_auto_deficient_othmaint                       -0.202      0.371   \n",
+       "sr3p_ASC_auto_deficient_school                           1.09      0.961   \n",
+       "sr3p_ASC_auto_deficient_shopping                        0.457      0.324   \n",
+       "sr3p_ASC_auto_deficient_social                           2.16      0.476   \n",
+       "sr3p_ASC_auto_deficient_univ                            -1.73         NA   \n",
+       "sr3p_ASC_auto_deficient_work                           -0.289     0.0929   \n",
+       "sr3p_ASC_auto_sufficient_atwork                         -1.00     0.0798   \n",
+       "sr3p_ASC_auto_sufficient_eatout                          1.58      0.390   \n",
+       "sr3p_ASC_auto_sufficient_escort                         0.729      0.317   \n",
+       "sr3p_ASC_auto_sufficient_othdiscr                        1.18      0.380   \n",
+       "sr3p_ASC_auto_sufficient_othmaint                       0.726      0.313   \n",
+       "sr3p_ASC_auto_sufficient_school                        -0.151      0.950   \n",
+       "sr3p_ASC_auto_sufficient_shopping                       0.561      0.310   \n",
+       "sr3p_ASC_auto_sufficient_social                          1.07      0.438   \n",
+       "sr3p_ASC_auto_sufficient_univ                           -1.90   1.95e-05   \n",
+       "sr3p_ASC_auto_sufficient_work                          -0.849     0.0876   \n",
+       "sr3p_ASC_no_auto_atwork                                  1.67       87.2   \n",
+       "sr3p_ASC_no_auto_eatout                                  1.53       87.2   \n",
+       "sr3p_ASC_no_auto_escort                                 -1.87       87.3   \n",
+       "sr3p_ASC_no_auto_othdiscr                                1.40       87.2   \n",
+       "sr3p_ASC_no_auto_othmaint                               0.195       87.2   \n",
+       "sr3p_ASC_no_auto_school                                 -6.02       112.   \n",
+       "sr3p_ASC_no_auto_shopping                               0.847       87.2   \n",
+       "sr3p_ASC_no_auto_social                                 -1.21       87.2   \n",
+       "sr3p_ASC_no_auto_univ                                   -6.06   5.30e-05   \n",
+       "sr3p_ASC_no_auto_work                                   0.523       87.2   \n",
+       "taxi_ASC_auto_deficient_atwork                          -4.75      0.459   \n",
+       "taxi_ASC_auto_deficient_eatout_othdiscr_social          -3.16      0.647   \n",
+       "taxi_ASC_auto_deficient_escort_othmaint_shopping       -0.503      0.313   \n",
+       "taxi_ASC_auto_deficient_school                          0.899      0.968   \n",
+       "taxi_ASC_auto_deficient_univ                             4.25   4.12e-06   \n",
+       "taxi_ASC_auto_deficient_work                            -2.30      0.226   \n",
+       "taxi_ASC_auto_sufficient_atwork                         -3.31      0.148   \n",
+       "taxi_ASC_auto_sufficient_eatout_othdiscr_social         -3.47      0.416   \n",
+       "taxi_ASC_auto_sufficient_escort_othmaint_shopping       -2.33      0.306   \n",
+       "taxi_ASC_auto_sufficient_school                         -2.23      0.956   \n",
+       "taxi_ASC_auto_sufficient_univ                          -0.313         NA   \n",
+       "taxi_ASC_auto_sufficient_work                           -5.14      0.361   \n",
+       "taxi_ASC_no_auto_atwork                                  3.63       87.2   \n",
+       "taxi_ASC_no_auto_eatout_othdiscr_social                -0.460       87.2   \n",
+       "taxi_ASC_no_auto_escort_othmaint_shopping                1.54       87.2   \n",
+       "taxi_ASC_no_auto_school_univ                            -7.00       0.00   \n",
+       "taxi_ASC_no_auto_work                                    3.89       87.2   \n",
+       "tnc_shared_ASC_auto_deficient_atwork                    -5.21      0.410   \n",
+       "tnc_shared_ASC_auto_deficient_eatout_othdiscr_s...      -4.43       1.17   \n",
+       "tnc_shared_ASC_auto_deficient_escort_othmaint_s...     -0.796      0.310   \n",
+       "tnc_shared_ASC_auto_deficient_school                    0.312      0.966   \n",
+       "tnc_shared_ASC_auto_deficient_univ                       3.25         NA   \n",
+       "tnc_shared_ASC_auto_deficient_work                      -3.73      0.231   \n",
+       "tnc_shared_ASC_auto_sufficient_atwork                   -4.09      0.167   \n",
+       "tnc_shared_ASC_auto_sufficient_eatout_othdiscr_...      -3.88      0.393   \n",
+       "tnc_shared_ASC_auto_sufficient_escort_othmaint_...      -2.83      0.305   \n",
+       "tnc_shared_ASC_auto_sufficient_school                   -3.62      0.961   \n",
+       "tnc_shared_ASC_auto_sufficient_univ                    -0.907         NA   \n",
+       "tnc_shared_ASC_auto_sufficient_work                     -6.74      0.419   \n",
+       "tnc_shared_ASC_no_auto_atwork                            3.04       87.2   \n",
+       "tnc_shared_ASC_no_auto_eatout_othdiscr_social       -0.000529       87.2   \n",
+       "tnc_shared_ASC_no_auto_escort_othmaint_shopping         0.776       87.2   \n",
+       "tnc_shared_ASC_no_auto_school                           -7.00       0.00   \n",
+       "tnc_shared_ASC_no_auto_univ                             -5.81         NA   \n",
+       "tnc_shared_ASC_no_auto_work                              2.21       87.2   \n",
+       "tnc_single_ASC_auto_deficient_atwork                    -4.36      0.331   \n",
+       "tnc_single_ASC_auto_deficient_eatout_othdiscr_s...      -3.12      0.599   \n",
+       "tnc_single_ASC_auto_deficient_escort_othmaint_s...     0.0928      0.308   \n",
+       "tnc_single_ASC_auto_deficient_school                   0.0597      0.975   \n",
+       "tnc_single_ASC_auto_deficient_univ                       1.02   2.45e-06   \n",
+       "tnc_single_ASC_auto_deficient_work                      -1.47      0.118   \n",
+       "tnc_single_ASC_auto_sufficient_atwork                   -3.14      0.125   \n",
+       "tnc_single_ASC_auto_sufficient_eatout_othdiscr_...      -2.83      0.371   \n",
+       "tnc_single_ASC_auto_sufficient_escort_othmaint_...      -1.76      0.302   \n",
+       "tnc_single_ASC_auto_sufficient_school                   -2.02      0.953   \n",
+       "tnc_single_ASC_auto_sufficient_univ                     0.209   2.79e-06   \n",
+       "tnc_single_ASC_auto_sufficient_work                     -4.33      0.179   \n",
+       "tnc_single_ASC_no_auto_atwork                            4.24       87.2   \n",
+       "tnc_single_ASC_no_auto_eatout_othdiscr_social            1.06       87.2   \n",
+       "tnc_single_ASC_no_auto_escort_othmaint_shopping          1.70       87.2   \n",
+       "tnc_single_ASC_no_auto_school                           -7.00       0.00   \n",
+       "tnc_single_ASC_no_auto_univ                             -2.52   5.36e-06   \n",
+       "tnc_single_ASC_no_auto_work                              5.31       87.2   \n",
+       "walk_ASC_auto_deficient_atwork                          0.175      0.124   \n",
+       "walk_ASC_auto_deficient_eatout                           2.70      0.425   \n",
+       "walk_ASC_auto_deficient_escort                          -1.60      0.396   \n",
+       "walk_ASC_auto_deficient_othdiscr                         1.57      0.398   \n",
+       "walk_ASC_auto_deficient_othmaint                        0.643      0.360   \n",
+       "walk_ASC_auto_deficient_school                           2.65      0.964   \n",
+       "walk_ASC_auto_deficient_shopping                         1.31      0.323   \n",
+       "walk_ASC_auto_deficient_social                           2.48      0.516   \n",
+       "walk_ASC_auto_deficient_univ                             4.51         NA   \n",
+       "walk_ASC_auto_deficient_work                             1.59     0.0962   \n",
+       "walk_ASC_auto_sufficient_atwork                        0.0786     0.0579   \n",
+       "walk_ASC_auto_sufficient_eatout                          1.19      0.391   \n",
+       "walk_ASC_auto_sufficient_escort                         -1.32      0.313   \n",
+       "walk_ASC_auto_sufficient_othdiscr                       0.661      0.376   \n",
+       "walk_ASC_auto_sufficient_othmaint                       0.439      0.310   \n",
+       "walk_ASC_auto_sufficient_school                         0.383      0.951   \n",
+       "walk_ASC_auto_sufficient_shopping                      0.0818      0.305   \n",
+       "walk_ASC_auto_sufficient_social                         0.911      0.439   \n",
+       "walk_ASC_auto_sufficient_univ                            1.06   1.94e-07   \n",
+       "walk_ASC_auto_sufficient_work                          -0.417     0.0795   \n",
+       "walk_ASC_no_auto_atwork                                  6.61       87.2   \n",
+       "walk_ASC_no_auto_eatout                                  4.52       87.2   \n",
+       "walk_ASC_no_auto_escort                                  2.56       87.2   \n",
+       "walk_ASC_no_auto_othdiscr                                2.96       87.2   \n",
+       "walk_ASC_no_auto_othmaint                                1.06       87.2   \n",
+       "walk_ASC_no_auto_school                                  17.8       116.   \n",
+       "walk_ASC_no_auto_shopping                                2.26       87.2   \n",
+       "walk_ASC_no_auto_social                                  1.84       87.2   \n",
+       "walk_ASC_no_auto_univ                                    6.41   3.50e-09   \n",
+       "walk_ASC_no_auto_work                                    5.28       87.2   \n",
+       "walk_ferry_ASC_eatout_escort_othdiscr_othmaint_...    -0.0347       20.6   \n",
+       "walk_ferry_ASC_school_univ                              0.903         NA   \n",
+       "walk_ferry_ASC_work                                    0.0751         NA   \n",
+       "walk_light_rail_ASC_eatout_escort_othdiscr_othm...      0.115       20.6   \n",
+       "walk_light_rail_ASC_school_univ                         0.721         NA   \n",
+       "walk_light_rail_ASC_work                                0.730         NA   \n",
+       "walk_transit_ASC_auto_deficient_atwork                  -2.84       20.6   \n",
+       "walk_transit_ASC_auto_deficient_eatout                 -0.205       20.6   \n",
+       "walk_transit_ASC_auto_deficient_escort                  -4.46       20.6   \n",
+       "walk_transit_ASC_auto_deficient_othdiscr                0.997       20.6   \n",
+       "walk_transit_ASC_auto_deficient_othmaint                -2.91       20.6   \n",
+       "walk_transit_ASC_auto_deficient_school                   3.00         NA   \n",
+       "walk_transit_ASC_auto_deficient_shopping               -0.899       20.6   \n",
+       "walk_transit_ASC_auto_deficient_social                   1.32       20.6   \n",
+       "walk_transit_ASC_auto_deficient_univ                     3.14       0.00   \n",
+       "walk_transit_ASC_auto_deficient_work                   0.0663         NA   \n",
+       "walk_transit_ASC_auto_sufficient_atwork                 -3.76       20.6   \n",
+       "walk_transit_ASC_auto_sufficient_eatout                -0.985       20.6   \n",
+       "walk_transit_ASC_auto_sufficient_escort                 -4.68       20.6   \n",
+       "walk_transit_ASC_auto_sufficient_othdiscr              -0.771       20.6   \n",
+       "walk_transit_ASC_auto_sufficient_othmaint               -1.31       20.6   \n",
+       "walk_transit_ASC_auto_sufficient_school                 0.522         NA   \n",
+       "walk_transit_ASC_auto_sufficient_shopping               -2.20       20.6   \n",
+       "walk_transit_ASC_auto_sufficient_social                -0.595       20.6   \n",
+       "walk_transit_ASC_auto_sufficient_univ                   0.473       0.00   \n",
+       "walk_transit_ASC_auto_sufficient_work                   -1.47         NA   \n",
+       "walk_transit_ASC_no_auto_atwork                          2.98       73.6   \n",
+       "walk_transit_ASC_no_auto_eatout                          2.76       73.6   \n",
+       "walk_transit_ASC_no_auto_escort                         -2.26       73.7   \n",
+       "walk_transit_ASC_no_auto_othdiscr                        2.64       73.6   \n",
+       "walk_transit_ASC_no_auto_othmaint                        2.43       73.6   \n",
+       "walk_transit_ASC_no_auto_school                          20.5         NA   \n",
+       "walk_transit_ASC_no_auto_shopping                        2.18       73.6   \n",
+       "walk_transit_ASC_no_auto_social                          1.90       73.6   \n",
+       "walk_transit_ASC_no_auto_univ                            8.79       0.00   \n",
+       "walk_transit_ASC_no_auto_work                            4.63         NA   \n",
+       "walk_transit_CBD_ASC_atwork                              1.18      0.277   \n",
+       "walk_transit_CBD_ASC_eatout_escort_othdiscr_oth...       1.09     0.0756   \n",
+       "walk_transit_CBD_ASC_school_univ                        0.826      0.114   \n",
+       "walk_transit_CBD_ASC_work                                1.15     0.0539   \n",
+       "coefficient_name\\ncoef_test    coef_test_eatout...      0.340      0.190   \n",
+       "coefficient_name\\ncoef_test    coef_test_eatout...       0.00         NA   \n",
+       "coefficient_name\\ncoef_test    coef_test_eatout...      0.231      0.185   \n",
+       "coefficient_name\\ncoef_test    coef_test_eatout...      0.333      0.150   \n",
+       "coefficient_name\\ncoef_test    coef_test_eatout...      0.245      0.149   \n",
+       "coefficient_name\\ncoef_test    coef_test_eatout...      0.197      0.214   \n",
+       "coefficient_name\\ncoef_test    coef_test_eatout...    -0.0306     0.0255   \n",
+       "coefficient_name\\ncoef_test    coef_test_school...      0.278      0.474   \n",
+       "coefficient_name\\ncoef_test    coef_test_school...       0.00         NA   \n",
+       "\n",
+       "                                                                               \n",
+       "                                                     t Stat Signif Null Value  \n",
+       "Parameter                                                                      \n",
+       "-999                                                     NA               0.0  \n",
+       "1                                                        NA               0.0  \n",
+       "bike_ASC_auto_deficient_atwork                        -3.11     **        0.0  \n",
+       "bike_ASC_auto_deficient_eatout                        -2.02      *        0.0  \n",
+       "bike_ASC_auto_deficient_escort                        -6.94    ***        0.0  \n",
+       "bike_ASC_auto_deficient_othdiscr                      -1.26               0.0  \n",
+       "bike_ASC_auto_deficient_othmaint                      -3.64    ***        0.0  \n",
+       "bike_ASC_auto_deficient_school                        -1.19               0.0  \n",
+       "bike_ASC_auto_deficient_shopping                      -3.59    ***        0.0  \n",
+       "bike_ASC_auto_deficient_social                         1.11               0.0  \n",
+       "bike_ASC_auto_deficient_univ                        -458.48    ***        0.0  \n",
+       "bike_ASC_auto_deficient_work                          -3.90    ***        0.0  \n",
+       "bike_ASC_auto_sufficient_atwork                        0.03               0.0  \n",
+       "bike_ASC_auto_sufficient_eatout                       -3.17     **        0.0  \n",
+       "bike_ASC_auto_sufficient_escort                      -11.62    ***        0.0  \n",
+       "bike_ASC_auto_sufficient_othdiscr                     -3.91    ***        0.0  \n",
+       "bike_ASC_auto_sufficient_othmaint                     -7.20    ***        0.0  \n",
+       "bike_ASC_auto_sufficient_school                       -2.31      *        0.0  \n",
+       "bike_ASC_auto_sufficient_shopping                     -8.52    ***        0.0  \n",
+       "bike_ASC_auto_sufficient_social                       -3.88    ***        0.0  \n",
+       "bike_ASC_auto_sufficient_univ                       -298.24    ***        0.0  \n",
+       "bike_ASC_auto_sufficient_work                        -25.06    ***        0.0  \n",
+       "bike_ASC_no_auto_atwork                               -0.01               0.0  \n",
+       "bike_ASC_no_auto_eatout                                0.01               0.0  \n",
+       "bike_ASC_no_auto_escort                               -0.01               0.0  \n",
+       "bike_ASC_no_auto_othdiscr                             -0.00               0.0  \n",
+       "bike_ASC_no_auto_othmaint                              0.02               0.0  \n",
+       "bike_ASC_no_auto_school                                0.12               0.0  \n",
+       "bike_ASC_no_auto_shopping                              0.01               0.0  \n",
+       "bike_ASC_no_auto_social                                0.01               0.0  \n",
+       "bike_ASC_no_auto_univ                                624.05    ***        0.0  \n",
+       "bike_ASC_no_auto_work                                  0.04               0.0  \n",
+       "coef_age010_trn_multiplier_atwork                        NA               0.0  \n",
+       "coef_age010_trn_multiplier_eatout_escort_othdis...     2.08      *        0.0  \n",
+       "coef_age010_trn_multiplier_school_univ                -9.74    ***        0.0  \n",
+       "coef_age1619_da_multiplier_atwork                     -0.94               0.0  \n",
+       "coef_age1619_da_multiplier_eatout_escort_othdis...     0.01               0.0  \n",
+       "coef_age1619_da_multiplier_school_univ               -22.42    ***        0.0  \n",
+       "coef_age16p_sr_multiplier_eatout_escort_othdisc...   -17.82    ***        0.0  \n",
+       "coef_age16p_sr_multiplier_school_univ_work_atwork     -9.49    ***        0.0  \n",
+       "coef_hhsize1_sr_multiplier_eatout_escort_othdis...    -2.27      *        0.0  \n",
+       "coef_hhsize1_sr_multiplier_work                      -14.48    ***        0.0  \n",
+       "coef_hhsize2_sr_multiplier_eatout_escort_othdis...     0.12               0.0  \n",
+       "coef_hhsize2_sr_multiplier_school_univ                -8.20    ***        0.0  \n",
+       "coef_ivt_atwork                                      -23.41    ***        0.0  \n",
+       "coef_ivt_eatout_escort_othdiscr_othmaint_shoppi...   -47.65    ***        0.0  \n",
+       "coef_ivt_school_univ                                 -32.71    ***        0.0  \n",
+       "coef_ivt_work                                        -53.70    ***        0.0  \n",
+       "coef_nest_AUTO                                           NA               1.0  \n",
+       "coef_nest_AUTO_DRIVEALONE                                NA               1.0  \n",
+       "coef_nest_AUTO_SHAREDRIDE2                               NA               1.0  \n",
+       "coef_nest_AUTO_SHAREDRIDE3                               NA               1.0  \n",
+       "coef_nest_NONMOTORIZED                                   NA               1.0  \n",
+       "coef_nest_RIDEHAIL                                       NA               1.0  \n",
+       "coef_nest_TRANSIT                                        NA               1.0  \n",
+       "coef_nest_TRANSIT_DRIVEACCESS                            NA               1.0  \n",
+       "coef_nest_TRANSIT_WALKACCESS                             NA               1.0  \n",
+       "coef_test_eatout_escort_othdiscr_othmaint_shopp...       NA               0.0  \n",
+       "coef_test_school_univ                                    NA               0.0  \n",
+       "commuter_rail_ASC_eatout_escort_othdiscr_othmai...    -0.04               0.0  \n",
+       "commuter_rail_ASC_school_univ                            NA               0.0  \n",
+       "commuter_rail_ASC_work                                   NA               0.0  \n",
+       "drive_ferry_ASC_eatout_escort_othdiscr_othmaint...    -0.02               0.0  \n",
+       "drive_ferry_ASC_school_univ                              NA               0.0  \n",
+       "drive_ferry_ASC_work                                     NA               0.0  \n",
+       "drive_light_rail_ASC_eatout_escort_othdiscr_oth...    -0.00               0.0  \n",
+       "drive_light_rail_ASC_school_univ                         NA               0.0  \n",
+       "drive_light_rail_ASC_work                                NA               0.0  \n",
+       "drive_transit_ASC_auto_deficient_atwork                -BIG    ***        0.0  \n",
+       "drive_transit_ASC_auto_deficient_eatout                0.01               0.0  \n",
+       "drive_transit_ASC_auto_deficient_escort               -0.10               0.0  \n",
+       "drive_transit_ASC_auto_deficient_othdiscr             -0.04               0.0  \n",
+       "drive_transit_ASC_auto_deficient_othmaint             -0.06               0.0  \n",
+       "drive_transit_ASC_auto_deficient_school                  NA               0.0  \n",
+       "drive_transit_ASC_auto_deficient_shopping             -0.07               0.0  \n",
+       "drive_transit_ASC_auto_deficient_social                0.03               0.0  \n",
+       "drive_transit_ASC_auto_deficient_univ                    NA               0.0  \n",
+       "drive_transit_ASC_auto_deficient_work                    NA               0.0  \n",
+       "drive_transit_ASC_auto_sufficient_atwork                 NA               0.0  \n",
+       "drive_transit_ASC_auto_sufficient_eatout              -0.06               0.0  \n",
+       "drive_transit_ASC_auto_sufficient_escort              -0.26               0.0  \n",
+       "drive_transit_ASC_auto_sufficient_othdiscr            -0.05               0.0  \n",
+       "drive_transit_ASC_auto_sufficient_othmaint            -0.12               0.0  \n",
+       "drive_transit_ASC_auto_sufficient_school                 NA               0.0  \n",
+       "drive_transit_ASC_auto_sufficient_shopping            -0.19               0.0  \n",
+       "drive_transit_ASC_auto_sufficient_social              -0.07               0.0  \n",
+       "drive_transit_ASC_auto_sufficient_univ                  BIG    ***        0.0  \n",
+       "drive_transit_ASC_auto_sufficient_work                   NA               0.0  \n",
+       "drive_transit_ASC_no_auto_all                          0.00               0.0  \n",
+       "drive_transit_CBD_ASC_atwork                             NA               0.0  \n",
+       "drive_transit_CBD_ASC_eatout_escort_othdiscr_ot...     9.95    ***        0.0  \n",
+       "drive_transit_CBD_ASC_school_univ                      4.76    ***        0.0  \n",
+       "drive_transit_CBD_ASC_work                            23.19    ***        0.0  \n",
+       "express_bus_ASC_eatout_escort_othdiscr_othmaint...    -0.00               0.0  \n",
+       "express_bus_ASC_school_univ                              NA               0.0  \n",
+       "express_bus_ASC_work                                     NA               0.0  \n",
+       "heavy_rail_ASC_eatout_escort_othdiscr_othmaint_...     0.00               0.0  \n",
+       "heavy_rail_ASC_school_univ                               NA               0.0  \n",
+       "heavy_rail_ASC_work                                      NA               0.0  \n",
+       "joint_bike_ASC_auto_deficient_all                     -4.35    ***        0.0  \n",
+       "joint_bike_ASC_auto_sufficient_all                   -14.96    ***        0.0  \n",
+       "joint_bike_ASC_no_auto_all                            -2.35      *        0.0  \n",
+       "joint_drive_transit_ASC_auto_deficient_all            -0.29               0.0  \n",
+       "joint_drive_transit_ASC_auto_sufficient_all           -0.38               0.0  \n",
+       "joint_drive_transit_ASC_no_auto_all                      NA               0.0  \n",
+       "joint_sr2_ASC_auto_deficient_all                         NA               0.0  \n",
+       "joint_sr2_ASC_auto_sufficient_all                        NA               0.0  \n",
+       "joint_sr2_ASC_no_auto_all                                NA               0.0  \n",
+       "joint_sr3p_ASC_auto_deficient_all                     -5.80    ***        0.0  \n",
+       "joint_sr3p_ASC_auto_sufficient_all                   -17.25    ***        0.0  \n",
+       "joint_sr3p_ASC_no_auto_all                             1.44               0.0  \n",
+       "joint_taxi_ASC_auto_deficient_all                     -1.14               0.0  \n",
+       "joint_taxi_ASC_auto_sufficient_all                       NA               0.0  \n",
+       "joint_taxi_ASC_no_auto_all                            -1.03               0.0  \n",
+       "joint_tnc_shared_ASC_auto_deficient_all               -0.62               0.0  \n",
+       "joint_tnc_shared_ASC_auto_sufficient_all                 NA               0.0  \n",
+       "joint_tnc_shared_ASC_no_auto_all                      -2.03      *        0.0  \n",
+       "joint_tnc_single_ASC_auto_deficient_all               -1.30               0.0  \n",
+       "joint_tnc_single_ASC_auto_sufficient_all                 NA               0.0  \n",
+       "joint_tnc_single_ASC_no_auto_all                      -1.77               0.0  \n",
+       "joint_walk_ASC_auto_deficient_all                     -5.51    ***        0.0  \n",
+       "joint_walk_ASC_auto_sufficient_all                   -17.32    ***        0.0  \n",
+       "joint_walk_ASC_no_auto_all                            -0.40               0.0  \n",
+       "joint_walk_transit_ASC_auto_deficient_all             -0.26               0.0  \n",
+       "joint_walk_transit_ASC_auto_sufficient_all            -0.03               0.0  \n",
+       "joint_walk_transit_ASC_no_auto_all                     0.02               0.0  \n",
+       "local_bus_ASC_eatout_escort_othdiscr_othmaint_s...    -0.05               0.0  \n",
+       "local_bus_ASC_school_univ                                NA               0.0  \n",
+       "local_bus_ASC_work                                       NA               0.0  \n",
+       "sr2_ASC_auto_deficient_atwork                        -11.82    ***        0.0  \n",
+       "sr2_ASC_auto_deficient_eatout                          3.25     **        0.0  \n",
+       "sr2_ASC_auto_deficient_escort                          1.69               0.0  \n",
+       "sr2_ASC_auto_deficient_othdiscr                        3.39    ***        0.0  \n",
+       "sr2_ASC_auto_deficient_othmaint                        3.14     **        0.0  \n",
+       "sr2_ASC_auto_deficient_school                          0.54               0.0  \n",
+       "sr2_ASC_auto_deficient_shopping                        2.51      *        0.0  \n",
+       "sr2_ASC_auto_deficient_social                          5.12    ***        0.0  \n",
+       "sr2_ASC_auto_deficient_univ                            -BIG    ***        0.0  \n",
+       "sr2_ASC_auto_deficient_work                            2.76     **        0.0  \n",
+       "sr2_ASC_auto_sufficient_atwork                       -10.34    ***        0.0  \n",
+       "sr2_ASC_auto_sufficient_eatout                         4.18    ***        0.0  \n",
+       "sr2_ASC_auto_sufficient_escort                         2.38      *        0.0  \n",
+       "sr2_ASC_auto_sufficient_othdiscr                       2.87     **        0.0  \n",
+       "sr2_ASC_auto_sufficient_othmaint                       3.51    ***        0.0  \n",
+       "sr2_ASC_auto_sufficient_school                        -0.76               0.0  \n",
+       "sr2_ASC_auto_sufficient_shopping                       2.60     **        0.0  \n",
+       "sr2_ASC_auto_sufficient_social                         2.43      *        0.0  \n",
+       "sr2_ASC_auto_sufficient_univ                           -BIG    ***        0.0  \n",
+       "sr2_ASC_auto_sufficient_work                          -5.50    ***        0.0  \n",
+       "sr2_ASC_no_auto_all                                    0.01               0.0  \n",
+       "sr3p_ASC_auto_deficient_atwork                       -13.71    ***        0.0  \n",
+       "sr3p_ASC_auto_deficient_eatout                         1.52               0.0  \n",
+       "sr3p_ASC_auto_deficient_escort                         1.01               0.0  \n",
+       "sr3p_ASC_auto_deficient_othdiscr                       4.32    ***        0.0  \n",
+       "sr3p_ASC_auto_deficient_othmaint                      -0.55               0.0  \n",
+       "sr3p_ASC_auto_deficient_school                         1.14               0.0  \n",
+       "sr3p_ASC_auto_deficient_shopping                       1.41               0.0  \n",
+       "sr3p_ASC_auto_deficient_social                         4.52    ***        0.0  \n",
+       "sr3p_ASC_auto_deficient_univ                             NA               0.0  \n",
+       "sr3p_ASC_auto_deficient_work                          -3.11     **        0.0  \n",
+       "sr3p_ASC_auto_sufficient_atwork                      -12.59    ***        0.0  \n",
+       "sr3p_ASC_auto_sufficient_eatout                        4.04    ***        0.0  \n",
+       "sr3p_ASC_auto_sufficient_escort                        2.30      *        0.0  \n",
+       "sr3p_ASC_auto_sufficient_othdiscr                      3.12     **        0.0  \n",
+       "sr3p_ASC_auto_sufficient_othmaint                      2.32      *        0.0  \n",
+       "sr3p_ASC_auto_sufficient_school                       -0.16               0.0  \n",
+       "sr3p_ASC_auto_sufficient_shopping                      1.81               0.0  \n",
+       "sr3p_ASC_auto_sufficient_social                        2.45      *        0.0  \n",
+       "sr3p_ASC_auto_sufficient_univ                          -BIG    ***        0.0  \n",
+       "sr3p_ASC_auto_sufficient_work                         -9.68    ***        0.0  \n",
+       "sr3p_ASC_no_auto_atwork                                0.02               0.0  \n",
+       "sr3p_ASC_no_auto_eatout                                0.02               0.0  \n",
+       "sr3p_ASC_no_auto_escort                               -0.02               0.0  \n",
+       "sr3p_ASC_no_auto_othdiscr                              0.02               0.0  \n",
+       "sr3p_ASC_no_auto_othmaint                              0.00               0.0  \n",
+       "sr3p_ASC_no_auto_school                               -0.05               0.0  \n",
+       "sr3p_ASC_no_auto_shopping                              0.01               0.0  \n",
+       "sr3p_ASC_no_auto_social                               -0.01               0.0  \n",
+       "sr3p_ASC_no_auto_univ                                  -BIG    ***        0.0  \n",
+       "sr3p_ASC_no_auto_work                                  0.01               0.0  \n",
+       "taxi_ASC_auto_deficient_atwork                       -10.34    ***        0.0  \n",
+       "taxi_ASC_auto_deficient_eatout_othdiscr_social        -4.89    ***        0.0  \n",
+       "taxi_ASC_auto_deficient_escort_othmaint_shopping      -1.60               0.0  \n",
+       "taxi_ASC_auto_deficient_school                         0.93               0.0  \n",
+       "taxi_ASC_auto_deficient_univ                            BIG    ***        0.0  \n",
+       "taxi_ASC_auto_deficient_work                         -10.19    ***        0.0  \n",
+       "taxi_ASC_auto_sufficient_atwork                      -22.34    ***        0.0  \n",
+       "taxi_ASC_auto_sufficient_eatout_othdiscr_social       -8.35    ***        0.0  \n",
+       "taxi_ASC_auto_sufficient_escort_othmaint_shopping     -7.60    ***        0.0  \n",
+       "taxi_ASC_auto_sufficient_school                       -2.33      *        0.0  \n",
+       "taxi_ASC_auto_sufficient_univ                            NA               0.0  \n",
+       "taxi_ASC_auto_sufficient_work                        -14.22    ***        0.0  \n",
+       "taxi_ASC_no_auto_atwork                                0.04               0.0  \n",
+       "taxi_ASC_no_auto_eatout_othdiscr_social               -0.01               0.0  \n",
+       "taxi_ASC_no_auto_escort_othmaint_shopping              0.02               0.0  \n",
+       "taxi_ASC_no_auto_school_univ                             NA               0.0  \n",
+       "taxi_ASC_no_auto_work                                  0.04               0.0  \n",
+       "tnc_shared_ASC_auto_deficient_atwork                 -12.71    ***        0.0  \n",
+       "tnc_shared_ASC_auto_deficient_eatout_othdiscr_s...    -3.78    ***        0.0  \n",
+       "tnc_shared_ASC_auto_deficient_escort_othmaint_s...    -2.57      *        0.0  \n",
+       "tnc_shared_ASC_auto_deficient_school                   0.32               0.0  \n",
+       "tnc_shared_ASC_auto_deficient_univ                       NA               0.0  \n",
+       "tnc_shared_ASC_auto_deficient_work                   -16.16    ***        0.0  \n",
+       "tnc_shared_ASC_auto_sufficient_atwork                -24.51    ***        0.0  \n",
+       "tnc_shared_ASC_auto_sufficient_eatout_othdiscr_...    -9.86    ***        0.0  \n",
+       "tnc_shared_ASC_auto_sufficient_escort_othmaint_...    -9.30    ***        0.0  \n",
+       "tnc_shared_ASC_auto_sufficient_school                 -3.77    ***        0.0  \n",
+       "tnc_shared_ASC_auto_sufficient_univ                      NA               0.0  \n",
+       "tnc_shared_ASC_auto_sufficient_work                  -16.11    ***        0.0  \n",
+       "tnc_shared_ASC_no_auto_atwork                          0.03               0.0  \n",
+       "tnc_shared_ASC_no_auto_eatout_othdiscr_social         -0.00               0.0  \n",
+       "tnc_shared_ASC_no_auto_escort_othmaint_shopping        0.01               0.0  \n",
+       "tnc_shared_ASC_no_auto_school                            NA               0.0  \n",
+       "tnc_shared_ASC_no_auto_univ                              NA               0.0  \n",
+       "tnc_shared_ASC_no_auto_work                            0.03               0.0  \n",
+       "tnc_single_ASC_auto_deficient_atwork                 -13.19    ***        0.0  \n",
+       "tnc_single_ASC_auto_deficient_eatout_othdiscr_s...    -5.21    ***        0.0  \n",
+       "tnc_single_ASC_auto_deficient_escort_othmaint_s...     0.30               0.0  \n",
+       "tnc_single_ASC_auto_deficient_school                   0.06               0.0  \n",
+       "tnc_single_ASC_auto_deficient_univ                      BIG    ***        0.0  \n",
+       "tnc_single_ASC_auto_deficient_work                   -12.49    ***        0.0  \n",
+       "tnc_single_ASC_auto_sufficient_atwork                -25.04    ***        0.0  \n",
+       "tnc_single_ASC_auto_sufficient_eatout_othdiscr_...    -7.62    ***        0.0  \n",
+       "tnc_single_ASC_auto_sufficient_escort_othmaint_...    -5.81    ***        0.0  \n",
+       "tnc_single_ASC_auto_sufficient_school                 -2.12      *        0.0  \n",
+       "tnc_single_ASC_auto_sufficient_univ                     BIG    ***        0.0  \n",
+       "tnc_single_ASC_auto_sufficient_work                  -24.13    ***        0.0  \n",
+       "tnc_single_ASC_no_auto_atwork                          0.05               0.0  \n",
+       "tnc_single_ASC_no_auto_eatout_othdiscr_social          0.01               0.0  \n",
+       "tnc_single_ASC_no_auto_escort_othmaint_shopping        0.02               0.0  \n",
+       "tnc_single_ASC_no_auto_school                            NA               0.0  \n",
+       "tnc_single_ASC_no_auto_univ                            -BIG    ***        0.0  \n",
+       "tnc_single_ASC_no_auto_work                            0.06               0.0  \n",
+       "walk_ASC_auto_deficient_atwork                         1.41               0.0  \n",
+       "walk_ASC_auto_deficient_eatout                         6.37    ***        0.0  \n",
+       "walk_ASC_auto_deficient_escort                        -4.04    ***        0.0  \n",
+       "walk_ASC_auto_deficient_othdiscr                       3.94    ***        0.0  \n",
+       "walk_ASC_auto_deficient_othmaint                       1.79               0.0  \n",
+       "walk_ASC_auto_deficient_school                         2.75     **        0.0  \n",
+       "walk_ASC_auto_deficient_shopping                       4.06    ***        0.0  \n",
+       "walk_ASC_auto_deficient_social                         4.82    ***        0.0  \n",
+       "walk_ASC_auto_deficient_univ                             NA               0.0  \n",
+       "walk_ASC_auto_deficient_work                          16.52    ***        0.0  \n",
+       "walk_ASC_auto_sufficient_atwork                        1.36               0.0  \n",
+       "walk_ASC_auto_sufficient_eatout                        3.04     **        0.0  \n",
+       "walk_ASC_auto_sufficient_escort                       -4.20    ***        0.0  \n",
+       "walk_ASC_auto_sufficient_othdiscr                      1.76               0.0  \n",
+       "walk_ASC_auto_sufficient_othmaint                      1.42               0.0  \n",
+       "walk_ASC_auto_sufficient_school                        0.40               0.0  \n",
+       "walk_ASC_auto_sufficient_shopping                      0.27               0.0  \n",
+       "walk_ASC_auto_sufficient_social                        2.08      *        0.0  \n",
+       "walk_ASC_auto_sufficient_univ                           BIG    ***        0.0  \n",
+       "walk_ASC_auto_sufficient_work                         -5.25    ***        0.0  \n",
+       "walk_ASC_no_auto_atwork                                0.08               0.0  \n",
+       "walk_ASC_no_auto_eatout                                0.05               0.0  \n",
+       "walk_ASC_no_auto_escort                                0.03               0.0  \n",
+       "walk_ASC_no_auto_othdiscr                              0.03               0.0  \n",
+       "walk_ASC_no_auto_othmaint                              0.01               0.0  \n",
+       "walk_ASC_no_auto_school                                0.15               0.0  \n",
+       "walk_ASC_no_auto_shopping                              0.03               0.0  \n",
+       "walk_ASC_no_auto_social                                0.02               0.0  \n",
+       "walk_ASC_no_auto_univ                                   BIG    ***        0.0  \n",
+       "walk_ASC_no_auto_work                                  0.06               0.0  \n",
+       "walk_ferry_ASC_eatout_escort_othdiscr_othmaint_...    -0.00               0.0  \n",
+       "walk_ferry_ASC_school_univ                               NA               0.0  \n",
+       "walk_ferry_ASC_work                                      NA               0.0  \n",
+       "walk_light_rail_ASC_eatout_escort_othdiscr_othm...     0.01               0.0  \n",
+       "walk_light_rail_ASC_school_univ                          NA               0.0  \n",
+       "walk_light_rail_ASC_work                                 NA               0.0  \n",
+       "walk_transit_ASC_auto_deficient_atwork                -0.14               0.0  \n",
+       "walk_transit_ASC_auto_deficient_eatout                -0.01               0.0  \n",
+       "walk_transit_ASC_auto_deficient_escort                -0.22               0.0  \n",
+       "walk_transit_ASC_auto_deficient_othdiscr               0.05               0.0  \n",
+       "walk_transit_ASC_auto_deficient_othmaint              -0.14               0.0  \n",
+       "walk_transit_ASC_auto_deficient_school                   NA               0.0  \n",
+       "walk_transit_ASC_auto_deficient_shopping              -0.04               0.0  \n",
+       "walk_transit_ASC_auto_deficient_social                 0.06               0.0  \n",
+       "walk_transit_ASC_auto_deficient_univ                     NA               0.0  \n",
+       "walk_transit_ASC_auto_deficient_work                     NA               0.0  \n",
+       "walk_transit_ASC_auto_sufficient_atwork               -0.18               0.0  \n",
+       "walk_transit_ASC_auto_sufficient_eatout               -0.05               0.0  \n",
+       "walk_transit_ASC_auto_sufficient_escort               -0.23               0.0  \n",
+       "walk_transit_ASC_auto_sufficient_othdiscr             -0.04               0.0  \n",
+       "walk_transit_ASC_auto_sufficient_othmaint             -0.06               0.0  \n",
+       "walk_transit_ASC_auto_sufficient_school                  NA               0.0  \n",
+       "walk_transit_ASC_auto_sufficient_shopping             -0.11               0.0  \n",
+       "walk_transit_ASC_auto_sufficient_social               -0.03               0.0  \n",
+       "walk_transit_ASC_auto_sufficient_univ                    NA               0.0  \n",
+       "walk_transit_ASC_auto_sufficient_work                    NA               0.0  \n",
+       "walk_transit_ASC_no_auto_atwork                        0.04               0.0  \n",
+       "walk_transit_ASC_no_auto_eatout                        0.04               0.0  \n",
+       "walk_transit_ASC_no_auto_escort                       -0.03               0.0  \n",
+       "walk_transit_ASC_no_auto_othdiscr                      0.04               0.0  \n",
+       "walk_transit_ASC_no_auto_othmaint                      0.03               0.0  \n",
+       "walk_transit_ASC_no_auto_school                          NA               0.0  \n",
+       "walk_transit_ASC_no_auto_shopping                      0.03               0.0  \n",
+       "walk_transit_ASC_no_auto_social                        0.03               0.0  \n",
+       "walk_transit_ASC_no_auto_univ                            NA               0.0  \n",
+       "walk_transit_ASC_no_auto_work                            NA               0.0  \n",
+       "walk_transit_CBD_ASC_atwork                            4.28    ***        0.0  \n",
+       "walk_transit_CBD_ASC_eatout_escort_othdiscr_oth...    14.41    ***        0.0  \n",
+       "walk_transit_CBD_ASC_school_univ                       7.24    ***        0.0  \n",
+       "walk_transit_CBD_ASC_work                             21.27    ***        0.0  \n",
+       "coefficient_name\\ncoef_test    coef_test_eatout...     1.78               0.0  \n",
+       "coefficient_name\\ncoef_test    coef_test_eatout...       NA               0.0  \n",
+       "coefficient_name\\ncoef_test    coef_test_eatout...     1.24               0.0  \n",
+       "coefficient_name\\ncoef_test    coef_test_eatout...     2.22      *        0.0  \n",
+       "coefficient_name\\ncoef_test    coef_test_eatout...     1.64               0.0  \n",
+       "coefficient_name\\ncoef_test    coef_test_eatout...     0.92               0.0  \n",
+       "coefficient_name\\ncoef_test    coef_test_eatout...    -1.20               0.0  \n",
+       "coefficient_name\\ncoef_test    coef_test_school...     0.59               0.0  \n",
+       "coefficient_name\\ncoef_test    coef_test_school...       NA               0.0  "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "with pd.option_context('display.max_rows', 999):\n",
+    "    display(pd.concat({\n",
+    "        \"model\": model.parameter_summary().data,\n",
+    "        \"remodel\": remodel.parameter_summary().data,\n",
+    "    }, axis=1).fillna(\"\"))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-06-26T02:27:37.943631Z",
+     "iopub.status.busy": "2025-06-26T02:27:37.943503Z",
+     "iopub.status.idle": "2025-06-26T02:27:38.022217Z",
+     "shell.execute_reply": "2025-06-26T02:27:38.021934Z",
+     "shell.execute_reply.started": "2025-06-26T02:27:37.943621Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th>model</th>\n",
+       "      <th>remodel</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>Number of Cases</th>\n",
+       "      <th>Aggregate</th>\n",
+       "      <td>69971.000000</td>\n",
+       "      <td>69971.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"2\" valign=\"top\">Log Likelihood at Convergence</th>\n",
+       "      <th>Aggregate</th>\n",
+       "      <td>-76508.289239</td>\n",
+       "      <td>-76502.093437</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Per Case</th>\n",
+       "      <td>-1.093429</td>\n",
+       "      <td>-1.093340</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"2\" valign=\"top\">Log Likelihood at Null Parameters</th>\n",
+       "      <th>Aggregate</th>\n",
+       "      <td>-142469.530288</td>\n",
+       "      <td>-142469.530288</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Per Case</th>\n",
+       "      <td>-2.036123</td>\n",
+       "      <td>-2.036123</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Rho Squared w.r.t. Null Parameters</th>\n",
+       "      <th>Aggregate</th>\n",
+       "      <td>0.462985</td>\n",
+       "      <td>0.463028</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                                      model        remodel\n",
+       "Number of Cases                    Aggregate   69971.000000   69971.000000\n",
+       "Log Likelihood at Convergence      Aggregate  -76508.289239  -76502.093437\n",
+       "                                   Per Case       -1.093429      -1.093340\n",
+       "Log Likelihood at Null Parameters  Aggregate -142469.530288 -142469.530288\n",
+       "                                   Per Case       -2.036123      -2.036123\n",
+       "Rho Squared w.r.t. Null Parameters Aggregate       0.462985       0.463028"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "with pd.option_context('display.max_rows', 999):\n",
+    "    display(pd.concat({\n",
+    "        \"model\": model.estimation_statistics_raw(),\n",
+    "        \"remodel\": remodel.estimation_statistics_raw(),\n",
+    "    }, axis=1).fillna(\"\"))"
+   ]
   }
  ],
  "metadata": {
@@ -4371,9 +13023,9 @@
    "toc_visible": true
   },
   "kernelspec": {
-   "display_name": "ESTER",
+   "display_name": "Aestival",
    "language": "python",
-   "name": "python3"
+   "name": "aestival"
   },
   "language_info": {
    "codemirror_mode": {
@@ -4385,7 +13037,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.15"
+   "version": "3.10.0"
   },
   "toc": {
    "base_numbering": 1,

From 5d19936aa90d13ae32e19f803179f05d79964200 Mon Sep 17 00:00:00 2001
From: Jeff Newman <jeff@driftless.xyz>
Date: Wed, 25 Jun 2025 22:14:37 -0500
Subject: [PATCH 48/56] add to docs

---
 docs/users-guide/estimation-mode/larch.md | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/docs/users-guide/estimation-mode/larch.md b/docs/users-guide/estimation-mode/larch.md
index a1c7ee3ef6..da029b6365 100644
--- a/docs/users-guide/estimation-mode/larch.md
+++ b/docs/users-guide/estimation-mode/larch.md
@@ -316,3 +316,6 @@ The following notebooks include examples of modifying the model specification:
   This notebook includes a demonstration of modification to the SPEC file for the
   CDAP model. This model has a complex structure that is unique among the
   ActivitySim component models.
+- [`17_tour_mode_choice.ipynb`](https://github.com/ActivitySim/activitysim/tree/main/activitysim/examples/example_estimation/notebooks/17_tour_mode_choice.ipynb):
+  This notebook includes a demonstration of modification to the spec, coefficients,
+  and coefficients template file for the tour mode choice model.

From 42c007e73891789c477506402f2bc552cf1834ff Mon Sep 17 00:00:00 2001
From: Jeff Newman <jeff@driftless.xyz>
Date: Thu, 26 Jun 2025 10:46:54 -0500
Subject: [PATCH 49/56] union not addition on sets

---
 activitysim/estimation/larch/nonmand_tour_freq.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/activitysim/estimation/larch/nonmand_tour_freq.py b/activitysim/estimation/larch/nonmand_tour_freq.py
index 7fab946375..c35d44453a 100644
--- a/activitysim/estimation/larch/nonmand_tour_freq.py
+++ b/activitysim/estimation/larch/nonmand_tour_freq.py
@@ -309,7 +309,7 @@ def nonmand_tour_freq_model(
             x_col="Label",
             p_col=segment_name,
             x_validator=set(chooser_data[segment_name].columns)
-            + set(alt_values[segment_name].columns),
+            | set(alt_values[segment_name].columns),
             expr_col="Expression",
         )
         apply_coefficients(coefficients[segment_name], segment_model)

From c2742a409a41d4a1bcbce66b57593e4bde783a68 Mon Sep 17 00:00:00 2001
From: Jeff Newman <jeff@driftless.xyz>
Date: Thu, 26 Jun 2025 10:47:05 -0500
Subject: [PATCH 50/56] restore nb kernel

---
 .../example_estimation/notebooks/17_tour_mode_choice.ipynb  | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/activitysim/examples/example_estimation/notebooks/17_tour_mode_choice.ipynb b/activitysim/examples/example_estimation/notebooks/17_tour_mode_choice.ipynb
index 58246f47ad..535c1bedb7 100644
--- a/activitysim/examples/example_estimation/notebooks/17_tour_mode_choice.ipynb
+++ b/activitysim/examples/example_estimation/notebooks/17_tour_mode_choice.ipynb
@@ -13023,9 +13023,9 @@
    "toc_visible": true
   },
   "kernelspec": {
-   "display_name": "Aestival",
+   "display_name": "ESTER",
    "language": "python",
-   "name": "aestival"
+   "name": "python3"
   },
   "language_info": {
    "codemirror_mode": {
@@ -13037,7 +13037,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.0"
+   "version": "3.10.15"
   },
   "toc": {
    "base_numbering": 1,

From 9433a50d36106c69edf6b7c186d133cfdb8bf714 Mon Sep 17 00:00:00 2001
From: David Hensle <hensle93@gmail.com>
Date: Tue, 22 Jul 2025 09:34:06 -0700
Subject: [PATCH 51/56] blacken

---
 activitysim/abm/models/util/tour_destination.py | 10 +++++++++-
 1 file changed, 9 insertions(+), 1 deletion(-)

diff --git a/activitysim/abm/models/util/tour_destination.py b/activitysim/abm/models/util/tour_destination.py
index b5eaeadd78..e98cac5875 100644
--- a/activitysim/abm/models/util/tour_destination.py
+++ b/activitysim/abm/models/util/tour_destination.py
@@ -9,7 +9,15 @@
 
 from activitysim.abm.models.util import logsums as logsum
 from activitysim.abm.tables.size_terms import tour_destination_size_terms
-from activitysim.core import config, estimation, los, simulate, tracing, workflow, expressions
+from activitysim.core import (
+    config,
+    estimation,
+    los,
+    simulate,
+    tracing,
+    workflow,
+    expressions,
+)
 from activitysim.core.configuration.logit import TourLocationComponentSettings
 from activitysim.core.interaction_sample import interaction_sample
 from activitysim.core.interaction_sample_simulate import interaction_sample_simulate

From d279c83d1fa923d2948a38abd637be2755630ad0 Mon Sep 17 00:00:00 2001
From: David Hensle <hensle93@gmail.com>
Date: Thu, 24 Jul 2025 14:24:50 -0700
Subject: [PATCH 52/56] replacing conda with uv in estimation tests

---
 .github/workflows/core_tests.yml | 97 +++++++++-----------------------
 1 file changed, 27 insertions(+), 70 deletions(-)

diff --git a/.github/workflows/core_tests.yml b/.github/workflows/core_tests.yml
index 1de3c5fcc0..e6aa672c28 100644
--- a/.github/workflows/core_tests.yml
+++ b/.github/workflows/core_tests.yml
@@ -323,64 +323,38 @@ jobs:
     needs: foundation
     env:
       python-version: "3.10"
-      label: linux-64
+      label: win-64
     defaults:
       run:
-        shell: bash -l {0}
+        shell: pwsh
     name: Estimation Notebooks Test
-    runs-on: ubuntu-latest
+    runs-on: windows-latest
     steps:
       - uses: actions/checkout@v4
 
-      - name: Setup Miniforge
-        uses: conda-incubator/setup-miniconda@v3
+      - name: Install uv
+        uses: astral-sh/setup-uv@v5
         with:
-          miniforge-version: latest
-          mamba-version: "2.0.5"
-          conda-solver: classic
-          conda-remove-defaults: true
-          activate-environment: asim-test
-          python-version: ${{ env.python-version }}
-
-      - name: Set cache date for year and month
-        run: echo "DATE=$(date +'%Y%m')" >> $GITHUB_ENV
+          version: "0.7.12"
+          enable-cache: true
+          cache-dependency-glob: "uv.lock"
 
-      - uses: actions/cache@v4
+      - name: "Set up Python"
+        uses: actions/setup-python@v5
         with:
-          path: ${{ env.CONDA }}/envs
-          key: ${{ env.label }}-conda-${{ hashFiles('conda-environments/github-actions-tests.yml') }}-${{ env.DATE }}-${{ env.CACHE_NUMBER }}
-        id: cache
-
-      - name: Update environment
-        run: |
-          conda env update -n asim-test -f conda-environments/github-actions-tests.yml
-        if: steps.cache.outputs.cache-hit != 'true'
-
-      - name: Install Graphviz
-        uses: ts-graphviz/setup-graphviz@v2
-
-      - name: Install Larch v6
-        run: python -m pip install "larch>=6" "pandas<2" pydot
+          python-version-file: ".python-version"
 
       - name: Install activitysim
-        # installing without dependencies is faster, we trust that all needed dependencies
-        # are in the conda environment defined above.  Also, this avoids pip getting
-        # confused and reinstalling tables (pytables).
-        run: |
-          python -m pip install -e . --no-deps
-
-      - name: Conda checkup
         run: |
-          conda info -a
-          conda list
+          uv sync --locked --only-group github-action
 
       - name: Create Estimation Data
         run: |
-          python activitysim/examples/example_estimation/notebooks/est_mode_setup.py --household_sample_size 5000
+          uv run python activitysim/examples/example_estimation/notebooks/est_mode_setup.py --household_sample_size 5000
 
       - name: Test Estimation Notebooks
         run: |
-          python -m pytest activitysim/examples/example_estimation/notebooks/*.ipynb \
+          uv run pytest activitysim/examples/example_estimation/notebooks/*.ipynb \
             --nbmake-timeout=3000 \
             --ignore=activitysim/examples/example_estimation/notebooks/01_estimation_mode.ipynb
 
@@ -388,51 +362,34 @@ jobs:
     needs: foundation
     env:
       python-version: "3.10"
-      label: linux-64
+      label: win-64
     defaults:
       run:
-        shell: bash -l {0}
+        shell: pwsh
     name: estimation_edb_creation_test
-    runs-on: ubuntu-latest
+    runs-on: windows-latest
     steps:
       - uses: actions/checkout@v4
 
-      - name: Setup Miniforge
-        uses: conda-incubator/setup-miniconda@v3
+      - name: Install uv
+        uses: astral-sh/setup-uv@v5
         with:
-          miniforge-version: latest
-          activate-environment: asim-test
-          python-version: ${{ env.python-version }}
-
-      - name: Set cache date for year and month
-        run: echo "DATE=$(date +'%Y%m')" >> $GITHUB_ENV
+          version: "0.7.12"
+          enable-cache: true
+          cache-dependency-glob: "uv.lock"
 
-      - uses: actions/cache@v4
+      - name: "Set up Python"
+        uses: actions/setup-python@v5
         with:
-          path: ${{ env.CONDA }}/envs
-          key: ${{ env.label }}-conda-${{ hashFiles('conda-environments/github-actions-tests.yml') }}-${{ env.DATE }}-${{ env.CACHE_NUMBER }}
-        id: cache
-
-      - name: Update environment
-        run: |
-          conda env update -n asim-test -f conda-environments/github-actions-tests.yml
-        if: steps.cache.outputs.cache-hit != 'true'
+          python-version-file: ".python-version"
 
       - name: Install activitysim
-        # installing without dependencies is faster, we trust that all needed dependencies
-        # are in the conda environment defined above.  Also, this avoids pip getting
-        # confused and reinstalling tables (pytables).
         run: |
-          python -m pip install -e . --no-deps
-
-      - name: Conda checkup
-        run: |
-          conda info -a
-          conda list
+          uv sync --locked --only-group github-action
 
       - name: Test Estimation EDB Creation
         run: |
-          python -m pytest activitysim/estimation/test/test_edb_creation/test_edb_formation.py --durations=0
+          uv run pytest activitysim/estimation/test/test_edb_creation/test_edb_formation.py --durations=0
 
   develop-docbuild:
     needs: foundation

From 19d2bb10992799e6009a462f59c4afa8071d376c Mon Sep 17 00:00:00 2001
From: David Hensle <hensle93@gmail.com>
Date: Thu, 24 Jul 2025 16:35:03 -0700
Subject: [PATCH 53/56] add requests to github-action dependencies

---
 pyproject.toml | 3 ++-
 uv.lock        | 2 ++
 2 files changed, 4 insertions(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index 7ac5c25153..1b7ce99ca1 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -160,9 +160,10 @@ github-action = [
     "pytest==7.2",
     "pytest-cov",
     "pytest-regressions",
+    "requests>=2.32.3",
     "ruff",
     "zarr>=2,<3",
-    "zstandard"
+    "zstandard",
 ]
 
 [tool.uv]
diff --git a/uv.lock b/uv.lock
index 527124b1c7..b91cb048ec 100644
--- a/uv.lock
+++ b/uv.lock
@@ -107,6 +107,7 @@ github-action = [
     { name = "pytest" },
     { name = "pytest-cov" },
     { name = "pytest-regressions" },
+    { name = "requests" },
     { name = "ruff" },
     { name = "zarr", version = "2.18.3", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.11'" },
     { name = "zarr", version = "2.18.7", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.11'" },
@@ -197,6 +198,7 @@ github-action = [
     { name = "pytest", specifier = "==7.2" },
     { name = "pytest-cov" },
     { name = "pytest-regressions" },
+    { name = "requests", specifier = ">=2.32.3" },
     { name = "ruff" },
     { name = "zarr", specifier = ">=2,<3" },
     { name = "zstandard" },

From f50122acba2b882d379bf5e937434c81cbe5466d Mon Sep 17 00:00:00 2001
From: David Hensle <hensle93@gmail.com>
Date: Fri, 25 Jul 2025 09:57:45 -0700
Subject: [PATCH 54/56] running with created virtual env instead

---
 .github/workflows/core_tests.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/core_tests.yml b/.github/workflows/core_tests.yml
index e6aa672c28..6c95dadccf 100644
--- a/.github/workflows/core_tests.yml
+++ b/.github/workflows/core_tests.yml
@@ -350,7 +350,7 @@ jobs:
 
       - name: Create Estimation Data
         run: |
-          uv run python activitysim/examples/example_estimation/notebooks/est_mode_setup.py --household_sample_size 5000
+          .venv\Scripts\python activitysim/examples/example_estimation/notebooks/est_mode_setup.py --household_sample_size 5000
 
       - name: Test Estimation Notebooks
         run: |

From aa5f20074ca284b3857e8476e6d22d8a277b90e0 Mon Sep 17 00:00:00 2001
From: Jeffrey Newman <jeff@driftless.xyz>
Date: Tue, 12 Aug 2025 10:42:21 -0500
Subject: [PATCH 55/56] Fix estimation notebook tests (#8)

---
 .github/workflows/core_tests.yml              | 29 +++++++++++--------
 .../build_full_mtc_example.py                 |  7 +++--
 pyproject.toml                                |  2 ++
 uv.lock                                       | 27 ++++++++++++++++-
 4 files changed, 49 insertions(+), 16 deletions(-)

diff --git a/.github/workflows/core_tests.yml b/.github/workflows/core_tests.yml
index 6c95dadccf..a0c225923f 100644
--- a/.github/workflows/core_tests.yml
+++ b/.github/workflows/core_tests.yml
@@ -332,6 +332,11 @@ jobs:
     steps:
       - uses: actions/checkout@v4
 
+      - name: "Set up Python"
+        uses: actions/setup-python@v5
+        with:
+          python-version-file: ".python-version"
+
       - name: Install uv
         uses: astral-sh/setup-uv@v5
         with:
@@ -339,24 +344,24 @@ jobs:
           enable-cache: true
           cache-dependency-glob: "uv.lock"
 
-      - name: "Set up Python"
-        uses: actions/setup-python@v5
-        with:
-          python-version-file: ".python-version"
+      - name: setup graphviz
+        uses: ts-graphviz/setup-graphviz@v2
 
       - name: Install activitysim
         run: |
-          uv sync --locked --only-group github-action
+          uv sync --locked --group github-action
 
       - name: Create Estimation Data
-        run: |
-          .venv\Scripts\python activitysim/examples/example_estimation/notebooks/est_mode_setup.py --household_sample_size 5000
+        run: >
+          uv run --group github-action python activitysim/examples/example_estimation/notebooks/est_mode_setup.py 
+          --household_sample_size 5000
 
       - name: Test Estimation Notebooks
-        run: |
-          uv run pytest activitysim/examples/example_estimation/notebooks/*.ipynb \
-            --nbmake-timeout=3000 \
-            --ignore=activitysim/examples/example_estimation/notebooks/01_estimation_mode.ipynb
+        run: >
+          uv run --group github-action pytest activitysim/examples/example_estimation/notebooks 
+          --nbmake-timeout=3000 
+          --ignore=activitysim/examples/example_estimation/notebooks/01_estimation_mode.ipynb 
+          --ignore-glob=activitysim/examples/example_estimation/notebooks/test-estimation-data/**
 
   estimation_edb_creation:
     needs: foundation
@@ -434,4 +439,4 @@ jobs:
           github_token: ${{ secrets.GITHUB_TOKEN }}
           # Token is created automatically by Github Actions, no other config needed
           publish_dir: ./docs/_build/html
-          destination_dir: develop
+          destination_dir: develop
\ No newline at end of file
diff --git a/activitysim/examples/example_estimation/build_full_mtc_example.py b/activitysim/examples/example_estimation/build_full_mtc_example.py
index 1d92a35acd..63878a7156 100644
--- a/activitysim/examples/example_estimation/build_full_mtc_example.py
+++ b/activitysim/examples/example_estimation/build_full_mtc_example.py
@@ -30,6 +30,7 @@
 import os
 import shutil
 import subprocess
+import sys
 import time
 from pathlib import Path
 
@@ -74,7 +75,7 @@ def main(working_dir: Path, household_sample_size: int, skip_to_edb: bool = Fals
 
         subprocess.run(
             [
-                "python",
+                sys.executable,
                 "-m",
                 "activitysim",
                 "run",
@@ -115,7 +116,7 @@ def main(working_dir: Path, household_sample_size: int, skip_to_edb: bool = Fals
 
         subprocess.run(
             [
-                "python",
+                sys.executable,
                 str(infer_py),
                 str(pseudosurvey_dir),
                 str(configs_dir),
@@ -132,7 +133,7 @@ def main(working_dir: Path, household_sample_size: int, skip_to_edb: bool = Fals
 
     subprocess.run(
         [
-            "python",
+            sys.executable,
             "-m",
             "activitysim",
             "run",
diff --git a/pyproject.toml b/pyproject.toml
index 1b7ce99ca1..c7814e601d 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -157,11 +157,13 @@ github-action = [
     "dask==2023.11",
     "isort==5.12.0",
     "nbmake==1.4.6",
+    "pydot>=4.0.1",
     "pytest==7.2",
     "pytest-cov",
     "pytest-regressions",
     "requests>=2.32.3",
     "ruff",
+    "xlsxwriter==3.2.5",
     "zarr>=2,<3",
     "zstandard",
 ]
diff --git a/uv.lock b/uv.lock
index b91cb048ec..b5cf49c6c9 100644
--- a/uv.lock
+++ b/uv.lock
@@ -1,5 +1,5 @@
 version = 1
-revision = 2
+revision = 3
 requires-python = ">=3.10"
 resolution-markers = [
     "python_full_version >= '3.12'",
@@ -104,11 +104,13 @@ github-action = [
     { name = "dask" },
     { name = "isort" },
     { name = "nbmake" },
+    { name = "pydot" },
     { name = "pytest" },
     { name = "pytest-cov" },
     { name = "pytest-regressions" },
     { name = "requests" },
     { name = "ruff" },
+    { name = "xlsxwriter" },
     { name = "zarr", version = "2.18.3", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.11'" },
     { name = "zarr", version = "2.18.7", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.11'" },
     { name = "zstandard" },
@@ -195,11 +197,13 @@ github-action = [
     { name = "dask", specifier = "==2023.11" },
     { name = "isort", specifier = "==5.12.0" },
     { name = "nbmake", specifier = "==1.4.6" },
+    { name = "pydot", specifier = ">=4.0.1" },
     { name = "pytest", specifier = "==7.2" },
     { name = "pytest-cov" },
     { name = "pytest-regressions" },
     { name = "requests", specifier = ">=2.32.3" },
     { name = "ruff" },
+    { name = "xlsxwriter", specifier = "==3.2.5" },
     { name = "zarr", specifier = ">=2,<3" },
     { name = "zstandard" },
 ]
@@ -3143,6 +3147,18 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/e2/0d/8ba33fa83a7dcde13eb3c1c2a0c1cc29950a048bfed6d9b0d8b6bd710b4c/pydata_sphinx_theme-0.16.1-py3-none-any.whl", hash = "sha256:225331e8ac4b32682c18fcac5a57a6f717c4e632cea5dd0e247b55155faeccde", size = 6723264, upload-time = "2024-12-17T10:53:35.645Z" },
 ]
 
+[[package]]
+name = "pydot"
+version = "4.0.1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "pyparsing" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/50/35/b17cb89ff865484c6a20ef46bf9d95a5f07328292578de0b295f4a6beec2/pydot-4.0.1.tar.gz", hash = "sha256:c2148f681c4a33e08bf0e26a9e5f8e4099a82e0e2a068098f32ce86577364ad5", size = 162594, upload-time = "2025-06-17T20:09:56.454Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/7e/32/a7125fb28c4261a627f999d5fb4afff25b523800faed2c30979949d6facd/pydot-4.0.1-py3-none-any.whl", hash = "sha256:869c0efadd2708c0be1f916eb669f3d664ca684bc57ffb7ecc08e70d5e93fee6", size = 37087, upload-time = "2025-06-17T20:09:55.25Z" },
+]
+
 [[package]]
 name = "pygments"
 version = "2.19.1"
@@ -4905,6 +4921,15 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/a4/1e/96fd96419fec1a37da998a1ca3d558f2cae2f6f3cd5015170371b05a2b6b/xarray-2025.4.0-py3-none-any.whl", hash = "sha256:b27defd082c5cb85d32c695708de6bb05c2838fb7caaf3f952982e602a35b9b8", size = 1290171, upload-time = "2025-04-29T23:27:57.059Z" },
 ]
 
+[[package]]
+name = "xlsxwriter"
+version = "3.2.5"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/a7/47/7704bac42ac6fe1710ae099b70e6a1e68ed173ef14792b647808c357da43/xlsxwriter-3.2.5.tar.gz", hash = "sha256:7e88469d607cdc920151c0ab3ce9cf1a83992d4b7bc730c5ffdd1a12115a7dbe", size = 213306, upload-time = "2025-06-17T08:59:14.619Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/fa/34/a22e6664211f0c8879521328000bdcae9bf6dbafa94a923e531f6d5b3f73/xlsxwriter-3.2.5-py3-none-any.whl", hash = "sha256:4f4824234e1eaf9d95df9a8fe974585ff91d0f5e3d3f12ace5b71e443c1c6abd", size = 172347, upload-time = "2025-06-17T08:59:13.453Z" },
+]
+
 [[package]]
 name = "xmle"
 version = "0.1.26"

From 744fc3c63a91fa8ced5e78c9afb6abb551d0bdec Mon Sep 17 00:00:00 2001
From: David Hensle <hensle93@gmail.com>
Date: Tue, 23 Sep 2025 13:29:31 -0700
Subject: [PATCH 56/56] Update scheduling.py

---
 activitysim/estimation/larch/scheduling.py | 11 +++++++++++
 1 file changed, 11 insertions(+)

diff --git a/activitysim/estimation/larch/scheduling.py b/activitysim/estimation/larch/scheduling.py
index f398baf2d2..e0adb34e56 100644
--- a/activitysim/estimation/larch/scheduling.py
+++ b/activitysim/estimation/larch/scheduling.py
@@ -272,6 +272,17 @@ def mandatory_tour_scheduling_school_model(
     )
 
 
+def mandatory_tour_scheduling_univ_model(
+    edb_directory="output/estimation_data_bundle/{name}/", return_data=False
+):
+    return schedule_choice_model(
+        name="mandatory_tour_scheduling_univ",
+        edb_directory=edb_directory,
+        return_data=return_data,
+        coefficients_file="tour_scheduling_univ_coefficients.csv",
+    )
+
+
 def non_mandatory_tour_scheduling_model(
     edb_directory="output/estimation_data_bundle/{name}/", return_data=False
 ):